diff --git a/README-fa-ir.md b/README-fa-ir.md index 007ace885..8938c46a2 100644 --- a/README-fa-ir.md +++ b/README-fa-ir.md @@ -126,13 +126,10 @@ - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - یک ابزار قدرتمند تولید تصویر با استفاده از API Imagen 3.0 گوگل از طریق MCP. تولید تصاویر با کیفیت بالا از طریق دستورات متنی با کنترل‌های پیشرفته عکاسی، هنری و فوتورئالیستی. - [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - بیش از ۴۰ برنامه را با یک باینری با استفاده از SQL کوئری کنید. همچنین می‌تواند به پایگاه داده سازگار با PostgreSQL، MySQL یا SQLite شما متصل شود. طراحی شده به صورت محلی-اول و خصوصی. - [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP یک سرور میان‌افزار MCP یکپارچه است که اتصالات MCP شما را با رابط کاربری گرافیکی مدیریت می‌کند. -- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - داده‌ها را در پلتفرم‌ها و پایگاه‌های داده مختلف با [MindsDB به عنوان یک سرور MCP واحد](https://docs.mindsdb.com/mcp/overview) متصل و یکپارچه کنید. -- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - با ۲۵۰۰ API با بیش از ۸۰۰۰ ابزار از پیش ساخته شده متصل شوید و سرورها را برای کاربران خود، در برنامه خودتان مدیریت کنید. - [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: یک سرور متا-MCP که به عنوان یک هاب جهانی عمل می‌کند و به LLMها اجازه می‌دهد تا به طور خودکار چندین سرور MCP را کشف، نصب و هماهنگ کنند - اساساً به دستیاران هوش مصنوعی این قدرت را می‌دهد که قابلیت‌های خود را در صورت تقاضا گسترش دهند. - [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - سرور MCP تولید/ویرایش تصویر OpenAI GPT. - [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - یک سرویس وب را با یک کلیک و بدون هیچ گونه تغییر در کد، به یک سرور MCP تبدیل کنید. - [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX یک دروازه منبع باز و آماده برای تولید است تا سرورهای MCP را در مقیاس بزرگ مدیریت کند—کشف ابزار، کنترل‌های دسترسی، اولویت‌بندی تماس و ردیابی استفاده را برای ساده‌سازی گردش کار عامل‌ها متمرکز کنید. -- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - یک ابزار پروکسی برای ترکیب چندین سرور MCP در یک نقطه پایانی یکپارچه. ابزارهای هوش مصنوعی خود را با توزیع بار درخواست‌ها در چندین سرور MCP، مشابه نحوه کار Nginx برای سرورهای وب، مقیاس‌بندی کنید. - [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - یک سرور پروکسی جامع که چندین سرور MCP را در یک رابط واحد با ویژگی‌های دید گسترده ترکیب می‌کند. این سرور کشف و مدیریت ابزارها، پرامپت‌ها، منابع و قالب‌ها را در سرورهای مختلف، به علاوه یک محیط آزمایشی برای اشکال‌زدایی هنگام ساخت سرورهای MCP فراهم می‌کند. - [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Claude Desktop و دیگر میزبان‌های MCP را به طور یکپارچه و امن به برنامه‌های مورد علاقه خود (Notion، Slack، Monday، Airtable، و غیره) متصل کنید. کمتر از ۹۰ ثانیه طول می‌کشد. - [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - یک API وب را در ۱۰ ثانیه به یک سرور MCP تبدیل کنید و آن را به رجیستری منبع باز اضافه کنید: https://open-mcp.org @@ -141,7 +138,6 @@ ### 🚀 هوافضا و اخترپویایی -- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #️⃣ ☁️/🏠 🐧 - سرور MCP هوافضا IO: یک سرور MCP مبتنی بر NET. برای هوافضا و اخترپویایی — افمریس، تبدیل‌های مداری، ابزارهای DSS، تبدیل‌های زمانی، و ابزارهای واحد/ریاضی. از انتقال‌های STDIO و SSE پشتیبانی می‌کند؛ استقرار Docker و .NET بومی مستند شده است. ### 🎨 هنر و فرهنگ @@ -162,7 +158,6 @@ - [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - یک سرور MCP چاپگر سه بعدی که امکان دریافت وضعیت زنده چاپگر، عکس‌های وب‌کم و کنترل چاپگر را فراهم می‌کند. - [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - یک سرور MCP و یک افزونه که کنترل زبان طبیعی NVIDIA Isaac Sim، Lab، OpenUSD و غیره را امکان‌پذیر می‌سازد. - [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - سرور MCP برای Autodesk Maya -- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - سرور MCP راه دور برای کشف و برنامه‌ریزی تجربیات، در خانه و در تعطیلات - [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - یکپارچه‌سازی با API Oorlogsbronnen (منابع جنگ) برای دسترسی به سوابق تاریخی جنگ جهانی دوم، عکس‌ها و اسناد از هلند (۱۹۴۰-۱۹۴۵) - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - یکپارچه‌سازی با API Rijksmuseum برای جستجوی آثار هنری، جزئیات و مجموعه‌ها - [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - یکپارچه‌سازی سرور MCP برای DaVinci Resolve که ابزارهای قدرتمندی برای ویرایش ویدیو، درجه‌بندی رنگ، مدیریت رسانه و کنترل پروژه فراهم می‌کند @@ -197,7 +192,6 @@ - [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - قابلیت‌های اتوماسیون مرورگر با استفاده از Puppeteer، که هم از اتصال مرورگر محلی و هم از راه دور پشتیبانی می‌کند. - [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - یک سرور MCP برای اتوماسیون مرورگر با استفاده از Playwright - [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - یک سرور پایتون MCP با استفاده از Playwright برای اتوماسیون مرورگر، مناسب‌تر برای llm -- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - اتوماسیون تعاملات مرورگر در ابر (مانند پیمایش وب، استخراج داده، پر کردن فرم و موارد دیگر) - [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - اتوماسیون مرورگر محلی Chrome شما - [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use بسته‌بندی شده به عنوان یک سرور MCP با انتقال SSE. شامل یک dockerfile برای اجرای chromium در docker + یک سرور vnc. - [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - یک سرور MCP و CLI کاملاً کاربردی برای YouTube برای اتوماسیون عملیات YouTube @@ -205,14 +199,12 @@ - [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - یک سرور MCP همراه با یک افزونه مرورگر که به کلاینت‌های LLM امکان کنترل مرورگر کاربر (Firefox) را می‌دهد. - [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - اتوماسیون مرورگر Firefox از طریق WebDriver BiDi برای تست، استخراج داده و کنترل مرورگر. از تعاملات مبتنی بر snapshot/UID، نظارت بر شبکه، ضبط کنسول و اسکرین‌شات پشتیبانی می‌کند. - [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - یک سرور MCP برای تعامل با Apple Reminders در macOS -- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - استخراج داده‌های ساختاریافته از هر وب‌سایتی. فقط پرامپت کنید و JSON دریافت کنید. - [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - دریافت زیرنویس‌ها و رونوشت‌های YouTube برای تحلیل هوش مصنوعی - [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - یک پیاده‌سازی `حداقلی` سرور/کلاینت MCP با استفاده از Azure OpenAI و Playwright. - [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - یک سرور MCP در Go برای Lightpanda، مرورگر headless فوق‌العاده سریع که برای اتوماسیون وب طراحی شده است - [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - سرور MCP رسمی Microsoft Playwright، که به LLMها امکان تعامل با صفحات وب از طریق snapshotهای دسترسی ساختاریافته را می‌دهد - [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - اتوماسیون مرورگر برای استخراج و تعامل وب - [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - یک سرور MCP که به دستیاران هوش مصنوعی امکان تعامل با مرورگرهای محلی شما را می‌دهد. -- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - یک سرور MCP که به طور خودکار برنامه‌های وب را با عامل‌های مرورگر browser-use اشکال‌زدایی می‌کند - [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - یک سرور MCP که جستجوی وب رایگان را با استفاده از نتایج جستجوی Google امکان‌پذیر می‌کند، بدون نیاز به کلید API. - [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - یک سرور Model Context Protocol که قابلیت‌های اتوماسیون وب را از طریق Selenium WebDriver فراهم می‌کند - [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - یکپارچه‌سازی سرور MCP با Apple Shortcuts @@ -226,19 +218,15 @@ - [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - یک پیاده‌سازی سرور MCP برای 4EVERLAND Hosting که استقرار فوری کد تولید شده توسط هوش مصنوعی را به شبکه‌های ذخیره‌سازی غیرمتمرکز مانند Greenfield، IPFS و Arweave امکان‌پذیر می‌کند. - [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - یکپارچه‌سازی AWS Single Sign-On (SSO) که به سیستم‌های هوش مصنوعی امکان تعامل امن با منابع AWS را با شروع ورود SSO، لیست کردن حساب‌ها/نقش‌ها و اجرای دستورات AWS CLI با استفاده از اعتبارنامه‌های موقت می‌دهد. - [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - آپلود و دستکاری ذخیره‌سازی IPFS -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - یک سرور سبک اما قدرتمند که به دستیاران هوش مصنوعی امکان اجرای دستورات AWS CLI، استفاده از pipeهای یونیکس و اعمال قالب‌های پرامپت برای وظایف رایج AWS را در یک محیط امن Docker با پشتیبانی از چند معماری می‌دهد -- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - یک سرور سبک و در عین حال قوی که به دستیاران هوش مصنوعی امکان اجرای امن دستورات Kubernetes CLI (`kubectl`، `helm`، `istioctl` و `argocd`) را با استفاده از pipeهای یونیکس در یک محیط امن Docker با پشتیبانی از چند معماری می‌دهد. - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - یک سرور MCP که به دستیاران هوش مصنوعی امکان عملیات روی منابع Alibaba Cloud را می‌دهد و از ECS، Cloud Monitor، OOS و محصولات ابری پرکاربرد پشتیبانی می‌کند. - [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - سرورهای MCP AWS برای یکپارچه‌سازی یکپارچه با خدمات و منابع AWS. - [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - یک سرور مدیریت VMware ESXi/vCenter مبتنی بر MCP (Model Control Protocol) که رابط‌های API REST ساده برای مدیریت ماشین مجازی فراهم می‌کند. - [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - یکپارچه‌سازی با خدمات Cloudflare شامل Workers، KV، R2 و D1 - [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - یک سرور MCP که به عامل‌های هوش مصنوعی اجازه می‌دهد منابع Kubernetes را از طریق انتزاع Cyclops مدیریت کنند -- [elementfm/mcp](https://gitlab.com/elementfm/mcp) 🎖️ 🐍 📇 🏠 ☁️ - پلتفرم میزبانی پادکست منبع باز - [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - سرور MCP برای Azure Data Lake Storage. می‌تواند عملیات مدیریت کانتینرها، خواندن/نوشتن/آپلود/دانلود روی فایل‌های کانتینر و مدیریت متادیتای فایل را انجام دهد. - [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - سرور MCP رسمی Espressif برای مدیریت و کنترل دستگاه‌های ESP RainMaker. - [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - پیاده‌سازی Typescript عملیات کلاستر Kubernetes برای podها، deploymentها، serviceها. - [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - یک سرور Model Context Protocol برای کوئری و تحلیل منابع Azure در مقیاس بزرگ با استفاده از Azure Resource Graph، که به دستیاران هوش مصنوعی امکان کاوش و نظارت بر زیرساخت Azure را می‌دهد. -- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - یک پوشش دور خط فرمان Azure CLI که به شما امکان می‌دهد مستقیماً با Azure صحبت کنید - [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - یک MCP برای دسترسی به تمام اجزای Netskope Private Access در محیط‌های Netskope Private Access شامل اطلاعات دقیق راه‌اندازی و نمونه‌های LLM در مورد استفاده. - [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - پیاده‌سازی سرور MCP برای پلتفرم هماهنگ‌سازی گردش کار [Kestra](https://kestra.io). - [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - ایجاد، تغییر و حذف جنبه‌های مختلف [Liveblocks](https://liveblocks.io) مانند اتاق‌ها، رشته‌ها، نظرات، اعلان‌ها و موارد دیگر. علاوه بر این، دسترسی خواندن به Storage و Yjs را دارد. @@ -250,7 +238,6 @@ - [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - سرور MCP OpenStack برای مدیریت زیرساخت ابری مبتنی بر openstacksdk. - [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - سرور mcp برای مدیریت و عیب‌یابی [cert-manager](https://github.com/cert-manager/cert-manager) - [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - یک سرور MCP قدرتمند که به دستیاران هوش مصنوعی امکان تعامل یکپارچه با نمونه‌های Portainer را می‌دهد و دسترسی به زبان طبیعی به مدیریت کانتینر، عملیات استقرار و قابلیت‌های نظارت بر زیرساخت را فراهم می‌کند. -- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - سرور MCP برای تعامل با Pulumi با استفاده از Pulumi Automation API و Pulumi Cloud API. به کلاینت‌های MCP امکان انجام عملیات Pulumi مانند بازیابی اطلاعات بسته، پیش‌نمایش تغییرات، استقرار به‌روزرسانی‌ها و بازیابی خروجی‌های stack را به صورت برنامه‌ریزی شده می‌دهد. - [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - پیاده‌سازی سرور MCP برای پلتفرم ابری PythonAnywhere. - [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - یک MCP ساخته شده بر روی محصولات Qiniu Cloud، که از دسترسی به Qiniu Cloud Storage، خدمات پردازش رسانه و غیره پشتیبانی می‌کند. - [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - منابع Redis Cloud خود را به راحتی با استفاده از زبان طبیعی مدیریت کنید. پایگاه‌های داده ایجاد کنید، اشتراک‌ها را نظارت کنید و استقرارهای ابری را با دستورات ساده پیکربندی کنید. @@ -277,7 +264,6 @@ - [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - به دستیار هوش مصنوعی خود، دستیاران هوش مصنوعی خودش را بدهید. برای مثال: "می‌توانی از openai بخواهی تصویری از یک سگ تولید کند؟" - [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 – یک سرور MCP مفسر زمان اجرای Python که کد ارسالی کاربر را در یک محیط ایزوله اجرا می‌کند. - [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - سرور MCP سبک برای دسترسی به هر API با استفاده از مشخصات OpenAPI آن. از OAuth2 و پارامترهای کامل JSON schema و بدنه درخواست پشتیبانی می‌کند. -- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠 - اجرای کد Python در یک sandbox امن از طریق فراخوانی ابزار MCP - [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - یک sandbox اجرای کد Javascript که از v8 برای ایزوله کردن کد برای اجرای javascript تولید شده توسط هوش مصنوعی به صورت محلی و بدون ترس استفاده می‌کند. از snapshot گرفتن از heap برای جلسات پایدار پشتیبانی می‌کند. - [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - اجرای هر کد تولید شده توسط LLM در یک محیط sandbox امن و مقیاس‌پذیر و ایجاد ابزارهای MCP خود با استفاده از JavaScript یا Python، با پشتیبانی کامل از بسته‌های NPM و PyPI - [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - محیط‌های کانتینری برای عامل‌های کدنویسی. چندین عامل می‌توانند به طور مستقل کار کنند، در کانتینرها و شاخه‌های git تازه ایزوله شده‌اند. بدون تداخل، آزمایش‌های فراوان. تاریخچه کامل اجرا، دسترسی به ترمینال به محیط‌های عامل، گردش کار git. هر پشته عامل/مدل/زیرساخت. @@ -340,7 +326,6 @@ - [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - یک سرور MCP ntfy برای ارسال/دریافت اعلان‌های ntfy به سرور ntfy خودمیزبان شما از عامل‌های هوش مصنوعی 📤 (پشتیبانی از احراز هویت توکن امن و موارد دیگر - با npx یا docker استفاده کنید!) - [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - یک برنامه سرور MCP که انواع مختلف پیام‌ها را به ربات گروه WeCom ارسال می‌کند. - [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - یک سرور MCP که دسترسی ایمن به پایگاه داده iMessage شما را از طریق Model Context Protocol (MCP) فراهم می‌کند و به LLMها امکان کوئری و تحلیل مکالمات iMessage با اعتبارسنجی صحیح شماره تلفن و مدیریت پیوست را می‌دهد -- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - یک سرور MCP که به عنوان یک آداپتور به اکوسیستم [ACP](https://agentcommunicationprotocol.dev) عمل می‌کند. به طور یکپارچه عامل‌های ACP را به کلاینت‌های MCP در معرض دید قرار می‌دهد و شکاف ارتباطی بین دو پروتکل را پر می‌کند. - [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - سرور MCP که پیام‌رسانی Microsoft Teams را یکپارچه می‌کند (خواندن، ارسال، منشن کردن، لیست کردن اعضا و رشته‌ها) - [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - سرور MCP رسمی Infobip برای یکپارچه‌سازی پلتفرم ارتباطی ابری جهانی Infobip. این سرور عامل‌های هوش مصنوعی را به ابرقدرت‌های ارتباطی مجهز می‌کند و به آنها اجازه می‌دهد پیام‌های SMS و RCS ارسال و دریافت کنند، با WhatsApp و Viber تعامل داشته باشند، گردش‌های کاری ارتباطی را خودکار کنند و داده‌های مشتری را مدیریت کنند، همه در یک محیط آماده برای تولید. - [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - یک سرور MCP همراه با میزبان MCP که دسترسی به تیم‌ها، کانال‌ها و پیام‌های Mattermost را فراهم می‌کند. میزبان MCP به عنوان یک ربات در Mattermost با دسترسی به سرورهای MCP که می‌توانند پیکربندی شوند، یکپارچه شده است. @@ -358,7 +343,6 @@ - [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 💬 - یک سرور MCP برای یکپارچه‌سازی با Discord. دستیاران هوش مصنوعی خود را قادر سازید تا به طور یکپارچه با Discord تعامل داشته باشند. تجربه Discord خود را با قابلیت‌های اتوماسیون قدرتمند افزایش دهید. - [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - سرور MCP که شما را با ارسال اعلان بر روی گوشی با استفاده از ntfy مطلع نگه می‌دارد - [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - یک سرور MCP برای [DIDLogic](https://didlogic.com). عملکردهایی برای مدیریت نقاط پایانی SIP، شماره‌ها و مقاصد اضافه می‌کند. -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - سرور MCP برای پلتفرم تجاری WhatsApp توسط YCloud. - [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - یک سرور MCP برای مدیریت Google Tasks - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - یک سرور Model Context Protocol (MCP) با احراز هویت Feishu OAuth داخلی، که از اتصالات راه دور پشتیبانی می‌کند و ابزارهای جامع مدیریت اسناد Feishu شامل ایجاد بلوک، به‌روزرسانی محتوا و ویژگی‌های پیشرفته را ارائه می‌دهد. @@ -373,7 +357,6 @@ - [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - با [iaptic](https://www.iaptic.com) متصل شوید تا در مورد خریدهای مشتری، داده‌های تراکنش و آمار درآمد برنامه خود سؤال کنید. - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - هر داده باز را به هر LLM با Model Context Protocol متصل کنید. - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - یک سرور MCP برای دسترسی و به‌روزرسانی پروفایل‌ها در یک سرور Apache Unomi CDP. -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - یک سرور MCP برای تعامل با یک فضای کاری Tinybird از هر کلاینت MCP. ### 🗄️ پایگاه‌های داده @@ -386,7 +369,6 @@ - [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - یکپارچه‌سازی پایگاه داده MySQL در NodeJS با کنترل‌های دسترسی قابل تنظیم و بازرسی schema - [bram2w/baserow](https://github.com/bram2w/baserow) - یکپارچه‌سازی پایگاه داده Baserow با قابلیت‌های جستجو، لیست کردن، و ایجاد، خواندن، به‌روزرسانی و حذف ردیف‌ها. - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - یکپارچه‌سازی پایگاه داده TiDB با قابلیت‌های بازرسی schema و کوئری -- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - موتور معنایی برای کلاینت‌های Model Context Protocol (MCP) و عامل‌های هوش مصنوعی - [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - سرور MCP و MCP SSE که به طور خودکار API را بر اساس schema و داده‌های پایگاه داده تولید می‌کند. از PostgreSQL، Clickhouse، MySQL، Snowflake، BigQuery، Supabase پشتیبانی می‌کند - [ChristianHinge/dicom-mcp](https://github.com/ChristianHinge/dicom-mcp) 🐍 ☁️ 🏠 - یکپارچه‌سازی با DICOM برای کوئری، خواندن و انتقال تصاویر و گزارش‌های پزشکی از PACS و سایر سیستم‌های سازگار با DICOM. - [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - سرور MCP Chroma برای دسترسی به نمونه‌های محلی و ابری Chroma برای قابلیت‌های بازیابی @@ -437,7 +419,6 @@ - [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - یک سرور MCP برای اتصال عمومی به سیستم مدیریت پایگاه داده (DBMS) از طریق SQLAlchemy با استفاده از Python ODBC (pyodbc) - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - کوئری و تحلیل پایگاه‌های داده Azure Data Explorer - [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - کوئری و تحلیل Prometheus، سیستم نظارت منبع باز. -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - به LLMها امکان مدیریت پایگاه‌های داده Prisma Postgres را می‌دهد (مثلاً راه‌اندازی پایگاه‌های داده جدید و اجرای migrationها یا کوئری‌ها). - [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - یک سرور MCP Qdrant - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - یکپارچه‌سازی با MongoDB که به LLMها امکان تعامل مستقیم با پایگاه‌های داده را می‌دهد. - [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - به هر پایگاه داده سازگار با JDBC متصل شوید و کوئری، درج، به‌روزرسانی، حذف و موارد دیگر را انجام دهید. @@ -446,7 +427,6 @@ - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - یکپارچه‌سازی پایگاه داده جهانی مبتنی بر SQLAlchemy که از PostgreSQL، MySQL، MariaDB، SQLite، Oracle، MS SQL Server و بسیاری پایگاه‌های داده دیگر پشتیبانی می‌کند. دارای بازرسی schema و روابط و قابلیت‌های تحلیل مجموعه داده‌های بزرگ است. - [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) 🎖️ 📇 ☁️ - سرور MCP رسمی برای پلتفرم استریم بدون سرور S2.dev. - [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ – به هر پایگاه داده رابطه‌ای متصل شوید و قادر به دریافت SQL معتبر باشید و سؤالاتی مانند اینکه یک پیشوند ستون خاص به چه معناست را بپرسید. -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - یکپارچه‌سازی با Pinecone با قابلیت‌های جستجوی برداری - [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - سرور MCP پایگاه داده ابری بدون سرور MariaDB. ابزارهایی برای راه‌اندازی، حذف، اجرای SQL و کار با عامل‌های هوش مصنوعی سطح پایگاه داده برای تبدیل متن به sql دقیق و مکالمات. - [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - سرور MCP منبع باز برای Snowflake از Snowflake-Labs رسمی از پرامپت کردن Cortex Agents، کوئری داده‌های ساختاریافته و بدون ساختار، مدیریت اشیاء، اجرای SQL، کوئری نمای معنایی و موارد دیگر پشتیبانی می‌کند. RBAC، کنترل‌های CRUD دانه‌ریز و تمام روش‌های احراز هویت پشتیبانی می‌شوند. - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - کوئری‌های PostgreSQL به زبان طبیعی با استریم خودکار، ایمنی فقط-خواندنی و سازگاری جهانی با پایگاه داده. @@ -493,7 +473,6 @@ - [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - یکپارچه‌سازی با Atlassian Jira Cloud. به سیستم‌های هوش مصنوعی امکان تعامل با پروژه‌ها، issueها، نظرات و اطلاعات توسعه مرتبط Jira را در زمان واقعی می‌دهد. - [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - کد، معماری و مفاهیم دیگر را به صورت نمودارهای mermaid در یک برنامه وب میزبانی شده محلی تجسم می‌کند. فقط از عامل خود بخواهید "این را در یک نمودار به من نشان بده". - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - کدبیس شما را تحلیل می‌کند و فایل‌های مهم را بر اساس روابط وابستگی شناسایی می‌کند. نمودارها و امتیازات اهمیت را تولید می‌کند و به دستیاران هوش مصنوعی در درک کدبیس کمک می‌کند. -- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - نمایه‌سازی دقیق رشته در سطح کاراکتر برای LLMها. ابزارهایی برای پیدا کردن، استخراج و دستکاری متن بر اساس موقعیت دقیق کاراکتر برای حل عملیات مبتنی بر موقعیت فراهم می‌کند. - [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - سرور MCP برای انجام تحلیل تهدید امنیتی دینامیک AI SOC برای یک عامل هوش مصنوعی Text2SQL. - [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ – یک سرور مبتنی بر FastMCP برای تعامل با webhook-test.com. به کاربران امکان می‌دهد وب‌هوک‌ها را به صورت محلی با استفاده از Claude ایجاد، بازیابی و حذف کنند. - [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 یک پیاده‌سازی سرور MCP برای کنترل شبیه‌ساز iOS. @@ -532,7 +511,6 @@ - [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - منابع ابری را با [Firefly](https://firefly.ai) یکپارچه، کشف، مدیریت و کدگذاری می‌کند. - [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - تولید و تجسم مقایسه‌های unified diff با خروجی زیبای HTML/PNG، با پشتیبانی از نماهای side-by-side و line-by-line برای یکپارچه‌سازی dry-run سیستم فایل - [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - زمینه مستندات به‌روز را برای یک crate خاص Rust به LLMها از طریق یک ابزار MCP، با استفاده از جستجوی معنایی (embeddings) و خلاصه‌سازی LLM فراهم می‌کند. -- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - خروجی traitهای مشتق شده، رابط‌ها و غیره یک crate Rust به فرم کوتاه از AST (از همان api rust-analyzer استفاده می‌کند)، محدودیت‌های خروجی (تخمین توکن) و مستندات crate با حذف regex. - [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - سرور MCP یکپارچه برای GitLab و Jira: مدیریت پروژه‌ها، merge requestها، فایل‌ها، releaseها و تیکت‌ها با عامل‌های هوش مصنوعی. - [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - یک سرور دستکاری Excel که ایجاد workbook، عملیات داده، قالب‌بندی و ویژگی‌های پیشرفته (نمودارها، جداول محوری، فرمول‌ها) را فراهم می‌کند. - [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - سرور MCP که ابزارهای جامعی برای مدیریت پیکربندی‌ها و عملیات دروازه [Higress](https://github.com/alibaba/higress) فراهم می‌کند. @@ -540,14 +518,11 @@ - [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - یک سرور MCP برای تعامل با [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) و بهره‌مندی از ویژگی‌های پیشرفته تحلیل کد Go. - [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - یک سرور MCP برای تعامل با [Bruno API Client](https://www.usebruno.com/). - [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - کنترل دستگاه‌های Android با هوش مصنوعی از طریق MCP، که کنترل دستگاه، اشکال‌زدایی، تحلیل سیستم و اتوماسیون UI را با یک چارچوب امنیتی جامع امکان‌پذیر می‌کند. -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - یکپارچه‌سازی با سیستم مدیریت تست [QA Sphere](https://qasphere.com/)، که به LLMها امکان کشف، خلاصه‌سازی و تعامل با موارد تست را مستقیماً از IDEهای مبتنی بر هوش مصنوعی می‌دهد - [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) یک سرور MCP راه دور عمومی برای اتصال به هر مخزن یا پروژه [GitHub](https://www.github.com) برای مستندات است -- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - یکپارچه‌سازی با Gradle با استفاده از Gradle Tooling API برای بازرسی پروژه‌ها، اجرای وظایف و اجرای تست‌ها با گزارش نتیجه برای هر تست - [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - یکپارچه‌سازی با Justfile که به LLMها امکان اجرای امن و آسان هر دستور CLI یا اسکریپت با پارامترها را می‌دهد، با پشتیبانی از متغیرهای محیطی و تست جامع. - [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - یک سرور Model Context Protocol (MCP) که به LLMها امکان تعامل با شبیه‌سازهای iOS (iPhone، iPad و غیره) را از طریق دستورات زبان طبیعی می‌دهد. - [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - سرور MCP برای فشرده‌سازی محلی فرمت‌های مختلف تصویر. - [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) 📇 ☁️ - پلتفرم backend-as-a-service بومی هوش مصنوعی که به عامل‌های هوش مصنوعی امکان ساخت و مدیریت برنامه‌های full-stack را می‌دهد. Auth، Database (PostgreSQL)، Storage و Functions را به عنوان زیرساخت آماده برای تولید فراهم می‌کند و زمان توسعه MVP را از هفته‌ها به ساعت‌ها کاهش می‌دهد. -- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) 🐍 ☁️ - سرور MCP برای تعامل با استقرارهای ابری پلتفرم Jetbrains Datalore. API کامل Datalore را در بر می‌گیرد (اجرا، اجرای تعاملی، دریافت داده‌های اجرا، دریافت فایل‌ها) - [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - یک سرور Model Context Protocol (MCP) برای تعامل با شبیه‌سازهای iOS. این سرور به شما امکان می‌دهد با شبیه‌سازهای iOS از طریق دریافت اطلاعات در مورد آنها، کنترل تعاملات UI و بازرسی عناصر UI تعامل داشته باشید. - [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server به کلاینت‌های فعال MCP کمک می‌کند تا با دسترسی به ابزارهای معنایی مانند get definition، references، rename و diagnostics، کدبیس‌ها را راحت‌تر پیمایش کنند. - [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - یک سرور Model Context Protocol (MCP) که قابلیت‌های جستجو و کوئری مبتنی بر هوش مصنوعی را برای مستندات Vercel AI SDK فراهم می‌کند. @@ -557,7 +532,6 @@ - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - اتصال به JetBrains IDE - [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - یک سرور MCP (Model Context Protocol) شخصی برای ذخیره و دسترسی امن به کلیدهای API در پروژه‌ها با استفاده از macOS Keychain. - [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - یک سرور MCP برای فایل‌های CSV. -- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - یک سرور MCP برای ارتباط با App Store Connect API برای توسعه‌دهندگان iOS - [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - یک سرور MCP برای کنترل شبیه‌سازهای iOS - [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - سرور MCP که به دستیاران هوش مصنوعی دسترسی یکپارچه به کامپوننت‌ها، بلوک‌ها، دموها و متادیتای shadcn/ui v4 را می‌دهد. - [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - سرور MCP Globalping به کاربران و LLMها دسترسی می‌دهد تا ابزارهای شبکه مانند ping، traceroute، mtr، HTTP و DNS resolve را از هزاران مکان در سراسر جهان اجرا کنند. @@ -576,10 +550,8 @@ - [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - یکپارچه‌سازی با Pharo Smalltalk که ارزیابی کد، بازرسی کلاس/متد، مدیریت بسته، اجرای تست و نصب پروژه را برای توسعه تعاملی با ایمیج‌های Pharo امکان‌پذیر می‌کند. - [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - یک سرور MCP که از [gitingest](https://github.com/cyclotruc/gitingest) برای تبدیل هر مخزن Git به یک خلاصه متنی ساده از کدبیس آن استفاده می‌کند. - [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - فایل‌ها را با استفاده از قوانین `.editorconfig` قالب‌بندی می‌کند و به عنوان یک نگهبان قالب‌بندی فعال عمل می‌کند تا اطمینان حاصل شود که کد تولید شده توسط هوش مصنوعی از ابتدا به استانداردهای قالب‌بندی خاص پروژه پایبند است. -- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - به عامل هوش مصنوعی مورد علاقه شما اجازه می‌دهد تست‌های end-to-end کاملاً مدیریت شده [Octomind](https://www.octomind.dev/) را از کدبیس شما یا سایر منابع داده مانند Jira، Slack یا TestRail ایجاد و اجرا کند. - [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - یک سرور Model Context Protocol (MCP) که به عامل‌های هوش مصنوعی اجازه می‌دهد قراردادهای هوشمند امن را در چندین زبان بر اساس [قالب‌های OpenZeppelin Wizard](https://wizard.openzeppelin.com/) تولید کنند. - [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - دستیار توسعه‌دهنده مبتنی بر هوش مصنوعی که تحقیق، تحلیل و کشف پیشرفته را در قلمروهای GitHub و NPM به صورت بی‌درنگ امکان‌پذیر می‌کند. -- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - سرور MCP رسمی برای [OpsLevel](https://www.opslevel.com) - [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - بهینه‌سازی هوشمند توکن با کاهش بیش از ۹۵٪ از طریق کشینگ، فشرده‌سازی و بیش از ۸۰ ابزار هوشمند برای بهینه‌سازی API، تحلیل کد و نظارت بی‌درنگ. - [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - یک MCP برای تمام یکپارچه‌سازی‌های شما — با قدرت [Pica](https://www.picaos.com)، زیرساخت برای عامل‌های هوشمند و همکار. - [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - یک سرور MCP برای تعامل با تحلیل‌های PostHog، feature flagها، ردیابی خطا و موارد دیگر. @@ -594,13 +566,10 @@ - [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - ویژگی‌ها را مستقیماً از چت در IDE خود با [Reflag](https://reflag.com) پرچم‌گذاری کنید. - [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - سرور MCP برای پلتفرم مدیریت حوادث [Rootly](https://rootly.com/). - [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP به دستیاران هوش مصنوعی شما اجازه می‌دهد مخازن GitHub را مرور کنند، دایرکتوری‌ها را کاوش کنند و محتویات فایل را مشاهده کنند. -- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - یک سرور MCP برای کمک به LLMها در پیشنهاد آخرین نسخه‌های پایدار بسته هنگام نوشتن کد. -- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - یک سرور Model Context Protocol (MCP) که با SonarQube یکپارچه می‌شود تا به دستیاران هوش مصنوعی دسترسی به معیارهای کیفیت کد، issueها و وضعیت‌های quality gate را بدهد - [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - پیاده‌سازی قابلیت‌های Claude Code با استفاده از MCP، که درک، تغییر و تحلیل پروژه کد هوش مصنوعی را با پشتیبانی جامع ابزار امکان‌پذیر می‌کند. - [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - سرور MCP بررسی کد مبتنی بر LLM با استخراج هوشمند زمینه مبتنی بر AST. از Claude، GPT، Gemini و بیش از ۲۰ مدل از طریق OpenRouter پشتیبانی می‌کند. - [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - از چسباندن زمینه برای Copilot و Cursor دست بردارید. با Sequa MCP، ابزارهای هوش مصنوعی شما کل کدبیس و مستندات شما را از ابتدا می‌شناسند. - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - اتصال هر سرور API HTTP/REST با استفاده از مشخصات Open API (v3) -- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - با ردیابی خودکار issueها، ساختار را به کدنویسی vibe بیاورید و زمینه را حفظ کنید. - [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP برای جستجو و پیمایش کد معنایی که ضایعات توکن را کاهش می‌دهد - [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - یک سرور MCP برای LLDB که تحلیل باینری و فایل core هوش مصنوعی، اشکال‌زدایی و دیس‌اسمبلی را امکان‌پذیر می‌کند. - [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - به عامل‌ها کمک کنید تا به طور خودکار storyهایی را برای کامپوننت‌های UI شما بنویسند و تست کنند. @@ -705,11 +674,9 @@ - [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - به LLMهای هوش مصنوعی امکان اجرای معاملات را با استفاده از پلتفرم MetaTrader 5 می‌دهد - [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP برای ارتباط با چندین بلاکچین، استیکینگ، DeFi، سواپ، بریجینگ، مدیریت کیف پول، DCA، سفارشات محدود، جستجوی کوین، ردیابی و موارد دیگر. - [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API برای تعامل با قراردادهای هوشمند، کوئری اطلاعات تراکنش و توکن -- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - یکپارچه‌سازی با Base Network برای ابزارهای onchain، که امکان تعامل با Base Network و Coinbase API را برای مدیریت کیف پول، انتقال وجه، قراردادهای هوشمند و عملیات DeFi می‌دهد - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - یکپارچه‌سازی با Alpha Vantage API برای دریافت اطلاعات سهام و ارزهای دیجیتال - [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - یکپارچه‌سازی با Bitte Protocol برای اجرای عامل‌های هوش مصنوعی بر روی چندین بلاکچین. - [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - سرور MCP که دسترسی فقط-خواندنی به داده‌های مالی Monarch Money را فراهم می‌کند و به دستیاران هوش مصنوعی امکان تحلیل تراکنش‌ها، بودجه‌ها، حساب‌ها و داده‌های جریان نقدی را با پشتیبانی از MFA می‌دهد. -- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - سرور MCP که عامل‌های هوش مصنوعی را به [پلتفرم Chargebee](https://www.chargebee.com/) متصل می‌کند. - [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - یکپارچه‌سازی با [Codex API](https://www.codex.io) برای داده‌های بلاکچین و بازار غنی‌شده بی‌درنگ در بیش از ۶۰ شبکه - [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - سرور DexPaprika MCP Coinpaprika [DexPaprika API](https://docs.dexpaprika.com) با کارایی بالا را در معرض دید قرار می‌دهد که بیش از ۲۰ زنجیره و بیش از ۵ میلیون توکن را با قیمت‌گذاری بی‌درنگ، داده‌های استخر نقدینگی و داده‌های تاریخی OHLCV پوشش می‌دهد و به عامل‌های هوش مصنوعی دسترسی استاندارد به داده‌های جامع بازار از طریق Model Context Protocol را می‌دهد. - [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [glama](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - سواپ‌های زنجیره‌ای متقاطع و پل‌زنی بین بلاکچین‌های EVM و Solana از طریق پروتکل deBridge. به عامل‌های هوش مصنوعی امکان کشف مسیرهای بهینه، ارزیابی کارمزدها و آغاز معاملات غیرحضانتی را می‌دهد. @@ -717,7 +684,6 @@ - [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - یکپارچه‌سازی با Yahoo Finance برای دریافت داده‌های بازار سهام شامل توصیه‌های آپشن‌ها - [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - یکپارچه‌سازی با Tastyworks API برای مدیریت فعالیت‌های معاملاتی در Tastytrade - [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - یکپارچه‌سازی با Reddit برای تحلیل محتوا در جامعه WallStreetBets -- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - یکپارچه‌سازی کیف پول Bitcoin Lightning با قدرت Nostr Wallet Connect - [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - دسترسی به داده‌های مالی جامع و بی‌درنگ (سهام، آپشن‌ها، کریپتو، فارکس) از طریق APIهای توسعه‌دهنده-پسند و بومی هوش مصنوعی که ارزش بی‌نظیری ارائه می‌دهند. - [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - دسترسی به عامل‌های هوش مصنوعی web3 تخصصی برای تحلیل بلاکچین، ممیزی امنیتی قراردادهای هوشمند، ارزیابی معیارهای توکن و تعاملات on-chain از طریق شبکه Heurist Mesh. ابزارهای جامعی برای تحلیل DeFi، ارزش‌گذاری NFT و نظارت بر تراکنش‌ها در چندین بلاکچین فراهم می‌کند - [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - دریافت قیمت‌های لحظه‌ای سهام از Stooq بدون نیاز به کلید API. پشتیبانی از بازارهای جهانی (آمریکا، ژاپن، انگلستان، آلمان). @@ -770,7 +736,6 @@ - [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ - یک سرور MCP که به عامل‌های هوش مصنوعی دسترسی بی‌درنگ به مشاغل Web3 منتخب را می‌دهد. - [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - یک سرور mcp برای ردیابی تراکنش‌های نهنگ‌های ارز دیجیتال. - [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - یک سرور MCP برای API معاملاتی Alpaca برای مدیریت پرتفوی‌های سهام و کریپتو، قرار دادن معاملات و دسترسی به داده‌های بازار. -- [logotype/fixparser](https://gitlab.com/logotype/fixparser) 🎖 📇 ☁️ 🏠 📟 - پروتکل FIX (ارسال سفارشات، داده‌های بازار و غیره) نوشته شده در TypeScript. - [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI داده‌های بی‌درنگ بازار سهام را فراهم می‌کند، به هوش مصنوعی قابلیت‌های تحلیل و معامله را از طریق MCP می‌دهد. - [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - خدمات جامع بلاکچین برای بیش از ۳۰ شبکه EVM، که از توکن‌های بومی، ERC20، NFTها، قراردادهای هوشمند، تراکنش‌ها و وضوح ENS پشتیبانی می‌کند. - [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - یکپارچه‌سازی جامع بلاکچین Starknet با پشتیبانی از توکن‌های بومی (ETH، STRK)، قراردادهای هوشمند، وضوح StarknetID و انتقال توکن. @@ -789,7 +754,6 @@ - [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - MCP برای دسترسی به پرونده‌های SEC، اطلاعات مالی و داده‌های معاملات داخلی به صورت بی‌درنگ با استفاده از [ShareSeer](https://shareseer.com) - [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - سرور MCP برای داده‌های بلاکچین. دسترسی به API بلاکچین Tatum را در بیش از ۱۳۰ شبکه با ابزارهایی شامل RPC Gateway و بینش‌های داده بلاکچین فراهم می‌کند. - [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - یک پیاده‌سازی سرور MCP برای تعامل با بلاکچین‌های مبتنی بر Substrate. ساخته شده با Rust و ارتباط با crate [subxt](https://github.com/paritytech/subxt). -- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - نسخه TS از yahoo finance mcp. - [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - سهام و کریپتو را در کارگزاری‌های رایج (Robinhood، E*Trade، Coinbase، Kraken) از طریق سرور MCP Trade Agent معامله کنید. - [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - با APIهای [Twelve Data](https://twelvedata.com) تعامل داشته باشید تا به داده‌های بازار مالی بی‌درنگ و تاریخی برای عامل‌های هوش مصنوعی خود دسترسی پیدا کنید. - [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - یک ابزار MCP برای کوئری تراکنش‌های Solana با استفاده از زبان طبیعی با Solscan API. @@ -835,7 +799,6 @@ - [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - یک پیاده‌سازی سرور MCP که ابزارهایی برای بازیابی و پردازش مستندات از طریق جستجوی برداری فراهم می‌کند و به دستیاران هوش مصنوعی امکان می‌دهد پاسخ‌های خود را با زمینه مستندات مرتبط تقویت کنند - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - یک سرور MCP ساخته شده بر روی [markmap](https://github.com/markmap/markmap) که **Markdown** را به **نقشه‌های ذهنی** تعاملی تبدیل می‌کند. از خروجی‌های چند فرمتی (PNG/JPG/SVG)، پیش‌نمایش زنده در مرورگر، کپی Markdown با یک کلیک و ویژگی‌های تجسم پویا پشتیبانی می‌کند. - [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - یک اتصال‌دهنده برای LLMها برای کار با مجموعه‌ها و منابع در Zotero Cloud شما -- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - یک سرور Model Context Protocol برای Mem0 که به مدیریت ترجیحات و الگوهای کدنویسی کمک می‌کند و ابزارهایی برای ذخیره، بازیابی و مدیریت معنایی پیاده‌سازی‌های کد، بهترین شیوه‌ها و مستندات فنی در IDEهایی مانند Cursor و Windsurf فراهم می‌کند - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - سیستم حافظه پایدار مبتنی بر گراف دانش برای حفظ زمینه - [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - یک سرور MCP قابل میزبانی در Azure PaaS که یک گراف دانش مبتنی بر فضای کاری را برای چندین توسعه‌دهنده با استفاده از تریگرهای MCP Azure Functions و Table storage فراهم می‌کند. - [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - زیرساخت هوش پایدار برای توسعه عامل‌محور که به دستیاران کدنویسی هوش مصنوعی حافظه تجمعی و یادگیری الگو می‌دهد. پیاده‌سازی ترکیبی TypeScript/Rust با ذخیره‌سازی محلی-اول با استفاده از SQLite + SurrealDB برای تحلیل معنایی و درک تدریجی کدبیس. @@ -865,7 +828,6 @@ - [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - یک سرور MCP برای جستجوی مکان‌های نزدیک با تشخیص مکان مبتنی بر IP. - [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – یک پیاده‌سازی سرور Model Context Protocol (MCP) که LLMها را به GeoServer REST API متصل می‌کند و به دستیاران هوش مصنوعی امکان تعامل با داده‌ها و خدمات مکانی را می‌دهد. - [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 – یک پیاده‌سازی سرور Model Context Protocol (MCP) که مدل‌های زبان بزرگ (LLMها) را با استفاده از کتابخانه‌های GIS به عملیات GIS متصل می‌کند و به دستیاران هوش مصنوعی امکان انجام عملیات و تبدیلات مکانی دقیق را می‌دهد. -- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - یکپارچه‌سازی با Google Maps برای خدمات مکان، مسیریابی و جزئیات مکان - [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - QGIS Desktop را از طریق MCP به Claude AI متصل می‌کند. این یکپارچه‌سازی ایجاد پروژه، بارگذاری لایه، اجرای کد و موارد دیگر را با کمک پرامپت امکان‌پذیر می‌کند. - [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - سرور MCP Weekly Weather که پیش‌بینی‌های هواشناسی دقیق ۷ روز کامل را در هر کجای جهان برمی‌گرداند. - [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - یک ابزار MCP که داده‌های هواشناسی بی‌درنگ، پیش‌بینی‌ها و اطلاعات تاریخی هواشناسی را با استفاده از OpenWeatherMap API فراهم می‌کند. @@ -937,7 +899,6 @@ - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP برای LLM برای جستجو و خواندن مقالات از arXiv - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP برای جستجو و خواندن مقالات پزشکی / علوم زیستی از PubMed. - [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - جستجوی مقالات با استفاده از NYTimes API -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - یک سرور MCP برای RAG Web Browser Actor منبع باز Apify برای انجام جستجوهای وب، استخراج URLها و برگرداندن محتوا در Markdown. - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - سرور MCP Clojars برای اطلاعات به‌روز وابستگی کتابخانه‌های Clojure - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - جستجوی مقالات تحقیقاتی ArXiv - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - یکپارچه‌سازی با Google News با دسته‌بندی خودکار موضوعات، پشتیبانی از چند زبان و قابلیت‌های جستجوی جامع شامل عناوین، داستان‌ها و موضوعات مرتبط از طریق [SerpAPI](https://serpapi.com/). @@ -975,7 +936,6 @@ - [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - قابلیت‌های جستجوی وب، تصویر، اخبار، ویدیو و نقاط مورد علاقه محلی با استفاده از Brave's Search API - [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - قابلیت‌های جستجوی وب با استفاده از Brave's Search API - [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - دریافت و پردازش کارآمد محتوای وب برای مصرف هوش مصنوعی -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - جستجوی Google و انجام تحقیقات عمیق وب در مورد هر موضوعی - [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - جستجوی وب با استفاده از DuckDuckGo - [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - سرور model context protocol (MCP) جستجوی وب شبیه RAG "ابتدایی" که به صورت محلی اجرا می‌شود. نیازی به API نیست. - [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - سرور MCP تخصصی برای مدیریت مستندات پروژه ارزهای دیجیتال با پشتیبانی از چند بلاکچین (Ethereum، BSC، Polygon، Solana). @@ -987,7 +947,6 @@ - [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - دسترسی به اطلاعات پارلمان هلند (Tweede Kamer) شامل اسناد، مناظرات، فعالیت‌ها و موارد قانونی از طریق قابلیت‌های جستجوی ساختاریافته (بر اساس پروژه opentk توسط Bert Hubert) - [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - سرور MCP که تحقیق عمیق خودکار شبیه OpenAI/Perplexity، تشریح کوئری ساختاریافته و گزارش‌دهی مختصر را فراهم می‌کند. - [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - یک سرور MCP که به دستیاران هوش مصنوعی اجازه می‌دهد از Wolfram Alpha API برای دسترسی بی‌درنگ به دانش و داده‌های محاسباتی استفاده کنند. -- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract یک سرور MCP است که برای یکپارچه‌سازی با VS Code و سایر ویرایشگرهای سازگار طراحی شده است (مستندات: [sascharo.github.io/gxtract](https://sascharo.github.io/gxtract)). این سرور مجموعه‌ای از ابزارها را برای تعامل با پلتفرم GroundX فراهم می‌کند و به شما امکان می‌دهد از قابلیت‌های قدرتمند درک اسناد آن مستقیماً در محیط توسعه خود استفاده کنید. - [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - سرویس Scrapeless Model Context Protocol به عنوان یک اتصال‌دهنده سرور MCP به Google SERP API عمل می‌کند و جستجوی وب را در اکوسیستم MCP بدون خروج از آن امکان‌پذیر می‌کند. - [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - سرور MCP رسمی برای مدیریت کلاسترهای Searchcraft، ایجاد یک شاخص جستجو، تولید یک شاخص به صورت پویا با توجه به یک فایل داده و برای وارد کردن آسان داده‌ها به یک شاخص جستجو با توجه به یک فید یا فایل json محلی. - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - یک سرور MCP برای اتصال به نمونه‌های searXNG @@ -1022,7 +981,6 @@ - [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - سرور MCP برای کوئری Shodan API و Shodan CVEDB. این سرور ابزارهایی برای جستجوی IP، جستجوی دستگاه، جستجوی DNS، کوئری آسیب‌پذیری، جستجوی CPE و موارد دیگر فراهم می‌کند. - [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - سرور MCP برای کوئری VirusTotal API. این سرور ابزارهایی برای اسکن URLها، تحلیل هش‌های فایل و بازیابی گزارش‌های آدرس IP فراهم می‌کند. - [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - یک سرور MCP که در یک محیط اجرای مورد اعتماد (TEE) از طریق Gramine اجرا می‌شود و گواهی از راه دور را با استفاده از [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html) به نمایش می‌گذارد. این به یک کلاینت MCP اجازه می‌دهد سرور را قبل از اتصال تأیید کند. -- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - یک سرور MCP که بازیابی امن اعتبارنامه‌ها را از 1Password برای استفاده توسط هوش مصنوعی عامل‌محور امکان‌پذیر می‌کند. - [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – یک سرور MCP (Model Context Protocol) امن که به عامل‌های هوش مصنوعی امکان تعامل با برنامه Authenticator را می‌دهد. - [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - یک پلاگین Binary Ninja، سرور MCP و پل که [Binary Ninja](https://binary.ninja) را به طور یکپارچه با کلاینت MCP مورد علاقه شما یکپارچه می‌کند. این به شما امکان می‌دهد فرآیند انجام تحلیل باینری و مهندسی معکوس را خودکار کنید. - [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - سرور MCP برای کوئری ORKL API. این سرور ابزارهایی برای دریافت گزارش‌های تهدید، تحلیل عوامل تهدید و بازیابی منابع اطلاعاتی فراهم می‌کند. @@ -1094,7 +1052,6 @@ - [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - عامل مکالمه‌ای Quickchat AI خود را به عنوان یک MCP راه‌اندازی کنید تا به برنامه‌های هوش مصنوعی دسترسی بی‌درنگ به پایگاه دانش و قابلیت‌های مکالمه‌ای آن بدهید. - [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - یک اتصال‌دهنده MCP مبتنی بر Go برای Jira که به دستیاران هوش مصنوعی مانند Claude امکان تعامل با Atlassian Jira را می‌دهد. این ابزار یک رابط یکپارچه برای مدل‌های هوش مصنوعی برای انجام عملیات رایج Jira شامل مدیریت issue، برنامه‌ریزی sprint و انتقال گردش کار فراهم می‌کند. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - سرور MCP برای محصولات Atlassian (Confluence و Jira). از Confluence Cloud، Jira Cloud و Jira Server/Data Center پشتیبانی می‌کند. ابزارهای جامعی برای جستجو، خواندن، ایجاد و مدیریت محتوا در فضاهای کاری Atlassian فراهم می‌کند. -- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁️ 🏠 - سرور MCP TypeScript جامع برای Jira با بیش از ۲۰ ابزار که گردش کار کامل مدیریت پروژه را پوشش می‌دهد: CRUD issue، مدیریت sprint، نظرات/تاریخچه، پیوست‌ها، عملیات دسته‌ای. ### 🌎 خدمات ترجمه @@ -1134,7 +1091,6 @@ - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - خواندن و تحلیل مخازن GitHub با LLM شما - [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - سرور MCP برای یکپارچه‌سازی با GitHub Enterprise API -- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - تعامل با نمونه‌های Gitea با MCP. - [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - سرور رسمی GitHub برای یکپارچه‌سازی با مدیریت مخزن، PRها، issueها و موارد دیگر. - [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - سرور رسمی AtomGit برای یکپارچه‌سازی با مدیریت مخزن، PRها، issueها، شاخه‌ها، برچسب‌ها و موارد دیگر. - [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - تعامل یکپارچه با issueها و merge requestهای پروژه‌های GitLab شما. @@ -1142,7 +1098,6 @@ - [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - یکپارچه‌سازی با پلتفرم GitLab برای مدیریت پروژه و عملیات CI/CD - [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - سرور MCP غیر رسمی GitHub که دسترسی به GraphQL API GitHub را فراهم می‌کند و کوئری‌های قدرتمندتر و انعطاف‌پذیرتری برای داده‌های مخزن، issueها، pull requestها و سایر منابع GitHub امکان‌پذیر می‌کند. - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - یکپارچه‌سازی با Azure DevOps برای مدیریت مخزن، work itemها و pipelineها. -- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - یک سرور MCP برای OneDev برای ویرایش pipeline CI/CD، اتوماسیون گردش کار issue و بازبینی pull request ### 🏢 محیط کار و بهره‌وری @@ -1159,10 +1114,8 @@ ### 🛠️ سایر ابزارها و یکپارچه‌سازی‌ها - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - یک frontend PlantUML مبتنی بر وب با یکپارچه‌سازی سرور MCP، که تولید تصویر plantuml و اعتبارسنجی سینتکس plantuml را امکان‌پذیر می‌کند. -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - یک سرور MCP تولید کد QR که هر متنی (شامل کاراکترهای چینی) را به کدهای QR با رنگ‌های قابل تنظیم و خروجی رمزگذاری شده base64 تبدیل می‌کند. - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ یک سرور Model Context Protocol (MCP) که به مدل‌های هوش مصنوعی امکان تعامل با Bitcoin را می‌دهد و به آنها امکان تولید کلید، اعتبارسنجی آدرس‌ها، رمزگشایی تراکنش‌ها، کوئری بلاکچین و موارد دیگر را می‌دهد. - [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - به هوش مصنوعی اجازه می‌دهد از یادداشت‌های Bear شما بخواند (فقط macOS) -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - تمام intentهای صوتی Home Assistant را از طریق یک سرور Model Context Protocol در معرض دید قرار دهید و کنترل خانه را امکان‌پذیر کنید. - [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - MCP که مجموعه‌ای از دستگاه‌های خانه هوشمند و سبک زندگی را شبیه‌سازی می‌کند و به شما امکان می‌دهد قابلیت‌های استدلال و کشف عامل را تست کنید. - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - از مدل Amazon Nova Canvas برای تولید تصویر استفاده کنید. - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - ارسال درخواست به OpenAI، MistralAI، Anthropic، xAI، Google AI یا DeepSeek با استفاده از پروتکل MCP از طریق ابزار یا پرامپت‌های از پیش تعریف شده. کلید API فروشنده مورد نیاز است @@ -1182,7 +1135,6 @@ - [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - به هوش مصنوعی امکان کوئری سرورهای GraphQL را می‌دهد - [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - جستجو، درخواست و مدیریت قراردادهای امضای الکترونیکی به راحتی با [BoldSign](https://boldsign.com/). - [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - یک سرویس مبتنی بر Spring AI MCP برای بازیابی محتوای ONES Waiki و تبدیل آن به فرمت متنی سازگار با هوش مصنوعی. -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - این یک اتصال‌دهنده است که به Claude Desktop (یا هر کلاینت MCP) اجازه می‌دهد هر دایرکتوری حاوی یادداشت‌های Markdown (مانند یک vault Obsidian) را بخواند و جستجو کند. - [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - سرور Wenyan MCP، که به هوش مصنوعی اجازه می‌دهد مقالات Markdown را به طور خودکار قالب‌بندی کرده و آنها را در WeChat GZH منتشر کند. - [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - یک ابزار CLI دیگر برای تست سرورهای MCP - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - با API Notion برای مدیریت لیست‌های todo شخصی یکپارچه می‌شود @@ -1195,7 +1147,6 @@ - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - دسترسی به وایت‌بردهای MIRO، ایجاد و خواندن آیتم‌ها به صورت دسته‌ای. نیاز به کلید OAUTH برای REST API دارد. - [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - خواندن، ایجاد، به‌روزرسانی و حذف یادداشت‌های Google Keep. - [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - ابزارها را با استفاده از کوئری‌ها/mutationهای GraphQL معمولی تعریف کنید و gqai به طور خودکار یک سرور MCP برای شما تولید می‌کند. -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - API جستجوی مقاله ویکی‌پدیا - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - این سرور به LLMها امکان استفاده از ماشین حساب را برای محاسبات عددی دقیق می‌دهد - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ ابزارهایی برای کوئری و اجرای گردش‌های کاری Dify - [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - سرور MCP رسمی برای یکپارچه‌سازی با GROWI APIs. @@ -1238,7 +1189,6 @@ - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - برخی ابزارهای مفید برای توسعه‌دهنده، تقریباً هر چیزی که یک مهندس نیاز دارد: confluence، Jira، Youtube، اجرای اسکریپت، پایگاه دانش RAG، دریافت URL، مدیریت کانال یوتیوب، ایمیل‌ها، تقویم، gitlab - [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 عملیات خودکار GUI روی صفحه. - [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - سرور MCP نرم‌افزار پیشنهاد Offorte ایجاد و ارسال پیشنهادهای تجاری را امکان‌پذیر می‌کند. -- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - زمانی که LLM شما به کمک انسانی نیاز دارد (از طریق AWS Mechanical Turk) - [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - سرور MCP برای [Coda](https://coda.io/) - [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - سرور MCP برای جستجوی امضای توابع. - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - کوئری مدل‌های OpenAI مستقیماً از Claude با استفاده از پروتکل MCP @@ -1251,15 +1201,11 @@ - [r-huijts/ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp) 🐍 🏠 - سرور MCP برای تحلیل اخلاقی جامع مکالمات هوش مصنوعی، شناسایی سوگیری، محتوای مضر و ارائه ارزیابی‌های تفکر انتقادی با یادگیری الگوی خودکار - [rae-api-com/rae-mcp](https://github.com/rae-api-com/rae-mcp) - 🏎️ ☁️ 🍎 🪟 🐧 سرور MCP برای اتصال مدل مورد علاقه شما به https://rae-api.com، فرهنگ لغت آکادمی سلطنتی اسپانیا - [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - قابلیت‌های استدلال هر عاملی را با یکپارچه‌سازی think-tools، همانطور که در [مقاله Anthropic](https://www.anthropic.com/engineering/claude-think-tool) توضیح داده شده است، افزایش می‌دهد. -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - به هوش مصنوعی اجازه می‌دهد فایل‌های .ged و داده‌های ژنتیکی را بخواند - [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - فلش‌کارت‌های تکرار با فاصله در [Rember](https://rember.com) ایجاد کنید تا هر چیزی را که در چت‌های خود یاد می‌گیرید به خاطر بسپارید. - [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ این پیاده‌سازی سرور Model Context Protocol از Asana به شما امکان می‌دهد با Asana API از کلاینت MCP مانند برنامه دسکتاپ Claude Anthropic و بسیاری دیگر صحبت کنید. - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - اجرای shell خودکار، کنترل کامپیوتر و عامل کدنویسی. (Mac) -- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) 🐍 🏠 🍎 🪟 🐧 - سرور MCP تحلیل بی‌درنگ صفحه، ضبط آگاه از زمینه و نظارت بر UI. از بینایی هوش مصنوعی، هوک‌های رویداد و گردش‌های کاری عامل چندوجهی پشتیبانی می‌کند. - [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - یک سرور MCP برای کوئری wolfram alpha API. - [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - تعامل با ویدیوهای TikTok -- [Shopify/dev-mcp](https://github.com/Shopify/dev-mcp) 📇 ☁️ - سرور Model Context Protocol (MCP) که با Shopify Dev تعامل دارد. -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - به هوش مصنوعی اجازه می‌دهد از پایگاه داده محلی Apple Notes شما بخواند (فقط macOS) - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - سرور MCP برای محصولات Atlassian (Confluence و Jira). از Confluence Cloud، Jira Cloud و Jira Server/Data Center پشتیبانی می‌کند. ابزارهای جامعی برای جستجو، خواندن، ایجاد و مدیریت محتوا در فضاهای کاری Atlassian فراهم می‌کند. - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - تعامل با Notion API - [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - با سیستم مدیریت پروژه Linear یکپارچه می‌شود @@ -1281,7 +1227,6 @@ - [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - UI وب ساده برای نصب و مدیریت سرورهای MCP برای برنامه دسکتاپ Claude. - [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - یکپارچه‌سازی که به Claude Desktop امکان تعامل با Spotify را با استفاده از Model Context Protocol (MCP) می‌دهد. - [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - تولید تصویر هوش مصنوعی با استفاده از مدل nano banana گوگل Gemini. -- [kiarash-portfolio-mcp](https://kiarash-adl.pages.dev/.well-known/mcp.llmfeed.json) – پورتفولیو فعال شده با WebMCP با کشف امضا شده Ed25519. عامل‌های هوش مصنوعی می‌توانند پروژه‌ها و مهارت‌ها را کوئری کنند و دستورات ترمینال را اجرا کنند. ساخته شده بر روی Cloudflare Pages Functions. ## چارچوب‌ها diff --git a/README-ja.md b/README-ja.md index 6d81708e2..f7adcaeb0 100644 --- a/README-ja.md +++ b/README-ja.md @@ -113,11 +113,8 @@ - [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 複数のMCPサーバーを1つのMCPサーバーに集約する統一的なモデルコンテキストプロトコルサーバー実装。 - [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Web APIを10秒でMCPサーバーに変換し、オープンソースレジストリに追加する: https://open-mcp.org -- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - [MindsDBを単一のMCPサーバーとして](https://docs.mindsdb.com/mcp/overview)使用し、様々なプラットフォームとデータベース間でデータを接続・統合 - [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - MCPサーバーのリストを提供し、日常のワークフローを改善するために使用できるサーバーをクライアントに問い合わせることができる -- [pipedream/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - 8,000以上の事前構築ツールで2,500のAPIに接続し、独自のアプリでユーザー向けサーバーを管理 - [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - 複数のMCPサーバーを1つのインターフェースに統合する包括的なプロキシサーバー。サーバー間でツール、プロンプト、リソース、テンプレートの発見と管理を提供し、MCPサーバー構築時のデバッグ用プレイグラウンドも含む -- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - 複数のMCPサーバーを1つの統一エンドポイントに構成するためのプロキシツール。Nginxがウェブサーバーのために機能するのと同様に、複数のMCPサーバー間でリクエストの負荷分散を行うことで、AIツールをスケーリングします。 - [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCPは、GUIでMCP接続を管理する統合ミドルウェアMCPサーバーです。 - [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Claude Desktopやその他のMCPホストを、お気に入りのアプリ（Notion、Slack、Monday、Airtableなど）にシームレスかつ安全に接続。90秒以下で完了 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - サーバー側のコードに変更を加えることなく、Web API を 1 回のクリックで MCP サーバーに変換します。。 @@ -167,21 +164,17 @@ - [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - IPFSストレージのアップロードと操作 - [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️🏠 - API リソース検出、リソース管理、Pod ログ、メトリクス、イベントなど、標準化されたインターフェースを通じて Kubernetes クラスターと対話するためのツールを提供する Kubernetes モデルコンテキストプロトコル（MCP）サーバー。 - [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - 書籍クエリに使用されるMCPサーバーで、Cherry Studioなどの一般的なMCPクライアントに適用できます。 -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - AIアシスタントがAWS CLIコマンドを実行し、Unixパイプを使用し、マルチアーキテクチャサポート付きの安全なDocker環境で一般的なAWSタスクのプロンプトテンプレートを適用できるようにする軽量で強力なサーバー -- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - AIアシスタントがマルチアーキテクチャサポート付きの安全なDocker環境でKubernetes CLIコマンド（`kubectl`、`helm`、`istioctl`、`argocd`）をUnixパイプを使用して安全に実行できるようにする軽量で堅牢なサーバー。 - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - MCPサーバーは、AIアシスタントがAlibaba Cloud上のリソースを運用・管理できるようにし、ECS、クラウドモニタリング、OOS、およびその他の広く使用されているクラウド製品をサポートします。 - [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - MCP（Model Control Protocol）に基づくVMware ESXi/vCenter管理サーバーで、仮想マシン管理のためのシンプルなREST APIインターフェースを提供。 - [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers、KV、R2、D1を含むCloudflareサービスとの統合 - [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - AIエージェントがCyclops抽象化を通じてKubernetesリソースを管理できるようにするMCPサーバー - [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️🏠 - Pod、デプロイメント、サービスのKubernetesクラスター操作のTypeScript実装。 - [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️🏠 - Azure Resource Graphを使用してAzureリソースを大規模にクエリおよび分析するためのModel Context Protocolサーバー。AIアシスタントがAzureインフラストラクチャを探索および監視できるようにします。 -- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - Azureと直接対話できるAzure CLIコマンドラインのラッパー - [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 詳細なセットアップ情報とLLMの使用例を含む、Netskope Private Access環境内のすべてのNetskope Private Accessコンポーネントへのアクセスを提供するMCP。 - [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - OpenShiftの追加サポートを備えた強力なKubernetes MCPサーバー。**任意の**Kubernetesリソースに対するCRUD操作の提供に加えて、このサーバーはクラスターと対話するための専用ツールを提供します。 - [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [![mctl-mcp MCP server](https://glama.ai/mcp/servers/mctlhq/mctl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - Kubernetes 管理と自動化された GitOps のための AI ネイティブプラットフォーム（30 以上のツール）。 - [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [glama](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - Rancherエコシステム向けのMCPサーバー。マルチクラスターKubernetes運用、Harvester HCI管理（VM、ストレージ、ネットワーク）、Fleet GitOpsツールを提供します。 - [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - AIアシスタントがTerraform環境を管理および操作できるようにするTerraform MCPサーバー。設定の読み取り、プランの分析、設定の適用、Terraformステートの管理を可能にします。 -- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - Pulumi Automation APIとPulumi Cloud APIを使用してPulumiと対話するためのMCPサーバー。MCPクライアントがパッケージ情報の取得、変更のプレビュー、更新のデプロイ、スタック出力の取得などのPulumi操作をプログラムで実行できるようにします。 - [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️🏠 - Claude、Cursor、その他のAIアシスタントが自然言語を通じてKubernetesクラスターと対話できるようにするKubernetes用Model Context Protocol（MCP）サーバー。 - [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Tiltと統合し、Kubernetes開発環境のためのTiltリソース、ログ、管理操作へのプログラマティックアクセスを提供するModel Context Protocolサーバー。 - [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️🏠 - MCPを通じたKubernetesクラスター操作 @@ -199,7 +192,6 @@ コード実行サーバー。LLMが安全な環境でコードを実行できるようにし、コーディングエージェントなどに使用されます。 -- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠- MCPツールコールを介して安全なサンドボックスでPythonコードを実行 - [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - 安全でスケーラブルなサンドボックス環境でLLM生成コードを実行し、NPMやPyPIパッケージの完全サポートでJavaScriptやPythonを使用してMCPツールを作成 - [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - OpenAPI-MCP：既存のAPIドキュメントを持つ任意のAPIへのアクセスを可能にするDockerized MCPサーバー。 - [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 – その場でのnpm依存関係インストールとクリーンな破棄を含む、JavaScriptスニペット実行のための分離されたDockerベースサンドボックスを立ち上げるNode.js MCPサーバー @@ -244,7 +236,6 @@ LLMがコードの読み取り、編集、実行を行い、一般的なプロ - [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat APIと対話するためのMCPサーバーです。VRChatのフレンドやワールド、アバターなどの情報を取得することができます。 - [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - GoogleカレンダーAPIと連携するためのMCPサーバーです。GoogleCalendar APIの作成、更新、取得、削除ができます。また、TypeScriptベースです。 - [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) ntfy を使用してスマートフォンに通知を送信し、情報を確実に伝達する MCP サーバーです。 -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloudプラットフォーム経由でWhatsAppビジネスメッセージを送信するためのMCPサーバー。 - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Huntのための MCP サーバー。トレンド投稿、コメント、コレクション、ユーザーなどと対話できます。 - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: TypeScriptでスマートフォンからローカルワークスペースへアクセス可能なTelegram + Claude。移動中にコードを読み書きしてvibe code @@ -272,12 +263,9 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB データベースの統合、テーブル構造の作成（DDL）および SQL の実行 - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery統合のためのサーバー実装で、直接的なBigQueryデータベースアクセスとクエリ機能を提供 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 構成可能なアクセス制御、スキーマ検査、包括的なセキュリティガイドラインを備えたMySQLデータベース統合 -- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合 -- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 組み込みの分析機能を備えたSQLiteデータベース操作 - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabaseでプロジェクトと組織を管理および作成するためのSupabase MCPサーバー - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - スキーマ検査とクエリ機能を備えたDuckDBデータベース統合 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLMがデータベースと直接対話できるようにするMongoDB統合。 -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - クエリとAPI機能を備えたTinybird統合 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDBのためのモデルコンテキストプロトコルサーバー - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino用のModel Context Protocol (MCP)サーバーのGo実装。 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - コレクションとインデックスの紹介、ベクトルストアと検索機能を備えたVikingDB統合。 @@ -288,7 +276,6 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。 - [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheetsと対話するためのモデルコンテキストプロトコルサーバー。このサーバーはGoogle Sheets APIを通じてスプレッドシートの作成、読み取り、更新、管理のためのツールを提供します。 - [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 包括的な読み取り、書き込み、フォーマット、シート管理機能を備えたGoogle Sheets API統合のMCPサーバー。 -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - LLMがPrismaのPostgresデータベースを管理できるようにします（例: 新しいデータベースを立ち上げ、マイグレーションやクエリを実行）。 - [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – MCPサーバー：[YDB](https://ydb.tech)データベースと対話するための。 ### 📊 データプラットフォーム @@ -311,7 +298,6 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - サブハーネス (MCPサーバーとMCPクライアントの両方として機能)。ドキュメントやソースコードの解析、および関連するコンテキストを提供するMCPサーバーとのやり取りを、ローカルまたは低コストのOpenAI互換LLMに委譲します。これにより、最上位クラスのLLMを使用するコーディングエージェントにおけるトークン消費量とコンテキストサイズを大幅に削減します。 `uvx codebase-agent-mcp` - [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 多数のコーディングアシスタント向けシステムプロンプトを MCP ツールとして公開し、モデル感知のレコメンドとペルソナ切り替えで Cursor や Devin などを再現できます。 - [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - macOS APIドキュメントブラウザ[Dash](https://kapeli.com/dash)用のMCPサーバー。200以上のドキュメントセットを即座に検索。 -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - [QA Sphere](https://qasphere.com/)テスト管理システムとの統合。LLMがテストケースを発見、要約、操作できるようにし、AI搭載IDEから直接アクセス可能 - [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - コーディングエージェントがFigmaデータに直接アクセスし、アセットエクスポート、ウィジェット保守、フルスクリーン実装を含むアプリ構築のためのFlutterコードを書くのを支援します。 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCPを通じたDockerコンテナの管理と操作 - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - JSON、テキスト、HTMLデータを柔軟に取得するためのMCPサーバー @@ -356,7 +342,6 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - SQLを使用して40以上のアプリを1つのバイナリでクエリ。PostgreSQL、MySQL、またはSQLite互換データベースに接続することも可能。ローカルファーストでプライベート設計。 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLMがデータベースと直接対話できるようにするMongoDB統合 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Serverなど多数のデータベースをサポートするSQLAlchemyベースの汎用データベース統合。スキーマと関係の検査、大規模データセット分析機能を備えています -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - クエリとAPI機能を備えたTinybird統合 - [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - 究極の数学エンジンで、SymPy、NumPy、Matplotlibを1つの強力なサーバーに統合します。記号代数、数値計算、データ可視化を必要とする開発者や研究者に最適です。 ### 📟 組み込みシステム @@ -406,7 +391,6 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 暗号通貨価格を取得するためのBitget API - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - CoinCapのパブリックAPIを使用したリアルタイム暗号通貨市場データ統合、APIキー不要で暗号通貨価格と市場情報へのアクセスを提供 - [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - CoinGecko APIを使用して暗号通貨市場データを提供するMCPツール -- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - Yahoo Finance MCP のTypeScript版 - [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - Yahoo Finance APIを使用して株式市場データと分析を提供するMCPツール - [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - アカウント情報、取引履歴、ネットワークデータへのアクセスを提供するXRP Ledger用MCPサーバー。台帳オブジェクトの照会、取引の送信、XRPLネットワークの監視が可能 - [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - オープンで無料のDexscreener APIを使用したリアルタイムオンチェーン市場価格 @@ -448,7 +432,6 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - [markmap](https://github.com/markmap/markmap) を基にしたMCPサーバーで、**Markdown**をインタラクティブな**マインドマップ**に変換します。複数のフォーマット（PNG/JPG/SVG）でのエクスポート、ブラウザでのリアルタイムプレビュー、ワンクリックでのMarkdownコピー、ダイナミックな視覚化機能をサポートしています。 - [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - コンテキストを維持するための知識グラフベースの長期記憶システム - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AIロールプレイとストーリー生成に焦点を当てた強化されたグラフベースのメモリ -- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - CursorやWindsurfなどのIDEでコーディングの好みやパターンを管理するためのMem0用モデルコンテキストプロトコルサーバー。コード実装、ベストプラクティス、技術文書の保存、取得、意味的な処理のためのツールを提供します - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - あなたの [Ragie](https://www.ragie.ai) (RAG) ナレッジベースから、Google Drive、Notion、JIRAなどの連携サービスに接続されたコンテキストを取得します。 - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDBを使用して複数のLLMからのメモリを保存・取得するMCPサーバー。タイムスタンプとLLM識別を含む会話メモリの保存、取得、追加、クリアのためのツールを提供します。 - [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 異なるAIモデルが協力し、会話間でコンテキストを共有できるようにするクロスLLM通信とメモリ共有を可能にするMCPサーバー。 @@ -463,7 +446,6 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 地理および位置ベースのサービス統合。地図データ、方向、および場所情報へのアクセスを提供します。 -- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - 位置情報サービス、ルート計画、および場所の詳細のためのGoogle Maps統合 - [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - https://api.open-meteo.com API から天気情報を取得。 ### 🎯 マーケティング @@ -517,9 +499,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存 - [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 – Crawleo Search & Crawl API - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI検索API - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ArXiv研究論文を検索 -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Googleを検索し、任意のトピックに関する深いWebリサーチを行う - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCPを使用してLLMがArXivの論文を検索および読む -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Apify の RAG Web Browser Actor 用の MCP サーバーで、ウェブ検索を実行し、URL をスクレイピングし、Markdown 形式でコンテンツを返します。 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org)のモデルコンテキストプロトコルサーバー - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - Hacker Newsの検索、トップストーリーの取得などを行うMCPサーバー。 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 自動トピック分類、多言語サポート、[SerpAPI](https://serpapi.com/)を通じたヘッドライン、ストーリー、関連トピックの包括的な検索機能を備えたGoogle News統合。 @@ -575,7 +555,6 @@ AIアシスタントが異なる言語間でコンテンツを翻訳できるよ Gitリポジトリおよびバージョン管理プラットフォームとの対話。標準化されたAPIを通じて、リポジトリ管理、コード分析、プルリクエスト処理、問題追跡、およびその他のバージョン管理操作を実行できます。 - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - リポジトリ管理、PR、問題などのためのGitHub API統合 -- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - プロジェクト管理およびCI/CD操作のためのGitLabプラットフォーム統合 - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - ローカルリポジトリの読み取り、検索、および分析を含む直接的なGitリポジトリ操作 - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - リポジトリ管理、作業項目、パイプラインのためのAzure DevOps統合 - [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - GitLabプロジェクトの課題やマージリクエストとシームレスにやり取りできます。 @@ -583,10 +562,8 @@ Gitリポジトリおよびバージョン管理プラットフォームとの ### 🛠️ その他のツールと統合 - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - MCPサーバー統合を備えたWebベースのPlantUMLフロントエンド。PlantUML画像生成と構文検証を可能にします。 -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - 任意のテキスト（日本語文字を含む）をQRコードに変換し、カスタマイズ可能な色とbase64エンコード出力をサポートするQRコード生成MCPサーバー。 - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ AIモデルがBitcoinと相互作用できるModel Context Protocol（MCP）サーバー。キー生成、アドレス検証、トランザクションデコード、ブロックチェーンクエリなどが可能 - [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - AIがBear Notes（macOSのみ）から読み取り可能にする -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Model Context Protocolサーバーを通じてすべてのHome Assistant音声インテントを公開し、ホーム制御を可能にする - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Amazon Nova Canvasモデルを使用した画像生成 - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - MCPプロトコル経由でOpenAI、MistralAI、Anthropic、xAI、Google AI、DeepSeekにリクエストを送信。ツールまたは事前定義プロンプトを使用。ベンダーAPIキーが必要 - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 他のMCPサーバーをインストールするMCPサーバー @@ -601,14 +578,12 @@ Gitリポジトリおよびバージョン管理プラットフォームとの - [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - BearのsqliteDBと直接統合してBear Note取得アプリのノートとタグを読み取り可能 - [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - ClaudeがChatGPTと通信してWeb検索機能を使用するためのMCPサーバー - [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - AIがGraphQLサーバーをクエリ可能にする -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - Claude Desktop（または任意のMCPクライアント）がMarkdownノート（Obsidianボルトなど）を含むディレクトリを読み取り・検索できるコネクター - [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - MCPサーバーテスト用のもう一つのCLIツール - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - NotionのAPIと統合してパーソナルToDoリストを管理 - [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/)のAPIと統合してパーソナルToDoプロジェクトとタスクを管理するTickTick MCPサーバー - [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️ - eSignatures API経由で拘束力のある契約の起草、レビュー、送信を行う契約・テンプレート管理 - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - MIROホワイトボードにアクセス、アイテムの一括作成・読み取り。REST API用OAUTHキーが必要 - [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Google Keepノートの読み取り、作成、更新、削除 -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia記事検索API - [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - 通常のGraphQLクエリ/ミューテーションを使ってツールを定義すると、gqaiが自動的にMCPサーバーを生成 - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - LLMが正確な数値計算のために電卓を使用できるサーバー - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) 🏎️ ☁️ - Difyワークフローのクエリと実行ツール @@ -711,18 +686,15 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb - [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibiliコンテンツの検索をサポートするMCPサーバー。LangChain連携のサンプルとテストスクリプトを提供 - [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Playwrightを使用したブラウザ自動化のためのMCPサーバー - [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Playwrightを使用したブラウザ自動化のためのMCP Pythonサーバー、LLMにより適している -- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - クラウドでのブラウザ相互作用の自動化（ウェブナビゲーション、データ抽出、フォーム入力など） - [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - ローカルChromeブラウザを自動化 - [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - Cursor IDE 内で自然言語を使ってブラウザを制御できる MCP Selenium サーバー。テスト、自動化、マルチユーザー環境に最適です。 - [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - SSEトランスポートでMCPサーバーとしてパッケージ化されたbrowser-use。dockerでchromiumを実行するdockerファイル + vncサーバーを含む - [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Playwrightを使用したブラウザ自動化とWebスクレイピングのためのMCPサーバー - [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - LLMクライアントがユーザーのブラウザ（Firefox）を制御できるブラウザ拡張機能と組み合わせたMCPサーバー - [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS用Apple Remindersと統合されたMCPサーバー -- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - 任意のWebサイトから構造化データを抽出。プロンプトを入力するだけでJSONを取得 - [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI分析のためのYouTube字幕とトランスクリプトの取得 - [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Azure OpenAIとPlaywrightを使用した「最小限の」サーバー/クライアントMCP実装 - [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - MicrosoftのオフィシャルPlaywright MCPサーバー。構造化アクセシビリティスナップショットを通じてLLMがWebページと相互作用可能 -- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化 - [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - manifest v2互換ブラウザとの相互作用のためのMCPサーバー - [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - APIキー不要でGoogleの検索結果を使った無料Web検索を可能にするMCPサーバー - [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - ストリーミング対応KoliBri MCPサーバー（NPM: `@public-ui/mcp`）。ホストされたHTTPエンドポイントまたはローカルの`kolibri-mcp` CLI経由で、保証されたアクセシビリティを備えた200以上のWebコンポーネントのサンプル、仕様、ドキュメント、シナリオを提供。 diff --git a/README-ko.md b/README-ko.md index af2e47a8e..f0951b981 100644 --- a/README-ko.md +++ b/README-ko.md @@ -123,7 +123,6 @@ - [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - API 키 없이 Google 검색 결과를 사용하여 무료 웹 검색을 가능하게 하는 MCP 서버 - [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - SSE 전송을 지원하는 MCP 서버로 패키징된 browser-use. Docker에서 Chromium을 실행하기 위한 Dockerfile + VNC 서버 포함. - [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibili 콘텐츠 검색을 지원하는 MCP 서버. LangChain 통합 예제 및 테스트 스크립트 제공. -- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - 모든 웹사이트에서 구조화된 데이터 추출. 프롬프트만 입력하면 JSON 획득. - [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - WebDriver BiDi를 통한 Firefox 브라우저 자동화. 테스트, 스크래핑 및 브라우저 제어 지원. 스냅샷/UID 기반 상호작용, 네트워크 모니터링, 콘솔 캡처 및 스크린샷 지원 ### 🎨 예술 및 문화 @@ -158,7 +157,6 @@ - [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 치니우안(七牛云) 제품으로 구축된 MCP는 치니우안 스토리지, 지능형 멀티미디어 서비스 등에 접근할 수 있습니다. - [Cloudflare MCP 서버](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers, KV, R2 및 D1을 포함한 Cloudflare 서비스와의 통합 - [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - IPFS 스토리지 업로드 및 조작 -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - AI 어시스턴트가 AWS CLI 명령을 실행하고, 유닉스 파이프를 사용하며, 안전한 Docker 환경에서 일반적인 AWS 작업을 위한 프롬프트 템플릿을 멀티 아키텍처 지원으로 적용할 수 있게 하는 가볍지만 강력한 서버 - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - 알리바바 클라우드에서 AI 어시스턴트가 리소스를 운영하고 관리할 수 있게 해주는 MCP 서버로, ECS, 클라우드 모니터링, OOS 및 기타 널리 사용되는 클라우드 제품들을 지원합니다. - [Kubernetes MCP 서버](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 MCP를 통한 쿠버네티스 클러스터 운영 - [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 파드, 디플로이먼트, 서비스를 위한 쿠버네티스 클러스터 운영의 타입스크립트 구현 @@ -199,7 +197,6 @@ - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 내장된 Feishu OAuth 인증을 갖춘 Model Context Protocol(MCP) 서버로, 원격 연결을 지원하고 블록 생성, 콘텐츠 업데이트 및 고급 기능을 포함한 포괄적인 Feishu 문서 관리 도구를 제공합니다. - [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat API와 상호 작용하기 위한 MCP 서버입니다. VRChat에서 친구, 월드, 아바타 등에 대한 정보를 검색할 수 있습니다. - [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - Google Tasks API와 인터페이스하기 위한 MCP 서버 -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloud 플랫폼을 통해 WhatsApp 비즈니스 메시지를 발송하는 MCP 서버입니다. - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Hunt을 위한 MCP 서버. 트렌딩 게시물, 댓글, 컬렉션, 사용자 등과 상호 작용할 수 있습니다. - [peter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Cal.com용 MCP 서버입니다. 이벤트 유형을 관리하고, 예약을 생성하며, LLM을 통해 Cal.com의 일정 데이터를 활용할 수 있습니다. - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: TypeScript로 스마트폰에서 로컬 워크스페이스에 접근할 수 있는 Telegram + Claude. 이동 중에 코드를 읽고 쓰며 vibe code! @@ -210,7 +207,6 @@ - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Apache Unomi CDP 서버의 프로필에 접근하고 업데이트하는 MCP 서버. - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - 모델 컨텍스트 프로토콜을 사용하여 모든 개방형 데이터를 모든 LLM에 연결합니다. -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - 모든 MCP 클라이언트에서 Tinybird 워크스페이스와 상호 작용하기 위한 MCP 서버. - [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - [iaptic](https://www.iaptic.com)과 연결하여 고객 구매, 거래 데이터 및 앱 수익 통계에 대해 질문합니다. - [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - [AntV](https://github.com/antvis) 를 기반으로 데이터 시각화 차트를 생성하는 MCP Server 플러그인. - [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI가 동적으로 생성하는 [Apache ECharts](https://echarts.apache.org) 문법을 활용한 시각화 차트 MCP. @@ -246,8 +242,6 @@ - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 구성 가능한 접근 제어, 스키마 검사 및 포괄적인 보안 지침을 갖춘 MySQL 데이터베이스 통합 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 안전한 MySQL 데이터베이스 운영을 제공하는 Node.js 기반 MySQL 데이터베이스 통합 - [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – Golang으로 구축된 고성능 다중 데이터베이스 MCP 서버, MySQL & PostgreSQL 지원 (NoSQL 곧 지원 예정). 쿼리 실행, 트랜잭션 관리, 스키마 탐색, 쿼리 빌딩 및 성능 분석을 위한 내장 도구 포함, 향상된 데이터베이스 워크플로우를 위한 원활한 Cursor 통합. -- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 PostgreSQL 데이터베이스 통합 -- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 내장 분석 기능을 갖춘 SQLite 데이터베이스 운영 - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase에서 프로젝트 및 조직을 관리하고 생성하기 위한 Supabase MCP 서버 - [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - SQL 쿼리 실행 및 데이터베이스 탐색 도구를 지원하는 Supabase MCP 서버 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합 @@ -257,13 +251,11 @@ - [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: MongoDB 데이터베이스를 위한 모든 기능을 갖춘 MCP 서버 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLM이 데이터베이스와 직접 상호 작용할 수 있게 하는 MongoDB 통합. - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB를 위한 모델 컨텍스트 프로토콜 서버 -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - 쿼리 및 API 기능을 갖춘 Tinybird 통합 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - 컬렉션 및 인덱스 소개, 벡터 저장소 및 검색 기능을 갖춘 VikingDB 통합. - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j와 함께하는 모델 컨텍스트 프로토콜 - [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) Nile의 Postgres 플랫폼용 MCP 서버 - LLM을 사용하여 Postgres 데이터베이스, 테넌트, 사용자, 인증 관리 및 쿼리 - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - 읽기 및 (선택적) 쓰기 작업뿐만 아니라 인사이트 추적을 구현하는 Snowflake 통합 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 모델 컨텍스트 프로토콜(MCP)을 통해 SQLite 데이터베이스에 안전한 읽기 전용 접근을 제공하는 MCP 서버. 이 서버는 FastMCP 프레임워크로 구축되어 LLM이 내장된 안전 기능과 쿼리 유효성 검사로 SQLite 데이터베이스를 탐색하고 쿼리할 수 있도록 지원합니다. -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - 벡터 검색 기능을 갖춘 Pinecone 통합 - [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP) 🐍 🏠 - 다양한 데이터베이스에 동시 연결이 가능한 범용 데이터베이스 MCP 서버입니다. 데이터베이스 운영, 상태 분석, SQL 최적화 등의 도구를 제공하며, MySQL, PostgreSQL, SQL Server, MariaDB, 다멍(Dameng), Oracle 등의 주요 데이터베이스를 지원합니다. 스트리밍 가능한 HTTP, SSE, STDIO를 지원하고, OAuth 2.0을 통합하며, 개발자가 쉽게 개인화된 도구를 확장할 수 있도록 설계되었습니다. - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server 등 다양한 데이터베이스를 지원하는 범용 SQLAlchemy 기반 데이터베이스 통합. 스키마 및 관계 검사, 대규모 데이터셋 분석 기능 제공. - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 자동 스트리밍, 읽기 전용 안전성 및 범용 데이터베이스 호환성을 갖춘 자연어 PostgreSQL 쿼리. @@ -271,7 +263,6 @@ - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 모든 JDBC 호환 데이터베이스에 연결하여 쿼리, 삽입, 업데이트, 삭제 등을 수행합니다. - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Azure Data Explorer 데이터베이스 쿼리 및 분석 - [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Prometheus 오픈 소스 모니터링 시스템 쿼리 및 분석. -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - LLM이 Prisma Postgres 데이터베이스를 관리할 수 있게 합니다(예: 새 데이터베이스를 생성하고 마이그레이션이나 쿼리를 실행). - [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — Neon Serverless Postgres를 사용하여 Postgres 데이터베이스를 생성하고 관리하기 위한 MCP 서버 - [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — 텍스트-SQL LLM으로 XiyanSQL을 사용하여 자연어 쿼리로 데이터베이스에서 데이터를 가져오는 것을 지원하는 MCP 서버. - [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – 주요 데이터베이스를 지원하는 범용 데이터베이스 MCP 서버. @@ -291,7 +282,6 @@ - [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성. - [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS 코드 품질 분석 및 테스트 자동화 서버. 포괄적인 Xcode 테스트 실행, SwiftLint 통합, 상세한 실패 분석을 제공합니다. CLI와 MCP 서버 모드 모두에서 작동하여 개발자 직접 사용과 AI 어시스턴트 통합을 지원합니다. - [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - 하위 하네스(MCP 서버이자 MCP 클라이언트). 문서 및 소스 코드 분석은 물론, 관련 컨텍스트를 제공하는 MCP 서버와의 상호작용도 로컬 또는 저렴한 OpenAI 호환 LLM에 위임합니다. 이를 통해 최상위 LLM을 사용하는 코딩 에이전트의 토큰 사용량과 컨텍스트 크기를 크게 줄일 수 있습니다. `uvx codebase-agent-mcp` -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - [QA Sphere](https://qasphere.com/) 테스트 관리 시스템과의 통합. LLM이 테스트 케이스를 발견, 요약, 상호작용할 수 있도록 하며 AI 기반 IDE에서 직접 접근 가능 - [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Opik이 캡처한 LLM 관찰 가능성, 추적 및 모니터링 데이터와 자연어로 대화합니다. - [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 코딩 에이전트가 Figma 데이터에 직접 접근하여 디자인 구현을 한 번에 완료하도록 돕습니다. - [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - 코딩 에이전트가 Figma 데이터에 직접 접근하여 자산 내보내기, 위젯 유지보수, 전체 화면 구현을 포함한 앱 구축을 위한 Flutter 코드 작성을 도와줍니다. @@ -305,8 +295,6 @@ - [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - macOS API 문서 브라우저 [Dash](https://kapeli.com/dash)용 MCP 서버. 200개 이상의 문서 세트를 즉시 검색. - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 라인 지향 텍스트 파일 편집기. 토큰 사용량을 최소화하기 위해 효율적인 부분 파일 접근으로 LLM 도구에 최적화됨. - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - iOS 시뮬레이터를 제어하는 MCP 서버 -- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - iOS 개발자를 위한 App Store Connect API와 통신하는 MCP 서버 -- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - LLM이 코드를 작성할 때 최신 안정 패키지 버전을 제안하도록 돕는 MCP 서버. - [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - [Postman API](https://www.postman.com/postman/postman-public-workspace/)와 상호 작용 - [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - Pandoc을 사용하여 Markdown, HTML, PDF, DOCX(.docx), csv 등 원활한 문서 형식 변환을 위한 MCP 서버. - [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 이 MCP 서버는 wget을 사용하여 전체 웹사이트를 다운로드하는 도구를 제공합니다. 웹사이트 구조를 보존하고 로컬에서 작동하도록 링크를 변환합니다. @@ -369,7 +357,6 @@ - [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Heurist Mesh 네트워크를 통해 블록체인 분석, 스마트 계약 보안 감사, 토큰 메트릭 평가 및 온체인 상호 작용을 위한 특화된 웹3 AI 에이전트에 접근합니다. 여러 블록체인에 걸쳐 DeFi 분석, NFT 가치 평가 및 트랜잭션 모니터링을 위한 포괄적인 도구를 제공합니다. - [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - API 키 없이 Stooq에서 실시간 주식 가격을 가져옵니다. 글로벌 시장(미국, 일본, 영국, 독일)을 지원합니다. - [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - LLM에서 바로 사용할 수 있는 더블 엔트리(복식부기) 순수 텍스트 회계! 이 MCP는 로컬 [HLedger](https://hledger.org/) 회계 저널에 대한 포괄적인 읽기 접근과 (선택적으로) 쓰기 접근을 제공합니다. -- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - 온체인 도구를 위한 Base 네트워크 통합으로, Base 네트워크 및 Coinbase API와 상호 작용하여 지갑 관리, 자금 이체, 스마트 계약 및 DeFi 운영 가능 - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - CoinCap의 공개 API를 사용한 실시간 암호화폐 시장 데이터 통합으로, API 키 없이 암호화폐 가격 및 시장 정보 접근 제공 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - 암호화폐 목록 및 시세를 가져오기 위한 Coinmarket API 통합 - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - 주식 및 암호화폐 정보를 모두 가져오기 위한 Alpha Vantage API 통합 @@ -417,7 +404,6 @@ - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - LLM이 Zotero 클라우드의 컬렉션 및 소스와 함께 작업할 수 있도록 하는 커넥터 - [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI 요약 MCP 서버, 여러 콘텐츠 유형 지원: 일반 텍스트, 웹 페이지, PDF 문서, EPUB 책, HTML 콘텐츠 - [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Slack, Discord, 웹사이트, Google Drive, Linear 또는 GitHub에서 무엇이든 Graphlit 프로젝트로 수집한 다음 Cursor, Windsurf 또는 Cline과 같은 MCP 클라이언트 내에서 관련 지식을 검색하고 검색합니다. -- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 코딩 선호도 및 패턴 관리를 돕는 Mem0용 모델 컨텍스트 프로토콜 서버로, Cursor 및 Windsurf와 같은 IDE에서 코드 구현, 모범 사례 및 기술 문서를 저장, 검색 및 의미론적으로 처리하는 도구를 제공합니다. - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Google Drive, Notion, JIRA 등과 같은 통합 서비스에 연결된 [Ragie](https://www.ragie.ai) (RAG) 지식 베이스에서 컨텍스트를 검색합니다. - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDB를 사용하여 여러 LLM의 메모리를 저장하고 검색하는 MCP 서버. 타임스탬프와 LLM 식별을 포함한 대화 메모리의 저장, 검색, 추가 및 삭제를 위한 도구를 제공합니다. - [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 다른 AI 모델이 협력하고 대화 간에 컨텍스트를 공유할 수 있게 하는 크로스 LLM 통신 및 메모리 공유를 가능하게 하는 MCP 서버. @@ -432,7 +418,6 @@ 지리 및 위치 기반 서비스 통합. 지도 데이터, 길찾기 및 장소 정보에 대한 접근을 가능하게 합니다. -- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - 위치 서비스, 경로 안내 및 장소 세부 정보를 위한 Google 지도 통합 - [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - https://api.open-meteo.com API에서 날씨 정보 가져오기. - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 모든 시간대의 시간에 접근하고 현재 현지 시간 확인 - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - nominatim, ArcGIS, Bing을 위한 지오코딩 MCP 서버 @@ -476,10 +461,8 @@ - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 검색 API - [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 검색 API - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ArXiv 연구 논문 검색 -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Google 검색 및 모든 주제에 대한 심층 웹 리서치 수행 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  arXiv에서 논문을 검색하고 읽기 위한 LLM용 MCP - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  PubMed에서 의료/생명 과학 논문을 검색하고 읽기 위한 MCP. -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Apify의 오픈 소스 RAG 웹 브라우저 액터를 위한 MCP 서버로 웹 검색, URL 스크래핑 및 마크다운 형식으로 콘텐츠 반환 수행. - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - searXNG 인스턴스에 연결하기 위한 MCP 서버 - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojure 라이브러리의 최신 의존성 정보를 위한 Clojars MCP 서버 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org)를 위한 모델 컨텍스트 프로토콜 서버 @@ -548,7 +531,6 @@ AI 어시스턴트가 다양한 언어 간에 콘텐츠를 번역할 수 있게 Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표준화된 API를 통해 리포지토리 관리, 코드 분석, 풀 리퀘스트 처리, 이슈 추적 및 기타 버전 관리 작업을 가능하게 합니다. - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - 리포지토리 관리, PR, 이슈 등을 위한 GitHub API 통합 -- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - 프로젝트 관리 및 CI/CD 운영을 위한 GitLab 플랫폼 통합 - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 통합, 리포지토리, 작업 항목 및 파이프라인 관리용 - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 로컬 리포지토리 읽기, 검색 및 분석을 포함한 직접적인 Git 리포지토리 운영 - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - LLM으로 GitHub 리포지토리 읽기 및 분석 @@ -556,7 +538,6 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표 ### 🛠️ 기타 도구 및 통합 - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - MCP 서버 통합을 갖춘 웹 기반 PlantUML 프론트엔드로, PlantUML 이미지 생성 및 구문 검증을 지원합니다. -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - 중국어 문자를 포함한 모든 텍스트를 QR 코드로 변환하고 사용자 정의 색상 및 base64 인코딩 출력을 지원하는 QR 코드 생성 MCP 서버. - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 액터라고 알려진 3,000개 이상의 사전 구축된 클라우드 도구를 사용하여 웹사이트, 전자 상거래, 소셜 미디어, 검색 엔진, 지도 등에서 데이터 추출 - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Contentful Space에서 콘텐츠, 콘텐츠 모델 및 에셋 업데이트, 생성, 삭제 - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - OpenAI의 가장 똑똑한 모델과 채팅 @@ -564,13 +545,10 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표 - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - MCP 프로토콜을 사용하여 Claude에서 직접 OpenAI 모델 쿼리 - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP 프로토콜의 모든 기능을 실행하는 MCP 서버 - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - REST API를 통해 Obsidian과 상호 작용 -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - Claude 데스크톱(또는 모든 MCP 클라이언트)이 마크다운 노트(예: Obsidian 보관소)를 포함하는 모든 디렉토리를 읽고 검색할 수 있도록 하는 커넥터입니다. - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - YouTube 자막 가져오기 - [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - TikTok 동영상과 상호 작용 - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 개인 할 일 목록 관리를 위해 Notion의 API와 통합 - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 자율 셸 실행, 컴퓨터 제어 및 코딩 에이전트. (Mac) -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - AI가 .ged 파일 및 유전 데이터 읽기 가능 -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - AI가 로컬 Apple Notes 데이터베이스에서 읽기 가능 (macOS 전용) - [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - 모델 컨텍스트 프로토콜(MCP)을 사용하여 Apple Notes를 자동화하는 강력한 도구. HTML 콘텐츠, 폴더 관리 및 검색 기능을 지원하는 완전한 CRUD 지원. - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - 암호화폐 목록 및 시세를 가져오기 위한 Coinmarket API 통합 - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Notion API와 상호 작용 @@ -583,7 +561,6 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표 - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Perplexity, Groq, xAI 등과 같은 다른 OpenAI SDK 호환 채팅 완료 API와 채팅 - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  다른 MCP 서버를 설치해주는 MCP 서버. - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Perplexity API와 상호 작용. -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - 위키백과 기사 조회 API - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - 클라이언트 머신의 현지 시간 또는 NTP 서버의 현재 UTC 시간을 확인할 수 있는 MCP 서버 - [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  OpenAI 어시스턴트와 대화하기 위한 MCP (Claude는 모든 GPT 모델을 어시스턴트로 사용할 수 있음) - [@evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Claude에서 직접 HuggingFace Spaces 사용. 오픈 소스 이미지 생성, 채팅, 비전 작업 등 사용. 이미지, 오디오 및 텍스트 업로드/다운로드 지원. @@ -592,7 +569,6 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표 - [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - MCP 서버 테스트를 위한 또 다른 CLI 도구 - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - VegaLite 형식 및 렌더러를 사용하여 가져온 데이터에서 시각화 생성. - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Home Assistant 데이터 접근 및 장치(조명, 스위치, 온도 조절기 등) 제어. -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 모델 컨텍스트 프로토콜 서버를 통해 모든 Home Assistant 음성 인텐트를 노출하여 홈 제어 가능. - [@magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Giphy API를 통해 Giphy의 방대한 라이브러리에서 GIF 검색 및 검색. - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 개발자를 위한 유용한 도구 모음, 엔지니어가 필요로 하는 거의 모든 것: confluence, Jira, Youtube, 스크립트 실행, 지식 기반 RAG, URL 가져오기, Youtube 채널 관리, 이메일, 캘린더, gitlab - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - MacOS에서 애플리케이션을 나열하고 실행하는 MCP 서버 diff --git a/README-pt_BR.md b/README-pt_BR.md index 69b1061e4..9d2b2208f 100644 --- a/README-pt_BR.md +++ b/README-pt_BR.md @@ -111,7 +111,6 @@ Servidores para acessar muitos aplicativos e ferramentas por meio de um único s - [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - Uma implementação de servidor MCP unificado que agrega vários servidores MCP em um único servidor. - [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Consulte mais de 40 aplicativos com um único binário usando SQL. Também pode se conectar ao seu banco de dados compatível com PostgreSQL, MySQL ou SQLite. Local primeiro e privado por design. -- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Conecte-se a 2.500 APIs com mais de 8.000 ferramentas pré-construídas e gerencie servidores para seus usuários, em seu próprio aplicativo. - [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Transforme uma API web em um servidor MCP em 10 segundos e adicione-o ao registro de código aberto: https://open-mcp.org - [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - Um servidor proxy abrangente que combina vários servidores MCP em uma única interface com extensos recursos de visibilidade. Fornece descoberta e gerenciamento de ferramentas, prompts, recursos e modelos em todos os servidores, além de um playground para depuração ao construir servidores MCP. - [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP é o servidor middleware MCP unificado que gerencia suas conexões MCP com GUI. @@ -152,7 +151,6 @@ Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e - [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Um servidor MCP que suporta a pesquisa de conteúdo do Bilibili. Fornece exemplos de integração com LangChain e scripts de teste. - [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Um servidor MCP para automação de navegador usando Playwright - [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Um servidor MCP em python usando Playwright para automação de navegador, mais adequado para LLM -- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automatize interações do navegador na nuvem (por exemplo, navegação web, extração de dados, preenchimento de formulários e mais) - [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automatize seu navegador Chrome local - [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - Um servidor MCP Selenium para controlar navegadores usando linguagem natural no Cursor IDE. Perfeito para testes, automação e cenários multiusuário. - [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use empacotado como um servidor MCP com transporte SSE. Inclui um dockerfile para executar o chromium em docker + um servidor vnc. @@ -160,11 +158,9 @@ Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e - [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Um servidor MCP pareado com uma extensão de navegador que permite clientes LLM controlar o navegador do usuário (Firefox). - [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Automação do navegador Firefox via WebDriver BiDi para testes, raspagem e controle do navegador. Suporta interações baseadas em snapshot/UID, monitoramento de rede, captura de console e screenshots. - [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - Um servidor MCP para interagir com Lembretes da Apple no macOS -- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extraia dados estruturados de qualquer site. Basta solicitar e obter JSON. - [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Busque legendas e transcrições do YouTube para análise de IA - [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Uma implementação `mínima` de servidor/cliente MCP usando Azure OpenAI e Playwright. - [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Servidor MCP oficial da Microsoft para Playwright, permitindo que LLMs interajam com páginas web através de snapshots de acessibilidade estruturados -- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Automação de navegador para raspagem web e interação - [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Um servidor MCP para interagir com navegadores compatíveis com manifest v2. - [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - Um servidor MCP que permite pesquisas web gratuitas usando resultados do Google, sem necessidade de chaves de API. - [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Uma integração de servidor MCP com os Atalhos da Apple @@ -180,14 +176,11 @@ Integração de serviços de plataforma em nuvem. Permite o gerenciamento e inte - [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Um MCP construído com produtos Qiniu Cloud, suportando acesso ao Armazenamento Qiniu Cloud, serviços de processamento de mídia, etc. - [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload e manipulação de armazenamento IPFS - [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - Este é um servidor MCP usado para consultar livros, e pode ser aplicado em clientes MCP comuns, como Cherry Studio. -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - Um servidor leve mas poderoso que permite assistentes de IA executarem comandos AWS CLI, usarem pipes Unix e aplicarem templates de prompt para tarefas comuns da AWS em um ambiente Docker seguro com suporte multi-arquitetura -- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - Um servidor robusto e leve que capacita assistentes de IA para executar com segurança comandos CLI do Kubernetes (`kubectl`, `helm`, `istioctl` e `argocd`) usando pipes Unix em um ambiente Docker seguro com suporte multi-arquitetura. - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - Um servidor MCP que permite que assistentes de IA gerenciem e operem recursos na Alibaba Cloud, com suporte para ECS, monitoramento de nuvem, OOS e outros diversos produtos em nuvem amplamente utilizados. - [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - Um servidor de gerenciamento VMware ESXi/vCenter baseado em MCP (Model Control Protocol), fornecendo interfaces de API REST simples para gerenciamento de máquinas virtuais. - [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integração com serviços Cloudflare incluindo Workers, KV, R2 e D1 - [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Implementação em TypeScript de operações de cluster Kubernetes para pods, deployments, serviços. - [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - Um servidor de Protocolo de Contexto de Modelo para consultar e analisar recursos do Azure em escala usando o Azure Resource Graph, permitindo que assistentes de IA explorem e monitorem a infraestrutura do Azure. -- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - Um wrapper em torno da linha de comando Azure CLI que permite conversar diretamente com o Azure - [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - Um MCP para dar acesso a todos os componentes do Netskope Private Access dentro de ambientes Netskope Private Access, incluindo informações detalhadas de configuração e exemplos de LLM sobre uso. - [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - Um poderoso servidor MCP que permite que assistentes de IA interajam de forma integrada com instâncias do Portainer, fornecendo acesso em linguagem natural ao gerenciamento de contêineres, operações de implantação e recursos de monitoramento de infraestrutura. - [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Um servidor de Protocolo de Contexto de Modelo que se integra com o Tilt para fornecer acesso programático a recursos, logs e operações de gerenciamento do Tilt para ambientes de desenvolvimento Kubernetes. @@ -197,7 +190,6 @@ Integração de serviços de plataforma em nuvem. Permite o gerenciamento e inte Servidores de execução de código. Permitem que LLMs executem código em um ambiente seguro, por exemplo, para agentes de codificação. -- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍🏠 - Execute código Python em uma sandbox segura via chamadas de ferramentas MCP - [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute qualquer código gerado por LLM em um ambiente sandbox seguro e escalável e crie suas próprias ferramentas MCP usando JavaScript ou Python, com suporte completo para pacotes NPM e PyPI ### 🤖 Agentes de Codificação @@ -250,7 +242,6 @@ Fornece acesso a perfis de clientes dentro de plataformas de dados de clientes - [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Conecte-se com [iaptic](https://www.iaptic.com) para perguntar sobre Compras de Clientes, dados de Transações e estatísticas de Receita de Aplicativos. - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Conecte qualquer Dado Aberto a qualquer LLM com o Protocolo de Contexto de Modelo. - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Um servidor MCP para acessar e atualizar perfis em um servidor CDP Apache Unomi. -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Um servidor MCP para interagir com um Workspace Tinybird a partir de qualquer cliente MCP. - [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Um plugin do MCP Server baseado no [AntV](https://github.com/antvis) para gerar gráficos de visualização de dados. - [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - A ferramenta MCP gera dinamicamente gráficos visuais com sintaxe do [Apache ECharts](https://echarts.apache.org) usando IA. - [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI gera dinamicamente gráficos visuais usando a sintaxe [Mermaid](https://mermaid.js.org/) MCP. @@ -265,12 +256,10 @@ Acesso seguro a banco de dados com recursos de inspeção de esquema. Permite co - [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - Integração com banco de dados MySQL em NodeJS com controles de acesso configuráveis e inspeção de esquema - [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Servidor MCP de banco de dados universal que suporta os principais bancos de dados. - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - Integração com banco de dados TiDB com inspeção de esquema e recursos de consulta -- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - O Motor Semântico para Clientes do Protocolo de Contexto de Modelo (MCP) e Agentes de IA - [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - Servidor MCP e SSE MCP que gera automaticamente API com base no esquema e dados do banco de dados. Suporta PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase - [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Servidor MCP do Chroma para acessar instâncias Chroma locais e em nuvem para recursos de recuperação - [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - Integração do banco de dados ClickHouse com inspeção de esquema e recursos de consulta - [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Integração Confluent para interagir com as APIs REST do Confluent Kafka e Confluent Cloud. -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Permite que LLMs gerenciem bancos de dados Prisma Postgres (ex.: criar novos bancos de dados e executar migrações ou consultas). - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Consultas PostgreSQL em linguagem natural com streaming automático, segurança somente leitura e compatibilidade universal com bancos de dados. - [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - fornece recursos de ajuste de desempenho do PostgreSQL com IA. - [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – servidor MCP para interagir com bancos de dados [YDB](https://ydb.tech) @@ -293,7 +282,6 @@ Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento - [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Crie componentes UI refinados inspirados pelos melhores engenheiros de design da 21st.dev. - [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - Servidor de análise de qualidade de código iOS e automação de testes. Fornece execução abrangente de testes Xcode, integração SwiftLint e análise detalhada de falhas. Opera nos modos CLI e servidor MCP para uso direto por desenvolvedores e integração com assistentes de IA. - [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - Um sub-harness (que atua tanto como um servidor MCP quanto como um cliente MCP). Ele delega a análise de documentação e do código-fonte, bem como as interações com servidores MCP relacionados que fornecem contexto, para um LLM compatível com a API da OpenAI executado localmente ou de baixo custo. Isso reduz drasticamente o consumo de tokens e o tamanho do contexto para agentes de programação que utilizam um LLM de ponta. `uvx codebase-agent-mcp` -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integração com o sistema de gerenciamento de testes [QA Sphere](https://qasphere.com/), permitindo que LLMs descubram, resumam e interajam com casos de teste diretamente de IDEs com IA - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analisa sua base de código identificando arquivos importantes com base em relacionamentos de dependência. Gera diagramas e pontuações de importância, ajudando assistentes de IA a entender a base de código. - [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 Uma implementação de servidor MCP para controle de Simulador iOS. - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 Servidor MCP que oferece suporte à consulta e gerenciamento de todos os recursos no [Apache APISIX](https://github.com/apache/apisix). @@ -354,12 +342,10 @@ Acesso a dados financeiros e ferramentas de análise. Permite que modelos de IA - [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Agentes Octagon AI para integrar dados de mercados privados e públicos - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Integração com a API do Coinmarket para buscar listagens e cotações de criptomoedas - [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - API Bankless Onchain para interagir com contratos inteligentes, consultar informações de transações e tokens -- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Integração com a Rede Base para ferramentas onchain, permitindo interação com a Rede Base e API Coinbase para gerenciamento de carteiras, transferências de fundos, contratos inteligentes e operações DeFi - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Integração com a API Alpha Vantage para buscar informações tanto de ações quanto de criptomoedas - [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - Obtenha preços de ações em tempo real do Stooq sem chaves de API. Suporta mercados globais (EUA, Japão, Reino Unido, Alemanha). - [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Pontuação de risco / participações de ativos de endereço de blockchain EVM (EOA, CA, ENS) e até mesmo nomes de domínio. - [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Integração com o Bitte Protocol para executar Agentes de IA em várias blockchains. -- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - Servidor MCP que conecta agentes de IA à [plataforma Chargebee](https://www.chargebee.com/). - [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [glama](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Swaps cross-chain e bridging entre blockchains EVM e Solana via protocolo deBridge. Permite que agentes de IA descubram rotas otimizadas, avaliem taxas e iniciem negociações sem custódia. - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Servidor MCP conectado à plataforma CRIC Wuye AI. O CRIC Wuye AI é um assistente inteligente desenvolvido pela CRIC especialmente para o setor de gestão de propriedades. - [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - Um servidor MCP que fornece acesso completo aos métodos JSON-RPC da Máquina Virtual Ethereum (EVM). Funciona com qualquer provedor de nó compatível com EVM, incluindo Infura, Alchemy, QuickNode, nós locais e muito mais. @@ -386,7 +372,6 @@ Armazenamento de memória persistente usando estruturas de grafos de conheciment - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - Um servidor MCP construído com [markmap](https://github.com/markmap/markmap) que converte **Markdown** em **mapas mentais** interativos. Suporta exportações em múltiplos formatos (PNG/JPG/SVG), visualização em tempo real no navegador, cópia de Markdown com um clique e recursos de visualização dinâmica. - [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - Um conector para LLMs trabalharem com coleções e fontes no seu Zotero Cloud - [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - Servidor MCP de Resumo IA, Suporte para múltiplos tipos de conteúdo: Texto simples, Páginas web, Documentos PDF, Livros EPUB, Conteúdo HTML -- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - Um servidor de Protocolo de Contexto de Modelo para Mem0 que ajuda a gerenciar preferências e padrões de codificação, fornecendo ferramentas para armazenar, recuperar e lidar semanticamente com implementações de código, melhores práticas e documentação técnica em IDEs como Cursor e Windsurf - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Sistema de memória persistente baseado em grafo de conhecimento para manter contexto - [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Database vetorial FAISS local para RAG com ingestão de documentos (PDF/TXT/MD/DOCX), busca semântica, re-ranking e ferramentas CLI - [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Conecta-se ao seu Assistente Pinecone e dá ao agente contexto a partir do seu motor de conhecimento. @@ -411,7 +396,6 @@ Serviços baseados em localização e ferramentas de mapeamento. Permite que mod - [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - Obter informações meteorológicas da API https://api.open-meteo.com. - [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - Um servidor MCP OpenStreetMap com serviços baseados em localização e dados geoespaciais. - [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - Um servidor MCP para pesquisas de lugares próximos com detecção de localização baseada em IP. -- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Integração com Google Maps para serviços de localização, rotas e detalhes de lugares - [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - conecta o QGIS Desktop ao Claude AI através do MCP. Esta integração permite criação de projetos assistida por prompt, carregamento de camadas, execução de código e muito mais. - [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - Uma ferramenta MCP que fornece dados meteorológicos em tempo real, previsões e informações meteorológicas históricas usando a API OpenWeatherMap. - [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Servidor MCP para previsão meteorológica semanal que retorna 7 dias completos de previsões meteorológicas detalhadas em qualquer lugar do mundo. @@ -448,7 +432,6 @@ Acesse e analise dados de monitoramento de aplicações. Permite que modelos de - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP para LLM pesquisar e ler artigos do arXiv - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP para pesquisar e ler artigos médicos / ciências da vida do PubMed. - [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Pesquise artigos usando a API do NYTimes -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Um servidor MCP para o Ator RAG Web Browser de código aberto da Apify para realizar pesquisas na web, raspar URLs e retornar conteúdo em Markdown. - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Servidor MCP Clojars para informações atualizadas de dependências de bibliotecas Clojure - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Pesquise artigos de pesquisa do ArXiv - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Integração com o Google News com categorização automática de tópicos, suporte multilíngue e recursos abrangentes de pesquisa, incluindo manchetes, histórias e tópicos relacionados através do [SerpAPI](https://serpapi.com/). @@ -505,20 +488,16 @@ Interaja com repositórios Git e plataformas de controle de versão. Permite ger - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Leia e analise repositórios GitHub com seu LLM - [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - Servidor MCP para integração com API GitHub Enterprise -- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interaja com instâncias Gitea com MCP. - [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interaja perfeitamente com problemas e solicitações de merge dos seus projetos GitLab. - [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Operações diretas de repositório Git incluindo leitura, pesquisa e análise de repositórios locais - [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - Integração com a API GitHub para gerenciamento de repositórios, PRs, problemas e mais -- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - Integração com a plataforma GitLab para gerenciamento de projetos e operações de CI/CD - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Integração com Azure DevOps para gerenciamento de repositórios, itens de trabalho e pipelines. ### 🛠️ Outras Ferramentas e Integrações - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Um frontend PlantUML baseado na web com integração de servidor MCP, permitindo geração de imagens PlantUML e validação de sintaxe. -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - Servidor MCP de geração de código QR que converte qualquer texto (incluindo caracteres chineses) em códigos QR com cores personalizáveis e saída de codificação base64. - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ Um servidor de Protocolo de Contexto de Modelo (MCP) que permite que modelos de IA interajam com Bitcoin, permitindo gerar chaves, validar endereços, decodificar transações, consultar a blockchain e muito mais. - [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Permite que a IA leia de suas Notas Bear (somente macOS) -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Exponha todas as intenções de voz do Home Assistant através de um servidor de Protocolo de Contexto de Modelo permitindo controle doméstico. - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use o modelo Amazon Nova Canvas para geração de imagens. - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Envie solicitações para OpenAI, MistralAI, Anthropic, xAI, Google AI ou DeepSeek usando o protocolo MCP via ferramenta ou prompts predefinidos. Chave de API do fornecedor necessária - [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Use ferramentas regulares de definição de mutação/consulta GraphQL e o gqai gerará automaticamente um servidor MCP para você. diff --git a/README-th.md b/README-th.md index bf77a4f5b..3d78b2525 100644 --- a/README-th.md +++ b/README-th.md @@ -104,8 +104,6 @@ เซิร์ฟเวอร์สำหรับเข้าถึงแอปและเครื่องมือจำนวนมากผ่าน MCP เซิร์ฟเวอร์เดียว - [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP ที่รวมกันหลายเซิร์ฟเวอร์ MCP เป็นเซิร์ฟเวอร์เดียว -- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - เชื่อมต่อกับ API 2,500 รายการ พร้อมเครื่องมือสำเร็จรูป 8,000+ รายการ และจัดการเซิร์ฟเวอร์สำหรับผู้ใช้งานของคุณในแอปของคุณเอง -- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - เครื่องมือพร็อกซี่สำหรับรวมเซิร์ฟเวอร์ MCP หลายตัวเข้าด้วยกันเป็นจุดเชื่อมต่อเดียว ปรับขนาดเครื่องมือ AI ของคุณด้วยการกระจายโหลดคำขอระหว่างเซิร์ฟเวอร์ MCP หลายตัว คล้ายกับวิธีที่ Nginx ทำงานสำหรับเว็บเซิร์ฟเวอร์ - [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP รวมข้อมูลส่วนตัวที่ครอบคลุมด้วยการรวม Steam, YouTube, Bilibili, Spotify, Reddit และแพลตฟอร์มอื่นๆ พร้อมการรับรองความถูกต้อง OAuth2 การจัดการโทเค็นอัตโนมัติ และเครื่องมือ 90+ สำหรับเข้าถึงข้อมูลเกม เพลง วิดีโอ และแพลตฟอร์มโซเชียล ### 🎨 ศิลปะและวัฒนธรรม @@ -140,7 +138,6 @@ - [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่สนับสนุนการค้นหาเนื้อหา Bilibili พร้อมตัวอย่างการผสานรวม LangChain และสคริปต์ทดสอบ - [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - เซิร์ฟเวอร์ MCP สำหรับการทำงานอัตโนมัติของเบราว์เซอร์โดยใช้ Playwright - [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - เซิร์ฟเวอร์ MCP Python ที่ใช้ Playwright สำหรับการทำงานอัตโนมัติของเบราว์เซอร์ เหมาะสำหรับ llm มากขึ้น -- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - ทำงานอัตโนมัติกับเบราว์เซอร์บนคลาวด์ (เช่น การนำทางเว็บ การดึงข้อมูล การกรอกแบบฟอร์ม และอื่นๆ) - [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - เซิร์ฟเวอร์ MCP Selenium สำหรับควบคุมเบราว์เซอร์ด้วยภาษาธรรมชาติใน Cursor IDE เหมาะอย่างยิ่งสำหรับการทดสอบ การทำงานอัตโนมัติ และสถานการณ์การใช้งานหลายผู้ใช้ - [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - การทำงานอัตโนมัติของเบราว์เซอร์ Firefox ผ่าน WebDriver BiDi สำหรับการทดสอบ การดึงข้อมูล และการควบคุมเบราว์เซอร์ รองรับการโต้ตอบแบบ snapshot/UID การตรวจสอบเครือข่าย การจับภาพคอนโซล และการจับภาพหน้าจอ @@ -155,8 +152,6 @@ - [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - ผสานการทำงานกับไลบรารี fastmcp เพื่อให้สามารถเข้าถึงฟังก์ชัน API ทั้งหมดของ NebulaBlock ได้ผ่านเครื่องมือ。 - [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - การใช้งานเซิร์ฟเวอร์ MCP สำหรับ 4EVERLAND Hosting ที่ช่วยให้สามารถปรับใช้โค้ดที่สร้างด้วย AI บนเครือข่ายการจัดเก็บแบบกระจายศูนย์ เช่น Greenfield, IPFS และ Arweave ได้ทันที -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - เซิร์ฟเวอร์ที่มีน้ำหนักเบาแต่ทรงพลังที่ช่วยให้ผู้ช่วย AI สามารถเรียกใช้คำสั่ง AWS CLI ใช้ท่อ Unix และใช้เทมเพลตพรอมต์สำหรับงาน AWS ทั่วไปในสภาพแวดล้อม Docker ที่ปลอดภัยพร้อมการสนับสนุนหลายสถาปัตยกรรม -- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - เซิร์ฟเวอร์ที่มีน้ำหนักเบาแต่แข็งแกร่งที่ช่วยให้ผู้ช่วย AI สามารถเรียกใช้คำสั่ง CLI ของ Kubernetes (`kubectl`, `helm`, `istioctl` และ `argocd`) โดยใช้ท่อ Unix ในสภาพแวดล้อม Docker ที่ปลอดภัยพร้อมการสนับสนุนหลายสถาปัตยกรรม - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ช่วยให้ผู้ช่วย AI สามารถจัดการและดูแลทรัพยากรบน Alibaba Cloud ได้ โดยรองรับ ECS, การตรวจสอบคลาวด์, OOS และผลิตภัณฑ์คลาวด์อื่นๆ ที่มีการใช้งานอย่างแพร่หลาย - [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S เป็นเครื่องมือจัดการทรัพยากร Kubernetes ขับเคลื่อนด้วย AI ที่ช่วยให้ผู้ใช้สามารถดำเนินการกับทรัพยากรใดๆ ในคลัสเตอร์ Kubernetes ผ่านการโต้ตอบด้วยภาษาธรรมชาติ รวมถึงทรัพยากรดั้งเดิม (เช่น Deployment, Service) และทรัพยากรที่กำหนดเอง (CRD) ไม่จำเป็นต้องจำคำสั่งที่ซับซ้อน เพียงอธิบายความต้องการ และ AI จะดำเนินการในคลัสเตอร์ที่เกี่ยวข้องได้อย่างแม่นยำ ช่วยเพิ่มความสะดวกในการใช้งาน Kubernetes อย่างมาก - [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ Model Context Protocol ที่ผสานการทำงานกับ Tilt เพื่อให้สามารถเข้าถึงทรัพยากร, ล็อก และการดำเนินการจัดการของ Tilt สำหรับสภาพแวดล้อมการพัฒนา Kubernetes ผ่านโปรแกรม @@ -166,7 +161,6 @@ เซิร์ฟเวอร์สำหรับการเรียกใช้โค้ด ช่วยให้ LLMs สามารถเรียกใช้โค้ดในสภาพแวดล้อมที่ปลอดภัย เช่น สำหรับตัวแทน coding -- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍🏠- เรียกใช้โค้ด Python ในแซนด์บ็อกซ์ที่ปลอดภัยผ่านการเรียกเครื่องมือ MCP ### 🖥️ คำสั่งในเทอร์มินัล @@ -186,7 +180,6 @@ - [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) - 🐍 💬 - เซิร์ฟเวอร์ MCP เพื่อสร้างกล่องจดหมายแบบทันทีสำหรับส่ง รับ และดำเนินการกับอีเมล เราไม่ใช่ตัวแทน AI สำหรับอีเมล แต่เป็นอีเมลสำหรับตัวแทน AI - [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - เซิร์ฟเวอร์ MCP สำหรับการรวมบัญชี LINE ทางการ - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ Model Context Protocol (MCP) ที่มีการรับรองความถูกต้อง Feishu OAuth ในตัว รองรับการเชื่อมต่อระยะไกลและให้เครื่องมือจัดการเอกสาร Feishu ที่ครอบคลุม รวมถึงการสร้างบล็อค การอัปเดตเนื้อหา และคุณสมบัติขั้นสูง -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับส่งข้อความ WhatsApp Business ผ่านแพลตฟอร์ม YCloud - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับ Product Hunt โต้ตอบกับโพสต์ที่กำลังเป็นที่นิยม ความคิดเห็น คอลเลกชัน ผู้ใช้ และอื่นๆ อีกมากมาย - [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับ Cal.com จัดการประเภทกิจกรรม สร้างการนัดหมาย และเข้าถึงข้อมูลตารางนัดของ Cal.com ผ่าน LLMs ได้ - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude พร้อมการเข้าถึงพื้นที่ทำงานในเครื่องบนโทรศัพท์ของคุณใน TypeScript อ่าน เขียน และ vibe code ระหว่างเดินทาง! @@ -211,7 +204,6 @@ - [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - การผสานรวมฐานข้อมูล MySQL ใน NodeJS พร้อมการควบคุมการเข้าถึงที่กำหนดค่าได้และการตรวจสอบสคีมา - [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – เซิร์ฟเวอร์ MCP ฐานข้อมูลสากลที่รองรับฐานข้อมูลกระแสหลัก - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - การผสานรวมฐานข้อมูล TiDB พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น -- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - Semantic Engine สำหรับไคลเอนต์ Model Context Protocol (MCP) และตัวแทน AI - [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - เซิร์ฟเวอร์ MCP และ MCP SSE ที่สร้าง API โดยอัตโนมัติตามสคีมาและข้อมูลของฐานข้อมูล รองรับ PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase - [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - การผสานรวมฐานข้อมูล ClickHouse พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - การใช้งานเซิร์ฟเวอร์ MCP ที่ให้การโต้ตอบกับ Elasticsearch @@ -239,8 +231,6 @@ - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - การผสานรวมฐานข้อมูล BigQuery พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - เชื่อมต่อกับฐานข้อมูลที่เข้ากันได้กับ JDBC และสืบค้น แทรก อัปเดต ลบ และอื่นๆ - [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา -- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น -- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol กับ Neo4j - [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — เซิร์ฟเวอร์ MCP สำหรับสร้างและจัดการฐานข้อมูล Postgres โดยใช้ Neon Serverless Postgres - [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) เซิร์ฟเวอร์ MCP สำหรับแพลตฟอร์ม Postgres ของ Nile - จัดการและสืบค้นฐานข้อมูล Postgres ผู้เช่า ผู้ใช้ การรับรองความถูกต้องโดยใช้ LLMs @@ -248,16 +238,13 @@ - [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับการเชื่อมต่อระบบจัดการฐานข้อมูล (DBMS) ทั่วไปผ่าน SQLAlchemy โดยใช้ Python ODBC (pyodbc) - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - สืบค้นและวิเคราะห์ฐานข้อมูล Azure Data Explorer - [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - สืบค้นและวิเคราะห์ Prometheus ระบบตรวจสอบโอเพ่นซอร์ส -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - ช่วยให้ LLM จัดการฐานข้อมูล Prisma Postgres ได้ (เช่น สร้างฐานข้อมูลใหม่และรันการ migration หรือ query). - [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - เซิร์ฟเวอร์ Qdrant MCP - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - การผสานรวม MongoDB ที่ช่วยให้ LLMs สามารถโต้ตอบกับฐานข้อมูลได้โดยตรง - [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - เชื่อมต่อเครื่องมือ AI โดยตรงกับ Airtable สืบค้น สร้าง อัปเดต และลบบันทึกโดยใช้ภาษาธรรมชาติ คุณสมบัติรวมถึงการจัดการฐาน การดำเนินการตาราง การจัดการสคีมา การกรองบันทึก และการย้ายข้อมูลผ่านอินเทอร์เฟซ MCP มาตรฐาน - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - การผสานรวมฐานข้อมูลสากลบน SQLAlchemy ที่รองรับ PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server และฐานข้อมูลอื่นๆ อีกมากมาย คุณสมบัติการตรวจสอบสคีมาและความสัมพันธ์ และความสามารถในการวิเคราะห์ชุดข้อมูลขนาดใหญ่ - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - การสืบค้น PostgreSQL ด้วยภาษาธรรมชาติที่มีการสตรีมอัตโนมัติ ความปลอดภัยแบบอ่านอย่างเดียว และความเข้ากันได้กับฐานข้อมูลสากล - [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - มอบความสามารถในการปรับแต่งประสิทธิภาพ PostgreSQL ด้วย AI -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - การผสานรวม Pinecone พร้อมความสามารถในการค้นหาเวกเตอร์ - [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 เซิร์ฟเวอร์ MCP ฐานข้อมูลสากลที่รองรับฐานข้อมูลหลายประเภท รวมถึง PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB และ SQLite -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - การผสานรวม Tinybird พร้อมความสามารถในการสืบค้นและ API - [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - การผสานรวมฐานข้อมูล TDolphinDB พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น - [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - เซิร์ฟเวอร์ MCP เพื่อเชื่อมต่อกับคอลเลกชัน Weaviate ของคุณเป็นฐานความรู้ รวมถึงการใช้ Weaviate เป็นที่เก็บหน่วยความจำแชท - [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — เซิร์ฟเวอร์ MCP ที่รองรับการดึงข้อมูลจากฐานข้อมูลโดยใช้คำสั่งภาษาธรรมชาติ ขับเคลื่อนโดย XiyanSQL เป็น LLM แบบ text-to-SQL @@ -281,7 +268,6 @@ - [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - สร้างส่วนประกอบ UI ที่สร้างขึ้นอย่างประณีตซึ่งได้รับแรงบันดาลใจจากวิศวกรออกแบบที่ดีที่สุดของ 21st.dev - [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - เซิร์ฟเวอร์สำหรับการวิเคราะห์คุณภาพโค้ด iOS และการทดสอบอัตโนมัติ ให้การดำเนินการทดสอบ Xcode อย่างครอบคลุม การผสานรวม SwiftLint และการวิเคราะห์ข้อผิดพลาดโดยละเอียด ทำงานในโหมด CLI และ MCP เซิร์ฟเวอร์ สำหรับการใช้งานโดยตรงของนักพัฒนาและการผสานรวมผู้ช่วย AI - [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - ซับฮาร์เนส (ทำหน้าที่เป็นทั้งเซิร์ฟเวอร์ MCP และไคลเอนต์ MCP) ทำหน้าที่มอบหมายการวิเคราะห์เอกสารและซอร์สโค้ด รวมถึงการโต้ตอบกับเซิร์ฟเวอร์ MCP ที่เกี่ยวข้องซึ่งให้บริบท ไปยัง LLM ที่เข้ากันได้กับ OpenAI ซึ่งทำงานภายในเครื่องหรือมีต้นทุนต่ำ ช่วยลดการใช้โทเค็นและขนาดของบริบทสำหรับเอเจนต์ด้านการเขียนโค้ดที่ใช้ LLM ระดับสูงได้อย่างมาก `uvx codebase-agent-mcp` -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - การรวมกับระบบจัดการทดสอบ [QA Sphere](https://qasphere.com/) ช่วยให้ LLM สามารถค้นพบ สรุป และโต้ตอบกับกรณีทดสอบได้โดยตรงจาก IDE ที่ขับเคลื่อนด้วย AI - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - วิเคราะห์โค้ดเบสของคุณโดยระบุไฟล์สำคัญตามความสัมพันธ์ของการพึ่งพา สร้างไดอะแกรมและคะแนนความสำคัญ ช่วยให้ผู้ช่วย AI เข้าใจโค้ดเบส - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 เซิร์ฟเวอร์ MCP ที่รองรับการสืบค้นและจัดการทรัพยากรทั้งหมดใน [Apache APISIX](https://github.com/apache/apisix) - [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - ผสานรวม API ใดๆ กับตัวแทน AI ได้อย่างราบรื่น (ด้วย OpenAPI Schema) @@ -299,20 +285,17 @@ - [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - เซิร์ฟเวอร์ MCP ที่มีเครื่องมือที่ครอบคลุมสำหรับการจัดการการกำหนดค่าและการดำเนินการเกตเวย์ [Higress](https://github.com/alibaba/higress) - [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับโต้ตอบกับ [Bruno API Client](https://www.usebruno.com/) - [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - ควบคุมอุปกรณ์ Android ด้วย AI ผ่าน MCP เปิดใช้งานการควบคุมอุปกรณ์ การดีบัก การวิเคราะห์ระบบ และการทำงานอัตโนมัติของ UI ด้วยกรอบความปลอดภัยที่ครอบคลุม -- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - การผสานรวม Gradle โดยใช้ Gradle Tooling API เพื่อตรวจสอบโปรเจ็กต์ เรียกใช้งาน และรันการทดสอบพร้อมการรายงานผลการทดสอบแต่ละรายการ - [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับการบีบอัดรูปภาพรูปแบบต่างๆ ในเครื่อง - [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - เซิร์ฟเวอร์ Model Context Protocol (MCP) สำหรับโต้ตอบกับ iOS simulators เซิร์ฟเวอร์นี้ช่วยให้คุณสามารถโต้ตอบกับ iOS simulators โดยรับข้อมูลเกี่ยวกับพวกมัน ควบคุมการโต้ตอบ UI และตรวจสอบองค์ประกอบ UI - [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - เซิร์ฟเวอร์ MCP ที่ให้การวิเคราะห์ SQL การตรวจสอบโค้ด และการแปลงภาษาโดยใช้ [SQLGlot](https://github.com/tobymao/sqlglot) - [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - เซิร์ฟเวอร์ MCP และส่วนขยาย VS Code ซึ่งเปิดใช้งานการดีบักอัตโนมัติ (ไม่จำกัดภาษา) ผ่านเบรกพอยต์และการประเมินนิพจน์ - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - เชื่อมต่อกับ JetBrains IDE - [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - เซิร์ฟเวอร์ MCP (Model Context Protocol) ส่วนบุคคลสำหรับจัดเก็บและเข้าถึงคีย์ API อย่างปลอดภัยในโปรเจ็กต์ต่างๆ โดยใช้ macOS Keychain -- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP เพื่อสื่อสารกับ App Store Connect API สำหรับนักพัฒนา iOS - [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP เพื่อควบคุม iOS Simulators - [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - เซิร์ฟเวอร์ MCP สำหรับ [Dash](https://kapeli.com/dash) แอปเรียกดูเอกสาร API บน macOS ค้นหาทันทีในชุดเอกสารกว่า 200 ชุด - [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - เซิร์ฟเวอร์มิดเดิลแวร์ที่ช่วยให้อินสแตนซ์ที่แยกจากกันหลายอินสแตนซ์ของเซิร์ฟเวอร์ MCP เดียวกันสามารถอยู่ร่วมกันได้อย่างอิสระด้วยเนมสเปซและการกำหนดค่าที่ไม่ซ้ำกัน - [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - เซิร์ฟเวอร์ MCP เพื่อเข้าถึงและจัดการพรอมต์แอปพลิเคชัน LLM ที่สร้างด้วย [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management - [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP อย่างง่ายเพื่อเปิดใช้งานเวิร์กโฟลว์ human-in-the-loop ในเครื่องมือเช่น Cline และ Cursor -- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ ให้ตัวแทน AI ที่คุณต้องการสร้างและรันการทดสอบ end-to-end ของ [Octomind](https://www.octomind.dev/) ที่จัดการเต็มรูปแบบจากโค้ดเบสของคุณหรือแหล่งข้อมูลอื่นๆ เช่น Jira, Slack หรือ TestRail - [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - เซิร์ฟเวอร์ MCP นี้มีเครื่องมือสำหรับดาวน์โหลดเว็บไซต์ทั้งหมดโดยใช้ wget มันรักษาโครงสร้างเว็บไซต์และแปลงลิงก์ให้ทำงานในเครื่อง - [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ KoliBri MCP แบบสตรีมมิง (NPM: `@public-ui/mcp`) ให้ตัวอย่าง สเปก เอกสาร และสถานการณ์คอมโพเนนต์เว็บมากกว่า 200 รายการที่การันตีความเข้าถึงได้ ผ่านปลายทาง HTTP ที่โฮสต์หรือ CLI `kolibri-mcp` ภายในเครื่อง - [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - นักบิน AI สำหรับการดำเนินงาน PTY ที่ช่วยให้เอเจนต์สามารถควบคุมเทอร์มินัลแบบโต้ตอบด้วยเซสชันที่มีสถานะ การเชื่อมต่อ SSH และการจัดการกระบวนการพื้นหลัง @@ -321,8 +304,6 @@ - [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 💬 ☁️ - เซิร์ฟเวอร์ FastAlert MCP - เซิร์ฟเวอร์ Model Context Protocol (MCP) อย่างเป็นทางการของ FastAlert เซิร์ฟเวอร์นี้ช่วยให้ AI เอเจนต์ (เช่น Claude, ChatGPT และ Cursor) สามารถแสดงรายการช่องของคุณ และส่งการแจ้งเตือนโดยตรงผ่าน FastAlert API ได้ ![ไอคอน FastAlert](https://fastalert.now/icons/favicon-32x32.png) - [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้ LLMs รู้ทุกอย่างเกี่ยวกับข้อกำหนด OpenAPI ของคุณเพื่อค้นหา อธิบาย และสร้างโค้ด/ข้อมูลจำลอง - [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - เซิร์ฟเวอร์ MCP สำหรับแพลตฟอร์มการจัดการเหตุการณ์ [Rootly](https://rootly.com/) -- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - เซิร์ฟเวอร์ MCP เพื่อช่วย LLMs แนะนำเวอร์ชันแพ็คเกจที่เสถียรล่าสุดเมื่อเขียนโค้ด -- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - เซิร์ฟเวอร์ Model Context Protocol (MCP) ที่ผสานรวมกับ SonarQube เพื่อให้ผู้ช่วย AI เข้าถึงเมตริกคุณภาพโค้ด ปัญหา และสถานะเกตคุณภาพ - [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - การใช้งานความสามารถของ Claude Code โดยใช้ MCP เปิดใช้งานความเข้าใจโค้ด AI การแก้ไข และการวิเคราะห์โปรเจ็กต์ด้วยการสนับสนุนเครื่องมือที่ครอบคลุม - [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับการรีวิวโค้ดด้วย LLM พร้อมระบบดึงบริบทอัจฉริยะด้วย AST รองรับ Claude, GPT, Gemini และโมเดลมากกว่า 20 รายการผ่าน OpenRouter - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - เชื่อมต่อเซิร์ฟเวอร์ HTTP/REST API ใดๆ โดยใช้ข้อกำหนด Open API (v3) @@ -391,14 +372,11 @@ - [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - MCP ที่สร้างจากผลิตภัณฑ์ของ Qiniu Cloud รองรับการเข้าถึงบริการจัดเก็บข้อมูล Qiniu Cloud, บริการมัลติมีเดียอัจฉริยะ และอื่นๆ - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - การผสานรวม Coinmarket API เพื่อดึงรายการและราคา cryptocurrency - [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API เพื่อโต้ตอบกับสัญญาอัจฉริยะ สืบค้นข้อมูลธุรกรรมและโทเค็น -- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - การผสานรวม Base Network สำหรับเครื่องมือ onchain ช่วยให้สามารถโต้ตอบกับ Base Network และ Coinbase API สำหรับการจัดการกระเป๋าเงิน การโอนเงิน สัญญาอัจฉริยะ และการดำเนินการ DeFi - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - การผสานรวม Alpha Vantage API เพื่อดึงข้อมูลทั้งหุ้นและ crypto - [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - การผสานรวม Bitte Protocol เพื่อรันตัวแทน AI บนบล็อกเชนหลายตัว -- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่เชื่อมต่อตัวแทน AI กับแพลตฟอร์ม [Chargebee](https://www.chargebee.com/) - [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [glama](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - การสลับข้ามเชนและการเชื่อมต่อระหว่างบล็อกเชน EVM และ Solana ผ่านโปรโตคอล deBridge ช่วยให้ตัวแทน AI ค้นหาเส้นทางที่เหมาะสมที่สุด ประเมินค่าธรรมเนียม และเริ่มต้นการซื้อขายแบบไม่ต้องฝากเงิน - [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - การผสานรวม Yahoo Finance เพื่อดึงข้อมูลตลาดหุ้น รวมถึงคำแนะนำออปชัน - [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - การผสานรวม Tastyworks API เพื่อจัดการกิจกรรมการซื้อขายบน Tastytrade -- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - การผสานรวมกระเป๋าเงิน Bitcoin Lightning ขับเคลื่อนโดย Nostr Wallet Connect - [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - เข้าถึงตัวแทน AI web3 เฉพาะทางสำหรับการวิเคราะห์บล็อกเชน การตรวจสอบความปลอดภัยของสัญญาอัจฉริยะ การประเมินเมตริกโทเค็น และการโต้ตอบบนเชนผ่านเครือข่าย Heurist Mesh ให้เครื่องมือที่ครอบคลุมสำหรับการวิเคราะห์ DeFi การประเมินมูลค่า NFT และการตรวจสอบธุรกรรมในบล็อกเชนหลายตัว - [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - ดึงราคาหุ้นแบบเรียลไทม์จาก Stooq โดยไม่ต้องใช้ API key รองรับตลาดทั่วโลก (สหรัฐอเมริกา, ญี่ปุ่น, สหราชอาณาจักร, เยอรมนี) - [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - การบันทึกบัญชีแบบ double entry ในรูปแบบข้อความล้วน ภายใน LLM ของคุณ! MCP นี้รองรับการเข้าถึงไฟล์ journal ของ [HLedger](https://hledger.org/) บนเครื่องในโหมดอ่านอย่างครบถ้วน และ (เลือกได้) การเขียนด้วย @@ -454,7 +432,6 @@ - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่สร้างขึ้นบน [markmap](https://github.com/markmap/markmap) ซึ่งแปลง **Markdown** เป็น**แผนผังความคิด**แบบโต้ตอบได้ รองรับการส่งออกหลายรูปแบบ (PNG/JPG/SVG) การแสดงตัวอย่างในเบราว์เซอร์แบบเรียลไทม์ การคัดลอก Markdown ด้วยคลิกเดียว และคุณสมบัติการแสดงผลแบบไดนามิก - [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - ตัวเชื่อมต่อสำหรับ LLMs เพื่อทำงานกับคอลเลกชันและแหล่งข้อมูลบน Zotero Cloud ของคุณ - [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - เซิร์ฟเวอร์ MCP สรุป AI รองรับเนื้อหาหลายประเภท: ข้อความธรรมดา, หน้าเว็บ, เอกสาร PDF, หนังสือ EPUB, เนื้อหา HTML -- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - เซิร์ฟเวอร์ Model Context Protocol สำหรับ Mem0 ที่ช่วยจัดการการตั้งค่าและรูปแบบการเขียนโค้ด ให้เครื่องมือสำหรับจัดเก็บ ดึงข้อมูล และจัดการการใช้งานโค้ด แนวทางปฏิบัติที่ดีที่สุด และเอกสารทางเทคนิคใน IDE เช่น Cursor และ Windsurf - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - ระบบหน่วยความจำถาวรแบบกราฟความรู้สำหรับรักษาบริบท - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - ดึงบริบทจากฐานความรู้ [Ragie](https://www.ragie.ai) (RAG) ของคุณที่เชื่อมต่อกับการผสานรวมต่างๆ เช่น Google Drive, Notion, JIRA และอื่นๆ - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่จัดเก็บและดึงข้อมูลความจำจากหลาย LLMs โดยใช้ MongoDB ให้เครื่องมือสำหรับการบันทึก ดึงข้อมูล เพิ่ม และล้างความจำการสนทนาพร้อมกับไทม์สแตมป์และการระบุ LLM @@ -474,7 +451,6 @@ - [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - ตำแหน่งทางภูมิศาสตร์ของที่อยู่ IP และข้อมูลเครือข่ายโดยใช้ IPInfo API - [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - รับข้อมูลสภาพอากาศจาก https://api.open-meteo.com API - [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับการค้นหาสถานที่ใกล้เคียงพร้อมการตรวจจับตำแหน่งตาม IP -- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - การผสานรวม Google Maps สำหรับบริการตำแหน่ง การกำหนดเส้นทาง และรายละเอียดสถานที่ - [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - เชื่อมต่อ QGIS Desktop กับ Claude AI ผ่าน MCP การผสานรวมนี้ช่วยให้สามารถสร้างโปรเจ็กต์ โหลดเลเยอร์ เรียกใช้โค้ด และอื่นๆ โดยใช้พรอมต์ช่วย - [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - เครื่องมือ MCP ที่ให้ข้อมูลสภาพอากาศแบบเรียลไทม์ การพยากรณ์ และข้อมูลสภาพอากาศย้อนหลังโดยใช้ OpenWeatherMap API - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - เข้าถึงเวลาในเขตเวลาใดก็ได้และรับเวลาท้องถิ่นปัจจุบัน @@ -510,7 +486,6 @@ - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP สำหรับ LLM เพื่อค้นหาและอ่านเอกสารจาก arXiv - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP เพื่อค้นหาและอ่านเอกสารทางการแพทย์/วิทยาศาสตร์ชีวภาพจาก PubMed - [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - ค้นหาบทความโดยใช้ API ของ NYTimes -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - เซิร์ฟเวอร์ MCP สำหรับ RAG Web Browser Actor แบบโอเพ่นซอร์สของ Apify เพื่อทำการค้นหาเว็บ สแครป URL และส่งคืนเนื้อหาในรูปแบบ Markdown - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - เซิร์ฟเวอร์ MCP ของ Clojars เพื่อข้อมูลการพึ่งพาล่าสุดของไลบรารี Clojure - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ค้นหาเอกสารวิจัยจาก ArXiv - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - การรวม Google News พร้อมการจัดหมวดหมู่หัวข้ออัตโนมัติ รองรับหลายภาษา และความสามารถในการค้นหาที่ครอบคลุม รวมถึงพาดหัว เรื่องราว และหัวข้อที่เกี่ยวข้องผ่าน [SerpAPI](https://serpapi.com/) @@ -529,7 +504,6 @@ - [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – API การค้นหา AI ของ Tavily - [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - ความสามารถในการค้นหาเว็บโดยใช้ API การค้นหาของ Brave - [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - การดึงและประมวลผลเนื้อหาเว็บอย่างมีประสิทธิภาพสำหรับการบริโภคของ AI -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - ค้นหา Google และทำการวิจัยเชิงลึกบนเว็บในหัวข้อใดก็ได้ - [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - การค้นหาเว็บโดยใช้ DuckDuckGo - [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้การวิจัยเชิงลึกแบบอัตโนมัติคล้าย OpenAI/Perplexity การขยายคำถามที่มีโครงสร้าง และการรายงานที่กระชับ - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - เซิร์ฟเวอร์ MCP เพื่อเชื่อมต่อกับอินสแตนซ์ searXNG @@ -598,16 +572,13 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ - [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - โต้ตอบกับปัญหาและคำขอผสานของโปรเจกต์ GitLab ได้อย่างราบรื่น - [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - การดำเนินการกับที่เก็บ Git โดยตรง รวมถึงการอ่าน ค้นหา และวิเคราะห์ที่เก็บในเครื่อง - [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - การรวม API ของ GitHub สำหรับการจัดการที่เก็บ คำขอผสาน ปัญหา และอื่นๆ -- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - การรวมแพลตฟอร์ม GitLab สำหรับการจัดการโปรเจกต์และการดำเนินการ CI/CD - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - การรวม Azure DevOps สำหรับการจัดการที่เก็บ รายการงาน และไปป์ไลน์ ### 🛠️ เครื่องมือและการรวมอื่นๆ - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - ส่วนหน้าเว็บ PlantUML ที่รวมกับเซิร์ฟเวอร์ MCP เพื่อให้สามารถสร้างภาพ PlantUML และตรวจสอบไวยากรณ์ได้ -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP สำหรับสร้าง QR code ที่สามารถแปลงข้อความใดก็ได้ (รวมถึงตัวอักษรจีน) เป็น QR code พร้อมสีที่ปรับแต่งได้และเอาต์พุต base64 encoding - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ เซิร์ฟเวอร์ Model Context Protocol (MCP) ที่ช่วยให้โมเดล AI โต้ตอบกับ Bitcoin สามารถสร้างคีย์ ตรวจสอบที่อยู่ ถอดรหัสธุรกรรม สอบถามบล็อกเชน และอื่นๆ - [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - ช่วยให้ AI อ่านจาก Bear Notes ของคุณ (เฉพาะ macOS) -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - เปิดเผยเจตนาคำสั่งเสียงทั้งหมดของ Home Assistant ผ่านเซิร์ฟเวอร์ Model Context Protocol เพื่อควบคุมบ้าน - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - ใช้โมเดล Amazon Nova Canvas เพื่อสร้างภาพ - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - ส่งคำขอไปยัง OpenAI, MistralAI, Anthropic, xAI, Google AI หรือ DeepSeek โดยใช้โปรโตคอล MCP ผ่านเครื่องมือหรือคำสั่งที่กำหนดไว้ล่วงหน้า ต้องใช้คีย์ API ของผู้ให้บริการ - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - เซิร์ฟเวอร์ MCP ที่ติดตั้งเซิร์ฟเวอร์ MCP อื่นๆ ให้คุณ @@ -624,11 +595,9 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ - [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับ Claude เพื่อพูดคุยกับ ChatGPT และใช้ความสามารถในการค้นหาเว็บของมัน - [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - ช่วยให้ AI สามารถสอบถามเซิร์ฟเวอร์ GraphQL - [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - ใช้เครื่องมือการกำหนดแบบสอบถาม/การกลายพันธุ์ GraphQL ทั่วไป และ gqai จะสร้างเซิร์ฟเวอร์ MCP ให้กับคุณโดยอัตโนมัติ -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - ตัวเชื่อมต่อนี้ช่วยให้ Claude Desktop (หรือไคลเอนต์ MCP ใดๆ) อ่านและค้นหาไดเรกทอรีที่มีโน้ต Markdown (เช่น vault ของ Obsidian) - [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - เครื่องมือ CLI อีกตัวสำหรับทดสอบเซิร์ฟเวอร์ MCP - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - รวมเข้ากับ API ของ Notion เพื่อจัดการรายการสิ่งที่ต้องทำส่วนตัว - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - เข้าถึงไวท์บอร์ด MIRO สร้างและอ่านรายการจำนวนมาก ต้องใช้คีย์ OAUTH สำหรับ REST API -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - API ค้นหาบทความ Wikipedia - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - เซิร์ฟเวอร์นี้ช่วยให้ LLM ใช้เครื่องคิดเลขสำหรับการคำนวณตัวเลขที่แม่นยำ - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ เครื่องมือสำหรับสอบถามและดำเนินการเวิร์กโฟลว์ของ Dify - [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - การรวมที่ช่วยให้ LLM โต้ตอบกับบุ๊กมาร์ก Raindrop.io โดยใช้ Model Context Protocol (MCP) @@ -661,13 +630,11 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ - [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ป้องกันข้อผิดพลาดแบบต่อเนื่องและการขยายขอบเขตโดยเรียกตัวแทน "Vibe-check" เพื่อให้แน่ใจว่าสอดคล้องกับผู้ใช้ - [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - เซิร์ฟเวอร์ MCP สำหรับการคำนวณนิพจน์ทางคณิตศาสตร์ - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - แชทกับ API Chat Completions ที่เข้ากันได้กับ OpenAI SDK อื่นๆ เช่น Perplexity, Groq, xAI และอื่นๆ -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - ช่วยให้ AI อ่านไฟล์ .ged และข้อมูลพันธุกรรม - [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - สร้างบัตรคำทบทวนแบบเว้นระยะใน [Rember](https://rember.com) เพื่อจดจำสิ่งที่คุณเรียนรู้ในการแชทของคุณ - [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ การใช้งานเซิร์ฟเวอร์ Model Context Protocol ของ Asana นี้ช่วยให้คุณพูดคุยกับ API ของ Asana จากไคลเอนต์ MCP เช่นแอปพลิเคชันเดสก์ท็อปของ Anthropic Claude และอื่นๆ อีกมากมาย - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - การดำเนินการเชลล์อัตโนมัติ การควบคุมคอมพิวเตอร์ และตัวแทนเขียนโค้ด (Mac) - [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับสอบถาม API ของ Wolfram Alpha - [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - โต้ตอบกับวิดีโอ TikTok -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - ช่วยให้ AI อ่านจากฐานข้อมูล Apple Notes ในเครื่องของคุณ (เฉพาะ macOS) - [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - เครื่องมือที่ทรงพลังสำหรับการทำงานอัตโนมัติของ Apple Notes โดยใช้ Model Context Protocol (MCP) รองรับการทำงาน CRUD เต็มรูปแบบพร้อมเนื้อหา HTML การจัดการโฟลเดอร์ และความสามารถในการค้นหา - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับผลิตภัณฑ์ Atlassian (Confluence และ Jira) รองรับ Confluence Cloud, Jira Cloud และ Jira Server/Data Center ให้เครื่องมือที่ครอบคลุมสำหรับการค้นหา อ่าน สร้าง และจัดการเนื้อหาทั่วทั้งพื้นที่ทำงาน Atlassian - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - โต้ตอบกับ API ของ Notion diff --git a/README-zh.md b/README-zh.md index 136666448..edca83978 100644 --- a/README-zh.md +++ b/README-zh.md @@ -114,7 +114,6 @@ - [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 一个统一的模型上下文协议服务器实现，将多个MCP服务器聚合为一个。 - [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 10秒内将Web API转换为MCP服务器并将其添加到开源注册表中: https://open-mcp.org -- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - 一个代理工具，用于将多个MCP服务器组合成一个统一的端点。通过跨多个MCP服务器负载均衡请求来扩展您的AI工具，类似于Nginx对Web服务器的工作方式。 - [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP是一个统一的中间件MCP服务器，通过GUI管理您的MCP连接。 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - 一键将Web API转成为MCP服务器，而无需对服务器端代码进行任何修改。 - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - 一个通过 MCP 使用 Google Imagen 3.0 API 的强大图像生成工具。使用文本提示生成具有高级摄影、艺术和逼真控制的高质量图像。 @@ -138,7 +137,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - 一个支持使用 Google 搜索结果进行免费网页搜索的 MCP 服务器，无需 API 密钥 - [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - browser-use是一个封装了SSE传输协议的MCP服务器。包含一个dockerfile用于在docker中运行chromium浏览器+VNC服务器。 - [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - 一个支持搜索 B站 内容的 MCP 服务器。提供LangChain调用示例、测试脚本。 -- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - 从任何网站提取结构化数据。只需输入提示即可获取JSON。 ### 🎨 艺术与文化 @@ -170,7 +168,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 基于七牛云产品构建的 MCP，支持访问七牛云存储、智能多媒体服务等。 - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成，包括 Workers、KV、R2 和 D1 - [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - 上传和操作 IPFS 存储 -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - 一款轻量但功能强大的服务器，使AI助手能够在支持多架构的安全Docker环境中执行AWS CLI命令、使用Unix管道，并为常见AWS任务应用提示模板。 - [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - 一款MCP服务器，使AI助手能够运维管理阿里云上的资源，支持ECS、云监控、OOS和其他各种广泛使用的云产品。 - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通过 MCP 操作 Kubernetes 集群 - [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 使用 Typescript 实现 Kubernetes 集群中针对 pod、部署、服务的操作。 @@ -225,7 +222,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 一个内置飞书OAuth认证的模型上下文协议(MCP)服务器，支持远程连接并提供全面的飞书文档管理工具，包括块创建、内容更新和高级功能。 - [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - 一个用于连接Google Tasks API的MCP服务器 - [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) 通过使用 ntfy 向手机发送通知，实时更新信息的 MCP 服务器。 -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - 一个通过 YCloud 平台发送 WhatsApp Business 消息的 MCP 服务器。 - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Hunt 的 MCP 服务器。与热门帖子、评论、收藏集、用户等进行交互。 - [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - 用于 Cal.com 的 MCP 服务器。通过 LLM 管理事件类型、创建预约，并访问 Cal.com 的日程数据。 - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: 在 TypeScript 中实现的 Telegram + Claude，支持手机端访问本地工作区。随时随地读写代码并 vibe code！ @@ -236,7 +232,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - MCP 服务器用于访问和更新 Apache Unomi CDP 服务器上的配置文件。 - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍☁️ - 使用模型上下文协议将任何开放数据连接到任何 LLM。 -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍☁️ - MCP 服务器可从任何 MCP 客户端与 Tinybird Workspace 进行交互。 - [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - 连接 [iaptic](https://www.iaptic.com) 平台，让您轻松查询客户购买记录、交易数据以及应用营收统计信息。 - [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - 一个基于 [AntV](https://github.com/antvis) 生成数据可视化图表的 MCP Server 插件。 - [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI 动态生成 [Apache ECharts](https://echarts.apache.org) 语法的可视化图表 MCP。 @@ -265,8 +260,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP) 🐍 🏠 - 通用型数据库mcp服务器，支持多库同时连接，提供数据库操作，健康分析，sql优化等工具，支持MySQL, PostgreSQL, SQL Server, MariaDB,达梦,Oracle等主流数据库，支持Streamable Http,SSE，STDIO；支持OAuth 2.0；且便于开发者们进行个性化的工具扩展 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 基于 Node.js 的 MySQL 数据库集成，提供安全的 MySQL 数据库操作 - [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – 一款基于Golang构建的高性能多数据库MCP服务器，支持MySQL和PostgreSQL（即将支持NoSQL）。内置查询执行、事务管理、模式探索、查询构建以及性能分析工具，与Cursor无缝集成优化数据库工作流程。 -- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能 -- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作 - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 服务器用于管理和创建 Supabase 中的项目和组织 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能 - [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - 用于查询和访问Trino集群数据的Trino MCP服务器。 @@ -275,13 +268,11 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens：功能全面的MongoDB数据库MCP服务器 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能够直接与数据库交互。 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文协议服务器 -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查询和 API 功能 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB 数据库集成了collection和index的基本信息介绍，并提供向量存储和查询的功能. - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j 的模型上下文协议 - [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) 🐍 ☁️ - Nile 的 Postgres 平台 MCP 服务器 - 使用 LLM 管理和查询 Postgres 数据库、租户、用户和认证 - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake 集成实现，支持读取和（可选）写入操作，并具备洞察跟踪功能 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一个 MCP 服务器，通过模型上下文协议 （MCP） 提供对 SQLite 数据库的安全只读访问。该服务器是使用 FastMCP 框架构建的，它使 LLM 能够探索和查询具有内置安全功能和查询验证的 SQLite 数据库。 -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 与矢量搜索功能的集成 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基于SQLAlchemy的通用数据库集成，支持PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等众多数据库。具有架构和关系检查以及大型数据集分析功能。 - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自动流传输、只读安全性和通用数据库兼容性的自然语言PostgreSQL查询。 - [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - 提供 AI 驱动的 PostgreSQL 性能调优能力。 @@ -289,7 +280,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 连接到任何兼容JDBC的数据库，执行查询、插入、更新、删除等操作。 - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - 查询和分析Azure Data Explorer数据库 - [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - 查询并分析开源监控系统Prometheus。 -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - 使 LLM 能够管理 Prisma Postgres 数据库（例如创建新数据库并运行迁移或查询）。 - [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — 用于通过 Neon Serverless Postgres 创建和管理 Postgres 数据库的MCP服务器 - [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — 一个支持通过自然语言查询从数据库获取数据的MCP服务器，由XiyanSQL作为文本转SQL的大语言模型提供支持。 - [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – 支持主流数据库的通用数据库MCP服务器。 @@ -315,7 +305,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 打造受21世纪顶尖设计工程师启发的精致UI组件。 - [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS代码质量分析和测试自动化服务器。提供全面的Xcode测试执行、SwiftLint集成和详细的故障分析。支持CLI和MCP服务器两种模式，适用于开发者直接使用和AI助手集成。 - [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - 一个子级编排器(同时充当 MCP 服务器和 MCP 客户端)。它将文档分析、源代码分析，以及与相关上下文提供型 MCP 服务器的交互，委托给本地或低成本的 OpenAI 兼容大语言模型(LLM)处理。这可以显著降低顶级 LLM 编码代理的令牌(Token)消耗和上下文规模。 `uvx codebase-agent-mcp` -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - 与[QA Sphere](https://qasphere.com/)测试管理系统集成，使LLM能够发现、总结和操作测试用例，并可直接从AI驱动的IDE访问 - [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - 使用自然语言与您的LLM可观测性、Opik捕获的追踪和监控数据进行对话。 - [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 为编码代理提供直接访问Figma数据的权限，助力其一次性完成设计实现。 - [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - 为编码代理提供直接访问Figma数据的权限，帮助他们编写Flutter代码来构建应用程序，包括资源导出、组件维护和全屏实现。 @@ -329,8 +318,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - [Dash](https://kapeli.com/dash) 的 MCP 服务器，macOS API 文档浏览器。即时搜索超过 200 个文档集。 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件编辑器。针对 LLM 工具进行了优化，具有高效的部分文件访问功能，可最大限度地减少令牌使用量。 - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用于控制 iOS 模拟器的 MCP 服务器 -- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - 一个 MCP 服务器，用于与 iOS 开发者的 App Store Connect API 进行通信 -- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - MCP 服务器可帮助 LLM 在编写代码时建议最新的稳定软件包版本。 - [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - 支持时区的日期和时间操作，支持 IANA 时区、时区转换和夏令时处理。 - [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 与 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 进行交互 - [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基于 Pandoc 的 MCP 服务器，支持 Markdown、HTML、PDF、DOCX（.docx）、csv 等格式之间的无缝转换 @@ -352,7 +339,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 用于本地压缩各种图片格式的 MCP 服务器。 - [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - 使用 MCP 实现的 Claude Code 功能，支持 AI 代码理解、修改和项目分析，并提供全面的工具支持。 - [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - 基于 LLM 的代码审查 MCP 服务器，具备 AST 驱动的智能上下文提取功能，支持 Claude、GPT、Gemini 以及通过 OpenRouter 的 20 余种模型。 -- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - 使用 Gradle Tooling API 来检查项目、执行任务并在每个测试的级别进行测试结果报告的 Gradle 集成 - [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - 集成、发现、管理并通过[Firefly](https://firefly.ai)规范化云资源。 - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 支持对 [Apache APISIX](https://github.com/apache/apisix) 网关中所有资源进行查询和管理的 MCP 服务。 - [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - 用于与 iOS 模拟器交互的模型上下文协议 (MCP) 服务器。此服务器允许您通过获取有关 iOS 模拟器的信息、控制 UI 交互和检查 UI 元素来与 iOS 模拟器交互。 @@ -406,7 +392,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - 通过Heurist Mesh网络访问专业化的web3 AI代理，用于区块链分析、智能合约安全审计、代币指标评估及链上交互。提供全面的DeFi分析工具、NFT估值及跨多链交易监控功能 - [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - 无需API密钥即可从Stooq获取实时股票价格。支持全球市场（美国、日本、英国、德国）。 - [iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - 在你的 LLM 中进行复式纯文本记账！这个 MCP 提供对本地 [HLedger](https://hledger.org/) 记账日记账的全面读取，以及（可选的）写入访问。 -- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - 集成Base网络的链上工具，支持与Base网络及Coinbase API交互，实现钱包管理、资金转账、智能合约和DeFi操作 - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - 使用 CoinCap 的公共 API 集成实时加密货币市场数据，无需 API 密钥即可访问加密货币价格和市场信息 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API 集成以获取加密货币列表和报价 - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API 集成，用于获取股票和加密货币信息 @@ -456,7 +441,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI摘要生成MCP服务器，支持多种内容类型：纯文本、网页、PDF文档、EPUB电子书、HTML内容 - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - 生产级RAG平台，结合Graph RAG、向量搜索和全文搜索。构建知识图谱和上下文工程的最佳选择 - [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - 将来自Slack、Discord、网站、Google Drive、Linear或GitHub的任何内容摄取到Graphlit项目中，然后在诸如Cursor、Windsurf或Cline等MCP客户端中搜索并检索相关知识。 -- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用于 Mem0 的模型上下文协议服务器，帮助管理编码偏好和模式，提供工具用于存储、检索和语义处理代码实现、最佳实践和技术文档，适用于 Cursor 和 Windsurf 等 IDE - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - 从您的 [Ragie](https://www.ragie.ai) (RAG) 知识库中检索上下文，该知识库连接到 Google Drive、Notion、JIRA 等多种集成。 - [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM驱动的智能上下文与记忆管理系统，采用宽召回+精排序RAG架构。支持多维度检索（向量/时间线/知识图谱）、短期/长期记忆智能转换，完整实现MCP协议（HTTP/WebSocket/SSE）。 - [@upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - 最新的LLM和AI代码编辑器的代码文档。 @@ -473,7 +457,6 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 地理和基于位置的服务集成。支持访问地图数据、方向和位置信息。 -- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Google 地图集成，提供位置服务、路线规划和地点详细信息 - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 访问任意时区的时间并获取当前本地时间 - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - 支持 nominatim、ArcGIS、Bing 的地理编码 MCP 服务器 - [@briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - 使用 IPInfo API 获取 IP 地址的地理位置和网络信息 @@ -520,10 +503,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 搜索 API - [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 搜索 API - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜索 ArXiv 研究论文 -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - 在 Google 上搜索并对任何主题进行深度研究 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM 用于搜索和阅读 arXiv 上的论文) - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP 用于搜索和阅读 PubMed 中的医学/生命科学论文。 -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - 一个用于 Apify 的 RAG Web 浏览器 Actor 的 MCP 服务器，可以执行网页搜索、抓取 URL，并以 Markdown 格式返回内容。 - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - 用于连接到 searXNG 实例的 MCP 服务器 - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP 服务器，提供 Clojure 库的最新依赖信息 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org) 的模型上下文协议服务器 @@ -600,7 +581,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。 与 Git 存储库和版本控制平台交互。通过标准化 API 实现存储库管理、代码分析、拉取请求处理、问题跟踪和其他版本控制操作。 - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等 -- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用于项目管理和CI/CD操作 - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 直接的Git仓库操作，包括读取、搜索和分析本地仓库 - [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 集成，用于管理存储库、工作项目和管道 - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 阅读和分析 GitHub 存储库 @@ -610,7 +590,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。 ### 🛠️ 其他工具和集成 - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - 一个基于Web的PlantUML前端，集成MCP服务器，支持PlantUML图像生成和语法验证。 -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - QR码生成MCP服务器，可将任何文本（包括中文字符）转换为QR码，支持自定义颜色和base64编码输出。 - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 使用超过 3,000 个预构建的云工具（称为 Actors）从网站、电商、社交媒体、搜索引擎、地图等提取数据。 - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - 使LLM能够使用计算器进行精确的数值计算 - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - 更新、创建、删除 Contentful Space 中的内容、内容模型和资产 @@ -619,12 +598,9 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。 - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - 直接从Claude查询OpenAI模型，使用MCP协议 - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP服务器，涵盖MCP协议的所有功能 - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - 通过REST API与Obsidian交互 -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 这是一个连接器，允许Claude Desktop（或任何MCP兼容应用程序）读取和搜索包含Markdown笔记的目录（如Obsidian库）。 - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - 获取YouTube字幕 - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 与Notion API集成，管理个人待办事项列表 - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自动化shell执行、计算机控制和编码代理。（Mac） -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - 允许AI读取.ged文件和基因数据 -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - 允许AI读取本地Apple Notes数据库（仅限macOS） - [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - 使用模型上下文协议（MCP）自动化Apple Notes的强大工具。支持HTML内容的完整CRUD操作、文件夹管理和搜索功能。 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API集成，用于获取加密货币列表和报价 - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - 与Notion API交互 @@ -637,7 +613,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。 - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - 与任何其他OpenAI SDK兼容的聊天完成API对话，例如Perplexity、Groq、xAI等 - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 一个MCP服务器，可以为您安装其他MCP服务器 - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - 与 Perplexity API 交互。 -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - 维基百科文章查找 API - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - MCP 服务器允许检查客户端计算机上的本地时间或 NTP 服务器上的当前 UTC 时间 - [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP 与 OpenAI 助手对话（Claude 可以使用任何 GPT 模型作为他的助手） - [@evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - 直接从 Claude 使用 HuggingFace Spaces。使用开源图像生成、聊天、视觉任务等。支持图像、音频和文本上传/下载。 @@ -645,7 +620,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。 - [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - 用于测试 MCP 服务器的 CLI 工具 - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - 使用 VegaLite 格式和渲染器从获取的数据生成可视化效果。 - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - 访问家庭助理数据和控制设备（灯、开关、恒温器等）。 -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 通过模型上下文协议服务器暴露所有 Home Assistant 语音意图，实现智能家居控制 - [@magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - 通过Giphy API从庞大的Giphy图库中搜索并获取GIF动图。 - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 一些对开发者有用的工具，几乎涵盖工程师所需的一切：Confluence、Jira、YouTube、运行脚本、知识库RAG、抓取URL、管理YouTube频道、电子邮件、日历、GitLab - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - 用于列出和启动 MacOS 上的应用程序的 MCP 服务器 diff --git a/README-zh_TW.md b/README-zh_TW.md index 27cc6ab79..48a30f4e7 100644 --- a/README-zh_TW.md +++ b/README-zh_TW.md @@ -94,7 +94,6 @@ - [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 一個統一的模型上下文協議伺服器實現，將多個MCP伺服器聚合為一個。 - [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 10秒內將Web API轉換為MCP伺服器並將其添加到開源註冊表中: https://open-mcp.org -- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - 一個用於將多個MCP伺服器組合成一個統一端點的代理工具。通過在多個MCP伺服器之間進行負載平衡請求來擴展您的AI工具，類似於Nginx對Web伺服器的工作方式。 - [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP是一個統一的中間件MCP伺服器，通過GUI管理您的MCP連接。 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - 一鍵將Web API轉入MCP伺服器，而無需對程式碼進行任何修改。 - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - 一個通過 MCP 使用 Google Imagen 3.0 API 的強大圖像生成工具。使用文本提示生成具有高級攝影、藝術和逼真控制的高質量圖像。 @@ -186,7 +185,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - 整合 LINE 官方帳號的 MCP 伺服器 - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 一個內建飛書OAuth認證的模型內容協議(MCP)伺服器，支援遠端連線並提供全面的飛書文件管理工具，包括區塊建立、內容更新和進階功能。 - [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 這是一個與VRChat API交互的MCP伺服器。您可以獲取VRChat的好友、世界、化身等資訊。 -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - 透過 YCloud 平台發送 WhatsApp Business 訊息的 MCP 伺服器。 - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Hunt 的 MCP 伺服器。可與熱門貼文、評論、收藏集、用戶等進行互動。 - [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - 適用於 Cal.com 的 MCP 伺服器。透過 LLM 管理事件類型、建立預約，並存取 Cal.com 的排程資料。 - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: 在 TypeScript 中實現的 Telegram + Claude，支援手機端存取本地工作區。隨時隨地讀寫程式碼並 vibe code！ @@ -197,7 +195,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - MCP 伺服器用於訪問和更新 Apache Unomi CDP 伺服器上的設定檔。 - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍☁️ - 使用模型上下文協議將任何開放數據連接到任何 LLM。 -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍☁️ - MCP 伺服器可從任何 MCP 用戶端與 Tinybird Workspace 進行交互。 - [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - 連接 [iaptic](https://www.iaptic.com) 平台，讓您輕鬆查詢客戶購買記錄、交易數據以及應用營收統計資訊。 - [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - 一個基於 [AntV](https://github.com/antvis) 生成資料視覺化圖表的 MCP Server 插件。 - - [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI 動態生成 [Apache ECharts](https://echarts.apache.org) 語法的可視化圖表 MCP。 @@ -219,19 +216,15 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式帳本資料庫，支援多用戶數據同步 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 資料庫集成可配置的訪問控制、模式檢查和全面的安全指南 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 基於 Node.js 的 MySQL 資料庫集成，提供安全的 MySQL 資料庫操作 -- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL 資料庫集成了模式檢查和查詢功能 -- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 具有內建分析功能的 SQLite 資料庫操作 - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 伺服器用於管理和創建 Supabase 中的項目和組織 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 資料庫集成了模式檢查和查詢功能 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能夠直接與資料庫交互。 -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查詢和 API 功能 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文協議伺服器 - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - 一個使用 Go 語言實現的 Trino 專用 Model Context Protocol (MCP) 伺服器。 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB 資料庫集成了collection和index的基本資訊介紹，並提供向量儲存和查詢的功能. - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j 的模型上下文協議 - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake 集成實現，支援讀取和（可選）寫入操作，並具備洞察跟蹤功能 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一個 MCP 伺服器，通過模型上下文協議 （MCP） 提供對 SQLite 資料庫的安全只讀訪問。該伺服器是使用 FastMCP 框架構建的，它使 LLM 能夠探索和查詢具有內建安全功能和查詢驗證的 SQLite 資料庫。 -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 與向量搜尋功能的集成 - [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP) 🐍 🏠 - 通用型資料庫MCP伺服器，支援多個資料庫同時連接，提供資料庫操作、健康狀態分析、SQL優化等工具，相容於MySQL、PostgreSQL、SQL Server、MariaDB、達夢、Oracle等主流資料庫。支援可串流的HTTP、SSE、STDIO；內建OAuth 2.0；並便於開發者進行個性化工具的擴展。 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基於SQLAlchemy的通用資料庫集成，支援PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等眾多資料庫。具有架構和關係檢查以及大型數據集分析功能。 - [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自動串流、唯讀安全性和通用資料庫相容性的自然語言PostgreSQL查詢。 @@ -239,7 +232,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - 查詢 GreptimeDB 的 MCP 服務。 - [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - 一個用於與 Google Sheets 交互的模型上下文協議伺服器。該伺服器通過 Google Sheets API 提供創建、讀取、更新和管理電子表格的工具。 - [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 具有全面讀取、寫入、格式化和工作表管理功能的 Google Sheets API 整合 MCP 伺服器。 -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - 使 LLM 能夠管理 Prisma Postgres 資料庫（例如啟動新資料庫並執行遷移或查詢）。 - [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – MCP 伺服器：用於與 [YDB](https://ydb.tech) 資料庫互動。 ### 📊 數據平台 @@ -255,7 +247,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS程式碼品質分析與測試自動化伺服器。提供全面的Xcode測試執行、SwiftLint整合及詳細的故障分析。支援CLI和MCP伺服器兩種模式，適用於開發者直接使用和AI助手整合。 - [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - 一個子代理 (同時作為 MCP 伺服器與 MCP 用戶端)。它會將文件與原始碼分析，以及與相關、提供上下文的 MCP 伺服器之間的互動，委派給本機或低成本、相容於 OpenAI API 的大型語言模型 (LLM) 處理。這可大幅降低頂級 LLM 在程式設計代理中的權杖 (token) 使用量與上下文大小。 `uvx codebase-agent-mcp` - [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 將大量程式開發助手的系統提示轉為 MCP 工具，具備模型感知推薦與人格啟用，可模擬 Cursor、Devin 等代理。 -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - 與[QA Sphere](https://qasphere.com/)測試管理系統整合，使LLM能夠發現、總結和操作測試用例，並可直接從AI驅動的IDE訪問 - [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - 為編碼代理提供直接訪問 Figma 數據的權限，協助他們編寫 Flutter 代碼來構建應用程序，包括資源導出、組件維護和全屏實現。 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通過 MCP 進行 Docker 容器管理和操作 - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - 一個靈活獲取 JSON、文本和 HTML 數據的 MCP 伺服器 @@ -267,8 +258,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - [Dash](https://kapeli.com/dash) 的 MCP 伺服器，macOS API 文件瀏覽器。即時搜尋超過 200 個文件集。 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件編輯器。針對 LLM 工具進行了最佳化，具有高效的部分文件訪問功能，可最大限度地減少令牌使用量。 - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用於控制 iOS 模擬器的 MCP 伺服器 -- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - 一個 MCP 伺服器，用於與 iOS 開發者的 App Store Connect API 進行通信 -- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📦 🏠 - MCP 伺服器可幫助 LLM 在編寫程式碼時建議最新的穩定套裝軟體版本。 - [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 與 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 進行交互 - [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基於 Pandoc 的 MCP 伺服器，支援 Markdown、HTML、PDF、DOCX（.docx）、csv 等格式之間的無縫轉換 - [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 這個 MCP 伺服器提供了使用 wget 下載完整網站的工具，可保留網站結構並轉換連結以支援本地訪問 @@ -363,7 +352,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - MCP 伺服器實現提供了通過向量搜尋檢索和處理文件的工具，使 AI 助手能夠利用相關文件上下文來增強其響應能力 - [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - 基於 [markmap](https://github.com/markmap/markmap) 構建的 MCP 伺服器，可將 **Markdown** 轉換為互動式的 **思維導圖**。支援多格式匯出（PNG/JPG/SVG）、瀏覽器即時預覽、一鍵複製 Markdown 和動態視覺化功能。 - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - 為 LLM 提供的連接器，用於操作 Zotero Cloud 上的文獻集合和資源 -- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用於 Mem0 的模型上下文協議伺服器，幫助管理編碼偏好和模式，提供工具用於儲存、檢索和語義處理代碼實現、最佳實踐和技術文件，適用於 Cursor 和 Windsurf 等 IDE - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - 從您的 [Ragie](https://www.ragie.ai) (RAG) 知識庫中檢索上下文，可連接至 Google Drive、Notion、JIRA 等多種整合服務。 - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一個 MCP 伺服器，使用 MongoDB 儲存和檢索來自多個 LLM 的記憶。提供用於儲存、檢索、新增和清除帶有時間戳和 LLM 識別的對話記憶的工具。 - [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一個 MCP 伺服器，實現跨 LLM 通訊和記憶共享，使不同的 AI 模型能夠在對話間協作和共享上下文。 @@ -378,7 +366,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 地理和基於位置的服務集成。支援訪問地圖數據、方向和位置資訊。 -- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Google 地圖集成，提供位置服務、路線規劃和地點詳細資訊 - [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - 從 https://api.open-meteo.com API 獲取天氣資訊。 - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 訪問任意時區的時間並獲取當前本地時間 - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - 支援 nominatim、ArcGIS、Bing 的地理編碼 MCP 伺服器 @@ -420,10 +407,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和 - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 搜尋 API - [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 搜尋 API - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜尋 ArXiv 研究論文 -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - 在 Google 上搜尋並對任何主題進行深度研究 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM 用於搜尋和閱讀 arXiv 上的論文) - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP 用於搜尋和閱讀 PubMed 中的醫學/生命科學論文。 -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - 一個用於 Apify 的 RAG Web 瀏覽器 Actor 的 MCP 伺服器，可以執行網頁搜尋、抓取 URL，並以 Markdown 格式返回內容。 - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - 用於連接到 searXNG 實例的 MCP 伺服器 - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP 伺服器，提供 Clojure 庫的最新依賴資訊 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org) 的模型上下文協議伺服器 @@ -470,7 +455,6 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。 與 Git 儲存庫和版本控制平台交互。通過標準化 API 實現儲存庫管理、代碼分析、拉取請求處理、問題跟蹤和其他版本控制操作。 - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - GitHub API集成用於倉庫管理、PR、問題等 -- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用於項目管理和CI/CD操作 - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 直接的Git倉庫操作，包括讀取、搜尋和分析本地倉庫 - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 閱讀和分析 GitHub 儲存庫 - [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - 與 GitLab 項目問題和合併請求無縫互動。 @@ -480,7 +464,6 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。 ### 🛠️ 其他工具和集成 - [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - 一個基於Web的PlantUML前端，整合MCP伺服器，支援PlantUML圖像生成和語法驗證。 -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - QR碼生成MCP伺服器，可將任何文字（包括中文字符）轉換為QR碼，支援自訂顏色和base64編碼輸出。 - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 使用超過 3,000 個預構建的雲工具（稱為 Actors）從網站、電商、社交媒體、搜尋引擎、地圖等提取數據。 - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - 使LLM能夠使用計算機進行精確的數值計算 - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - 更新、創建、刪除 Contentful Space 中的內容、內容模型和資產 @@ -489,12 +472,9 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。 - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - 直接從Claude查詢OpenAI模型，使用MCP協議 - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP伺服器，涵蓋MCP協議的所有功能 - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - 通過REST API與Obsidian交互 -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 這是一個連接器，允許Claude Desktop（或任何MCP相容應用程式）讀取和搜尋包含Markdown筆記的目錄（如Obsidian庫）。 - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - 獲取YouTube字幕 - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 與Notion API集成，管理個人待辦事項列表 - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自動化shell執行、電腦控制和編碼代理。（Mac） -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - 允許AI讀取.ged文件和基因數據 -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - 允許AI讀取本地Apple Notes資料庫（僅限macOS） - [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - 使用模型上下文協議（MCP）自動化Apple Notes的強大工具。支援HTML內容的完整CRUD操作、資料夾管理和搜尋功能。 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API集成，用於獲取加密貨幣列表和報價 - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - 與Notion API交互 @@ -507,7 +487,6 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。 - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - 與任何其他OpenAI SDK相容的聊天完成API對話，例如Perplexity、Groq、xAI等 - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 一個MCP伺服器，可以為您安裝其他MCP伺服器 - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - 與 Perplexity API 交互。 -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - 維基百科文章尋找 API - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - MCP 伺服器允許檢查用戶端計算機上的本地時間或 NTP 伺服器上的當前 UTC 時間 - [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP 與 OpenAI 助手對話（Claude 可以使用任何 GPT 模型作為他的助手） - [@evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - 直接從 Claude 使用 HuggingFace Spaces。使用開源圖像生成、聊天、視覺任務等。支援圖像、音訊和文本上傳/下載。 @@ -515,7 +494,6 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。 - [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - 用於測試 MCP 伺服器的 CLI 工具 - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - 使用 VegaLite 格式和渲染器從獲取的數據生成可視化效果。 - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - 訪問家庭助理數據和控制設備（燈、開關、恆溫器等）。 -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 通過模型上下文協議伺服器暴露所有 Home Assistant 語音意圖，實現智慧家居控制 - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 一些對開發人員有用的工具。 - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - 用於列出和啟動 MacOS 上的應用程式的 MCP 伺服器 - [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP 伺服器提供多種格式的日期和時間函數 diff --git a/README.md b/README.md index e11338276..a7ac904c1 100644 --- a/README.md +++ b/README.md @@ -138,4621 +138,4384 @@ This list is for servers with a GitHub repo you install and run yourself. Lookin ### 🔗 Aggregators Servers for accessing many apps and tools through a single MCP server. -- [402signalhq/402signal](https://github.com/402signalhq/402signal) [![402Signal MCP server](https://glama.ai/mcp/servers/402signalhq/402signal/badges/score.svg)](https://glama.ai/mcp/servers/402signalhq/402signal) 🐍 ☁️ - Checks live x402 routes across Base, Solana, and Algorand. $0.003 USDC settles only for a valid live eligible route; normal typed misses are not settled. Free preview and validate tools. Seller payment is separate; the agent keeps its wallet. Remote MCP: https://402signal.com/mcp (x402-capable client required for paid routing). -- [GarphenGate/moltline-mcp](https://github.com/GarphenGate/moltline-mcp) [![GarphenGate/moltline-mcp MCP server](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Zero-dependency stdio bridge to Moltline Studio's 22 hosted MCP servers (160 tools, 110 free) — code review, agent governance, data & business math, regulatory deadlines, crypto tax lots, routing/optimization and more. Free tier needs no account or API key. Remote streamable-http at `mcp.moltlinestudio.com/`. -- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [![team886/findagent-mcp MCP server](https://glama.ai/mcp/servers/team886/findagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/team886/findagent-mcp) 📇 ☁️ - Cross-LLM marketplace of vetted "doer" agents — itself an MCP server. Automated security scan + human review, credential-to-host binding, and sandboxed hosted code with default-deny egress. Remote endpoint `https://mcp.findagent.cloud/mcp`. -- [BotHireAgent/BotHireMCPServer](https://github.com/BotHireAgent/BotHireMCPServer) [![BotHireAgent/BotHireMCPServer MCP server](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer/badges/score.svg)](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer) 📇 🏠 - Discover BotHire, the machine-to-machine marketplace where autonomous AI agents hire each other and settle in USDT & USDC (gasless) across Base, Arbitrum, BNB Chain & Solana. Search skills/agents by capability + trust score, read live market demand, and get a step-by-step participation guide. `npx -y bothire-mcp` -- [@neoninnovationlab/neon-mcp-gateway](https://github.com/neoninnovationlab/neon-mcp-gateway) [![neoninnovationlab/neon-mcp-gateway MCP server](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway) 📇 ☁️ 🏠 - An edge firewall for AI agents to securely expose internal PostgreSQL databases and APIs with strict validation. -- [Correctover/mcp-server](https://github.com/Correctover/mcp-server) [![Correctover MCP server](https://glama.ai/mcp/servers/Correctover/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Correctover/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Contract validation and self-healing failover for LLM APIs. 6-dimension verification (structure, schema, latency, cost, identity, integrity) in 22μs P50. 87 self-healing rules with MAPE-K autonomic loop. BYOK direct connect to 9 providers (OpenAI, Anthropic, DeepSeek, Moonshot, Zhipu AI, Qwen, SiliconFlow, Groq, Together AI). L3 failover in 949ms E2E. Install: `npx -y correctover-mcp-server`. -- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [![daedalusdevelopmentgroup/ddg-agent-payable-services MCP server](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services/badges/score.svg)](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) 🐍 ☁️ - Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. `pip install ddg-agent-services-mcp` or remote `https://mcp.daedalusdevelopmentgroup.com/mcp`. -- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [![forgemeshlabs/coinopai-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with `decision_id`, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base. -- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [![forgemeshlabs/anomaly-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection powered by NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation, and GitHub signals via x402 USDC micropayments on Base. `npx -y @forgemeshlabs/anomaly-mcp` -- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. -- [2s-io/sdk](https://github.com/2s-io/sdk) [![2s-io/sdk MCP server](https://glama.ai/mcp/servers/2s-io/sdk/badges/score.svg)](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 — no API keys, no signup. `npx -y @2sio/mcp` -- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [![alderpost-mcp MCP server](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base. -- [forgemeshlabs/utility-grid-mcp](https://github.com/forgemeshlabs/utility-grid-mcp) [![forgemeshlabs/utility-grid-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp) 📇 ☁️ - Discover and call 400+ practical APIs through six MCP tools: search OCR, image, audio, web, math, conversion, and geodata utilities for free, then pay per call with x402 USDC on Base — no account or API key. `npx -y @forgemeshlabs/utility-grid-mcp` -- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [![GTCC777/pulsenetwork-mcp MCP server](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — each an x402 pay-per-call tool in USDC on Base and Solana. Includes a `discover` meta-tool over the whole network and a cross-vertical referral graph. No API keys. `npx mcp-pulsenetwork` -- [mcpqueen/mcpqueen](https://github.com/mcpqueen/mcpqueen) [![mcpqueen/mcpqueen MCP server](https://glama.ai/mcp/servers/mcpqueen/mcpqueen/badges/score.svg)](https://glama.ai/mcp/servers/mcpqueen/mcpqueen) 🎖️ 📇 ☁️ - The graded MCP registry: live-probes every remote server in the official registry (initialize, tools/list, schema quality, latency, provenance) and publishes evidence-backed grades — searchable by agents via its own MCP endpoint at [mcpqueen.com](https://mcpqueen.com). -- [minia2auk/minia2a-mcp](https://github.com/minia2auk/minia2a-mcp) [![minia2auk/minia2a-mcp MCP server](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp/badges/score.svg)](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp) 📇 ☁️ - Pay-per-call x402 gateway: one remote MCP server for 1,680+ agent tools (crypto data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS, gas monitoring, DeFi data). USDC on Base, 5 free trial calls per registered wallet. Remote `https://minia2a.uk/mcp`. -- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [![szp2005/llm-prices-cn MCP server](https://glama.ai/mcp/servers/szp2005/llm-prices-cn/badges/score.svg)](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) 🐍 ☁️ - Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation. -- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [![tadas-github/a2asearch-mcp MCP server](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required. -- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search. -- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [![agentbodega MCP server](https://glama.ai/mcp/servers/agentbodegastore/agentbodega/badges/score.svg)](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - AgentBodega MCP gives agents a live catalog of 65 x402-payable HTTP tools across search, public data, social media, status checks, media conversion, and agent-readiness checks. No API keys; install with `npx -y @agentbodega/mcp`. -- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [![elisymlabs/elisym MCP server](https://glama.ai/mcp/servers/elisymlabs/elisym/badges/score.svg)](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments. -- [PHONGUIT22/nostrpulse-full](https://github.com/PHONGUIT22/nostrpulse-full) [![PHONGUIT22/nostrpulse-full MCP server](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full/badges/score.svg)](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full) 📇 🏠 🍎 🪟 🐧 - Autonomous Agent-to-Agent (A2A) commerce framework via Nostr NIP-90 and Cashu eCash micro-settlements. -- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc). -- [gzchenhao/openhire](https://github.com/gzchenhao/openhire) [![gzchenhao/openhire MCP server](https://glama.ai/mcp/servers/gzchenhao/openhire/badges/score.svg)](https://glama.ai/mcp/servers/gzchenhao/openhire) 🐍 🏠 🍎 🪟 🐧 - Agent-native job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) — 125 companies and ~15k live postings with freshness verification, ghost-job scoring and deep-link apply channels. Résumés never transit the server; matching runs client-side. -- [doggychip/agentforge](https://github.com/doggychip/agentforge) [![doggychip/agentforge MCP server](https://glama.ai/mcp/servers/doggychip/agentforge/badges/score.svg)](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT). -- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace -- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [![aidevelopers2/remoteopenclaw-mcp MCP server](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - MCP server and CLI to search the Remote OpenClaw directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins. Returns names, links, and install commands. Install: `claude mcp add remoteopenclaw -- npx -y remoteopenclaw`. CLI: `npx remoteopenclaw search `. Free, no API key. -- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [![garasegae/aiskillstore MCP server](https://glama.ai/mcp/servers/garasegae/aiskillstore/badges/score.svg)](https://glama.ai/mcp/servers/garasegae/aiskillstore) ☁️ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini. -- [getanyapi-com/mcp](https://github.com/getanyapi-com/mcp) [![getanyapi-com/mcp MCP server](https://glama.ai/mcp/servers/getanyapi-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getanyapi-com/mcp) 🎖️ 📇 ☁️ 🏠 - AnyAPI: hundreds of scraping and data APIs (social media, search results, Google Maps, e-commerce, general web data) behind one MCP server - one key, USD pay-per-request, no subscriptions, normalized JSON schemas, and automatic failover across upstream providers. Agents discover, inspect, price and run any of them with the same loop (`search_apis`, `get_api`, `quote_api`, `run_api`); failed calls are never charged. Install: `npx -y anyapi-mcp`, or point a remote client straight at `https://api.getanyapi.com/mcp`. -- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [![alexanderclapp/clirank-mcp-server MCP server](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev). -- [Work90210/APIFold](https://github.com/Work90210/APIFold) [![Work90210/APIFold MCP server](https://glama.ai/mcp/servers/Work90210/APIFold/badges/score.svg)](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key. -- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [![alexar76/aimarket-plugins MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-plugins/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - **aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + `mcp_manifest` + Claude Desktop `mcpServers` config). Part of 15-plugin AIMarket Hub ([modelmarket.dev](https://modelmarket.dev)); protocol discovery at `/.well-known/ai-market.json`. Install: `pip install aimarket-mcp-packager`. -- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [![Alepha188838884/context-firewall MCP server](https://glama.ai/mcp/servers/Alepha188838884/context-firewall/badges/score.svg)](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery (measured: 122 tools → 4, ~28.6K tokens of definitions saved), compresses large tool outputs (HTML→Markdown, JSON structure summarization, base64 stripping — 60–95% measured on real pages/APIs) with full-output retrieval via `read_more`, and prints a per-session token-savings report. Security-relevant outputs are never silently compressed. Install: `npx -y context-firewall --config config.json` -- [AIsa-public/AIsa-mcp-server](https://github.com/AIsa-public/AIsa-mcp-server) [![AIsa-public/AIsa-mcp-server MCP server](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - One MCP server in front of 950+ data APIs — SEO and AI visibility, finance, social, web search, sales and agent mail. `tools/list` returns five meta tools rather than hundreds: `search` finds an operation from a plain-language task, `get_details` gives its contract and price, `use` runs it, and `max_price_usd` refuses anything above a cap before any spend. OAuth, nothing to paste. Install: `npx -y @aisa-one/mcp`, or point a remote client straight at `https://mcp.aisa.one/mcp`. -- [api7/aisix](https://github.com/api7/aisix) [![api7/aisix MCP server](https://glama.ai/mcp/servers/api7/aisix/badges/score.svg)](https://glama.ai/mcp/servers/api7/aisix) 🦀 🏠 - MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint (`/mcp`): per-tool access control by caller API key, guardrails over tool arguments and results, rate limits, and usage logs. The same self-hosted gateway also proxies LLM and A2A agent traffic. -- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [![reefapi/reefapi-mcp MCP server](https://glama.ai/mcp/servers/reefapi/reefapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - One MCP for 160+ live web-data APIs — search engines, social (Reddit, TikTok, Threads, Bluesky), e-commerce (Amazon, eBay, AliExpress, Etsy), real estate (Zillow, Redfin), jobs, travel, news, finance and company/people intel. Clean JSON from sites that block scrapers; one key, one shared credit pool, free tier. Remote streamable-http at api.reefapi.com/mcp. -- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [![RightOnPar-LLC/mesh-connector MCP server](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector/badges/score.svg)](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - Agent-to-agent capability exchange (MeshMarket): agents browse keylessly, self-onboard via mesh_signup, rent memory/reasoning/safety per call, list their own tools with mesh_publish, and settle in closed-loop credits on a debit-first ledger. -- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [![agoragentic-integrations MCP server](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations/badges/score.svg)](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2. -- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [![deepseek-mcp-server MCP server](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking. -- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP. -- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem. -- [adw0rd/awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp) [![adw0rd/awesome-mcp-tools-mcp MCP server](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - CLI + stdio MCP bridge for the [awesome-mcp.tools](https://awesome-mcp.tools) catalog (2,000+ MCP servers, refreshed every 6h). Search from terminal (`npx awesome-mcp search postgres`) or wire the hosted server into Claude / Cursor / Codex / Cline / Windsurf. Endpoint: `https://awesome-mcp.tools/mcp` (Streamable HTTP, no auth). Zero deps, MIT. -- [avotsai/avots-mcp](https://github.com/avotsai/avots-mcp) [![avotsai/avots-mcp MCP server](https://glama.ai/mcp/servers/avotsai/avots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/avotsai/avots-mcp) 📇 ☁️ - Hosted multi-model AI media + chat: image, video, audio, face-swap and talking-avatar generation plus chat across 300+ models (Claude, GPT, Gemini, DeepSeek…) from one balance and one key. -- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base. -- [bridgenode-ai/bridgenode-mcp](https://github.com/bridgenode-ai/bridgenode-mcp) [![bridgenode-ai/bridgenode-mcp MCP server](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp) 📇 ☁️ - Pay-per-request AI inference for agents: chat completions across any supported model via x402 with automatic Solana USDC payments. No API keys, no registration, fail-closed spending caps. `npx -y @bridgenode/mcp` or remote `https://bridgenode.cc/mcp`. -- [cgrtml/reasongate](https://github.com/cgrtml/reasongate) [![cgrtml/reasongate MCP server](https://glama.ai/mcp/servers/cgrtml/reasongate/badges/score.svg)](https://glama.ai/mcp/servers/cgrtml/reasongate) 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers: blocks tool calls whose destination or content came from an untrusted tool result, regardless of wording; policies drafted from the tools' own schemas. -- [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [![Score](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api/badges/score.svg)](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) 📇 ☁️ - x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402. -- [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [![Continuum-AI-Corp/orcarouter-mcp-server MCP server](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, …) with live pricing — no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. `npx -y @orcarouter/mcp`. -- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents. -- [depwire/depwire](https://github.com/depwire/depwire) [![depwire/depwire MCP server](https://glama.ai/mcp/servers/depwire/depwire/badges/score.svg)](https://glama.ai/mcp/servers/depwire/depwire) 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph. -- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents -- [edgarriba/prolink](https://github.com/edgarriba/prolink) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents -- [Proofpane/releases](https://github.com/Proofpane/releases) [![Proofpane/releases MCP server](https://glama.ai/mcp/servers/Proofpane/releases/badges/score.svg)](https://glama.ai/mcp/servers/Proofpane/releases) 🎖️ 🏠 🍎 🪟 🐧 - Governance proxy for MCP: pair once and route your MCP servers through policy gates (allow / deny / human-in-the-loop approval), DLP redaction before the model, and cost caps, with every tool call recorded to a hash-chained audit log exportable as an Ed25519-signed, offline-verifiable evidence pack. Single-file binary daemon (macOS / Linux / Windows); downloads and install docs in the linked repo. -- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [![evc-spark-mcp MCP server](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp/badges/score.svg)](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets. -- [gamaze-labs/hicortex](https://github.com/gamaze-labs/hicortex) [![gamaze-labs/hicortex MCP server](https://glama.ai/mcp/servers/gamaze-labs/hicortex/badges/score.svg)](https://glama.ai/mcp/servers/gamaze-labs/hicortex) 📇 🏠 - Shared fleet memory for AI agents: the store corrects itself nightly (stale facts rewritten in place, duplicates merged), recall is injected into every prompt in supported coding agents — what one agent learns, the whole fleet knows. [Website](https://hicortex.gamaze.com/?utm_source=awesome-mcp-servers&utm_medium=directory&utm_campaign=launch-2026-09) -- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow. -- [Gliana-Labs/gliana-mcp](https://github.com/Gliana-Labs/gliana-mcp) [![Gliana-Labs/gliana-mcp MCP server](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call access to 90+ AI models (LLM chat, image, video, music, speech) plus utility and data tools — web scraping, screenshots, OCR, face matching, crypto and FX rates. No signup and no API key: HTTP 402 settles each call from your own wallet in USDC on Base, Solana, BNB Chain or Algorand. The tool list is read live from the gateway, so it is never stale. `npx -y gliana-ai-mcp` or remote `https://mcp.glianalabs.com`. -- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [![gpu-bridge-mcp-server MCP server](https://glama.ai/mcp/servers/gpu-bridge/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits. -- [carlosahumada89/govrider-mcp-server](https://github.com/carlosahumada89/govrider-mcp-server) [![@carlosahumada89-govrider-mcp-server MCP server](https://glama.ai/mcp/servers/@carlosahumada89-govrider-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@carlosahumada89-govrider-mcp-server) ☁️ 📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide. -- [gzoonet/cortex](https://github.com/gzoonet/cortex) [![gzoo-cortex MCP server](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex. -- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls. -- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network. -- [hedging8563/tokenlab-mcp-server](https://github.com/hedging8563/tokenlab-mcp-server) [![hedging8563/tokenlab-mcp-server MCP server](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server) 📇 ☁️ - TokenLab AI gateway MCP server for model and pricing discovery, OpenAI-compatible Chat Completions, and native Responses, Anthropic Messages, and Gemini inference. Catalog tools require no API key; inference tools use an optional TokenLab key. -- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [![HelpCode-ai/anythingmcp MCP server](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp/badges/score.svg)](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC. -- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed. -- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [![jabbawocky/proposalcraft MCP server](https://glama.ai/mcp/servers/jabbawocky/proposalcraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. `npx -y github:jabbawocky/proposalcraft` -- [Jackalope-Dev/allmcps-server](https://github.com/Jackalope-Dev/allmcps-server) [![Jackalope-Dev/allmcps-server MCP server](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server/badges/score.svg)](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for the [AllMCPs.com](https://allmcps.com) registry: search and browse MCP servers, get ready-to-use install configs for Claude Desktop/Cursor/etc., and submit or claim listings directly from your agent. Install: `npx -y allmcps-server`. -- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP. -- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP. -- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP. -- [Jovancoding/Network-AI](https://github.com/Jovancoding/Network-AI) [![network](https://glama.ai/mcp/servers/Jovancoding/network-ai/badges/score.svg)](https://glama.ai/mcp/servers/Jovancoding/network-ai) 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM transitions, budget tracking, token management, and audit log query. `npx network-ai-server --port 3001`. -- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design. -- [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization. -- [codeislaw101/katzilla](https://github.com/codeislaw101/katzilla) [![codeislaw101/katzilla MCP server](https://glama.ai/mcp/servers/codeislaw101/katzilla/badges/score.svg)](https://glama.ai/mcp/servers/codeislaw101/katzilla) 📇 ☁️ 🍎 🪟 🐧 - Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: `npx @katzilla/mcp`. -- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native. -- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [![kansei-link/kansei-mcp-server MCP server](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) 📇 🏠 🍎 🪟 🐧 - Local-first MCP navigator with verified data on 11,000+ SaaS services, 200 workflow recipes, and 89-97% token savings vs web search. -- [kevmoz/macaroonnetwork-mcp](https://github.com/kevmoz/macaroonnetwork-mcp) [![kevmoz/macaroonnetwork-mcp MCP server](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discovery and purchase client for a predicate-gated scientific and data marketplace. Search the live catalogue and inspect metadata for free, then pay via x402 (USDC on Base mainnet, the live primary rail) or Lightning L402. Install with `pip install macaroonnetwork-mcp`. -- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking. -- [malamutemayhem/unclick](https://github.com/malamutemayhem/unclick) [![malamutemayhem/unclick MCP server](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints/badges/score.svg)](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) 📇 🏠 🍎 🪟 🐧 - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. `npx @unclick/mcp-server` -- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [![mambalabsdev/mcp-gtm-suite MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) 📇 ☁️ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors. -- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [![Markgatcha/universal-mcp-toolkit MCP server](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) 📇 ☁️ 🏠 🍎 🪟 🐧 - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation. -- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [![MastadoonPrime/sylex-search MCP server](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search/badges/score.svg)](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) 🐍 📇 ☁️ 🍎 🪟 🐧 - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. `npx sylex-search` -- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [![mediiiiium/mcp-jp MCP server](https://glama.ai/mcp/servers/mediiiiium/mcp-jp/badges/score.svg)](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) 🐍 ☁️ - Collection of MCP servers for Japanese SMB SaaS that have no official MCP (KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep, CloudSign, and 30+ more). Each connector is an independent pip-installable package. -- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support. -- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. -- [MikeyPetrillo/Agent402](https://github.com/MikeyPetrillo/Agent402) [![MikeyPetrillo/Agent402 MCP server](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402/badges/score.svg)](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402) 📇 ☁️ 🏠 - The headless browser, live web search, OCR, and durable wallet-keyed memory an agent's sandbox doesn't have - a catalog of 500+: 400+ pay-per-call tools + 100+ curated skill packs, every one tested, priced, and settled on-chain - rented per call via x402 (USDC on Base + 10 more chains (Solana, Polygon, Arbitrum, Monad, Celo, Avalanche, Sei, Optimism, Stellar, Algorand), or USDG on Robinhood Chain - 12 chains) or free with proof-of-work on the 200+ pure-CPU tools. Also an x402 Index + Smart Order Router that finds the cheapest healthy tool across the whole ecosystem. Hosted remote connector at agent402.tools/mcp. Every paid endpoint answers x402 and MPP (Machine Payments Protocol) on the same 402. -- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [![MikkoParkkola/mcp-gateway MCP server](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config). -- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview). -- [mirastacklabs-ai/mirastack-redfish-mcp](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp) [![mirastacklabs-ai/mirastack-redfish-mcp MCP server](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp) 🎖️ 🐍 ☁️ 📟 - Governed MCP access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware, and BIOS management. Read-only by default with tiered write modes. -- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [![mroops0111/openapi-mcp-gateway MCP server](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three `list/get/call` meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens. -- [nimbus-agent/Nimbus](https://github.com/nimbus-agent/Nimbus) [![nimbus-agent/Nimbus MCP server](https://glama.ai/mcp/servers/nimbus-agent/Nimbus/badges/score.svg)](https://glama.ai/mcp/servers/nimbus-agent/Nimbus) 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only access to a local index of your engineering stack: full-text search plus recent incidents, pull requests, deployments, DORA metrics and connector status. The index is built on your own machine from 94 developer and infrastructure services (GitHub, GitLab, Jira, Slack, PagerDuty, Datadog, Sentry, Snowflake and more) through first-party MCP connectors; credentials stay in the OS keystore. 21 tools (9 index reads, 12 agent briefs). Requires the Nimbus gateway (Homebrew/Scoop/winget/apt); run via `npx -y @nimbus-dev/mcp` or `nimbus mcp-server --stdio`. -- [ni-c/mcp-hub](https://github.com/ni-c/mcp-hub) [![ni-c/mcp-hub MCP server](https://glama.ai/mcp/servers/ni-c/mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/mcp-hub) 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container, published over HTTPS for Claude Web custom connectors and any Streamable-HTTP client. Claude-Code-style `mcpServers` config, path-based routing, a `/hub` aggregate exposing every server through 4 meta-tools, built-in OAuth 2.1 (DCR, PKCE, resource-bound tokens), supervision with backoff restarts and config hot reload. `docker pull ghcr.io/ni-c/mcp-hub` or `npx @ni-c/mcp-hub`. -- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [![Octodamus/octodamus-core MCP server](https://glama.ai/mcp/servers/Octodamus/octodamus-core/badges/score.svg)](https://glama.ai/mcp/servers/Octodamus/octodamus-core) 🐍 - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free. -- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [![opentabs-dev/opentabs MCP server](https://glama.ai/mcp/servers/opentabs-dev/opentabs/badges/score.svg)](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones. -- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking. -- [particlefuture/MCPDiscovery](https://github.com/particlefuture/1mcpserver) 🐍 ☁️ 🏠 🍎 🪟 - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine. -- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. -- [portel-dev/ncp](https://github.com/portel-dev/ncp) 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy. -- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities. -- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [![RipperMercs/tensorfeed MCP server](https://glama.ai/mcp/servers/RipperMercs/tensorfeed/badges/score.svg)](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server` -- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [![robhunter/agentdeals MCP server](https://glama.ai/mcp/servers/robhunter/agentdeals/badges/score.svg)](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev). -- [doteyeso-ops/mcp-server-vibes-coded](https://github.com/doteyeso-ops/mcp-server-vibes-coded) [![doteyeso-ops/mcp-server-vibes-coded MCP server](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded/badges/score.svg)](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded) 🐍 ☁️ - Remote MCP server with 26 curated tools for agent supply-chain security, scanner consensus, x402 reliability, and access to Vibes-Coded's 344-resource commerce catalog. Live at `https://vibes-coded-mcp-production.up.railway.app/mcp`; no API key required. -- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading. -- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [![Rendeverance/toolfunnel MCP server](https://glama.ai/mcp/servers/Rendeverance/toolfunnel/badges/score.svg)](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport. -- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [![sF1nX/x402station-mcp MCP server](https://glama.ai/mcp/servers/sF1nX/x402station-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight by [x402station.io](https://x402station.io) — infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every `PAYMENT-SIGNATURE` to detect decoys, zombie endpoints, dead services, and price traps. Tools: `preflight` ($0.001), `forensics` ($0.001), `catalog_decoys` ($0.005), `alternatives` ($0.005), `whats_new` ($0.001), `buy_credits` ($0.50 = 1000 prepaid), `watch_subscribe` ($0.01) + free `credits_status`/`watch_status`/`watch_unsubscribe`. Plus free anonymous `preflight-trial` for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: [huggingface.co/datasets/x402station/preflight-dataset-v0_1](https://huggingface.co/datasets/x402station/preflight-dataset-v0_1). `npx -y x402station-mcp`. -- [scotia1973-bot/api-hub](https://github.com/scotia1973-bot/api-hub) [![scotia1973-bot/api-hub MCP server](https://glama.ai/mcp/servers/scotia1973-bot/api-hub/badges/score.svg)](https://glama.ai/mcp/servers/scotia1973-bot/api-hub) 🐍 ☁️ 📇 🍎 🪟 🐧 - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: `pip install gadgethumans-api-hub-mcp` or `uvx gadgethumans-api-hub-mcp`. Hosted at `api.gadgethumans.com/mcp`. -- [supertrained/rhumb](https://github.com/supertrained/rhumb) [![supertrained/rhumb MCP server](https://glama.ai/mcp/servers/supertrained/rhumb/badges/score.svg)](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments. -- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. -- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [![smart-mcp-proxy/mcpproxy-go MCP server](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go/badges/score.svg)](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint. -- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) 📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions. -- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server. -- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes. -- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [![thebrierfox/the-stall MCP server](https://glama.ai/mcp/servers/thebrierfox/the-stall/badges/score.svg)](https://glama.ai/mcp/servers/thebrierfox/the-stall) 📇 ☁️ - 209 pay-per-call AI capabilities via x402 USDC micropayments on Base mainnet. Covers US/global equities, crypto/DeFi analytics, options chains, dealer GEX, macro indicators, congressional trades, prediction markets, on-chain intelligence, EVM & Solana analysis, SEC filings, weather, aviation, and more. No API key — pay per call from $0.001 USDC. -- [swaltersjrtest/microtap-mcp](https://github.com/swaltersjrtest/microtap-mcp) [![swaltersjrtest/microtap-mcp MCP server](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp) 📇 ☁️ - 19 pay-per-call APIs for AI agents via x402 USDC micropayments on Base — prediction markets (Polymarket, Kalshi), DeFi/crypto data, multi-chain on-chain reads across 5 EVM chains, live weather, and real-time web search. No API key or signup — from $0.001/call. `npx -y microtap-mcp` -- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows. -- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials. -- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers. -- [mrfelfel/taghvim](https://github.com/mrfelfel/taghvim) [![mrfelfel/taghvim MCP server](https://glama.ai/mcp/servers/mrfelfel/taghvim/badges/score.svg)](https://glama.ai/mcp/servers/mrfelfel/taghvim) 📇 ☁️ - Deterministic temporal reasoning engine for AI agents. 12 tools for date/time arithmetic, timezone conversion with DST, business days across 100+ countries, public holidays, RFC 5545 recurrence, Gregorian/Persian calendar conversion, and temporal claim verification. `npx taghvim-mcp` -- [toadlyBroodle/satring](https://github.com/toadlyBroodle/satring/tree/main/mcp) [![toadlyBroodle/satring MCP server](https://glama.ai/mcp/servers/toadlyBroodle/satring/badges/score.svg)](https://glama.ai/mcp/servers/toadlyBroodle/satring) 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory. -- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. -- [ViperJuice/mcp-gateway](https://github.com/ViperJuice/mcp-gateway) 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest. -- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs. -- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org -- [whiteknightonhorse/APIbase](https://github.com/whiteknightonhorse/APIbase) [![APIbase MCP server](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase/badges/score.svg)](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase) 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC. -- [withoneai/mcp](https://github.com/withoneai/mcp) [![withoneai/mcp MCP server](https://glama.ai/mcp/servers/withoneai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/withoneai/mcp) 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across all your apps (Gmail, Slack, Stripe, Notion, GitHub, and more) through 4 universal tools whose context footprint stays constant no matter how many connections you add. Hosted remote server with OAuth at `https://mcp.withone.ai/mcp`, or run locally via `npx @withone/mcp`. By [One](https://withone.ai). -- [Wolido/OpenAaaS](https://github.com/Wolido/OpenAaaS) [![Wolido/OpenAaaS MCP server](https://glama.ai/mcp/servers/Wolido/OpenAaaS/badges/score.svg)](https://glama.ai/mcp/servers/Wolido/OpenAaaS) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature analysis, materials databases, etc.) — data stays local, only KB~MB results flow. Install: `uvx openaaas-mcp-adapter`. -- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [![x402-discovery-mcp MCP server](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout). -- [x402-index/x402search-mcp](https://github.com/x402-index/x402search-mcp) [![x402-index/x402search-mcp MCP server](https://glama.ai/mcp/servers/x402-index/x402search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402-index/x402search-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer. -- [ikoskela/wisepanel-mcp](https://github.com/ikoskela/wisepanel-mcp) [![ikoskela/wisepanel-mcp MCP server](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity. -- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access. -- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [![Swarmwage/swarmwage MCP server](https://glama.ai/mcp/servers/Swarmwage/swarmwage/badges/score.svg)](https://glama.ai/mcp/servers/Swarmwage/swarmwage) 🎖️ 📇 ☁️ - Open MCP-native agent hire protocol — discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10. -- [ertad-family/liquid](https://github.com/ertad-family/liquid) [![ertad-family/liquid MCP server](https://glama.ai/mcp/servers/ertad-family/liquid/badges/score.svg)](https://glama.ai/mcp/servers/ertad-family/liquid) 🐍 ☁️ 🏠 - Connect your agent to any HTTP API on the fly — discovers + maps any REST API once, then fetches typed data deterministically (no per-call LLM). Self-hosted MCP server (`uvx --from 'liquid-api[mcp]' liquid-mcp`); works with OpenAI/Gemini/Anthropic/local or any provider via LiteLLM. Open source (AGPL). -- [tsouth89/toolport](https://github.com/tsouth89/toolport) [![tsouth89/toolport MCP server](https://glama.ai/mcp/servers/tsouth89/toolport/badges/score.svg)](https://glama.ai/mcp/servers/tsouth89/toolport) 🦀 🏠 🍎 🪟 🐧 - One local gateway and manager for all your MCP servers, shared across every AI coding tool (Claude, Cursor, VS Code, Codex, and more). Set up and authenticate each server once; lazy discovery keeps each agent's context small, and keys stay in your OS keychain. No Docker, no cloud. -- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [![skillselion/skillselion-mcp MCP server](https://glama.ai/mcp/servers/skillselion/skillselion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) 📇 ☁️ - Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces from the [Skillselion](https://skillselion.com) catalog, ranked by real install counts + GitHub stars. `load_skill` fetches a real SKILL.md mid-task. Install: `npx -y skillselion-mcp`. -- [singhpratech/crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template) [![singhpratech/crimson-crab-mcp-template MCP server](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template/badges/score.svg)](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template) 🦀 🏠 🍎 🪟 🐧 - A ready-to-clone Rust MCP server that calls Anthropic's Claude API via the crimson-crab SDK. Exposes an `ask_claude` tool. MIT/Apache-2.0. -- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [![forcedreamai/forcedream-mcp MCP server](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) 🎖️ 📇 ☁️ - Discover, invoke, and cryptographically verify AI agents on a paid agent marketplace. 13 tools spanning code generation (6-module engineering verification), security scanning (OSV.dev + GitGuardian), and lead scoring (8 real sources). Every result is Ed25519-signed and independently verifiable -- no trust in the platform required. Install: `npx -y @forcedream/mcp-server`. -- [mcccsm/x402-list-mcp](https://github.com/mcccsm/x402-list-mcp) [![mcccsm/x402-list-mcp MCP server](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp) 📇 ☁️ - Find and vet x402 payment APIs before your agent pays one: search and rank listed services, live uptime and health windows, per-endpoint USD pricing, and on-chain-verified facilitator settlement volume, over the public x402-list directory. Free REST API, no auth for reads. `npx -y x402-list-mcp`. Web: [x402-list.com](https://x402-list.com). +- [402signalhq/402signal](https://github.com/402signalhq/402signal) [![402Signal MCP server](https://glama.ai/mcp/servers/402signalhq/402signal/badges/score.svg)](https://glama.ai/mcp/servers/402signalhq/402signal) 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand. +- [GarphenGate/moltline-mcp](https://github.com/GarphenGate/moltline-mcp) [![GarphenGate/moltline-mcp MCP server](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, business math, regulatory deadlines, crypto tax lots, routing and optimization. +- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [![team886/findagent-mcp MCP server](https://glama.ai/mcp/servers/team886/findagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/team886/findagent-mcp) 📇 ☁️ - Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress. +- [BotHireAgent/BotHireMCPServer](https://github.com/BotHireAgent/BotHireMCPServer) [![BotHireAgent/BotHireMCPServer MCP server](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer/badges/score.svg)](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer) 📇 🏠 - BotHire agent-to-agent hiring marketplace: search agents and skills by capability and trust score, read live demand, and settle in USDT or USDC across chains. +- [@neoninnovationlab/neon-mcp-gateway](https://github.com/neoninnovationlab/neon-mcp-gateway) [![neoninnovationlab/neon-mcp-gateway MCP server](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway) 📇 ☁️ 🏠 - Edge firewall for exposing internal PostgreSQL databases and APIs to AI agents with strict validation. +- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [![daedalusdevelopmentgroup/ddg-agent-payable-services MCP server](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services/badges/score.svg)](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) 🐍 ☁️ - Pay-per-call x402 tools (utilities, DNS/WHOIS, blockchain RPC, market and DEX data, prediction markets, security audits) plus an OpenAI-compatible LLM gateway. +- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [![forgemeshlabs/coinopai-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) 📇 - Paid crypto intelligence via x402 on Base: preflight checks, trade decisions audited against real prices, risk state, signal history and automation search. +- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [![forgemeshlabs/anomaly-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection with NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation and GitHub signals, paid via x402 on Base. +- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server. +- [2s-io/sdk](https://github.com/2s-io/sdk) [![2s-io/sdk MCP server](https://glama.ai/mcp/servers/2s-io/sdk/badges/score.svg)](https://glama.ai/mcp/servers/2s-io/sdk) 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 API: geocoding, weather, earthquakes, patents, US case law, Federal Register, scientific papers, DNS/WHOIS, OFAC screening and Census data. +- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [![alderpost-mcp MCP server](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base. +- [forgemeshlabs/utility-grid-mcp](https://github.com/forgemeshlabs/utility-grid-mcp) [![forgemeshlabs/utility-grid-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/utility-grid-mcp) 📇 ☁️ - Search and call utility APIs for OCR, image, audio, web, math, conversion and geodata, paid per call with x402 USDC on Base. +- [GTCC777/pulsenetwork-mcp](https://github.com/GTCC777/pulsenetwork-mcp) [![GTCC777/pulsenetwork-mcp MCP server](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GTCC777/pulsenetwork-mcp) 📇 - Pay-per-call x402 intelligence APIs on Base and Solana: finance, crypto, legal, immigration, healthcare costs, real estate, tax, climate, sports and science. +- [mcpqueen/mcpqueen](https://github.com/mcpqueen/mcpqueen) [![mcpqueen/mcpqueen MCP server](https://glama.ai/mcp/servers/mcpqueen/mcpqueen/badges/score.svg)](https://glama.ai/mcp/servers/mcpqueen/mcpqueen) 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades. +- [minia2auk/minia2a-mcp](https://github.com/minia2auk/minia2a-mcp) [![minia2auk/minia2a-mcp MCP server](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp/badges/score.svg)](https://glama.ai/mcp/servers/minia2auk/minia2a-mcp) 📇 ☁️ - Pay-per-call x402 gateway for agent tools: crypto and DeFi data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS and gas monitoring. +- [szp2005/llm-prices-cn](https://github.com/szp2005/llm-prices-cn) [![szp2005/llm-prices-cn MCP server](https://glama.ai/mcp/servers/szp2005/llm-prices-cn/badges/score.svg)](https://glama.ai/mcp/servers/szp2005/llm-prices-cn) 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation. +- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [![tadas-github/a2asearch-mcp MCP server](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills. +- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge MCP servers to the agent:// network so other agents can discover and call their tools, with DNS-like identity, mTLS, trust scores and capability search. +- [agentbodegastore/agentbodega](https://github.com/agentbodegastore/agentbodega) [![agentbodega MCP server](https://glama.ai/mcp/servers/agentbodegastore/agentbodega/badges/score.svg)](https://glama.ai/mcp/servers/agentbodegastore/agentbodega) 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks. +- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [![elisymlabs/elisym MCP server](https://glama.ai/mcp/servers/elisymlabs/elisym/badges/score.svg)](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC): NIP-89 discovery, NIP-90 jobs, NIP-44 encryption and on-chain micropayments. +- [PHONGUIT22/nostrpulse-full](https://github.com/PHONGUIT22/nostrpulse-full) [![PHONGUIT22/nostrpulse-full MCP server](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full/badges/score.svg)](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full) 📇 🏠 🍎 🪟 🐧 - Agent-to-agent (A2A) commerce framework using Nostr NIP-90 and Cashu eCash micro-settlements. +- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals. +- [gzchenhao/openhire](https://github.com/gzchenhao/openhire) [![gzchenhao/openhire MCP server](https://glama.ai/mcp/servers/gzchenhao/openhire/badges/score.svg)](https://glama.ai/mcp/servers/gzchenhao/openhire) 🐍 🏠 🍎 🪟 🐧 - Job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) with freshness verification, ghost-job scoring and apply links; matching runs client-side. +- [doggychip/agentforge](https://github.com/doggychip/agentforge) [![doggychip/agentforge MCP server](https://glama.ai/mcp/servers/doggychip/agentforge/badges/score.svg)](https://glama.ai/mcp/servers/doggychip/agentforge) 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring. +- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot marketplace. +- [aidevelopers2/remoteopenclaw-mcp](https://github.com/aidevelopers2/remoteopenclaw-mcp) [![aidevelopers2/remoteopenclaw-mcp MCP server](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidevelopers2/remoteopenclaw-mcp) 📇 🏠 - Search the Remote OpenClaw directory of MCP servers, agent skills and plugins for names, links and install commands; also available as a CLI. +- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [![garasegae/aiskillstore MCP server](https://glama.ai/mcp/servers/garasegae/aiskillstore/badges/score.svg)](https://glama.ai/mcp/servers/garasegae/aiskillstore) ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills. +- [getanyapi-com/mcp](https://github.com/getanyapi-com/mcp) [![getanyapi-com/mcp MCP server](https://glama.ai/mcp/servers/getanyapi-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getanyapi-com/mcp) 🎖️ 📇 ☁️ 🏠 - AnyAPI: scraping and data APIs for social media, search results, Google Maps, e-commerce and web data, with normalized JSON and automatic provider failover. +- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [![alexanderclapp/clirank-mcp-server MCP server](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness. +- [Work90210/APIFold](https://github.com/Work90210/APIFold) [![Work90210/APIFold MCP server](https://glama.ai/mcp/servers/Work90210/APIFold/badges/score.svg)](https://glama.ai/mcp/servers/Work90210/APIFold) 📇 ☁️ - Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more. +- [alexar76/aimarket-plugins](https://github.com/alexar76/aimarket-plugins) [![alexar76/aimarket-plugins MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-plugins/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-plugins) 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config. +- [Alepha188838884/context-firewall](https://github.com/Alepha188838884/context-firewall) [![Alepha188838884/context-firewall MCP server](https://glama.ai/mcp/servers/Alepha188838884/context-firewall/badges/score.svg)](https://glama.ai/mcp/servers/Alepha188838884/context-firewall) 📇 🏠 🍎 🪟 🐧 - Local MCP proxy that merges downstream servers behind a few meta-tools with progressive discovery and compresses large tool outputs, with full output on demand. +- [AIsa-public/AIsa-mcp-server](https://github.com/AIsa-public/AIsa-mcp-server) [![AIsa-public/AIsa-mcp-server MCP server](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIsa-public/AIsa-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps. +- [api7/aisix](https://github.com/api7/aisix) [![api7/aisix MCP server](https://glama.ai/mcp/servers/api7/aisix/badges/score.svg)](https://glama.ai/mcp/servers/api7/aisix) 🦀 🏠 - Self-hosted MCP gateway fronting upstream servers with per-tool access control, guardrails, rate limits and usage logs; also proxies LLM and A2A agent traffic. +- [reefapi/reefapi-mcp](https://github.com/reefapi/reefapi-mcp) [![reefapi/reefapi-mcp MCP server](https://glama.ai/mcp/servers/reefapi/reefapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/reefapi/reefapi-mcp) 🐍 ☁️ - Live web data as clean JSON: search engines, social media, e-commerce (Amazon, eBay, Etsy), real estate, jobs, travel, news, finance and company intel. +- [RightOnPar-LLC/mesh-connector](https://github.com/RightOnPar-LLC/mesh-connector) [![RightOnPar-LLC/mesh-connector MCP server](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector/badges/score.svg)](https://glama.ai/mcp/servers/RightOnPar-LLC/mesh-connector) 📇 ☁️ - MeshMarket agent-to-agent capability exchange: agents browse, self-onboard, rent memory, reasoning and safety per call, and publish their own tools. +- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [![agoragentic-integrations MCP server](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations/badges/score.svg)](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke and pay for other agents' services using USDC on Base. +- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [![deepseek-mcp-server MCP server](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with multi-turn sessions, function calling, thinking mode and cost tracking. +- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate and deploy multi-agent AI solutions on the ADAS platform: design skills with tools and manage the solution lifecycle. +- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration. +- [adw0rd/awesome-mcp-tools-mcp](https://github.com/adw0rd/awesome-mcp-tools-mcp) [![adw0rd/awesome-mcp-tools-mcp MCP server](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adw0rd/awesome-mcp-tools-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal. +- [avotsai/avots-mcp](https://github.com/avotsai/avots-mcp) [![avotsai/avots-mcp MCP server](https://glama.ai/mcp/servers/avotsai/avots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/avotsai/avots-mcp) 📇 ☁️ - Multi-model AI media generation (image, video, audio, face swap, talking avatars) plus chat with models such as Claude, GPT, Gemini and DeepSeek. +- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access AI models such as GPT-5, Claude, Gemini, Grok and DeepSeek, paid per use via x402 micropayments in USDC on Base. +- [bridgenode-ai/bridgenode-mcp](https://github.com/bridgenode-ai/bridgenode-mcp) [![bridgenode-ai/bridgenode-mcp MCP server](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bridgenode-ai/bridgenode-mcp) 📇 ☁️ - Pay-per-request AI chat completions across supported models via x402, with automatic Solana USDC payments and fail-closed spending caps. +- [cgrtml/reasongate](https://github.com/cgrtml/reasongate) [![cgrtml/reasongate MCP server](https://glama.ai/mcp/servers/cgrtml/reasongate/badges/score.svg)](https://glama.ai/mcp/servers/cgrtml/reasongate) 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers that blocks tool calls whose destination or content came from an untrusted tool result, with schema-derived policies. +- [cinderwright-ai/cinderwright-api](https://github.com/cinderwright-ai/cinderwright-api) [![Score](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api/badges/score.svg)](https://glama.ai/mcp/servers/cinderwright-ai/cinderwright-api) 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402. +- [Continuum-AI-Corp/orcarouter-mcp-server](https://github.com/Continuum-AI-Corp/orcarouter-mcp-server) [![Continuum-AI-Corp/orcarouter-mcp-server MCP server](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Continuum-AI-Corp/orcarouter-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse LLMs from OpenAI, Anthropic, Google, Qwen, DeepSeek and others with live prices, and route chat completions through the OrcaRouter gateway with fallback. +- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface. +- [depwire/depwire](https://github.com/depwire/depwire) [![depwire/depwire MCP server](https://glama.ai/mcp/servers/depwire/depwire/badges/score.svg)](https://glama.ai/mcp/servers/depwire/depwire) 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graphs for TypeScript, JavaScript, Python, Go, Rust and C, with arc diagram visualization, health scoring, dead code detection and a temporal graph. +- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents. +- [Proofpane/releases](https://github.com/Proofpane/releases) [![Proofpane/releases MCP server](https://glama.ai/mcp/servers/Proofpane/releases/badges/score.svg)](https://glama.ai/mcp/servers/Proofpane/releases) 🎖️ 🏠 🍎 🪟 🐧 - MCP governance proxy: allow, deny or human-approval policy gates, DLP redaction and cost caps, with tool calls recorded to a hash-chained, signed audit log. +- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [![evc-spark-mcp MCP server](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp/badges/score.svg)](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a curated catalog of AI agents, skills, prompts, bundles and MCP connectors. +- [gamaze-labs/hicortex](https://github.com/gamaze-labs/hicortex) [![gamaze-labs/hicortex MCP server](https://glama.ai/mcp/servers/gamaze-labs/hicortex/badges/score.svg)](https://glama.ai/mcp/servers/gamaze-labs/hicortex) 📇 🏠 - Shared memory for fleets of AI agents: nightly self-correction rewrites stale facts and merges duplicates, and recall is injected into coding agents' prompts. +- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow. +- [Gliana-Labs/gliana-mcp](https://github.com/Gliana-Labs/gliana-mcp) [![Gliana-Labs/gliana-mcp MCP server](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call AI models (chat, image, video, music, speech) plus web scraping, screenshots, OCR, face matching and crypto/FX rates, paid via HTTP 402 in USDC. +- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [![gpu-bridge-mcp-server MCP server](https://glama.ai/mcp/servers/gpu-bridge/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - GPU inference API for LLMs, image and video generation, TTS, Whisper, embeddings, reranking and OCR, paid per use via x402 or an API key. +- [gzoonet/cortex](https://github.com/gzoonet/cortex) [![gzoo-cortex MCP server](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex) 📇 🏠 - Local-first developer knowledge graph: watches project files, extracts entities and relationships with LLMs, and offers queries, a web dashboard and a CLI. +- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls. +- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - Discover, register and chat with AI agents on the Hashgraph network via the Registry Broker. +- [hedging8563/tokenlab-mcp-server](https://github.com/hedging8563/tokenlab-mcp-server) [![hedging8563/tokenlab-mcp-server MCP server](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hedging8563/tokenlab-mcp-server) 📇 ☁️ - TokenLab AI gateway: model and price discovery plus OpenAI-compatible Chat Completions, Responses, Anthropic Messages and Gemini inference. +- [HelpCode-ai/anythingmcp](https://github.com/HelpCode-ai/anythingmcp) [![HelpCode-ai/anythingmcp MCP server](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp/badges/score.svg)](https://glama.ai/mcp/servers/HelpCode-ai/anythingmcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL databases into MCP tools without code, with spec import, pre-built adapters and RBAC. +- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions. +- [jabbawocky/proposalcraft](https://github.com/jabbawocky/proposalcraft) [![jabbawocky/proposalcraft MCP server](https://glama.ai/mcp/servers/jabbawocky/proposalcraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/proposalcraft) 📇 🏠 🍎 🪟 🐧 - Draft client proposals in your own voice from a new brief, based on your saved past proposals, with local storage only. +- [Jackalope-Dev/allmcps-server](https://github.com/Jackalope-Dev/allmcps-server) [![Jackalope-Dev/allmcps-server MCP server](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server/badges/score.svg)](https://glama.ai/mcp/servers/@Jackalope-Dev/allmcps-server) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings. +- [jaspertvdm/mcp-server-gemini-bridge](https://github.com/jaspertvdm/mcp-server-gemini-bridge) 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models. +- [jaspertvdm/mcp-server-ollama-bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge) 🐍 🏠 - Bridge to a local Ollama server for running Llama, Mistral, Qwen and other local models. +- [jaspertvdm/mcp-server-openai-bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge) 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models. +- [Jovancoding/Network-AI](https://github.com/Jovancoding/Network-AI) [![network](https://glama.ai/mcp/servers/Jovancoding/network-ai/badges/score.svg)](https://glama.ai/mcp/servers/Jovancoding/network-ai) 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs. +- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases. +- [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and context summarization. +- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported. +- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [![kansei-link/kansei-mcp-server MCP server](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes. +- [kevmoz/macaroonnetwork-mcp](https://github.com/kevmoz/macaroonnetwork-mcp) [![kevmoz/macaroonnetwork-mcp MCP server](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and buy from a predicate-gated scientific and data marketplace: browse the catalogue and metadata, then pay via x402 (USDC on Base) or Lightning L402. +- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking. +- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [![mambalabsdev/mcp-gtm-suite MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) 📇 ☁️ - Go-to-market signals via Apify actors: hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring and signal aggregation. +- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [![Markgatcha/universal-mcp-toolkit MCP server](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows. +- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [![MastadoonPrime/sylex-search MCP server](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search/badges/score.svg)](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls. +- [mediiiiium/mcp-jp](https://github.com/mediiiiium/mcp-jp) [![mediiiiium/mcp-jp MCP server](https://glama.ai/mcp/servers/mediiiiium/mcp-jp/badges/score.svg)](https://glama.ai/mcp/servers/mediiiiium/mcp-jp) 🐍 ☁️ - MCP servers for Japanese SMB SaaS without their own MCP support, such as KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep and CloudSign. +- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Access xAI's Grok API with agentic tool calling, image generation, vision and file support. +- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI. +- [MikeyPetrillo/Agent402](https://github.com/MikeyPetrillo/Agent402) [![MikeyPetrillo/Agent402 MCP server](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402/badges/score.svg)](https://glama.ai/mcp/servers/MikeyPetrillo/Agent402) 📇 ☁️ 🏠 - Pay-per-call x402 tools and skill packs (headless browser, web search, OCR, wallet-keyed memory), plus a router that finds the cheapest healthy tool. +- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [![MikkoParkkola/mcp-gateway MCP server](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) 🏎️ 🏠 🍎 🪟 🐧 - MCP gateway with single-port multiplexing and meta-tools that replace individual tool registrations, plus hot-reloadable capabilities and OpenAPI import. +- [mirastacklabs-ai/mirastack-redfish-mcp](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp) [![mirastacklabs-ai/mirastack-redfish-mcp MCP server](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp) 🎖️ 🐍 ☁️ 📟 - Governed access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware and BIOS management; read-only by default with tiered write modes. +- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [![mroops0111/openapi-mcp-gateway MCP server](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools. +- [nimbus-agent/Nimbus](https://github.com/nimbus-agent/Nimbus) [![nimbus-agent/Nimbus MCP server](https://glama.ai/mcp/servers/nimbus-agent/Nimbus/badges/score.svg)](https://glama.ai/mcp/servers/nimbus-agent/Nimbus) 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics. +- [ni-c/mcp-hub](https://github.com/ni-c/mcp-hub) [![ni-c/mcp-hub MCP server](https://glama.ai/mcp/servers/ni-c/mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/mcp-hub) 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container over HTTPS, with path-based routing, an aggregate endpoint using meta-tools, built-in OAuth 2.1 and hot reload. +- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [![Octodamus/octodamus-core MCP server](https://glama.ai/mcp/servers/Octodamus/octodamus-core/badges/score.svg)](https://glama.ai/mcp/servers/Octodamus/octodamus-core) 🐍 - Crypto market oracle: BUY/SELL/HOLD consensus from RSI, MACD, funding rates and on-chain flow, plus Polymarket edges with EV scoring and X crowd sentiment. +- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [![opentabs-dev/opentabs MCP server](https://glama.ai/mcp/servers/opentabs-dev/opentabs/badges/score.svg)](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK. +- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend and refer users to each other, with a bilateral trust model and referral tracking. +- [particlefuture/MCPDiscovery](https://github.com/particlefuture/1mcpserver) 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine. +- [portel-dev/ncp](https://github.com/portel-dev/ncp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead. +- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer utilities: SEO optimization, document conversion, domain lookup, email validation, QR codes, weather data, social media posting and security scanning. +- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [![robhunter/agentdeals MCP server](https://glama.ai/mcp/servers/robhunter/agentdeals/badges/score.svg)](https://glama.ai/mcp/servers/robhunter/agentdeals) 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes. +- [doteyeso-ops/mcp-server-vibes-coded](https://github.com/doteyeso-ops/mcp-server-vibes-coded) [![doteyeso-ops/mcp-server-vibes-coded MCP server](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded/badges/score.svg)](https://glama.ai/mcp/servers/doteyeso-ops/mcp-server-vibes-coded) 🐍 ☁️ - Tools for agent supply-chain security, scanner consensus and x402 reliability, plus access to Vibes-Coded's commerce catalog. +- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) 🐍 🏠 🍎 🪟 🐧 - Hub that aggregates tools from multiple MCP servers with unified BM25 and regex search and deferred loading. +- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [![Rendeverance/toolfunnel MCP server](https://glama.ai/mcp/servers/Rendeverance/toolfunnel/badges/score.svg)](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) 📇 🏠 🍎 🪟 🐧 - Gateway that funnels multiple MCP servers through one endpoint, with live attach and detach, tool filtering and hiding, hot config reload and optional OAuth. +- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [![sF1nX/x402station-mcp MCP server](https://glama.ai/mcp/servers/sF1nX/x402station-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives. +- [supertrained/rhumb](https://github.com/supertrained/rhumb) [![supertrained/rhumb MCP server](https://glama.ai/mcp/servers/supertrained/rhumb/badges/score.svg)](https://glama.ai/mcp/servers/supertrained/rhumb) 📇 ☁️ 🍎 🪟 🐧 - Tool intelligence over scored services: discover and compare providers, check AN Scores, execute with managed or own credentials, and track costs and failures. +- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Meta-MCP server that lets LLMs discover, install and orchestrate multiple MCP servers to extend their own capabilities on demand. +- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [![smart-mcp-proxy/mcpproxy-go MCP server](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go/badges/score.svg)](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy that routes multiple servers through one endpoint, with BM25 tool filtering, quarantine security, activity logging and a web UI. +- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) 📇 ☁️ - AI phone number directory: query Voxie AI personas and third-party AI services such as ChatGPT and get webchat links. +- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - Image generation and editing with OpenAI's GPT image models. +- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server without code changes. +- [thebrierfox/the-stall](https://github.com/thebrierfox/the-stall) [![thebrierfox/the-stall MCP server](https://glama.ai/mcp/servers/thebrierfox/the-stall/badges/score.svg)](https://glama.ai/mcp/servers/thebrierfox/the-stall) 📇 ☁️ - Pay-per-call x402 data: equities, crypto/DeFi analytics, options chains, dealer GEX, macro data, congressional trades, prediction markets and SEC filings. +- [swaltersjrtest/microtap-mcp](https://github.com/swaltersjrtest/microtap-mcp) [![swaltersjrtest/microtap-mcp MCP server](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swaltersjrtest/microtap-mcp) 📇 ☁️ - Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and crypto data, on-chain reads across EVM chains, live weather and web search. +- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking. +- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - Create custom tool bundles, connect providers with OAuth or API keys, and use one MCP server across many integrations, with a UI for bundles and credentials. +- [mrfelfel/taghvim](https://github.com/mrfelfel/taghvim) [![mrfelfel/taghvim MCP server](https://glama.ai/mcp/servers/mrfelfel/taghvim/badges/score.svg)](https://glama.ai/mcp/servers/mrfelfel/taghvim) 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion. +- [toadlyBroodle/satring](https://github.com/toadlyBroodle/satring/tree/main/mcp) [![toadlyBroodle/satring MCP server](https://glama.ai/mcp/servers/toadlyBroodle/satring/badges/score.svg)](https://glama.ai/mcp/servers/toadlyBroodle/satring) 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 and x402 paid API services from satring.com, a curated Lightning and USDC API directory. +- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - Proxy combining multiple MCP servers into one interface, with discovery and management of tools, prompts, resources and templates plus a debugging playground. +- [ViperJuice/mcp-gateway](https://github.com/ViperJuice/mcp-gateway) 🐍 🏠 🍎 🪟 🐧 - Meta-server that reduces Claude Code tool bloat via progressive disclosure, auto-starting Playwright and Context7 and provisioning MCP servers on demand. +- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable. +- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server and add it to the open-source open-mcp.org registry. +- [whiteknightonhorse/APIbase](https://github.com/whiteknightonhorse/APIbase) [![APIbase MCP server](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase/badges/score.svg)](https://glama.ai/mcp/servers/whiteknightonhorse/APIbase) 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC. +- [withoneai/mcp](https://github.com/withoneai/mcp) [![withoneai/mcp MCP server](https://glama.ai/mcp/servers/withoneai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/withoneai/mcp) 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across apps such as Gmail, Slack, Stripe, Notion and GitHub through a few tools with constant context size. +- [Wolido/OpenAaaS](https://github.com/Wolido/OpenAaaS) [![Wolido/OpenAaaS MCP server](https://glama.ai/mcp/servers/Wolido/OpenAaaS/badges/score.svg)](https://glama.ai/mcp/servers/Wolido/OpenAaaS) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents. +- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [![x402-discovery-mcp MCP server](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery for x402-payable APIs: find and route to pay-per-call endpoints by capability, ranked by quality and trust score, plus a Python SDK and CLI. +- [x402-index/x402search-mcp](https://github.com/x402-index/x402search-mcp) [![x402-index/x402search-mcp MCP server](https://glama.ai/mcp/servers/x402-index/x402search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402-index/x402search-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base. +- [ikoskela/wisepanel-mcp](https://github.com/ikoskela/wisepanel-mcp) [![ikoskela/wisepanel-mcp MCP server](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ikoskela/wisepanel-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation across ChatGPT, Claude, Gemini and Perplexity, with dynamically generated roles that explore the question from divergent angles. +- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management. +- [Swarmwage/swarmwage](https://github.com/Swarmwage/swarmwage) [![Swarmwage/swarmwage MCP server](https://glama.ai/mcp/servers/Swarmwage/swarmwage/badges/score.svg)](https://glama.ai/mcp/servers/Swarmwage/swarmwage) 🎖️ 📇 ☁️ - Agent hiring protocol on x402: discover specialized agents, hire them in one call and settle in USDC on Base, with reputation and on-chain EIP-3009 receipts. +- [ertad-family/liquid](https://github.com/ertad-family/liquid) [![ertad-family/liquid MCP server](https://glama.ai/mcp/servers/ertad-family/liquid/badges/score.svg)](https://glama.ai/mcp/servers/ertad-family/liquid) 🐍 ☁️ 🏠 - Connect agents to any REST API on the fly: maps the API once, then fetches typed data deterministically without per-call LLM use. Self-hosted. +- [tsouth89/toolport](https://github.com/tsouth89/toolport) [![tsouth89/toolport MCP server](https://glama.ai/mcp/servers/tsouth89/toolport/badges/score.svg)](https://glama.ai/mcp/servers/tsouth89/toolport) 🦀 🏠 🍎 🪟 🐧 - Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage. +- [skillselion/skillselion-mcp](https://github.com/skillselion/skillselion-mcp) [![skillselion/skillselion-mcp MCP server](https://glama.ai/mcp/servers/skillselion/skillselion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skillselion/skillselion-mcp) 📇 ☁️ - Search the Skillselion catalog of community-vetted Claude Code skills, MCP servers and marketplaces, ranked by installs and GitHub stars; load skills mid-task. +- [singhpratech/crimson-crab-mcp-template](https://github.com/singhpratech/crimson-crab-mcp-template) [![singhpratech/crimson-crab-mcp-template MCP server](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template/badges/score.svg)](https://glama.ai/mcp/servers/singhpratech/crimson-crab-mcp-template) 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic's Claude API via the crimson-crab SDK. +- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [![forcedreamai/forcedream-mcp MCP server](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) 🎖️ 📇 ☁️ - Discover, invoke and verify agents on a paid marketplace: code generation, security scanning (OSV.dev, GitGuardian) and lead scoring, with signed results. +- [mcccsm/x402-list-mcp](https://github.com/mcccsm/x402-list-mcp) [![mcccsm/x402-list-mcp MCP server](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp) 📇 ☁️ - Find and vet x402 payment APIs in the x402-list directory: search and rank services, check uptime, health, per-endpoint prices and on-chain settlement volume. -- [activeing123/mcptoon](https://github.com/activeing123/mcptoon) [![activeing123/mcptoon MCP server](https://glama.ai/mcp/servers/activeing123/mcptoon/badges/score.svg)](https://glama.ai/mcp/servers/activeing123/mcptoon) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency CLI that connects any AI agent to every MCP server: one config, synced to Claude Code, Cursor, Codex, Cline, Windsurf and VS Code. Tool discovery drops from 71,929 to 581 tokens across 255 tools (-99.2%, measured) through one `mcptoon serve` process, with strict spec validation and cross-agent config cleanup. `pip install mcptoon`. -- [kaxiyu/aiagentmarket](https://github.com/kaxiyu/aiagentmarket) [![kaxiyu/aiagentmarket MCP server](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket/badges/score.svg)](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket) 📇 ☁️ - Autonomous AI-only labor marketplace protocol with atomic escrow and weighted anti-Sybil reputation. +- [activeing123/mcptoon](https://github.com/activeing123/mcptoon) [![activeing123/mcptoon MCP server](https://glama.ai/mcp/servers/activeing123/mcptoon/badges/score.svg)](https://glama.ai/mcp/servers/activeing123/mcptoon) 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MCP servers from one config synced across coding tools, served through one process with compact tool discovery and spec validation. +- [kaxiyu/aiagentmarket](https://github.com/kaxiyu/aiagentmarket) [![kaxiyu/aiagentmarket MCP server](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket/badges/score.svg)](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket) 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation. ### 🚀 Aerospace & Astrodynamics -- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [![astronomy-oracle MCP server](https://glama.ai/mcp/servers/gregario/astronomy-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle` -- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented. -- [viventine-space/orbit-sentinel-mcp](https://github.com/viventine-space/orbit-sentinel-mcp) [![Viventine-Space/orbit-sentinel-mcp MCP server](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search 419,000+ space regulatory filings from FCC, ITU, UNOOSA, and FAA — semantic search, entity dossiers, spectrum holdings, launch licenses, and filing alerts, powered by [Orbit Sentinel](https://viventine.com/orbit-sentinel/). `brew install --cask viventine-space/tap/orbit-sentinel-mcp` +- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [![astronomy-oracle MCP server](https://glama.ai/mcp/servers/gregario/astronomy-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/astronomy-oracle) 📇 🏠 🍎 🪟 🐧 - Astronomical catalog data and observing session planning: OpenNGC deep-sky objects with visibility, rise/transit/set and alt/az calculations. +- [viventine-space/orbit-sentinel-mcp](https://github.com/viventine-space/orbit-sentinel-mcp) [![Viventine-Space/orbit-sentinel-mcp MCP server](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Viventine-Space/orbit-sentinel-mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts. ### 🤝 Agreements & Coordination MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations. -- [BrightbeamAI/chap](https://github.com/BrightbeamAI/chap) [![BrightbeamAI/chap MCP server](https://glama.ai/mcp/servers/BrightbeamAI/chap/badges/score.svg)](https://glama.ai/mcp/servers/BrightbeamAI/chap) 🎖️ 📇 🏠 🍎 🪟 🐧 - Official CHAP Coordinator MCP server for auditable human-agent collaboration: approvals, overrides, handoffs, escalations, and hash-linked evidence. Run locally with `npx -y @brightbeamai/chap-coordinator-mcp`. -- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [![CNSLabs/agreements-api-sdk MCP server](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk/badges/score.svg)](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history. -- [cogdepot/mcp-server](https://github.com/cogdepot/mcp-server) [![cogdepot/mcp-server MCP server](https://glama.ai/mcp/servers/cogdepot/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cogdepot/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official server for [cogDepot](https://cogdepot.com), an anonymous broker where agents publish capability listings, negotiate terms, and form direct peer-to-peer deals backed by escrow and two-sided reputation. Five tools need no account at all - what the broker does and what it costs, how to get a key, a preview of the live board, any agent's public reputation record, and the marketplace's aggregate stats; with a key, read balance and escrow holds, negotiation threads, sealed deals and their reveal packages, and rate a counterparty. Prices come from the live discovery document at call time rather than being baked into the package, and an unreachable API is reported as stale rather than answered from a snapshot silently. Install via `npx -y @cogdepot/mcp-server`. -- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [![decision-anchor/mcp-server MCP server](https://glama.ai/mcp/servers/decision-anchor/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/decision-anchor/mcp-server) 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides — content-blind, non-judgmental. Remote streamable HTTP at https://mcp.decision-anchor.com/mcp; free trial, then pay-per-call USDC (x402) on Base. -- [elicitly/elicitly](https://github.com/elicitly/elicitly) [![elicitly/elicitly MCP server](https://glama.ai/mcp/servers/elicitly/elicitly/badges/score.svg)](https://glama.ai/mcp/servers/elicitly/elicitly) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop over MCP elicitation: `elicit_confirm` (OK/Cancel) and `elicit_form` (typed fields from your JSON schema) raise native dialogs in the connected host, and `elicit_doctor` reports which elicitation features the host actually supports. Local stdio via `npx -y elicitly`. -- [ianewsfr-a11y/ergonia](https://github.com/ianewsfr-a11y/ergonia) [![ianewsfr-a11y/ergonia MCP server](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia/badges/score.svg)](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia) 🎖️ 📇 ☁️ - A marketplace of verifiable tasks for AI agents: agents register, publish tasks whose completion a stranger can independently check, submit work, and build public reputation. Every action is recorded in a hash-chained register anyone can re-verify. Read access needs no key at `https://ergonia.works/mcp/read`; writes use a Bearer token obtained once from `POST /api/register`. -- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [![Vladimir-Human/humanizer-ru MCP server](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru/badges/score.svg)](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) 🏠 🪟 🍎 🐧 - MCP server (stdio, JSON-RPC 2.0, standard library only) for detecting and normalizing machine-generation traces in Russian text: four tools (scan, markers, polish, detect), schemas generated from the contract, no authorship verdicts. -- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [![humanforai/humanforai-mcp MCP server](https://glama.ai/mcp/servers/humanforai/humanforai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`. -- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [![gofrantic/frantic-mcp MCP server](https://glama.ai/mcp/servers/gofrantic/frantic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - A public bounty board where AI agents do paid work. Claim funded bounties, deliver artifacts in the open, and get paid in USDC on Base only when a delivery is accepted, with every claim, judgment, and payout sealed to a public receipt ledger anyone can verify. Vendors hire the Town from the other side: post a task with its acceptance criteria and fund it in the same call. 14 tools across onboarding, posting, funding, claiming, delivery, and judgment. Remote Streamable HTTP at https://api.gofrantic.com/mcp, or local stdio via `npx -y frantic-mcp`. +- [BrightbeamAI/chap](https://github.com/BrightbeamAI/chap) [![BrightbeamAI/chap MCP server](https://glama.ai/mcp/servers/BrightbeamAI/chap/badges/score.svg)](https://glama.ai/mcp/servers/BrightbeamAI/chap) 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence. +- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [![CNSLabs/agreements-api-sdk MCP server](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk/badges/score.svg)](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) 📇 ☁️ 🏠 - Define, validate, deploy and operate machine-readable agreements, with EIP-712 permit preparation, signed participant inputs, state reads and input history. +- [cogdepot/mcp-server](https://github.com/cogdepot/mcp-server) [![cogdepot/mcp-server MCP server](https://glama.ai/mcp/servers/cogdepot/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cogdepot/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Access cogDepot, an anonymous broker where agents publish capability listings, negotiate terms and form escrow-backed deals with two-sided reputation. +- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [![decision-anchor/mcp-server MCP server](https://glama.ai/mcp/servers/decision-anchor/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/decision-anchor/mcp-server) 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment. +- [elicitly/elicitly](https://github.com/elicitly/elicitly) [![elicitly/elicitly MCP server](https://glama.ai/mcp/servers/elicitly/elicitly/badges/score.svg)](https://glama.ai/mcp/servers/elicitly/elicitly) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop via MCP elicitation: native confirmation dialogs and typed forms from JSON schemas in the host, plus a check of supported features. +- [ianewsfr-a11y/ergonia](https://github.com/ianewsfr-a11y/ergonia) [![ianewsfr-a11y/ergonia MCP server](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia/badges/score.svg)](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia) 🎖️ 📇 ☁️ - Marketplace of verifiable tasks for AI agents: publish independently checkable tasks, submit work and build reputation, with actions in a hash-chained register. +- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [![Vladimir-Human/humanizer-ru MCP server](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru/badges/score.svg)](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts. +- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [![humanforai/humanforai-mcp MCP server](https://glama.ai/mcp/servers/humanforai/humanforai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire human operators for tasks needing physical presence, perception or judgment: real-world verification, product testing, AI output review and errands. +- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [![gofrantic/frantic-mcp MCP server](https://glama.ai/mcp/servers/gofrantic/frantic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger. -- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [![Open Task Relay MCP server](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public/badges/score.svg)](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay provides free, bounded public-good tasks that autonomous AI agents can discover, complete, submit, and independently verify. -- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [![TheRealDalaiLama/glyphdna-mcp MCP server](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Machine-native identity, verifiable multi-party meeting rooms (co-signed transcript receipts), and script provenance chains. Agents hold their own Ed25519 keys; join is one MCP call. Python, dependency-free. -- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [![tribeunal/mcp-server MCP server](https://glama.ai/mcp/servers/tribeunal/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together; 39 tools plus eight Agent Skills, long-poll verdict awaiting, arbitration mode and HMAC-signed webhooks. Remote Streamable HTTP at https://mcp.tribeunal.com/mcp (OAuth) or local stdio via `npx -y @tribeunal/mcp-server`. -- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [![sttruji/mundane-mcp MCP server](https://glama.ai/mcp/servers/sttruji/mundane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for work that needs hands, eyes, or physical presence: errands, photos of a real place, queue-sitting, and in-person bookings. Agents post a task with location, budget, deadline, and required capabilities, search nearby workers by skill and rating, and make an escrow-backed offer — funds are held until proof of completion is reviewed. Covers the full lifecycle: wallet top-up and spend limits, task updates and cancellation, two-way chat and file attachments, long-poll waits on task state, proof retrieval, accept/reject review, and ratings. Remote streamable HTTP at https://api.mundane.market/mcp, or local stdio via `pip install mundane-mcp`. +- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [![Open Task Relay MCP server](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public/badges/score.svg)](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify. +- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [![TheRealDalaiLama/glyphdna-mcp MCP server](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains. +- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [![tribeunal/mcp-server MCP server](https://glama.ai/mcp/servers/tribeunal/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks. +- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [![sttruji/mundane-mcp MCP server](https://glama.ai/mcp/servers/sttruji/mundane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review. ### ♿ Accessibility -- [kinti/a11y-toolkit](https://github.com/kinti/a11y-toolkit) [![kinti/a11y-toolkit MCP server](https://glama.ai/mcp/servers/kinti/a11y-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/kinti/a11y-toolkit) 🐍 🏠 - MCP server + CLI for WCAG 2.2 accessibility: color contrast (pairs plus pixel-level text-over-image sampling), EU accessibility declaration generation (RD 1112/2018, Ley 11/2023 / European Accessibility Act, EN 301 549), and an aria-live announcement monitor. Multilanguage es/en, zero dependencies. -- [vince-gonzalez/opticquiz-mcp](https://github.com/vince-gonzalez/opticquiz-mcp) [![vince-gonzalez/opticquiz-mcp MCP server](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp) 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility. Check whether a palette or an image is colorblind-safe and name the conflicting pairs, generate colorblind-safe palettes (Okabe-Ito seeded), recolor an image as protanopia/deuteranopia/tritanopia renders it, and generate Ishihara-style test plates. Built on Machado, Oliveira & Fernandes (2009) + CIEDE2000, published open access at doi.org/10.5281/zenodo.21310578. Runs locally over stdio, no network calls. Install: `npx -y cvdsafe-mcp` and `npx -y colorblind-mcp`. +- [kinti/a11y-toolkit](https://github.com/kinti/a11y-toolkit) [![kinti/a11y-toolkit MCP server](https://glama.ai/mcp/servers/kinti/a11y-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/kinti/a11y-toolkit) 🐍 🏠 - WCAG 2.2 accessibility tools: color contrast checks including text over images, EU accessibility declaration generation and an aria-live announcement monitor. +- [vince-gonzalez/opticquiz-mcp](https://github.com/vince-gonzalez/opticquiz-mcp) [![vince-gonzalez/opticquiz-mcp MCP server](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp) 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates. ### 🎨 Art & Culture Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content. -- [AceDataCloud/MCPFlux](https://github.com/AceDataCloud/FluxMCP) [![AceDataCloud/MCPFlux MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API. -- [musajala/musajala-mcp](https://github.com/musajala/musajala-mcp) [![musajala/musajala-mcp MCP server](https://glama.ai/mcp/servers/musajala/musajala-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musajala/musajala-mcp) 📇 ☁️ - Living collaborative Arabic poetry arena & Poetic Equity protocol connecting Claude, Cursor, and AI agents with human poets. +- [AceDataCloud/MCPFlux](https://github.com/AceDataCloud/FluxMCP) [![AceDataCloud/MCPFlux MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux image generation and editing from Black Forest Labs via the Ace Data Cloud API. +- [musajala/musajala-mcp](https://github.com/musajala/musajala-mcp) [![musajala/musajala-mcp MCP server](https://glama.ai/mcp/servers/musajala/musajala-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musajala/musajala-mcp) 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets. -- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [![AceDataCloud/MCPNanoBanana MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) 🐍 ☁️ - NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes. -- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [![AceDataCloud/MCPSeedream MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API. -- [AIDataNordic/alexandria-mcp](https://github.com/AIDataNordic/alexandria-mcp) [![AIDataNordic/alexandria-mcp MCP server](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp) 🐍 ☁️ - -- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information. -- [fgbytes/sansfiction-mcp](https://github.com/fgbytes/sansfiction-mcp) [![fgbytes/sansfiction-mcp MCP server](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp) 📇 ☁️ - Search a books catalog (titles, authors, series, ISBNs, collections) and manage a personal reading library — status, reading progress, ratings, reviews, collections, stats. Public catalog needs no auth; personal library uses a bearer token. Hosted MCP: https://sansfiction.com/api/mcp -- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim. -- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. `npx myinstants-mcp` -- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - MCP server for working with Blender -- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [![icogenie-mcp MCP server](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles. -- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [![travel-art-mcp MCP server](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data for AI agents: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), and major museum visitor guides (Louvre, Vatican, Uffizi, Prado, +growing). Three tools: `find_art_events`, `find_museum_guide`, `recommend_art_trip`. Hosted at https://mcp.travel.art/, no install. Catalogue grounded in 10 cornerstone editorial guides at travel.art. -- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations. -- [arikusi/nakkas](https://github.com/arikusi/nakkas) [![nakkas MCP server](https://glama.ai/mcp/servers/arikusi/nakkas/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview. -- [ArturLys/ao3-mcp](https://github.com/ArturLys/ao3-mcp) [![ArturLys/ao3-mcp MCP server](https://glama.ai/mcp/servers/ArturLys/ao3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ArturLys/ao3-mcp) 🐍 🏠 - Search the Archive of Our Own (AO3) and delegate full-fic reading to a secondary model (Gemini), so the agent recommends from the actual text, not the author's blurb. `pip install ao3-mcp` -- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. -- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [![attalla1/photopea-mcp-server MCP server](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server` -- [krupalghori44-dev/infyicon-mcp](https://github.com/krupalghori44-dev/infyicon-mcp) [![krupalghori44-dev/infyicon-mcp MCP server](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp) 📇 ☁️ - Search 161,000+ free hand-drawn Infyicon icons in four matching styles and fetch ready-to-embed SVG markup or PNG URLs. Hosted remote server (https://infyicon.com/mcp), no auth required. -- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [![quokkapix/quokkapix-mcp MCP server](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP adapter/server for browser-only image workflows. Resize, compress, convert, remove backgrounds, strip metadata, watermark and export image packs through QuokkaPix without uploading source images to a processing server. `npx quokkapix-mcp` -- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [![BluesPrince/thiri-mcp MCP server](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. `npx @bluesprincemedia/thiri-mcp` -- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection -- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis -- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [![cfpramod/open-museum-mcp MCP server](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp` -- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [![forgemeshlabs/imagegen-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) 📇 ☁️ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pay per image in USDC on Base mainnet via x402; no API key or subscription required. -- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [![mcp-apple-music MCP server](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music/badges/score.svg)](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) 🐍 🏠 🍎 - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [![studio-mcp-hub MCP server](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX. -- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal. -- [CreativeClawCo/creative-claw-marketplace](https://github.com/CreativeClawCo/creative-claw-marketplace) [![creative-claw-marketplace MCP server](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace/badges/score.svg)](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace) ☁️ - Remote MCP server giving Claude, Claude Code, and OpenClaw access to every top AI media model (Flux 2 Pro, Nano Banana Pro, GPT Image 2, Recraft V3, Veo 3.1, Sora 2, Kling, Seedance, Hailuo, ElevenLabs). Image, video, speech, 3D, background removal, brand themes, and HTML-rendered branded graphics. One connection, no API keys, pay-per-use credits. -- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API -- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [![clanker-records/crompton-network MCP server](https://glama.ai/mcp/servers/clanker-records/crompton-network/badges/score.svg)](https://glama.ai/mcp/servers/clanker-records/crompton-network) 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. `npx @clanker-records/crompton-network` -- [DataCraftsmanAU/vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp) [![DataCraftsmanAU/vineverse-mcp MCP server](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph: 31,102 verses of the Berean Standard Bible, ~3,000 people, ~1,300 places with coordinates, ~3,000 Nave's topical themes, ~2,900 Strong's Hebrew lexemes, the 613 commandments, and 90,564 connections between them. 15 tools for scripture search, passage and interlinear lookup, cross references, genealogy, places near a point, and graph traversal. Public-domain sources, no API key. Hosted at `https://vineverse.bible/api/mcp`, or `npx -y github:DataCraftsmanAU/vineverse-mcp` for stdio clients. -- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [![gradusnotation MCP server](https://glama.ai/mcp/servers/delmas41/gradusnotation/badges/score.svg)](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation (SVG + MusicXML + MIDI) from a JSON score, validate input, analyze MusicXML harmonically, and search a curated music-theory knowledge base. Free, no auth. `npx -y @gradusmusic/notation-mcp` -- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art -- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4. -- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information. -- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [![fatenava-mcp MCP server](https://glama.ai/mcp/servers/fatenava/fatenava-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - All-in-one destiny charting: BaZi (八字/四柱推命/사주), Zi Wei Dou Shu (紫微斗數), and Western astrology natal charts in one tool — true solar time correction, multilingual input (中文/EN/日本語/한국어), free, no account required. `npx -y fatenava-mcp` -- [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [![flamexnreal/davinci-resolve-ai-bridge-mcp MCP server](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local MCP bridge for DaVinci Resolve Free and Studio, with timeline inspection, zoom animation, supported color adjustments, and duplicate-timeline review. Windows/Linux need live verification. - -- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [![ani-mcp MCP server](https://glama.ai/mcp/servers/gavxm/ani-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management. -- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [![gchen19/AnkusDrive MCP server](https://glama.ai/mcp/servers/gchen19/AnkusDrive/badges/score.svg)](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive FreeCAD from an agent: 280+ tools for parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD/thermal/EM/multiphysics simulation. Requires a local FreeCAD 1.1. -- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling. -- [gokimedia/tarot-mcp-server](https://github.com/gokimedia/tarot-mcp-server) [![gokimedia/tarot-mcp-server MCP server](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server) 📇 🏠 🍎 🪟 🐧 - Complete 78-card tarot meanings, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws, and three-card spreads. `npx -y @deckaura/tarot-mcp-server` -- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes. -- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [![hanshs474/kavel-mcp MCP server](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel’s AI photo/video generators (hairstyle, figurine, pet portrait, wedding, 90s yearbook, dance video, HD restore), get model-tuned prompts, and open the right tool to generate on www.kavel.ai. `npx kavel-mcp` -- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [![mei-gen-ai-design-mcp MCP server](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs). -- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [![j-east/pixel-surgeon-mcp MCP server](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. `npx pixel-surgeon-mcp` -- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums. -- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [![labelgrid/labelgrid-mcp MCP server](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Official LabelGrid server — manage your music distribution catalog, releases, analytics and royalties from any MCP client. -- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [![leonardoca1/aesthetics-wiki-mcp MCP server](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the [Aesthetics Wiki](https://aesthetics.fandom.com). Great for moodboards, brand direction, and creative inspiration. `uvx aesthetics-wiki-mcp` -- [memebo-at/memeboat-mcp](https://github.com/memebo-at/memeboat-mcp) [![memebo-at/memeboat-mcp MCP server](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create real, shareable memes from 25,000+ templates on [memebo.at](https://memebo.at). Search the catalog, caption a template, get a live meme URL back. Free, anonymous, no API key. Remote server at `https://memebo.at/mcp` or `npx -y memeboat-mcp`. -- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection. -- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [![text-to-model MCP server](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model/badges/score.svg)](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts. -- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections. -- [noteboxd/mcp](https://github.com/noteboxd/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/Noteboxd/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Noteboxd/mcp) 📇 ☁️ 🏠 - Fragrance and perfume API for AI: query the [Noteboxd](https://www.noteboxd.com) encyclopedia for fragrances, notes, accords, brands, perfumers, reviews, and charts. Hosted remote server at `https://mcp.noteboxd.com/mcp`, or run locally with `npx -y @noteboxd/mcp`. -- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [![-nmlp-mcp MCP server](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: `org.newmexicoliteracyproject/nmlp-mcp` -- [ni-c/calibreweb-mcp](https://github.com/ni-c/calibreweb-mcp) [![ni-c/calibreweb-mcp MCP server](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp) 📇 🏠 - Read-only access to a self-hosted Calibre-Web (or Calibre-Web Automated) ebook library via its OPDS feed: search, curated views and shelves, cover images and per-format download links. `npx -y calibreweb-mcp` -- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control. -- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. -- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [![Pantani/ableton-mind MCP server](https://glama.ai/mcp/servers/Pantani/ableton-mind/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state. -- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [![Pantani/tdmcp MCP server](https://glama.ai/mcp/servers/Pantani/tdmcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/tdmcp) 📇 🏠 🍎 🪟 - Stop wiring nodes by hand — describe a visual and the AI builds a real, playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX, checking and previewing its own work. -- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya -- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation -- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [![pzfreo/build123d-mcp MCP server](https://glama.ai/mcp/servers/pzfreo/build123d-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL. -- [Psalmustrack/lambdacad-mcp](https://github.com/Psalmustrack/lambdacad-mcp) [![Psalmustrack/lambdacad-mcp MCP server](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp) 🐍 🏠 🐧 - Drive a professional DWG CAD with AI on Linux: 100 tools for BricsCAD via a pure AutoLISP bridge (no COM, no SDK) — 2D drafting with dimensions and hatches, 3D solids with booleans, auto-generated 2D drawing views, PDF export. Portable to any AutoLISP-capable CAD. -- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [![doctorm333/promptpilot-mcp-server MCP server](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) 📇 ☁️ - Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support. -- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945) -- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections -- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop -- [rekordcloud/sonovault-mcp](https://github.com/rekordcloud/sonovault-mcp) [![rekordcloud/sonovault-mcp MCP server](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over 90M+ tracks, artists, labels, and releases: genre, release dates, ISRC/ISWC codes, and cross-platform IDs (Spotify, Apple Music, Tidal, Beatport, Discogs, MusicBrainz, YouTube). `npx -y sonovault-mcp` -- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [![flstudio-mcp MCP server](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) 🐍 🏠 🪟 - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools. -- [runcomfy-com/runcomfy-mcp](https://github.com/runcomfy-com/runcomfy-mcp) [![runcomfy-com/runcomfy-mcp MCP server](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp) 🎖️ 🐍 ☁️ - Official remote MCP server for RunComfy: ComfyUI serverless deployments, hosted model inference, and LoRA training jobs. 31 tools. Website: [www.runcomfy.com](https://www.runcomfy.com). Remote server at `https://mcp.runcomfy.com/mcp`. -- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control -- [sharafutdinovdi/revit-model-mcp](https://github.com/sharafutdinovdi/revit-model-mcp) [![sharafutdinovdi/revit-model-mcp MCP server](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp) 🐍 #️⃣ 🏠 🪟 - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG view exports) from any MCP client; model-changing actions are opt-in behind two gates, with dry runs and post-commit verification. Ships MSI installers for Revit 2022-2027 and a Claude Desktop bundle. -- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [![shunshi-ai/bazi-reader-mcp MCP server](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). `npx shunshi-bazi-mcp` -- [smeet666/mcp-lrclib](https://github.com/smeet666/mcp-lrclib) [![smeet666/mcp-lrclib MCP server](https://glama.ai/mcp/servers/smeet666/mcp-lrclib/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-lrclib) 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced (LRC) lines with a timestamp on every line. Strips lyrics from search results, cutting a search from ~29k to ~800 tokens. No API key. `npx -y mcp-lrclib` -- [smeet666/mcp-imslp](https://github.com/smeet666/mcp-imslp) [![smeet666/mcp-imslp MCP server](https://glama.ai/mcp/servers/smeet666/mcp-imslp/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-imslp) 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, read a work with its catalogue numbers, key and instrumentation, and page through its editions with the copyright status of each stated per jurisdiction. Downloads no score file. `npx mcp-imslp` -- [slshults/shakespeare-monologues-mcp](https://github.com/slshults/shakespeare-monologues-mcp) [![shakespeare-monologues-mcp MCP server](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp) 📇 ☁️ - Search Shakespeare monologues by character, play, or first line; fetch full text, modern-English paraphrases, and scene/play summaries from shakespeare-monologues.org. Remote server at `https://mcp.shakespeare-monologues.org/mcp` -- [smeet666/mcp-books](https://github.com/smeet666/mcp-books) [![smeet666/mcp-books MCP server](https://glama.ai/mcp/servers/smeet666/mcp-books/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-books) 📇 ☁️ - Asks the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, inside scanned text and across catalogues. Counts are never added and no source's absence is read as evidence about another. Install via `npx mcp-books`. -- [speedwarnsf/scenef-mcp](https://github.com/speedwarnsf/scenef-mcp) [![speedwarnsf/scenef-mcp MCP server](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp/badges/score.svg)](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Local stdio server (`npx -y scenef-mcp`) for movie showtimes across 33 regional boards in California and Hawaii — repertory houses, single-screen neighborhood theaters, 35mm and 70mm prints, and the chains — every showtime re-verified against the theater's own calendar, with a public accuracy record that includes the checks that failed. Nine read-only tools, no key. -- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [![mcp-alphabanana MCP server](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana/badges/score.svg)](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding. -- [TOBYCAI/image-mcp](https://github.com/TOBYCAI/image-mcp) [![TOBYCAI/image-mcp MCP server](https://glama.ai/mcp/servers/TOBYCAI/image-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TOBYCAI/image-mcp) 🐍 🏠 🍎 🪟 🐧 - Local Pillow-based image-processing MCP server: info / resize / crop / convert / compress / rotate / flip / thumbnail / watermark / effects / placeholder / overlay (12 tools). Offline, no API key. Install: `pip install pillow && python3 image_mcp.py`. -- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools -- [UModeler/picoberry-mcp](https://github.com/UModeler/picoberry-mcp) [![UModeler/picoberry-mcp MCP server](https://glama.ai/mcp/servers/UModeler/picoberry-mcp/badges/score.svg)](https://glama.ai/mcp/servers/UModeler/picoberry-mcp) 🎖️ 📇 ☁️ - Generate 3D models and images from a text prompt or reference images, then remesh, retexture, auto-rig, animate, and export GLB/FBX/OBJ through the PicoBerry API. Install: `npx -y @picoberry/mcp-server`. -- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [![vicseeai/vicsee-mcp-server MCP server](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) 📇 ☁️ - Generate, edit, and upscale AI video & images (Seedance, Veo, Kling, FLUX, Nano Banana) from any agent via VicSee. -- [wretcher207/reaper-daemon](https://github.com/wretcher207/reaper-daemon) [![wretcher207/reaper-daemon MCP server](https://glama.ai/mcp/servers/wretcher207/reaper-daemon/badges/score.svg)](https://glama.ai/mcp/servers/wretcher207/reaper-daemon) 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW from an AI agent over a local file bridge with no network port: read every plugin and parameter, set FX values, write automation, and measure a mix move before and after. Every change runs inside a REAPER undo block. -- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [![XavierFabregat/spotify-mcp MCP server](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp` -- [yonlandwu/chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp) [![chinese-almanac-mcp MCP server](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp) 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing / 通勝) MCP server with NASA JPL solar-term precision: daily almanac readings, 12 hour-pillar luck ratings, solar terms, auspicious-date picking across 8 life activities (wedding, moving, grand opening...), zodiac horoscopes and personal lucky hours. Yi-Ji arbitration follows the 1739 imperial canon *Xie Ji Bian Fang Shu*. `npx -y chinese-almanac-mcp` -- [yuluo688/gen-image-mcp](https://github.com/yuluo688/gen-image-mcp) [![yuluo688/gen-image-mcp MCP server](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp) 📇 🏠 🍎 🪟 🐧 - Local image-workflow MCP for AI coding agents: generate and edit images via your own OpenAI-compatible or Gemini image APIs and save results into the project directory, with optional model fallback. `npx -y gen-image-mcp` -- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information -- [yuvalsuede/agent-media](https://github.com/yuvalsuede/agent-media) 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media. -- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [![smeet666/mcp-bideetmusique MCP server](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search the Bide & Musique collection of forgotten French songs, catalogued by hand by the volunteer association that runs the station. Search along one axis at a time: performer, title, writer, a word of the lyrics, label or year. Read a record with its credits, its sleeve and its transcription, or draw a random one. No API key. `npx -y mcp-bideetmusique` +- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [![AceDataCloud/MCPNanoBanana MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPNanoBanana) 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes. +- [AceDataCloud/MCPSeedream](https://github.com/AceDataCloud/SeedreamMCP) [![AceDataCloud/MCPSeedream MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via the Ace Data Cloud API. +- [AIDataNordic/alexandria-mcp](https://github.com/AIDataNordic/alexandria-mcp) [![AIDataNordic/alexandria-mcp MCP server](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/alexandria-mcp) 🐍 ☁️ - Semantic search over classical philosophy and humanities works. +- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - Search for book information via the Open Library API. +- [fgbytes/sansfiction-mcp](https://github.com/fgbytes/sansfiction-mcp) [![fgbytes/sansfiction-mcp MCP server](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fgbytes/sansfiction-mcp) 📇 ☁️ - Search the SansFiction book catalog by title, author, series or ISBN and manage a personal reading library: status, progress, ratings, reviews and collections. +- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - Generate animations locally using Manim. +- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories. +- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - Connect AI assistants to Blender. +- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [![icogenie-mcp MCP server](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles. +- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [![travel-art-mcp MCP server](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), major museum visitor guides and art trip recommendations. +- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations. +- [arikusi/nakkas](https://github.com/arikusi/nakkas) [![nakkas MCP server](https://glama.ai/mcp/servers/arikusi/nakkas/badges/score.svg)](https://glama.ai/mcp/servers/arikusi/nakkas) 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview. +- [ArturLys/ao3-mcp](https://github.com/ArturLys/ao3-mcp) [![ArturLys/ao3-mcp MCP server](https://glama.ai/mcp/servers/ArturLys/ao3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ArturLys/ao3-mcp) 🐍 🏠 - Search Archive of Our Own (AO3) and delegate full-fic reading to Gemini, so recommendations draw on the actual text rather than the blurb. +- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language. +- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [![attalla1/photopea-mcp-server MCP server](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export. +- [krupalghori44-dev/infyicon-mcp](https://github.com/krupalghori44-dev/infyicon-mcp) [![krupalghori44-dev/infyicon-mcp MCP server](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krupalghori44-dev/infyicon-mcp) 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs. +- [quokkapix/quokkapix-mcp](https://github.com/quokkapix/quokkapix-mcp) [![quokkapix/quokkapix-mcp MCP server](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quokkapix/quokkapix-mcp) 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images. +- [BluesPrince/thiri-mcp](https://github.com/BluesPrince/thiri-mcp) [![BluesPrince/thiri-mcp MCP server](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BluesPrince/thiri-mcp) 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization. +- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection. +- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis. +- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [![cfpramod/open-museum-mcp MCP server](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) 📇 ☁️ 🍎 🪟 🐧 - License-verified search across The Met, Cleveland, AIC, Wikimedia Commons and Europeana, limited to CC0 and public-domain works, with citations. +- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [![forgemeshlabs/imagegen-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base. +- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [![mcp-apple-music MCP server](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music/badges/score.svg)](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations. +- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [![studio-mcp-hub MCP server](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking. +- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal. +- [CreativeClawCo/creative-claw-marketplace](https://github.com/CreativeClawCo/creative-claw-marketplace) [![creative-claw-marketplace MCP server](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace/badges/score.svg)](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace) ☁️ - Access media models such as Flux 2 Pro, Nano Banana Pro, GPT Image 2, Veo 3.1, Sora 2, Kling and ElevenLabs for image, video, speech, 3D and branded graphics. +- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - Interact with the Discogs API. +- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [![clanker-records/crompton-network MCP server](https://glama.ai/mcp/servers/clanker-records/crompton-network/badges/score.svg)](https://glama.ai/mcp/servers/clanker-records/crompton-network) 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s album Straight Outta Crompton, letting AI agents listen to it. +- [DataCraftsmanAU/vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp) [![DataCraftsmanAU/vineverse-mcp MCP server](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy. +- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [![gradusnotation MCP server](https://glama.ai/mcp/servers/delmas41/gradusnotation/badges/score.svg)](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation as SVG, MusicXML and MIDI from a JSON score, analyze MusicXML harmonically and search a music-theory knowledge base. +- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Create pixel art using the Aseprite API. +- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ - Interact with the Quran.com corpus via its REST API. +- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API. +- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [![fatenava-mcp MCP server](https://glama.ai/mcp/servers/fatenava/fatenava-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input. +- [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [![flamexnreal/davinci-resolve-ai-bridge-mcp MCP server](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review. +- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [![ani-mcp MCP server](https://glama.ai/mcp/servers/gavxm/ani-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management. +- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [![gchen19/AnkusDrive MCP server](https://glama.ai/mcp/servers/gchen19/AnkusDrive/badges/score.svg)](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation. +- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling. +- [gokimedia/tarot-mcp-server](https://github.com/gokimedia/tarot-mcp-server) [![gokimedia/tarot-mcp-server MCP server](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server) 📇 🏠 🍎 🪟 🐧 - Tarot meanings for all 78 cards, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws and three-card spreads. +- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management. +- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [![hanshs474/kavel-mcp MCP server](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel's AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts. +- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [![mei-gen-ai-design-mcp MCP server](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs. +- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [![j-east/pixel-surgeon-mcp MCP server](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets. +- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations: confidence-scored song matching, batch playlist creation from CSV or podcast lists, and exports of your most-saved artists and albums. +- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [![labelgrid/labelgrid-mcp MCP server](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties. +- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [![leonardoca1/aesthetics-wiki-mcp MCP server](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki. +- [memebo-at/memeboat-mcp](https://github.com/memebo-at/memeboat-mcp) [![memebo-at/memeboat-mcp MCP server](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memebo-at/memeboat-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link. +- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API. +- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [![text-to-model MCP server](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model/badges/score.svg)](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360, with CAD tools for sketches, extrudes, fillets and JIS standard parts. +- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - Access the Smithsonian Institution's Open Access collections. +- [noteboxd/mcp](https://github.com/noteboxd/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/Noteboxd/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Noteboxd/mcp) 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts. +- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [![-nmlp-mcp MCP server](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics. +- [ni-c/calibreweb-mcp](https://github.com/ni-c/calibreweb-mcp) [![ni-c/calibreweb-mcp MCP server](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp) 📇 🏠 - Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links. +- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control. +- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension. +- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [![Pantani/ableton-mind MCP server](https://glama.ai/mcp/servers/Pantani/ableton-mind/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes and verify changes. +- [Pantani/tdmcp](https://github.com/Pantani/tdmcp) [![Pantani/tdmcp MCP server](https://glama.ai/mcp/servers/Pantani/tdmcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantani/tdmcp) 📇 🏠 🍎 🪟 - Describe a visual to build a playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX. +- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - Connect AI assistants to Autodesk Maya. +- [pzfreo/build123d-mcp](https://github.com/pzfreo/build123d-mcp) [![pzfreo/build123d-mcp MCP server](https://glama.ai/mcp/servers/pzfreo/build123d-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzfreo/build123d-mcp) 🐍 🏠 🍎 🪟 🐧 - Create, inspect and iterate on 3D geometry with build123d parametric CAD: render PNG/SVG views, measure geometry and export STEP/STL. +- [Psalmustrack/lambdacad-mcp](https://github.com/Psalmustrack/lambdacad-mcp) [![Psalmustrack/lambdacad-mcp MCP server](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Psalmustrack/lambdacad-mcp) 🐍 🏠 🐧 - Drive BricsCAD on Linux via an AutoLISP bridge: 2D drafting with dimensions and hatches, 3D solids with booleans, generated drawing views and PDF export. +- [doctorm333/promptpilot-mcp-server](https://github.com/doctorm333/promptpilot-mcp-server) [![doctorm333/promptpilot-mcp-server MCP server](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/doctorm333/promptpilot-mcp-server) 📇 ☁️ - Generate images, video and audio with models such as Flux, GPT-Image-1, Imagen 4, Grok, Seedance and ElevenLabs, with prompt presets and batch generation. +- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Access historical WWII records, photographs and documents from the Netherlands (1940-1945) via the Oorlogsbronnen (War Sources) API. +- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API. +- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen. +- [rekordcloud/sonovault-mcp](https://github.com/rekordcloud/sonovault-mcp) [![rekordcloud/sonovault-mcp MCP server](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rekordcloud/sonovault-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over tracks, artists, labels and releases: genres, release dates, ISRC/ISWC codes and IDs for Spotify, Apple Music, Discogs and more. +- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [![flstudio-mcp MCP server](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition. +- [runcomfy-com/runcomfy-mcp](https://github.com/runcomfy-com/runcomfy-mcp) [![runcomfy-com/runcomfy-mcp MCP server](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp) 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs. +- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - DaVinci Resolve integration for video editing, color grading, media management and project control. +- [sharafutdinovdi/revit-model-mcp](https://github.com/sharafutdinovdi/revit-model-mcp) [![sharafutdinovdi/revit-model-mcp MCP server](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp) 🐍 #️⃣ 🏠 🪟 - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG exports); model changes are opt-in, with dry runs and post-commit verification. +- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [![shunshi-ai/bazi-reader-mcp MCP server](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean. +- [smeet666/mcp-lrclib](https://github.com/smeet666/mcp-lrclib) [![smeet666/mcp-lrclib MCP server](https://glama.ai/mcp/servers/smeet666/mcp-lrclib/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-lrclib) 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results. +- [smeet666/mcp-imslp](https://github.com/smeet666/mcp-imslp) [![smeet666/mcp-imslp MCP server](https://glama.ai/mcp/servers/smeet666/mcp-imslp/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-imslp) 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, view catalogue numbers, key and instrumentation, and browse editions with copyright status. +- [slshults/shakespeare-monologues-mcp](https://github.com/slshults/shakespeare-monologues-mcp) [![shakespeare-monologues-mcp MCP server](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp) 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries. +- [smeet666/mcp-books](https://github.com/smeet666/mcp-books) [![smeet666/mcp-books MCP server](https://glama.ai/mcp/servers/smeet666/mcp-books/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-books) 📇 ☁️ - Search the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, across catalogues and inside scanned text. +- [speedwarnsf/scenef-mcp](https://github.com/speedwarnsf/scenef-mcp) [![speedwarnsf/scenef-mcp MCP server](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp/badges/score.svg)](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only showtimes for California and Hawaii theaters, from repertory houses and 35mm/70mm screenings to chains, verified against each theater's calendar. +- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [![mcp-alphabanana MCP server](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana/badges/score.svg)](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) 📇 🏠 🍎 🪟 🐧 - Generate image assets with Google Gemini (Nano Banana 2 and Pro): transparent PNG/WebP, exact resizing and cropping, reference images and Search grounding. +- [TOBYCAI/image-mcp](https://github.com/TOBYCAI/image-mcp) [![TOBYCAI/image-mcp MCP server](https://glama.ai/mcp/servers/TOBYCAI/image-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TOBYCAI/image-mcp) 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays. +- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production. +- [UModeler/picoberry-mcp](https://github.com/UModeler/picoberry-mcp) [![UModeler/picoberry-mcp MCP server](https://glama.ai/mcp/servers/UModeler/picoberry-mcp/badges/score.svg)](https://glama.ai/mcp/servers/UModeler/picoberry-mcp) 🎖️ 📇 ☁️ - Generate 3D models and images from text or reference images, then remesh, retexture, auto-rig, animate and export GLB/FBX/OBJ via the PicoBerry API. +- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [![vicseeai/vicsee-mcp-server MCP server](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) 📇 ☁️ - Generate, edit and upscale AI video and images (Seedance, Veo, Kling, FLUX, Nano Banana) via VicSee. +- [wretcher207/reaper-daemon](https://github.com/wretcher207/reaper-daemon) [![wretcher207/reaper-daemon MCP server](https://glama.ai/mcp/servers/wretcher207/reaper-daemon/badges/score.svg)](https://glama.ai/mcp/servers/wretcher207/reaper-daemon) 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW over a local file bridge: read plugins and parameters, set FX values, write automation and measure mix changes, all inside undo blocks. +- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [![XavierFabregat/spotify-mcp MCP server](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard. +- [yonlandwu/chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp) [![chinese-almanac-mcp MCP server](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp) 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing): daily readings, hour-pillar luck ratings, NASA JPL-based solar terms, auspicious dates, zodiac horoscopes and lucky hours. +- [yuluo688/gen-image-mcp](https://github.com/yuluo688/gen-image-mcp) [![yuluo688/gen-image-mcp MCP server](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yuluo688/gen-image-mcp) 📇 🏠 🍎 🪟 🐧 - Generate and edit images via your own OpenAI-compatible or Gemini image APIs and save them into the project directory, with optional model fallback. +- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - Anime and manga information from the AniList API. +- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [![smeet666/mcp-bideetmusique MCP server](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique's hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records. ### 📐 Architecture & Design Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation. -- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [![aidc2026ai-melon/aidc-ai-mcp MCP server](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) 🎖️ 📇 ☁️ - Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier. -- [ant-dev-lab/nightmarquee-mcp](https://github.com/ant-dev-lab/nightmarquee-mcp) [![ant-dev-lab/nightmarquee-mcp MCP server](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands: hero sections, landing pages, SaaS, portfolio, e-commerce and 3D/WebGL scenes. Every build is registered as a real MCP prompt, so it lands in the command palette instead of waiting for the model to think of it, and is written natively for the tool you are in (Lovable, Bolt, Cursor or Claude). Each one has a live demo you can scroll before spending a token. Free prompts need no account; sign in from the session to unlock the rest. Install via NPM: `npx -y nightmarquee` -- [awdr74100/figwright](https://github.com/awdr74100/figwright) [![awdr74100/figwright MCP server](https://glama.ai/mcp/servers/awdr74100/figwright/badges/score.svg)](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier. -- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities -- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [![bobaba99/motionlint MCP server](https://glama.ai/mcp/servers/bobaba99/motionlint/badges/score.svg)](https://glama.ai/mcp/servers/bobaba99/motionlint) 📇 🏠 🍎 🪟 🐧 - Catch bad animations before they ship. 13 deterministic checks on the live page (duration, easing, stagger, exits, reduced-motion, touch-gated hover) with no API key or LLM, plus optional vision-LLM UX review across viewports. Install via NPM: `npx -y motionlint mcp` -- [builditwithgk/repo-cartographer](https://github.com/builditwithgk/repo-cartographer) [![builditwithgk/repo-cartographer MCP server](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer/badges/score.svg)](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer) 📇 🏠 🍎 🪟 🐧 - Turn any repo into an architecture diagram: deterministic extraction (file tree, JS/TS + Python import graph, frameworks, entry points) that the connected model refines into Mermaid or Graphviz DOT. Doubles as a CLI + GitHub Action enforcing architecture rules (forbidden imports, dependency cycles) with baselines in CI. Install via NPM: `npx -y repo-cartographer` -- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [![excalidraw-architect-mcp MCP server](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required. -- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [![cisco-open/network-sketcher MCP server](https://glama.ai/mcp/servers/cisco-open/network-sketcher/badges/score.svg)](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files. -- [Daksh-create349/Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP) [![Contradiction-MCP MCP server](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP) 📇 🏠 ☁️ 🍎 🪟 🐧 - Autonomous cross-source inconsistency & contradiction intelligence engine: audits declared assertions across Kubernetes manifests, READMEs, OpenAPI specs, and Word documents to detect architectural drift. 12 canonical tools, deterministic scoring, and resolution advisory. Install: `npx -y contradiction-mcp` -- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [![ejwhite7/brandkit-mcp MCP server](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports `marketing` vs `product` contexts with shared overrides; ships 12 tools, 16+ resources under `brandkit://`, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: `npx -y brandkit-mcp serve`. -- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [![erajasekar/ai-diagram-maker-mcp MCP server](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key. -- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [![flowzap-xyz/flowzap-mcp MCP server](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp` -- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki. -- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [![HalidSaglam/saglitzdesign-mcp MCP server](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call `create_design_system`. Offline, no API key, reads only local files. Install via NPM: `npx -y saglitzdesign-mcp`. -- [imgly/codesign](https://github.com/imgly/codesign) [![imgly/codesign MCP server](https://glama.ai/mcp/servers/imgly/codesign/badges/score.svg)](https://glama.ai/mcp/servers/imgly/codesign) 📇 🏠 🍎 🐧 - Local design engine for AI agents. Create, edit and export real, editable designs (social, flyers, decks, business cards) with your brand applied; print-ready PDF with CMYK and bleed; imports InDesign, PSD and PDF. Powered by CE.SDK, no account needed. `npx -y @imgly/codesign-mcp@latest stdio` -- [jgsystemsconsulting/jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) [![jgsystemsconsulting/jgs-magic-sysmlv1-mcp MCP server](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) 🐍 🏠 🍎 🪟 🐧 - AI-to-CATIA Magic bridge for live SysML v1 models: 130+ MCP tools to query, audit, trace, and edit blocks, requirements, allocations, and diagrams in CATIA Magic Systems of Systems Architect 2026x over a local, air-gapped connection. FREE tier reads and audits; PRO/ENTERPRISE licences unlock writes and scripting. -- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [![karyaboyraz/mockit-mcp MCP server](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT. -- [KasayoDotCom/identityforge-mcp](https://github.com/KasayoDotCom/identityforge-mcp) [![KasayoDotCom/identityforge-mcp MCP server](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP server for design kits and brand workflows. Browse and apply complete design systems, create client-shareable brand projects, and research names, domains, and EUIPO marks. Public Free-kit discovery needs no API key. Install: `npx --yes identityforge@latest install --client claude-code`. -- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [![Kentucky-ai/opentakeoff MCP server](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff/badges/score.svg)](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff on stdio — load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: `npx -y opentakeoff-mcp` -- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server` -- [ng-galien/maket](https://github.com/ng-galien/maket) [![ng-galien/maket MCP server](https://glama.ai/mcp/servers/ng-galien/maket/badges/score.svg)](https://glama.ai/mcp/servers/ng-galien/maket) 📇 🏠 🍎 🪟 🐧 - Local-first visual design workspace for AI assistants. Compose wireframes and branded multi-page HTML/CSS documents with live preview, annotations, brand and asset libraries, typed data collections, layout validation, PDF export, and draft-only Gmail handoff. Install: `npx -y @ng-galien/maket`. -- [odd-Innocent/den_archi_mcp](https://github.com/odd-Innocent/den_archi_mcp) [![odd-Innocent/den_archi_mcp MCP server](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp/badges/score.svg)](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp) 🎖️ 🐍 ☁️ - Curated Korean AEC knowledge — not just code lookup. Standards (KDS · KCS · KS · statutes) and domain expertise sit on one graph, so it answers **why** a figure holds, **what order** work goes in, and **how** two methods differ — each with the clause or the evidence attached. Abstains when it has no grounds. Remote endpoint `https://mcp.den.archi/mcp`, free beta at https://den.archi. -- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [![posecode-dev/posecode MCP server](https://glama.ai/mcp/servers/posecode-dev/posecode/badges/score.svg)](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - "Mermaid for human movement" — a text language any LLM can write, rendered as a safe, anatomically-clamped 3D human figure in the browser. -- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf. -- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [![RedHold/diagrams-mcp-app-core MCP server](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core/badges/score.svg)](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit cloud architecture diagrams as native draw.io files. 23 tools: draw from a prompt or from Terraform and Kubernetes manifests, edit an existing diagram in place, pull Well-Architected warnings and repair them one at a time, then export .drawio or SVG. 30 icon packs for AWS, Azure, GCP and Kubernetes. Connect with a browser login, no API key to copy. Install via NPM: `npx -y @diagrams-so/mcp` -- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [![RNVizion/rnv-color-mcp MCP server](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: `https://rnvizion-rnv-color-mcp.hf.space/mcp`. -- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [![Roberton003/mcp-server-decisions MCP server](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions/badges/score.svg)](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and in-band outcome gates for AI agents and engineering teams. Append-only JSONL storage with zero runtime dependencies. Install via PyPI: `pip install mcp-server-decisions`. -- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [![tomyangod/architecture_viewer MCP server](https://glama.ai/mcp/servers/tomyangod/architecture_viewer/badges/score.svg)](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local MCP (`av_guard`) + CLI architecture gate: after AI edits, diff vs git HEAD for new cross-layer deps / structural changes (Apache-2.0; `npx arch-viewer setup`) -- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [![uxloom-dev/uxloom MCP server](https://glama.ai/mcp/servers/uxloom-dev/uxloom/badges/score.svg)](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists — then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`). -- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints. +- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [![aidc2026ai-melon/aidc-ai-mcp MCP server](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) 🎖️ 📇 ☁️ - Deterministic AI data-center design for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline. +- [ant-dev-lab/nightmarquee-mcp](https://github.com/ant-dev-lab/nightmarquee-mcp) [![ant-dev-lab/nightmarquee-mcp MCP server](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands for hero sections, landing pages, SaaS, portfolios, e-commerce and 3D/WebGL scenes, each with a live demo. +- [awdr74100/figwright](https://github.com/awdr74100/figwright) [![awdr74100/figwright MCP server](https://glama.ai/mcp/servers/awdr74100/figwright/badges/score.svg)](https://glama.ai/mcp/servers/awdr74100/figwright) 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens. +- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [![bobaba99/motionlint MCP server](https://glama.ai/mcp/servers/bobaba99/motionlint/badges/score.svg)](https://glama.ai/mcp/servers/bobaba99/motionlint) 📇 🏠 🍎 🪟 🐧 - Lint web animations with deterministic checks on the live page (duration, easing, stagger, exits, reduced motion, hover) plus optional vision-LLM UX review. +- [builditwithgk/repo-cartographer](https://github.com/builditwithgk/repo-cartographer) [![builditwithgk/repo-cartographer MCP server](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer/badges/score.svg)](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer) 📇 🏠 🍎 🪟 🐧 - Turn a repo into Mermaid or Graphviz architecture diagrams from its file tree, import graph and entry points; also enforces architecture rules in CI. +- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [![excalidraw-architect-mcp MCP server](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing. +- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [![cisco-open/network-sketcher MCP server](https://glama.ai/mcp/servers/cisco-open/network-sketcher/badges/score.svg)](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first network design: create Cisco-style network master files, L1/L2/L3 topology diagrams, HTML viewers, device tables and AI context files. +- [Daksh-create349/Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP) [![Contradiction-MCP MCP server](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP) 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice. +- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [![ejwhite7/brandkit-mcp MCP server](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools, parsed from CSS, Markdown, PDF, SVG and fonts. +- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [![erajasekar/ai-diagram-maker-mcp MCP server](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI Diagram Maker: generate flowcharts, sequence diagrams, ERDs, architecture, UML and mind maps from text, code, ASCII, images or Mermaid, rendered inline. +- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [![flowzap-xyz/flowzap-mcp MCP server](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence and architecture diagrams with the FlowZap Code DSL, with validation, playground links, syntax docs, export, diffing and patching. +- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki. +- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [![HalidSaglam/saglitzdesign-mcp MCP server](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Offline UI/UX design and marketing guidance for web, iOS, Android and macOS, plus generators for design tokens, color systems, type scales and WCAG checks. +- [imgly/codesign](https://github.com/imgly/codesign) [![imgly/codesign MCP server](https://glama.ai/mcp/servers/imgly/codesign/badges/score.svg)](https://glama.ai/mcp/servers/imgly/codesign) 📇 🏠 🍎 🐧 - Local design engine: create, edit and export branded social posts, flyers, decks and business cards, with print-ready PDFs and InDesign, PSD and PDF import. +- [jgsystemsconsulting/jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) [![jgsystemsconsulting/jgs-magic-sysmlv1-mcp MCP server](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) 🐍 🏠 🍎 🪟 🐧 - Bridge to live SysML v1 models in CATIA Magic: query, audit, trace and edit blocks, requirements, allocations and diagrams over a local, air-gapped connection. +- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [![karyaboyraz/mockit-mcp MCP server](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer. +- [KasayoDotCom/identityforge-mcp](https://github.com/KasayoDotCom/identityforge-mcp) [![KasayoDotCom/identityforge-mcp MCP server](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp) 📇 🏠 🍎 🪟 🐧 - Design kits and brand workflows: browse and apply design systems, create shareable brand projects, and research names, domains and EUIPO trademarks. +- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [![Kentucky-ai/opentakeoff MCP server](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff/badges/score.svg)](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff: load plan PDFs, read title blocks, set drawing scale, trace rooms and export quantities like square footage and linear feet. +- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export. +- [ng-galien/maket](https://github.com/ng-galien/maket) [![ng-galien/maket MCP server](https://glama.ai/mcp/servers/ng-galien/maket/badges/score.svg)](https://glama.ai/mcp/servers/ng-galien/maket) 📇 🏠 🍎 🪟 🐧 - Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and PDF export. +- [odd-Innocent/den_archi_mcp](https://github.com/odd-Innocent/den_archi_mcp) [![odd-Innocent/den_archi_mcp MCP server](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp/badges/score.svg)](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp) 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses. +- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [![posecode-dev/posecode MCP server](https://glama.ai/mcp/servers/posecode-dev/posecode/badges/score.svg)](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - Text language for human movement that LLMs can write, rendered as an anatomically constrained 3D human figure in the browser. +- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [![rdanieli/tentra-mcp MCP server](https://glama.ai/mcp/servers/rdanieli/tentra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift. +- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [![RedHold/diagrams-mcp-app-core MCP server](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core/badges/score.svg)](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG. +- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [![RNVizion/rnv-color-mcp MCP server](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names. +- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [![Roberton003/mcp-server-decisions MCP server](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions/badges/score.svg)](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL. +- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [![tomyangod/architecture_viewer MCP server](https://glama.ai/mcp/servers/tomyangod/architecture_viewer/badges/score.svg)](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes. +- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [![uxloom-dev/uxloom MCP server](https://glama.ai/mcp/servers/uxloom-dev/uxloom/badges/score.svg)](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract. +- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting. ### Biology, Medicine and Bioinformatics -- [ajibadedapo/flowproof-mcp](https://github.com/ajibadedapo/flowproof-mcp) [![ajibadedapo/flowproof-mcp MCP server](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp) 🐍 🏠 ☁️ - Run reproducible bioinformatics pipelines (Nextflow) from an AI assistant, with verifiable Workflow Run RO-Crate provenance (container digests, tool versions, input/output checksums). `pip install flowproof-mcp` -- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [![encode-toolkit MCP server](https://glama.ai/mcp/servers/ammawla/encode-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments. -- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization. -- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [![gph-mcp-server MCP server](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states. -- [davidmosiah/google-health-mcp](https://github.com/davidmosiah/google-health-mcp) [![Google Health MCP server](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first Google Health API v4 MCP server for Fitbit, Pixel Watch, activity, sleep, heart, nutrition and reconciled health streams. -- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [![Wellness CGM MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up. -- [davidmosiah/wellness-nourish](https://github.com/davidmosiah/wellness-nourish) [![Wellness Nourish MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish) 📇 🏠 🍎 🪟 🐧 - Zero-credential nutrition and hydration MCP server with food search, barcode lookup, meal estimation, intake logs and daily summaries. -- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset -- [ericblair1903/nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp) [![ericblair1903/nutrients-mcp MCP server](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp) 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or a plain-text description. Returns calories, macros, vitamins, minerals, allergens, and dietary flags in about a second. Install via `npx -y nutrients-mcp`. -- [forever-healthy/evipedia-mcp](https://github.com/forever-healthy/evipedia-mcp) [![forever-healthy/evipedia-mcp MCP server](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp) 📇 ☁️ 🍎 🪟 🐧 - Evidence-based reviews of health & longevity interventions from [evipedia.ai](https://evipedia.ai). Search the catalogue, fetch conclusions/full Markdown/structured metadata (incl. PMIDs), list recent updates, or suggest new interventions. Local via `npx -y evipedia-mcp` or remote HTTP at `https://mcp.evipedia.ai/mcp`. Official registry: `io.github.forever-healthy/evipedia-mcp`. -- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [![fulcra-context-mcp MCP server](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent. -- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. -- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [![healthchainai/HealthChain MCP server](https://glama.ai/mcp/servers/healthchainai/HealthChain/badges/score.svg)](https://glama.ai/mcp/servers/healthchainai/HealthChain) 🐍 🏠 - Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]` -- [helena-bioinformatics/noodle-mcp](https://github.com/helena-bioinformatics/noodle-mcp) [![helena-bioinformatics/noodle-mcp MCP server](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp) 🐍 ☁️ - Read-only biomedical literature discovery over a public PubMed-derived corpus: natural-language and PMID/DOI/PMCID search, source-linked publication records, and bounded citation or semantic graph traversal with provenance. Hosted Streamable HTTP endpoint; no account or API key required. -- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [![Genomic-Agent-Discovery MCP server](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery/badges/score.svg)](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) 📇 🏠 - Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally. -- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more. -- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines. -- [JaviMaligno/vitamind-mcp](https://github.com/JaviMaligno/vitamind-mcp) [![JaviMaligno/vitamind-mcp MCP server](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp) 📇 ☁️ - Solar vitamin D: whether the sun where you are can make vitamin D right now, how many minutes your Fitzpatrick skin type needs for a target dose, which months of the year synthesis is possible at your latitude, and how much a sun session produced. Computed from solar geometry, a clear-sky UV model with ozone and altitude, and live Open-Meteo UV data. `npx vitamind-mcp` -- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [![kushaim/practice-fusion-mcp MCP server](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - FHIR-first, read-only MCP server for the Practice Fusion EHR. Search patients and review appointments, conditions, medications, and lab results. SMART backend-services auth, audit-logged, HIPAA-conscious. -- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight. [![mgnirck/lecka-mcp MCP server](https://glama.ai/mcp/servers/mgnirck/lecka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mgnirck/lecka-mcp) -- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [![MyMedi-AI/mymedi-ai-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server` -- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [![SEOSiri-Official/biorobotics MCP server](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics/badges/score.svg)](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to Cartesian G-code coordinates using the Model Context Protocol. 🐍 🏠 🍎 🪟 🐧 -- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [![salwks/mcp-techTrend MCP server](https://glama.ai/mcp/servers/salwks/mcp-techTrend/badges/score.svg)](https://glama.ai/mcp/servers/salwks/mcp-techTrend) 🐍 🏠 - Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher. -- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [![NyxToolsDev/dicom-hl7-mcp-server MCP server](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) 🐍 🏠 - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp` -- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information. -- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library. -- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project. -- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity. -- [musharna/plant-genomics-mcp](https://github.com/musharna/plant-genomics-mcp) [![musharna/plant-genomics-mcp MCP server](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp) 🐍 🏠 🍎 🪟 🐧 - 32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. `pipx install plant-genomics-mcp`. -- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [![heor-agent-mcp MCP server](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) 📇 ☁️ - HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for literature search across 41 medical data sources (PubMed, NICE, CADTH, ICER, etc.), cost-effectiveness modeling (Markov/PartSA/PSA), and HTA dossier preparation for pharmaceutical and biotech teams. +- [ajibadedapo/flowproof-mcp](https://github.com/ajibadedapo/flowproof-mcp) [![ajibadedapo/flowproof-mcp MCP server](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ajibadedapo/flowproof-mcp) 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums. +- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [![encode-toolkit MCP server](https://glama.ai/mcp/servers/ammawla/encode-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project. +- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization. +- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [![gph-mcp-server MCP server](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal. +- [davidmosiah/google-health-mcp](https://github.com/davidmosiah/google-health-mcp) [![Google Health MCP server](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/google-health-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to the Google Health API for Fitbit and Pixel Watch activity, sleep, heart, nutrition and reconciled health data. +- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [![Wellness CGM MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up. +- [davidmosiah/wellness-nourish](https://github.com/davidmosiah/wellness-nourish) [![Wellness Nourish MCP server](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish) 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries. +- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset. +- [ericblair1903/nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp) [![ericblair1903/nutrients-mcp MCP server](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp) 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags. +- [forever-healthy/evipedia-mcp](https://github.com/forever-healthy/evipedia-mcp) [![forever-healthy/evipedia-mcp MCP server](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Evipedia's evidence-based reviews of health and longevity interventions, fetch conclusions and metadata with PMIDs, and suggest new interventions. +- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [![fulcra-context-mcp MCP server](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API. +- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info. +- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [![healthchainai/HealthChain MCP server](https://glama.ai/mcp/servers/healthchainai/HealthChain/badges/score.svg)](https://glama.ai/mcp/servers/healthchainai/HealthChain) 🐍 🏠 - Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports. +- [helena-bioinformatics/noodle-mcp](https://github.com/helena-bioinformatics/noodle-mcp) [![helena-bioinformatics/noodle-mcp MCP server](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helena-bioinformatics/noodle-mcp) 🐍 ☁️ - Read-only biomedical literature search over a PubMed-derived corpus by natural language or PMID/DOI/PMCID, with citation and semantic graph traversal. +- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more. +- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines. +- [JaviMaligno/vitamind-mcp](https://github.com/JaviMaligno/vitamind-mcp) [![JaviMaligno/vitamind-mcp MCP server](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp) 📇 ☁️ - Estimate solar vitamin D synthesis: whether it happens now, minutes needed by Fitzpatrick skin type and viable months by latitude, using Open-Meteo UV data. +- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [![kushaim/practice-fusion-mcp MCP server](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results. +- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight. +- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [![MyMedi-AI/mymedi-ai-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing. +- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [![SEOSiri-Official/biorobotics MCP server](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics/badges/score.svg)](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates. +- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [![salwks/mcp-techTrend MCP server](https://glama.ai/mcp/servers/salwks/mcp-techTrend/badges/score.svg)](https://glama.ai/mcp/servers/salwks/mcp-techTrend) 🐍 🏠 - Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings. +- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [![NyxToolsDev/dicom-hl7-mcp-server MCP server](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns. +- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information. +- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library. +- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research. +- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity. +- [musharna/plant-genomics-mcp](https://github.com/musharna/plant-genomics-mcp) [![musharna/plant-genomics-mcp MCP server](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/plant-genomics-mcp) 🐍 🏠 🍎 🪟 🐧 - Plant genomics locus lookup across Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, NCBI BLAST and more, with batch and cross-source queries. +- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [![heor-agent-mcp MCP server](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation. - [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. -- [PantelisGeorgiadis/dicomweb-mcp-server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server) [![PantelisGeorgiadis/dicomweb-mcp-server MCP server](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server) 📇 ☁️ 🏠 - A DICOMweb MCP server that exposes a DICOMweb-compliant DICOM archive to AI assistants, enabling search of studies, series and instances, metadata inspection, structured report reading, encapsulated PDF text extraction, and frame rendering. -- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [![opdstar-nhi-mcp MCP server](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) 📇 ☁️ - Taiwan's first public MCP server for National Health Insurance (NHI) data — 234 rejection codes, 1,497 ICD-10→procedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by [OPDSTAR](https://opdstar.com). Install: `npx @opdstar/nhi-mcp`. -- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [![aria-mcp-server MCP server](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required. -- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [![pubspro/pubmed-search MCP server](https://glama.ai/mcp/servers/pubspro/pubmed-search/badges/score.svg)](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature, designed for AI health agents. -- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [![Rajskij/oura-mcp MCP server](https://glama.ai/mcp/servers/Rajskij/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask. -- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [![SidneyBissoli/medical-terminologies-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with `structuredContent` + `outputSchema` on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm. -- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [![sikcapri/superglookoquery MCP server](https://glama.ai/mcp/servers/sikcapri/superglookoquery/badges/score.svg)](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data (any pump/CGM combination, not just one) inside Claude Desktop: time in range, GMI, trends, enriched bolus/basal analysis, and a device-agnostic capability-discovery architecture that adapts its tool list to whatever your own devices actually report. Ships as a Claude Desktop extension (`.mcpb`). -- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [![smaniches/alphafold-sovereign-mcp MCP server](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. `uvx alphafold-sovereign-mcp` -- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [![smaniches/uniprot-mcp MCP server](https://glama.ai/mcp/servers/smaniches/uniprot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. `uvx uniprot-mcp-server` -- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included. -- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language. -- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [![thehealthai/clarity-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/clarity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware ingredient, product & supplement safety for agents, with provenance on every answer — a verdict, an evidence tier (Gold/Silver/Bronze), and a verifiable citation — across breastfeeding, pregnancy, histamine/MCAS, rosacea, HS, allergy and fertility lenses. 9 tools incl. validate_claim (fact-check a claim against curated cited sources) and check_recall (FDA/consumer recall lookup by brand with Class I flagging and source URLs). Hosted at mcp.healthai.com. -- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [![thehealthai/fda-risk-radar-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - The MCP server behind [Constat](https://constat.dev): FDA & NHTSA regulatory-risk intelligence for agents — device compliance risk by 3-letter product code, parsed 510(k) premarket evidence with verbatim source quotes, predicate chains, postmarket drift signals, clearance-to-payment reimbursement pathways (NTAP/CPT/CMS), and NHTSA vehicle safety. 14 tools. Decision support, not regulatory advice. Hosted at constat.dev/api/mcp. -- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [![thelongevityvault/decoder-3am-mcp MCP server](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder. -- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support. -- [wjgoarxiv/pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp) [![wjgoarxiv/pymol-mcp MCP server](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp) 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and clathrate-hydrate cage analysis: H-bond networks, F3/F4 order parameters, and TRACE cage perception + occupancy. +- [PantelisGeorgiadis/dicomweb-mcp-server](https://github.com/PantelisGeorgiadis/dicomweb-mcp-server) [![PantelisGeorgiadis/dicomweb-mcp-server MCP server](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PantelisGeorgiadis/dicomweb-mcp-server) 📇 ☁️ 🏠 - Access a DICOMweb archive: search studies, series and instances, inspect metadata, read structured reports, extract PDF text and render frames. +- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [![opdstar-nhi-mcp MCP server](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) 📇 ☁️ - Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI documentation. +- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [![aria-mcp-server MCP server](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov. +- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [![pubspro/pubmed-search MCP server](https://glama.ai/mcp/servers/pubspro/pubmed-search/badges/score.svg)](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature. +- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [![Rajskij/oura-mcp MCP server](https://glama.ai/mcp/servers/Rajskij/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data. +- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [![SidneyBissoli/medical-terminologies-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT. +- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [![sikcapri/superglookoquery MCP server](https://glama.ai/mcp/servers/sikcapri/superglookoquery/badges/score.svg)](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report. +- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [![smaniches/alphafold-sovereign-mcp MCP server](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology. +- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [![smaniches/uniprot-mcp MCP server](https://glama.ai/mcp/servers/smaniches/uniprot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Query the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. +- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data. +- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language. +- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [![thehealthai/clarity-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/clarity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup. +- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [![thehealthai/fda-risk-radar-mcp MCP server](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety. +- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [![thelongevityvault/decoder-3am-mcp MCP server](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework. +- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication. +- [wjgoarxiv/pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp) [![wjgoarxiv/pymol-mcp MCP server](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp) 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters. ### 📂 Browser Automation Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats. -- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. -- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [![safari-mcp MCP server](https://glama.ai/mcp/servers/achiya-automation/safari-mcp/badges/score.svg)](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead. -- [acunningham-ship-it/veilbrowser](https://github.com/acunningham-ship-it/veilbrowser) [![acunningham-ship-it/veilbrowser MCP server](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser/badges/score.svg)](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser) 📇 🐍 🏠 - Stealth browser automation over raw CDP, driving real unmodified Chrome with no Playwright or Puppeteer in the stack. Returns numbered element refs from the accessibility tree instead of CSS selectors, and can attach to an already-running Chrome to reuse logged-in sessions. -- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [![aethynio/aethyn-browser-mcp MCP server](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card. -- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection. -- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [![Agent360dk/browser-mcp MCP server](https://glama.ai/mcp/servers/Agent360dk/browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Chrome extension + MCP server that gives AI agents control of your real, logged-in Chrome browser (not headless). 34 tools, up to 10 concurrent color-coded sessions. Works with Claude Code, Cursor, VS Code, Codex CLI, and ZCode. -- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [![AishwaryShrivastav/vibe-testing MCP server](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing/badges/score.svg)](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing for coding agents. Thirteen tools read routes, forms, field names, and existing tests before running Playwright scenarios, retaining regression history and producing HTML reports with screenshots. No internal LLM calls or API key. `npx -y vibe-testing@latest --mcp` -- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [![alex-on-ai/WebReaper MCP server](https://glama.ai/mcp/servers/alex-on-ai/WebReaper/badges/score.svg)](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative. -- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [![opticparse-public MCP server](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public/badges/score.svg)](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Dual-engine Model Context Protocol server providing zero-CSS multimodal visual web scraping (96% noise reduction) and sub-1.6s zero-day phishing/crypto drainer detection for autonomous agents. 200 free trial requests out-of-the-box. -- [ami-guru/x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine) [![ami-guru/x402-scraper-engine MCP server](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine/badges/score.svg)](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine) 📇 ☁️ - Production HTTP 402 micropayment web scraper, Llama-3 digest, and Twitter intelligence engine for AI agents on Base L2. Zero API keys, pay-per-call in USDC. -- [andresolbach/nodriver-mcp-server](https://github.com/andresolbach/nodriver-mcp-server) [![andresolbach/nodriver-mcp-server MCP server](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver, for sites behind Cloudflare, DataDome and similar anti-bot systems. Direct CDP with no ChromeDriver binary, so `navigator.webdriver` stays undefined. 57 tools whose names match chrome-devtools-mcp, so switching is a config change: accessibility-tree snapshots, input automation, network/console inspection, device emulation, persistent profiles and session save/restore. -- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [![agent-scraper-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments. -- [apireno/DOMShell](https://github.com/apireno/DOMShell) [![domshell MCP server](https://glama.ai/mcp/servers/@apireno/domshell/badges/score.svg)](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension. -- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [![auspy/supasidebar-mcp MCP server](https://glama.ai/mcp/servers/auspy/supasidebar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) 📇 🏠 🍎 - Access and organize your open browser tabs, bookmarks, and recently opened links across every macOS browser from your AI client. Powered by the free SupaSidebar app. -- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright -- [awarselabs/awarse-mcp](https://github.com/awarselabs/awarse-mcp) [![awarselabs/awarse-mcp MCP server](https://glama.ai/mcp/servers/awarselabs/awarse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/awarselabs/awarse-mcp) 📇 🏠 - Self-healing browser automation MCP server integrating Playwright with LLM-assisted locator repair. -- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 Lightweight browser automation MCP server in Rust with zero dependencies. -- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [![bch1212/agentfetch-mcp MCP server](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) — 500 free fetches/mo, no card. -- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [![bgaze/snapstack-server MCP server](https://glama.ai/mcp/servers/bgaze/snapstack-server/badges/score.svg)](https://glama.ai/mcp/servers/bgaze/snapstack-server) 📇 🏠 🍎 🪟 🐧 - Pipe one-click browser-tab screenshots into any MCP client, 100% local — a companion extension captures, the local server stacks them and serves them to your LLM on demand. -- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [![bighippoman/intercept-mcp MCP server](https://glama.ai/mcp/servers/bighippoman/intercept-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies. -- [autokeren/ghostfox](https://github.com/autokeren/ghostfox) [![ghostfox MCP server](https://glama.ai/mcp/servers/@autokeren/ghostfox/badges/score.svg)](https://glama.ai/mcp/servers/@autokeren/ghostfox) 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser for AI agents: own Firefox engine fork (C++-level fingerprint spoofing) + Rust MCP runtime. page_a11y semantic vision pierces shadow DOM, login_state detection, evidence recording, Android personas. 19 tools, 6 platforms. Glama 100% quality score. -- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm -- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) -- [browserless/browserless-mcp](https://github.com/browserless/browserless-mcp) [![browserless/browserless-mcp MCP server](https://glama.ai/mcp/servers/browserless/browserless-mcp/badges/score.svg)](https://glama.ai/mcp/servers/browserless/browserless-mcp) 🎖️ ☁️ - Headless browser automation and web scraping infrastructure. Exposes the Browserless smart scraper API to LLM clients over MCP. -- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser -- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios. -- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server. -- [corbinvachal48/agentrender-mcp](https://github.com/corbinvachal48/agentrender-mcp) [![corbinvachal48/agentrender-mcp MCP server](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp) 🐍 ☁️ - URL to screenshot, PDF, or structured extract for AI agents via MCP and REST. -- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [![snapdiff-mcp MCP server](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright. -- [Ceki-me/mcp-server](https://github.com/Ceki-me/mcp-server) [![Ceki-me/mcp-server MCP server](https://glama.ai/mcp/servers/@Ceki-me/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Ceki-me/mcp-server) 📇 ☁️ - Rent real residential Chrome browsers from real humans — per-minute billing ($0.01/min), real fingerprints, residential IPs, no datacenter signals. MCP-native, with SDKs for Python, JS, LangChain, CrewAI, n8n. Crypto payouts. -- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [![Cubenest/rrweb-stack MCP server](https://glama.ai/mcp/servers/Cubenest/rrweb-stack/badges/score.svg)](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry. -- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [![Custodia-Admin/pagebolt-mcp MCP server](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf. -- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [![dashi96/chromium-bridge MCP server](https://glama.ai/mcp/servers/@dashi96/chromium-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - MCP server + Chrome extension that connects Claude Code to Chromium-based browsers (Arc, Vivaldi, Brave) where the official Claude in Chrome extension doesn't work — navigate, click, read pages, run JS, and record GIFs in the user's real browser. -- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [![dmytrome/groundhog MCP server](https://glama.ai/mcp/servers/dmytrome/groundhog/badges/score.svg)](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, read and research over a real stealth-patched Chrome, driven by raw CDP so the `Runtime` domain is never enabled and the `isAutomatedWithCDP` tell is absent. Strips text that is invisible in the rendered DOM before the model reads it and reports each occurrence in `threats`, returns a SHA-256 provenance receipt per source, and re-checks the SSRF guard after redirects. `research` ranks passages across all sources in one pass — extracts, not summaries, so no model or API key is involved. MIT. -- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation -- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping -- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox). -- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [![feedthrough/feedthrough MCP server](https://glama.ai/mcp/servers/feedthrough/feedthrough/badges/score.svg)](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs. -- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with live browser interaction (`firecrawl_interact`) — navigate, click, type, and scroll on a page before extraction, for JS-heavy or auth-gated sites. Also scrape, crawl, map, search, and extract. -- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS -- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots. -- [frsorrentino/chrome-bridge](https://github.com/frsorrentino/chrome-bridge) [![frsorrentino/chrome-bridge MCP server](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge/badges/score.svg)](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge) 📇 🏠 🍎 🪟 🐧 - MCP server + Chrome extension that drive the user's real, logged-in Chrome over a local WebSocket. 59 token-efficient web-dev tools: compact element refs instead of screenshots, server-side table filtering, visual regression, accessibility/SEO/security audits, network mocking. Also runs on ChromeOS/Crostini. -- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [![mi60dev/visionaire-engine MCP server](https://glama.ai/mcp/servers/mi60dev/visionaire-engine/badges/score.svg)](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) 📇 🏠 🍎 🪟 🐧 - Design-debugging context for AI agents from a real Chrome: which CSS rule WINS with file:line, blast radius (how many other elements that rule styles) + a scoped-fix selector, WordPress/Elementor origin attribution, interaction timelines, live CSS fix trials, and pixel/alignment/WCAG-contrast audits. No AI inside — deterministic CDP. -- [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [![SanggonBoy/PyreCrawl MCP server](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl/badges/score.svg)](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) 🐍 🏠 🍎 🪟 🐧 - Web browsing superpowers for AI agents: 13 MCP tools (scrape, extract, crawl, map, search, academic papers, batch, research, monitor, session). 3-tier auto-fallback ladder with free Cloudflare bypass, no API keys. Self-hosted Firecrawl alternative. -- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits. -- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required. -- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extract structured data from any website. Just prompt and get JSON. -- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. -- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports. -- [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [![hunglp97/tabpilot-mcp MCP server](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive the real, logged-in Chrome you already have open — cross-platform, zero dependencies beyond MCP SDK, token-budgeted reading (90%+ savings), complex SPA forms and matrix surveys, and 24/7 headless Ubuntu support. -- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations. -- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [![LeonTing1010/tap MCP server](https://glama.ai/mcp/servers/LeonTing1010/tap/badges/score.svg)](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites. -- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [![lespaceman/agent-web-interface MCP server](https://glama.ai/mcp/servers/lespaceman/agent-web-interface/badges/score.svg)](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP. -- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [![markmircea/Selenix-MCP-Server MCP server](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language. -- [ilien-dev/svipall](https://github.com/ilien-dev/svipall) [![ilien-dev/svipall MCP server](https://glama.ai/mcp/servers/ilien-dev/svipall/badges/score.svg)](https://glama.ai/mcp/servers/ilien-dev/svipall) 🦀 🏠 🍎 🪟 🐧 - Local-first web reading with a tier ladder that escalates from plain HTTP to a real browser when a page pushes back. Pages as clean Markdown, whole-site crawls, keyless search, repeated page structure induced into rows, and a REST API. Attempts supported captchas on your own machine with optional local ONNX models, and parks the rest in a human dashboard. Labels blocked and low-quality pages instead of handing back a challenge screen as content. No API keys, no paid solvers, no telemetry. -- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. -- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis -- [samson-art/transcriptor-mcp](https://github.com/samson-art/transcriptor-mcp) [![transcriptor-mcp MCP server](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) 📇 ☁️ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis -- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. -- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/junipr-labs/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/junipr-labs/mcp-server) 📇 ☁️ - Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included. -- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation -- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [![LvcidPsyche/auto-browser MCP server](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser/badges/score.svg)](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor. -- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [![Lyosis/claudeForSafari MCP server](https://glama.ai/mcp/servers/Lyosis/claudeForSafari/badges/score.svg)](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari — navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency. -- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [![lyrenth/lyrenth-mcp MCP server](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index. -- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [![maccydee/cute-web-scraper MCP server](https://glama.ai/mcp/servers/maccydee/cute-web-scraper/badges/score.svg)](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) 🐍 🏠 🍎 🪟 🐧 - Web scraping with four escalating fetch tiers (httpx, TLS impersonation, Playwright, stealth) that only escalate on a detected block. Returns clean markdown, or saves large scrapes into SQLite tables you query with read-only SQL to keep them out of the context window. 24 tools covering crawls, products, contacts, PDFs and change tracking. MIT, no API key. -- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [![MathiasPaulenko/wavexis-mcp MCP server](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server exposing 220 browser automation tools across 13 capability tiers. Chrome + Firefox via CDP + BiDi. No Node.js, no Chromium download — uses your existing browser. Stealth mode, Lighthouse audits, multi-action YAML batching, raw CDP/BiDi access, structured errors with LLM-actionable suggestions. -- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots -- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [![Mingye-Lu/AgenticCrawler MCP server](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler/badges/score.svg)](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers. -- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction -- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers. -- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [![iwdp-mcp MCP server](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more) -- [Metadrama/obscura-mcp](https://github.com/Metadrama/obscura-mcp) [![Metadrama/obscura-mcp MCP server](https://glama.ai/mcp/servers/Metadrama/obscura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Metadrama/obscura-mcp) 📇 ☁️ 🐧 🪟 🍎 - MCP server adapter for the lightweight Rust headless browser Obscura — high-performance web scraping with anti-detection. Perfect for AI agent automation. Server can run [locally](https://github.com/Metadrama/obscura-mcp) or as [hosted endpoint](https://glama.ai/mcp/connectors). -- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations. -- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents -- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [![real-browser-mcp MCP server](https://glama.ai/mcp/servers/ofershap/real-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication. -- [Pantheon-Security/chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins. -- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver -- [paipaipai666/nexus-browser-mcp](https://github.com/paipaipai666/nexus-browser-mcp) [![paipaipai666/nexus-browser-mcp MCP server](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp) 🐍 🏠 🪟 🍎 🐧 - Browser automation via accessibility tree with event-driven deterministic snapshots (MutationObserver quiet-window instead of fixed sleeps), HITL governance gates with redacted JSONL audit, multi-task isolation with self-healing rebuilds, and developer observability (console / JS errors / network / Web Vitals). -- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required. -- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [![protostatis/unbrowser MCP server](https://glama.ai/mcp/servers/protostatis/unbrowser/badges/score.svg)](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome. -- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [![prufa-dev/prufa-mcp MCP server](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup. -- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [![purroxy MCP server](https://glama.ai/mcp/servers/KuvopLLC/purroxy2/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) 📇 🏠 🍎 🪟 🐧 - Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing. -- [RapierCraft/alterlab-mcp-server](https://github.com/RapierCraft/alterlab-mcp-server) [![RapierCraft/alterlab-mcp-server MCP server](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server) 📇 ☁️ - Web scraping, structured data extraction, and screenshots with JavaScript rendering, residential proxy rotation, and automatic retries. -- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [![realwigu/mcp-doctor MCP server](https://glama.ai/mcp/servers/realwigu/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself. -- [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [![reeinharddd/snapmcp MCP server](https://glama.ai/mcp/servers/reeinharddd/snapmcp/badges/score.svg)](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Precision visual captures for AI agents — real-colors terminal, syntax-highlighted code, browser, markdown, HTML, and git-diff as PNG/JPEG/PDF/GIF, plus multi-shot sequences and doc embedding. Rendered fully local via Playwright (SSRF-safe by default). -- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts -- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens. -- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [![ScrapeUnblocker/scrapeunblocker-mcp MCP server](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: `fetch_html`, `fetch_parsed`, `google_search`. Install: `npx -y scrapeunblocker-mcp`. -- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [![screenshotscout/screenshotscout-mcp MCP server](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture webpages as images or PDFs with full-page and element targeting, device and viewport controls, location selection, page interactions, blocking options, and configurable output. -- [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [![seleniumbase/SeleniumBase MCP server](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase/badges/score.svg)](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) 🐍 🏠 🍎 🪟 🐧 - A Python-based MCP server for browser automation, testing, and bypassing bot-detection using SeleniumBase CDP Mode with a Chromium browser. The `solve_captcha` tool can handle CAPTCHAs that expect a click. -- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [![seleniumboot/selenium-mcp MCP server](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed. -- [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications. -- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [![Silbercue/public-browser MCP server](https://glama.ai/mcp/servers/Silbercue/public-browser/badges/score.svg)](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP — no Playwright, no extension bridge, no single-tab limit. Accessibility-tree refs cached across calls survive rerenders, so a page snapshot costs 1,124 chars against Playwright MCP's 6,084. Server-side plan executor runs multi-step flows in one tool call. Ships a Python API for LLM-free scripting. MIT. -- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [![site-shot/site-shot-mcp MCP server](https://glama.ai/mcp/servers/site-shot/site-shot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: `capture_screenshot`, `capture_full_page`. Install: `npx -y site-shot-mcp`. -- [snapshot-site/snapshot-site-mcp](https://github.com/snapshot-site/snapshot-site-mcp) [![snapshot-site/snapshot-site-mcp MCP server](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp/badges/score.svg)](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp) 📇 ☁️ - Screenshot, visual-diff, and AI page-analysis API for AI agents. Capture any URL as PNG/JPEG/WebP/PDF/HTML, diff two versions of a page to catch visual regressions, and get an AI summary of a page. Hosted remote MCP at `https://mcp.snapshot-site.com/mcp` with OAuth, or `npx -y @snapshot-site/mcp`. In the official MCP registry as `com.snapshot-site/screenshots`. -- [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required. -- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [![SolveGate/solvegate-mcp MCP server](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Deal with Cloudflare Turnstile from an agent. `inspect_page` reports whether a page actually uses Turnstile and what its sitekey is — free, no API key — so the agent can look before it acts, and it says plainly when a page carries reCAPTCHA or hCaptcha instead, or is a full-page Cloudflare interstitial rather than an embedded widget. `solve_turnstile` and `get_solve` clear the challenge and return a token when one is genuinely needed. `npx -y solvegate-mcp` -- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [![swimmwatch/cloakbrowser-mcp MCP server](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image. -- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [![sylin-org/ghostlight MCP server](https://glama.ai/mcp/servers/sylin-org/ghostlight/badges/score.svg)](https://glama.ai/mcp/servers/sylin-org/ghostlight) 🦀 🏠 🪟 🐧 - Visible local browser automation in the signed-in Chromium profile you already use, with useful recovery and optional policy and audit. -- [trueoriginlabs/vibatchium](https://github.com/trueoriginlabs/vibatchium) [![trueoriginlabs/vibatchium MCP server](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium/badges/score.svg)](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium) 🐍 🏠 🐧 - Self-hosted stealth browser automation for unattended agents. Drives real consumer Chrome via Patchright, holding N parallel persistent logged-in profiles on one daemon so sessions survive across runs. Encrypted credential vault with TOTP and IMAP email-code 2FA, a renderer-free TLS-impersonating fetch lane that reuses session cookies, token-frugal page extraction, and prompt-injection scanning on by default. -- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [![snaprender-mcp MCP server](https://glama.ai/mcp/servers/@User0856/snaprender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included. -- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [![rendex-mcp MCP server](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included. -- [vincentvella/devloop](https://github.com/vincentvella/devloop) [![vincentvella/devloop MCP server](https://glama.ai/mcp/servers/vincentvella/devloop/badges/score.svg)](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drives a browser (or a native Expo/React Native app on iOS/Android) and your dev server onto one correlated timeline, so a browser console error and the backend stack trace from the same moment line up. Includes `repro` action sequences, a unified log/network query API, and an Electron cockpit. -- [webdriverio/mcp](https://github.com/webdriverio/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/webdriverio/mcp/badges/score.svg)](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols. -- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface. -- [yinnho/aginxbrowser](https://github.com/yinnho/aginxbrowser) [![yinnho/aginxbrowser MCP server](https://glama.ai/mcp/servers/yinnho/aginxbrowser/badges/score.svg)](https://glama.ai/mcp/servers/yinnho/aginxbrowser) 🦀 🏠 🍎 🪟 🐧 - A browser built for AI agents as a single Rust binary with built-in V8 — no Chromium. Fetch with render-fallback tiers, multi-engine search, screenshots, and persistent login-state sessions (cookies/localStorage export/import), behind HTTP, native MCP (27 tools), and CDP — existing Playwright/Puppeteer code attaches directly. Stealth TLS fingerprints (Chrome/Firefox/Safari/Edge) for risk-controlled sites. Apache-2.0. -- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [![ymw0407/auth-fetch-mcp MCP server](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching. -- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [![freshcontext-mcp MCP server](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is. -- [zumerlab/snapsurf](https://github.com/zumerlab/snapsurf) [![zumerlab/snapsurf MCP server](https://glama.ai/mcp/servers/zumerlab/snapsurf/badges/score.svg)](https://glama.ai/mcp/servers/zumerlab/snapsurf) 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification for agents: a ~2 KB semantic page digest, ranked whole-page text search, a typed diff after each action (added/removed/state/covered, with a faithful `changed: false`), and assertions over that diff. Local Playwright Chromium; also embeddable in-page via SnapDOM. -- [zzzjy765/ottersnap-mcp](https://github.com/zzzjy765/ottersnap-mcp) [![zzzjy765/ottersnap-mcp MCP server](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp) 📇 ☁️ - Glint Render (by Moyu) — web rendering & evidence API for AI agents: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence. Free tier included. `npx -y ottersnap-mcp` -- [CapMonsterCloud/capmonster-mcp-captcha-solver](https://github.com/CapMonsterCloud/capmonster-mcp-captcha-solver) [![CapMonsterCloud/capmonster-mcp-captcha-solver MCP server](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver/badges/score.svg)](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver) 🐍 📇 ☁️ - The solve brain for CAPTCHA workflows: identifies CAPTCHA type and task parameters, serves CapMonster Cloud docs, creates solving tasks, and retrieves results via the CapMonster Cloud API. In the official MCP Registry as `io.github.CapMonsterCloud/capmonster-mcp-captcha-solver`. `uvx capmonster-mcp` or `npx capmonster-mcp` +- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Search Bilibili content, with LangChain integration examples. +- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [![safari-mcp MCP server](https://glama.ai/mcp/servers/achiya-automation/safari-mcp/badges/score.svg)](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency. +- [acunningham-ship-it/veilbrowser](https://github.com/acunningham-ship-it/veilbrowser) [![acunningham-ship-it/veilbrowser MCP server](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser/badges/score.svg)](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser) 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions. +- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [![aethynio/aethyn-browser-mcp MCP server](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task. +- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections. +- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [![Agent360dk/browser-mcp MCP server](https://glama.ai/mcp/servers/Agent360dk/browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions. +- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [![AishwaryShrivastav/vibe-testing MCP server](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing/badges/score.svg)](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports. +- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [![alex-on-ai/WebReaper MCP server](https://glama.ai/mcp/servers/alex-on-ai/WebReaper/badges/score.svg)](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary. +- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [![opticparse-public MCP server](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public/badges/score.svg)](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection. +- [ami-guru/x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine) [![ami-guru/x402-scraper-engine MCP server](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine/badges/score.svg)](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine) 📇 ☁️ - Web scraping, Llama 3 digests and Twitter intelligence, paid per call in USDC via x402 on Base. +- [andresolbach/nodriver-mcp-server](https://github.com/andresolbach/nodriver-mcp-server) [![andresolbach/nodriver-mcp-server MCP server](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions. +- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [![agent-scraper-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search. +- [apireno/DOMShell](https://github.com/apireno/DOMShell) [![domshell MCP server](https://glama.ai/mcp/servers/@apireno/domshell/badges/score.svg)](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web with filesystem commands (ls, cd, grep, click) by mapping Chrome's accessibility tree to a virtual filesystem via an extension. +- [auspy/supasidebar-mcp](https://github.com/auspy/supasidebar-mcp) [![auspy/supasidebar-mcp MCP server](https://glama.ai/mcp/servers/auspy/supasidebar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/auspy/supasidebar-mcp) 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app. +- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Browser automation using Playwright. +- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Lightweight browser automation with zero dependencies. +- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [![bch1212/agentfetch-mcp MCP server](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetching that routes between Trafilatura, Jina Reader, Firecrawl and pypdf by URL, with token estimates, caching and truncation. +- [bgaze/snapstack-server](https://github.com/bgaze/snapstack-server) [![bgaze/snapstack-server MCP server](https://glama.ai/mcp/servers/bgaze/snapstack-server/badges/score.svg)](https://glama.ai/mcp/servers/bgaze/snapstack-server) 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand. +- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [![bighippoman/intercept-mcp MCP server](https://glama.ai/mcp/servers/bighippoman/intercept-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) 📇 🏠 - Fetch web content as clean Markdown through a multi-tier fallback chain, handling tweets, YouTube, arXiv, PDFs and regular pages. +- [autokeren/ghostfox](https://github.com/autokeren/ghostfox) [![ghostfox MCP server](https://glama.ai/mcp/servers/@autokeren/ghostfox/badges/score.svg)](https://glama.ai/mcp/servers/@autokeren/ghostfox) 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser built on a Firefox fork with fingerprint spoofing, shadow-DOM-aware page reading, login state detection and evidence recording. +- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Browser automation using Playwright, tailored for LLMs. +- [browserless/browserless-mcp](https://github.com/browserless/browserless-mcp) [![browserless/browserless-mcp MCP server](https://glama.ai/mcp/servers/browserless/browserless-mcp/badges/score.svg)](https://glama.ai/mcp/servers/browserless/browserless-mcp) 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API. +- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automate your local Chrome browser. +- [brutalzinn/simple-mcp-selenium](https://github.com/brutalzinn/simple-mcp-selenium) 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios. +- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server. +- [corbinvachal48/agentrender-mcp](https://github.com/corbinvachal48/agentrender-mcp) [![corbinvachal48/agentrender-mcp MCP server](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbinvachal48/agentrender-mcp) 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts. +- [corralimited/snapdiff-mcp](https://github.com/corralimited/snapdiff-mcp) [![snapdiff-mcp MCP server](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corralimited/snapdiff-mcp) 📇 ☁️ 🏠 - Intent-aware visual verification: declare what a UI change should affect, then diff the page against a baseline and flag changes outside that scope. +- [Ceki-me/mcp-server](https://github.com/Ceki-me/mcp-server) [![Ceki-me/mcp-server MCP server](https://glama.ai/mcp/servers/@Ceki-me/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Ceki-me/mcp-server) 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs. +- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [![Cubenest/rrweb-stack MCP server](https://glama.ai/mcp/servers/Cubenest/rrweb-stack/badges/score.svg)](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser. +- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [![Custodia-Admin/pagebolt-mcp MCP server](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings. +- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [![dashi96/chromium-bridge MCP server](https://glama.ai/mcp/servers/@dashi96/chromium-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs. +- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [![dmytrome/groundhog MCP server](https://glama.ai/mcp/servers/dmytrome/groundhog/badges/score.svg)](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts. +- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI. +- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Browser automation and web scraping using Playwright. +- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Control the user's Firefox browser via a companion extension. +- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [![feedthrough/feedthrough MCP server](https://glama.ai/mcp/servers/feedthrough/feedthrough/badges/score.svg)](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run. +- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring. +- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - Interact with Apple Reminders on macOS. +- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox automation via WebDriver BiDi: snapshot-based interactions, network monitoring, console capture and screenshots for testing and scraping. +- [frsorrentino/chrome-bridge](https://github.com/frsorrentino/chrome-bridge) [![frsorrentino/chrome-bridge MCP server](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge/badges/score.svg)](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge) 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking. +- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [![mi60dev/visionaire-engine MCP server](https://glama.ai/mcp/servers/mi60dev/visionaire-engine/badges/score.svg)](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) 📇 🏠 🍎 🪟 🐧 - Design debugging in Chrome: which CSS rule wins (with file and line), its blast radius, scoped fix selectors, live fix trials and WCAG contrast audits. +- [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [![SanggonBoy/PyreCrawl MCP server](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl/badges/score.svg)](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass. +- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits. +- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation. +- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring. +- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows. +- [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [![hunglp97/tabpilot-mcp MCP server](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support. +- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) 📇 ☁️ - Virtual staging for real estate: stage empty rooms, turn floor plans into 3D renders, classify room images, write property descriptions and suggest styles. +- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [![LeonTing1010/tap MCP server](https://glama.ai/mcp/servers/LeonTing1010/tap/badges/score.svg)](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - Compile browser automation into deterministic plans that run in your logged-in Chrome without runtime LLM calls, detecting drift when sites change. +- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [![lespaceman/agent-web-interface MCP server](https://glama.ai/mcp/servers/lespaceman/agent-web-interface/badges/score.svg)](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP. +- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [![markmircea/Selenix-MCP-Server MCP server](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language. +- [ilien-dev/svipall](https://github.com/ilien-dev/svipall) [![ilien-dev/svipall MCP server](https://glama.ai/mcp/servers/ilien-dev/svipall/badges/score.svg)](https://glama.ai/mcp/servers/ilien-dev/svipall) 🦀 🏠 🍎 🪟 🐧 - Local-first web reading escalating from HTTP to a real browser when blocked: clean Markdown, site crawls, search, row extraction and local CAPTCHA handling. +- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - Autonomous browser automation. +- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis. +- [samson-art/transcriptor-mcp](https://github.com/samson-art/transcriptor-mcp) [![transcriptor-mcp MCP server](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) 📇 ☁️ - Get transcripts and metadata for summarization and content analysis. +- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright. +- [junipr-labs/mcp-server](https://github.com/junipr-labs/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/junipr-labs/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/junipr-labs/mcp-server) 📇 ☁️ - Web intelligence API: screenshots, PDF generation, page metadata and specialized extractors for news, social media, search results, prices and more. +- [lightpanda-io/browser](https://github.com/lightpanda-io/browser) 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server. +- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [![LvcidPsyche/auto-browser MCP server](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser/badges/score.svg)](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions. +- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [![Lyosis/claudeForSafari MCP server](https://glama.ai/mcp/servers/Lyosis/claudeForSafari/badges/score.svg)](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver. +- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [![lyrenth/lyrenth-mcp MCP server](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index. +- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [![maccydee/cute-web-scraper MCP server](https://glama.ai/mcp/servers/maccydee/cute-web-scraper/badges/score.svg)](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries. +- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [![MathiasPaulenko/wavexis-mcp MCP server](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access. +- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Playwright browser automation: interact with web pages through structured accessibility snapshots. +- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [![Mingye-Lu/AgenticCrawler MCP server](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler/badges/score.svg)](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary. +- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Interact with your local browsers. +- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [![iwdp-mcp MCP server](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more. +- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations. +- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [![real-browser-mcp MCP server](https://glama.ai/mcp/servers/ofershap/real-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - Control the user's real Chrome browser via an extension, reusing existing sessions, logins and cookies. +- [Pantheon-Security/chrome-mcp-secure](https://github.com/Pantheon-Security/chrome-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging. +- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver. +- [paipaipai666/nexus-browser-mcp](https://github.com/paipaipai666/nexus-browser-mcp) [![paipaipai666/nexus-browser-mcp MCP server](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paipaipai666/nexus-browser-mcp) 🐍 🏠 🪟 🍎 🐧 - Accessibility-tree browser automation with deterministic snapshots, human approval gates, redacted audit logs and console, network and Web Vitals monitoring. +- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - Web search using Google search results. +- [protostatis/unbrowser](https://github.com/protostatis/unbrowser) [![protostatis/unbrowser MCP server](https://glama.ai/mcp/servers/protostatis/unbrowser/badges/score.svg)](https://glama.ai/mcp/servers/protostatis/unbrowser) 🦀 🏠 🍎 🪟 🐧 - Lightweight native browser that runs JavaScript, follows links, fills forms, manages cookies and returns low-token BlockMaps, without Chrome. +- [prufa-dev/prufa-mcp](https://github.com/prufa-dev/prufa-mcp) [![prufa-dev/prufa-mcp MCP server](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prufa-dev/prufa-mcp) 🐍 ☁️ - Real-browser QA audits of a URL: broken signup, login and checkout flows, console errors, missing analytics, security headers, tap targets and accessibility. +- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [![purroxy MCP server](https://glama.ai/mcp/servers/KuvopLLC/purroxy2/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/purroxy2) 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based selector healing. +- [RapierCraft/alterlab-mcp-server](https://github.com/RapierCraft/alterlab-mcp-server) [![RapierCraft/alterlab-mcp-server MCP server](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RapierCraft/alterlab-mcp-server) 📇 ☁️ - Web scraping, structured data extraction and screenshots with JavaScript rendering, residential proxy rotation and automatic retries. +- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [![realwigu/mcp-doctor MCP server](https://glama.ai/mcp/servers/realwigu/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/realwigu/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency. +- [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [![reeinharddd/snapmcp MCP server](https://glama.ai/mcp/servers/reeinharddd/snapmcp/badges/score.svg)](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright. +- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Integration with Apple Shortcuts. +- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens. +- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [![ScrapeUnblocker/scrapeunblocker-mcp MCP server](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API. +- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [![screenshotscout/screenshotscout-mcp MCP server](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options. +- [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [![seleniumbase/SeleniumBase MCP server](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase/badges/score.svg)](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving. +- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [![seleniumboot/selenium-mcp MCP server](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines. +- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [![Silbercue/public-browser MCP server](https://glama.ai/mcp/servers/Silbercue/public-browser/badges/score.svg)](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API. +- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [![site-shot/site-shot-mcp MCP server](https://glama.ai/mcp/servers/site-shot/site-shot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal. +- [snapshot-site/snapshot-site-mcp](https://github.com/snapshot-site/snapshot-site-mcp) [![snapshot-site/snapshot-site-mcp MCP server](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp/badges/score.svg)](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp) 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries. +- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [![SolveGate/solvegate-mcp MCP server](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed. +- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [![swimmwatch/cloakbrowser-mcp MCP server](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium. +- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [![sylin-org/ghostlight MCP server](https://glama.ai/mcp/servers/sylin-org/ghostlight/badges/score.svg)](https://glama.ai/mcp/servers/sylin-org/ghostlight) 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls. +- [trueoriginlabs/vibatchium](https://github.com/trueoriginlabs/vibatchium) [![trueoriginlabs/vibatchium MCP server](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium/badges/score.svg)](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium) 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning. +- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [![snaprender-mcp MCP server](https://glama.ai/mcp/servers/@User0856/snaprender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal. +- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [![rendex-mcp MCP server](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks. +- [vincentvella/devloop](https://github.com/vincentvella/devloop) [![vincentvella/devloop MCP server](https://glama.ai/mcp/servers/vincentvella/devloop/badges/score.svg)](https://glama.ai/mcp/servers/vincentvella/devloop) 📇 🏠 🍎 🪟 🐧 - Drive a browser or Expo/React Native app alongside your dev server on one correlated timeline, lining up frontend errors with backend stack traces. +- [webdriverio/mcp](https://github.com/webdriverio/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/webdriverio/mcp/badges/score.svg)](https://glama.ai/mcp/servers/webdriverio/mcp) 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium. +- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - Fetch trending videos from Bilibili. +- [yinnho/aginxbrowser](https://github.com/yinnho/aginxbrowser) [![yinnho/aginxbrowser MCP server](https://glama.ai/mcp/servers/yinnho/aginxbrowser/badges/score.svg)](https://glama.ai/mcp/servers/yinnho/aginxbrowser) 🦀 🏠 🍎 🪟 🐧 - Chromium-free agent browser with built-in V8: tiered fetching, multi-engine search, screenshots, persistent login sessions and CDP access. +- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [![ymw0407/auth-fetch-mcp MCP server](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching. +- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [![freshcontext-mcp MCP server](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness. +- [zumerlab/snapsurf](https://github.com/zumerlab/snapsurf) [![zumerlab/snapsurf MCP server](https://glama.ai/mcp/servers/zumerlab/snapsurf/badges/score.svg)](https://glama.ai/mcp/servers/zumerlab/snapsurf) 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions. +- [zzzjy765/ottersnap-mcp](https://github.com/zzzjy765/ottersnap-mcp) [![zzzjy765/ottersnap-mcp MCP server](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp) 📇 ☁️ - Glint Render web rendering and evidence API: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence capture. +- [CapMonsterCloud/capmonster-mcp-captcha-solver](https://github.com/CapMonsterCloud/capmonster-mcp-captcha-solver) [![CapMonsterCloud/capmonster-mcp-captcha-solver MCP server](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver/badges/score.svg)](https://glama.ai/mcp/servers/CapMonsterCloud/capmonster-mcp-captcha-solver) 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs. ### ☁️ Cloud Platforms Cloud platform service integration. Enables management and interaction with cloud infrastructure and services. -- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [![dockndevai/mcp-kubernetes MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring & operations (pods, logs, deployments, scale/restart, apply, exec) — safe-by-default access modes, namespace/context allowlists, delete/apply/exec gating, dry-run, audit. `npx -y @dockndevai/mcp-kubernetes` -- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [![AIops-tools/K8s-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations (k3s/EKS/GKE/AKS) — workloads, batch jobs, config, storage, networking, and rollout management (55 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback. -- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [![dockndevai/mcp-oci MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-oci/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Oracle Cloud (OCI) live resource discovery, dependency mapping & reproducible Terraform generation — read-only and secret-redacting. `npx -y @dockndevai/mcp-oci` -- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [![dockndevai/mcp-azure MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-azure/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-azure) 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags, VM power & lifecycle — governed with subscription/resource-group allowlists, protected groups, location allowlist, delete gating, and typed confirmation. `npx -y @dockndevai/mcp-azure` -- [dockndevai/mcp-openshift](https://github.com/dockndevai/mcp-openshift) [![dockndevai/mcp-openshift MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-openshift/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-openshift) 📇 🏠 🍎 🪟 🐧 - OpenShift & Kubernetes operations — projects, pods, logs, deployments/deploymentconfigs, routes, services, builds; scale, rollout-restart, apply and delete — governed with read-only/read-write/admin modes, namespace allowlists, protected namespaces, apply/delete gating, dry-run, Secret redaction, and typed confirmation. Connect with a web-console token or username/password (local IdP). `npx -y @dockndevai/mcp-openshift` -- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave. -- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [![adiosdotdev/mcp MCP server](https://glama.ai/mcp/servers/adiosdotdev/mcp/badges/score.svg)](https://glama.ai/mcp/servers/adiosdotdev/mcp) 📇 ☁️ - Official Adios MCP server for managing workspaces, previews, builds, logs, services, and production deployments. -- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [![AIops-tools/Nutanix-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central v4 operations — cluster, VM (AHV + ESXi), storage, networking, snapshot/DR, alerts, and LCM (51 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback. -- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [![AkaciaNL/basicdeploy-mcp MCP server](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy and manage [BasicDeploy](https://basicdeploy.com) containers, each with a PostgreSQL database, S3-compatible object storage, env vars, and a public URL provisioned automatically. Create containers, deploy apps (Node/Python/Go/Docker, auto-detected), run commands, read logs, and toggle always-on. Install: `npx -y basicdeploy-mcp`. -- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [![Focus-GTS/eds-mcp-server MCP server](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: `npx @focusgts/eds-mcp-server`. -- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials. -- [agentmetal/mcp](https://github.com/agentmetal/mcp) [![agentmetal/mcp MCP server](https://glama.ai/mcp/servers/agentmetal/mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent — pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy. -- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [![anythink-cloud/anythink-cli MCP server](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli/badges/score.svg)](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️ ☁️ 🍎 🪟 🐧 - Build and run a complete backend from your agent on the Anythink platform: relational data with row-/field-level security, full-text + semantic + geo search, RBAC + BYOK, a workflow/automation engine, a growth & retention engine (email, actionable push, promotions, per-user referral codes + rewards, points/credits), payments + marketplace billing, and a growing catalog of integrations (Claude, OpenAI, Slack, Google, GitHub…) — driven through one CLI-backed MCP tool. Install with `npx -y @anythink-cloud/mcp`. -- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage -- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [![agent-deploy-dashbaord MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments. -- [arnstarn/mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst) [![arnstarn/mcp-server-spotinst MCP server](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst/badges/score.svg)](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst) 🐍 ☁️ - MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support. -- [antonio-mello-ai/mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense) [![mcp-pfsense MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense) 🐍 🏠 - Manage pfSense firewalls through AI assistants — firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations. -- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [![mcp-proxmox MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox) 🐍 🏠 - Manage Proxmox VE clusters through AI assistants — VMs, containers, snapshots, templates, cloud-init, firewall, and migrations. 29 tools with two-step confirmation for destructive operations. -- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support -- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support. -- [alexpota/cloudscope-mcp](https://github.com/alexpota/cloudscope-mcp) [![alexpota/cloudscope-mcp MCP server](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp) 📇 ☁️ - Azure cloud cost management — spending analysis, forecasts, anomaly detection, budgets, optimization recommendations, idle resource detection, tag-based cost allocation, and cross-subscription queries through natural language. -- [Albaker-Group/cloudprice-mcp](https://github.com/Albaker-Group/cloudprice-mcp) [![Albaker-Group/cloudprice-mcp MCP server](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Compare on-demand compute, block/object storage, managed Postgres, egress & GPU pricing across AWS, Azure, GCP, and OCI, plus FinOps decision tools (RI/Savings Plan break-even, multi-cloud workload TCO, exit-cost migration analysis, and egress arbitrage). 25 tools. -- [AliKarami/MikroMCP](https://github.com/AliKarami/MikroMCP) [![AliKarami/MikroMCP MCP server](https://glama.ai/mcp/servers/AliKarami/MikroMCP/badges/score.svg)](https://glama.ai/mcp/servers/AliKarami/MikroMCP) 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices through AI assistants — interfaces, firewall rules, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF, VLANs, and more. 77 tools with dry-run previews, idempotency checks, circuit breakers, RBAC, and rollback-aware change workflows. -- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products. -- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources. -- [backblaze-labs/b2-mcp](https://github.com/backblaze-labs/b2-mcp) [![backblaze-labs/b2-mcp MCP server](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp/badges/score.svg)](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official Backblaze B2 MCP server for buckets, files, keys, Object Lock, and S3-compatible storage. `npx -y @backblaze-labs/b2-mcp` -- [BlazingCDN/BlazingCDN-MCP](https://github.com/BlazingCDN/BlazingCDN-MCP) [![BlazingCDN/BlazingCDN-MCP MCP server](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP/badges/score.svg)](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official BlazingCDN server: manage CDN zones (TTLs, compression, on-the-fly image resizing, HLS/DASH), purge and warm up cache, traffic metrics, custom domains, cloud storage and Video CDN. 52 tools, read-only by default with opt-in write/delete. Install: `npx -y @blazingcdn/mcp`. -- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management. -- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [![chaandannn/finopsmcp MCP server](https://glama.ai/mcp/servers/chaandannn/finopsmcp/badges/score.svg)](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first FinOps copilot. Connect AWS, Azure, GCP, Kubernetes, and 15+ SaaS and AI bills, then ask cost questions in Claude or Cursor, find waste, and get the fix as a pull request you approve. Read-only; your credentials and bill stay on your machine. `uvx nable`. -- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1 -- [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [![ovh-api-mcp MCP server](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) 🦀 ☁️ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions. -- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction -- [Drop-to-run/drop2run-cli](https://github.com/Drop-to-run/drop2run-cli) [![Drop-to-run/drop2run-cli MCP server](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli/badges/score.svg)](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli) 📇 ☁️ - Publish what an agent just wrote to a live HTTPS URL. Three tools: `publish_files` for pages written in the chat, `publish_dir` for a folder on disk, and `list_sites`. Static hosting on Cloudflare's edge, so no git, no build step and no repository. `npx -y @drop2run/mcp` -- [elementfm/mcp](https://gitlab.com/elementfm/mcp) 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform -- [elevy99927/devops-mcp-webui](https://github.com/elevy99927/devops-mcp-webui) 🐍 ☁️/🏠 - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports `kubectl` and `helm` operations through natural-language commands. -- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata. -- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices. -- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. -- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [![friendlygeorge/docker-mcp-server MCP server](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop. -- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [![frndchagas/coolify-mcp MCP server](https://glama.ai/mcp/servers/frndchagas/coolify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) 📇 🏠 - Manage Coolify (self-hosted PaaS): deploy with verified builds, diagnose apps by name or domain, databases with backup schedules (8 engines), offline docs search, and human-confirmed destructive operations. 65 tools generated from the official OpenAPI spec. -- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [![ganakailabs/cloudeval-cli MCP server](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli/badges/score.svg)](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations and reviews. Supports Azure and static AWS CloudFormation evaluation (beta); includes a read-only toolset and requires authentication. -- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [![garlicKim21/ratatosk-mcp MCP server](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: typed, quoted facts (security fixes, breaking changes, deprecations) from every graduated/incubating project's release notes, updated daily. check_stack compares running versions locally so they never leave your process. -- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [![GeiserX/spinnaker-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure. -- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure. -- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows. -- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [![cloudflare-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. `npx -y cloudflare-mcp-pro`. -- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [![easypanel-mcp-server MCP server](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions. -- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [![hostodo/hostodo-mcp MCP server](https://glama.ai/mcp/servers/hostodo/hostodo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs. -- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [![huangdun/tempmd-mcp MCP server](https://glama.ai/mcp/servers/huangdun/tempmd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) 📇 ☁️ - Publish agent-made artifacts (HTML, Markdown, CSV, Mermaid) to temp.md — one stable public link that updates in place. Anonymous publish with no API key, activity-based expiry with restore. Install: `npx tempmd-mcp`. -- [Ilmar7786/marzban-sdk](https://github.com/Ilmar7786/marzban-sdk/tree/main/packages/mcp) [![Ilmar7786/marzban-sdk MCP server](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk) 📇 ☁️/🏠 - MCP server for the [Gozargah/Marzban](https://github.com/Gozargah/Marzban) proxy/VPN panel API, built on the typed `marzban-sdk` client. 21 tools across users, subscriptions, nodes, hosts, config and system stats, plus 3 investigation prompts. Env-only credentials (never a tool argument), profile-gated tool visibility (`readonly`/`standard`/`full`), and a one-time confirmation token required before any destructive call. `npx -y marzban-mcp` or Docker `ilmar7786/marzban-mcp`. -- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [![Infrawise/mcp-server MCP server](https://glama.ai/mcp/servers/Infrawise/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code. -- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [![ionos-cloud/ionoscloud-mcp MCP server](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP. -- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator. -- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude. -- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure -- [john-broadway/proximo](https://github.com/john-broadway/proximo) [![john-broadway/proximo MCP server](https://glama.ai/mcp/servers/john-broadway/proximo/badges/score.svg)](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - All four Proxmox surfaces — VE, Backup Server, Mail Gateway, Datacenter Manager — plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox` -- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage. -- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [![kaka-milan-22/kops MCP server](https://glama.ai/mcp/servers/kaka-milan-22/kops/badges/score.svg)](https://glama.ai/mcp/servers/kaka-milan-22/kops) 🐍 🏠 - Read-only `kubectl` for Claude Code: returns structured JSON, hardcoded safe verbs (no mutation path even with malicious input), Secret/ConfigMap values never returned, plus one-shot cluster triage & inventory. -- [krovacloud/krova-node](https://github.com/krovacloud/krova-node) [![krovacloud/krova-node MCP server](https://glama.ai/mcp/servers/krovacloud/krova-node/badges/score.svg)](https://glama.ai/mcp/servers/krovacloud/krova-node) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes — Firecracker microVMs with their own kernel, full root access, and no public IP until you open a port — plus custom domains, TCP port mappings, and snapshots. Billed by the minute. Install with `npx -y @krovacloud/mcp`. -- [shiped-app/shiped-mcp](https://github.com/shiped-app/shiped-mcp) [![shiped-app/shiped-mcp MCP server](https://glama.ai/mcp/servers/shiped-app/shiped-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shiped-app/shiped-mcp) ☁️ - Deploy AI-generated HTML/CSS/JS to an instant public HTTPS URL from any MCP agent (Claude Code, Codex, Cursor, Kiro, Copilot). Remote HTTP MCP endpoint with OAuth 2.1 device-flow login — no API key to mint or store. -- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [![L337-org/docker-mcp MCP server](https://glama.ai/mcp/servers/L337-org/docker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/L337-org/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources. -- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [![Labs64/NetLicensing-MCP](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call. -- [joachimBrindeau/domain-mcp](https://github.com/joachimBrindeau/domain-mcp) [![joachimBrindeau/domain-mcp MCP server](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers, and aftermarket through 10 AI-friendly composite tools. Install with `npx -y domain-mcp`. -- [liquidmetal-ai/raindrop-mcp](https://docs.liquidmetal.ai/tutorials/claude-code-mcp-setup/) 📇 ☁️ - The best way to deploy cloud infrastructure using Claude Code and MCP. -- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs. -- [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [![lizard-build/lizard-mcp MCP server](https://glama.ai/mcp/servers/lizard-build/lizard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Lizard, the AI-native deployment platform for coding agents: ship services, add managed Postgres, Redis and S3, stream logs and metrics, set secrets, scale and attach domains. 33 tools, OAuth 2.1, destructive actions require confirmation. -- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management. -- [luno-cms/mcp](https://github.com/luno-cms/mcp) [![luno-cms/mcp MCP server](https://glama.ai/mcp/servers/luno-cms/mcp/badges/score.svg)](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - **LUNO — AI Backend Platform** ([luno.rest](https://luno.rest)): hosted SaaS backend (CMS, Forms, Auth, Storage) for Claude Code, Cursor, and Codex. Not the cryptocurrency Luno exchange MCP. Registry: `io.github.luno-cms/mcp`. -- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster. -- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [![mikusnuz/dynadot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - MCP server for the Dynadot domain registrar API — 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace. -- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [![mctl-mcp MCP server](https://glama.ai/mcp/servers/mctlhq/mctl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - AI-native platform for Kubernetes management and automated GitOps (30+ tools). -- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [![Mogacode-ma/infomaniak-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) 📇 ☁️ - Unofficial agentic MCP server for Infomaniak (Swiss cloud provider). 54 tools covering web hosting, mail, kDrive, domains, DNS, DNSSEC, FTP/SSH users, AI catalogue and more. Two-phase commit on every destructive operation, history & undo, transparent reverse-engineering of undocumented manager-private endpoints. -- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [![rancher-mcp-server MCP server](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling. -- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools -- [ni-c/hetzner-dns-mcp](https://github.com/ni-c/hetzner-dns-mcp) [![ni-c/hetzner-dns-mcp MCP server](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records through the current Hetzner Cloud API (the legacy `dns.hetzner.com` API was shut down in May 2026). 22 tools: zone and RRSet CRUD, zonefile import/export, TTL and protection changes, primary nameservers, and async action tracking. Every destructive tool requires an explicit `confirm`. `npx -y hetzner-dns-mcp` -- [nitin27may/ms-graph-mcp](https://github.com/nitin27may/ms-graph-mcp) [![nitin27may/ms-graph-mcp MCP server](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp) 🐍 ☁️ - Microsoft Graph MCP server — 85 tools across Outlook mail & calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID. Delegated OAuth, stdio or Streamable HTTP. -- [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [![Novence-ai/mcp MCP server](https://glama.ai/mcp/servers/Novence-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents. Streamable HTTP at `https://api.novence.ai/mcp`. -- [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [![ni-c/wg-easy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted [wg-easy](https://github.com/wg-easy/wg-easy) (WireGuard Easy) v15 instance: list, create, update, enable/disable and delete VPN clients, fetch configuration files and QR codes, generate one-time links, and inspect server status. Deleting a client takes a two-step, server-issued confirmation token; admin secrets are redacted from responses. `npx -y wg-easy-mcp` -- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state. -- [newageflyfish-max/volthq](https://github.com/newageflyfish-max/volthq) [![newageflyfish-max/volthq MCP server](https://glama.ai/mcp/servers/newageflyfish-max/volthq/badges/score.svg)](https://glama.ai/mcp/servers/newageflyfish-max/volthq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: `npx volthq-mcp-server --setup`. -- [openpouch/openpouch](https://github.com/openpouch/openpouch) [![openpouch/openpouch MCP server](https://glama.ai/mcp/servers/openpouch/openpouch/badges/score.svg)](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - Agent-native hosting: deploy any app to a live URL in one command — no account, no dashboard, no CAPTCHA. Full deploy lifecycle as tools (deploy, verify, logs, inspect, rollback, list/delete); production approval stays human-only. Apache-2.0. -- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk. -- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [![mcp-server-cloudflare MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE. -- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [![mcp-server-s3 MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-s3/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations — list buckets, browse objects, upload/download files, and generate presigned URLs. -- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting -- [plopino/plopino-mcp](https://github.com/plopino/plopino-mcp) [![plopino/plopino-mcp MCP server](https://glama.ai/mcp/servers/plopino/plopino-mcp/badges/score.svg)](https://glama.ai/mcp/servers/plopino/plopino-mcp) 📇 ☁️ 🍎 🪟 🐧 - Publish a page, a file, or a folder to a public URL. Two tools: `publish_html` for content written in the chat, and `publish_path` for something already on disk — folder structure preserved, no need to zip first. Publishing is anonymous by default; no account or API key required. `npx -y plopino` -- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [![Poiuyhje/eqvps-mcp MCP server](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) 📇 ☁️ - No-KYC crypto-paid VPS that AI agents rent and fully operate over MCP: discover plans, register programmatically (no human, OTP or KYC), pay with USDC/USDT on Base or Ethereum, then provision and control the VPS — power, hostname, root-password reset, reinstall, metrics, cancellation and operator delegation. Hosted remote server at `mcp.eqvps.com` (Streamable HTTP). -- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities. -- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [![nikhilnt1234/TokenBurnRate MCP server](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate/badges/score.svg)](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. 📇🏠 -- [CodesWhat/portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp) [![portkey-admin-mcp MCP server](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp) 📇 ☁️ - Portkey Admin API control-plane MCP server with 181 tools across 20 domains, including prompts, configs, keys, analytics, guardrails, integrations, and deployments. -- [publee-dev/mcp](https://github.com/publee-dev/mcp) [![publee-dev/mcp MCP server](https://glama.ai/mcp/servers/publee-dev/mcp/badges/score.svg)](https://glama.ai/mcp/servers/publee-dev/mcp) 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable `.publee.site` URL in seconds. Works anonymously with zero setup (7-day retention); an API token adds permanent hosting, in-place updates that keep the same URL, and limited-sharing visibility (password, members-only). -- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically. -- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform. -- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [![RajeevSirohi/mcp-server-terraform MCP server](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform/badges/score.svg)](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Safety-first Terraform operations: plan/apply/destroy with two-step confirmation gates, plan risk & cost analysis that flags expensive always-on resources (NAT gateways, EKS, Azure Firewall), drift detection, import/taint/refresh, provider auth pre-flight checks, and audit logging. -- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc. -- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands. -- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events. -- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language. -- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [![rosenvladimirov/odoo-claude-mcp MCP server](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8 federated MCP servers (odoo-rpc, GitHub, Portainer, OCA, Teams, filesystem). Multi-tenant Claude/Claude Code integration, browser-based xterm.js + tmux terminal, Qdrant + Ollama memory layer, Bulgaria localization (НАП, ДДС, ЕИК). Docker Compose + K3s/Kustomize deployment. -- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments. -- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [![sevalla-hosting/mcp MCP server](https://glama.ai/mcp/servers/sevalla-hosting/mcp/badges/score.svg)](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth — connect in one click, no API keys to configure. -- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [![shdomi8599/vibie-mcp MCP server](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent vibie.page URLs in seconds. One-line auto-install (`npx vibie-mcp setup`) wires up Claude Desktop and Cursor, OAuth device-flow auth, automatic folder marker for repeat deploys without re-typing slugs. -- [shipstatic/mcp](https://github.com/shipstatic/mcp) [![shipstatic MCP server](https://glama.ai/mcp/servers/shipstatic/shipstatic/badges/score.svg)](https://glama.ai/mcp/servers/shipstatic/shipstatic) 📇 ☁️ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting — upload files, get a URL, and connect custom domains. -- [Sidd27/infrawise](https://github.com/Sidd27/infrawise) [![Sidd27/infrawise MCP server](https://glama.ai/mcp/servers/Sidd27/infrawise/badges/score.svg)](https://glama.ai/mcp/servers/Sidd27/infrawise) 📇 ☁️ 🏠 - Cloud infrastructure analysis for AI coding assistants — detects IaC drift, missing indexes, security gaps, and performance anti-patterns across AWS services and databases. 13 tools, works with Claude Code and Cursor. -- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes. -- [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [![sitelauncher-mcp-server MCP server](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) 📇 ☁️ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles. -- [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) 📇 ☁️ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API -- [spre-sre/lumino-mcp-server](https://github.com/spre-sre/lumino-mcp-server) 🐍 ☁️ - AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring. -- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol. -- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more. -- [stevejford/shiply-mcp](https://github.com/stevejford/shiply-mcp) [![stevejford/shiply-mcp MCP server](https://glama.ai/mcp/servers/stevejford/shiply-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevejford/shiply-mcp) 📇 ☁️ - Agent-first web host: publish a static site or edge function to the web in one call (no account), then manage updates, custom domains, SSL, env vars, databases, and email. Hosted remote MCP at https://shiply.now/mcp. -- [stevysmith/stacktree-mcp](https://github.com/stevysmith/stacktree-mcp) [![stevysmith/stacktree-mcp MCP server](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Publish HTML an agent makes to a private, unguessable URL. Every link is private by default; gate one with a passcode or a company-email domain that viewers pass without creating an account, set an expiry or burn-after-read, and replace it in place so the shared URL always shows the current version. Paid plans add read analytics on who opened the page. OAuth with dynamic client registration, or a stdio package. -- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP -- [TencentCloudBase/CloudBase-AI-ToolKit](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit) 📇 ☁️ 🏠 🍎 🪟 🐧 - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem. -- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources. -- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue. -- [txn2/kubefwd](https://github.com/txn2/kubefwd) 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming -- [vishalsg42/munim](https://github.com/vishalsg42/munim) [![vishalsg42/munim MCP server](https://glama.ai/mcp/servers/vishalsg42/munim/badges/score.svg)](https://glama.ai/mcp/servers/vishalsg42/munim) 🐍 🏠 🍎 - One MCP server holding a live session with every client's account at once, so one agent can read across a dozen businesses and write inside only the one you name. Forwards each provider's own MCP tools (Cloudflare, Vercel, Resend, Supabase, Linear, Notion, Sentry, Netlify, Zoho and more) with that client's credentials, plus deterministic DNS and email checks that never call a model. Install: `uv tool install munim`. -- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio. -- [weibaohui/k8m](https://github.com/weibaohui/k8m) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. -- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. -- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health -- [akkireddy-challa/k8s-mcp-server](https://github.com/akkireddy-challa/k8s-mcp-server) [![akkireddy-challa/k8s-mcp-server MCP server](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server) 🐍 ☁️ 🏠 - MCP server for Kubernetes cluster operations — inspect pods, deployments, services, and logs via AI agents. -- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [![Woobox/hatchable-mcp MCP server](https://glama.ai/mcp/servers/Woobox/hatchable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier. -- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [![x7even/cloudcostsmcp MCP server](https://glama.ai/mcp/servers/x7even/cloudcostsmcp/badges/score.svg)](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Anchor AI FinOps to real, live cloud pricing. 15 tools for AWS, GCP & Azure — public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). No credentials needed for AWS and Azure public pricing. `pip install opencloudcosts` -- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [![xmpuspus/cloudwright MCP server](https://glama.ai/mcp/servers/xmpuspus/cloudwright/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis. -- [xns-cloud/relayer-mcp](https://github.com/xns-cloud/relayer-mcp) [![xns-cloud/relayer-mcp MCP server](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Install and manage a self-hosted XNS Relayer — S3-compatible object storage on a decentralized provider network with $0 egress. 15 tools covering prerequisites, account registration, install, claim, health, VPD configuration, S3 verification, CLI credentials, settings, restart, and backups. `npx @xns-cloud/relayer-mcp` -- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [![zw008/vmware-aiops MCP server](https://glama.ai/mcp/servers/zw008/vmware-aiops/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations. -- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [![zw008/vmware-avi MCP server](https://glama.ai/mcp/servers/zw008/vmware-avi/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops. -- [zw008/VMware-Monitor](https://github.com/zw008/VMware-Monitor) [![zw008/vmware-monitor MCP server](https://glama.ai/mcp/servers/zw008/vmware-monitor/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-monitor) 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring — inventory, alarms, events, host health, VM info, and snapshot listing. 8 strictly read-only tools with code-level zero-destructive guarantee (validated by test fixtures). -- [zw008/VMware-NSX](https://github.com/zw008/VMware-NSX) [![zw008/vmware-nsx MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx) 🐍 ☁️ - VMware NSX network management — Segments, Tier-0/Tier-1 Gateways, NAT rules, static/BGP routing, and IPAM pools. 33 tools with dry-run preview, port-count safety checks, and double-confirmation for delete operations. -- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [![zw008/vmware-nsx-security MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx-security/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) 🐍 ☁️ - VMware NSX security — Distributed Firewall policies/rules, Security Groups, Traceflow troubleshooting, and IDS/IPS profiles. 20 tools with active-rule checks before policy deletion and reference-count validation for security groups. -- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [![zw008/vmware-storage MCP server](https://glama.ai/mcp/servers/zw008/vmware-storage/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-storage) 🐍 ☁️ - VMware vSphere storage management — datastores (NFS/VMFS), iSCSI software adapter and dynamic targets, and vSAN cluster operations. 11 tools with dry-run preview and double-confirmation for iSCSI configuration changes. -- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [![zw008/vmware-vks MCP server](https://glama.ai/mcp/servers/zw008/vmware-vks/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-vks) 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service — Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion. -- [zyli5313/dochost-mcp](https://github.com/zyli5313/dochost-mcp) [![dochost-mcp MCP server](https://glama.ai/mcp/servers/zyli5313/dochost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zyli5313/dochost-mcp) 📇 ☁️ - Publish Markdown or HTML to a public shareable link straight from your assistant. Streamable HTTP with OAuth, no API keys; published pages are served script-free from a separate cookieless origin. +- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [![dockndevai/mcp-kubernetes MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging. +- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [![AIops-tools/K8s-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback. +- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [![dockndevai/mcp-oci MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-oci/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction. +- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [![dockndevai/mcp-azure MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-azure/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-azure) 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation. +- [dockndevai/mcp-openshift](https://github.com/dockndevai/mcp-openshift) [![dockndevai/mcp-openshift MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-openshift/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-openshift) 📇 🏠 🍎 🪟 🐧 - OpenShift and Kubernetes operations on pods, deployments, routes and builds, with access modes, namespace allowlists, dry-run and Secret redaction. +- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting. +- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [![adiosdotdev/mcp MCP server](https://glama.ai/mcp/servers/adiosdotdev/mcp/badges/score.svg)](https://glama.ai/mcp/servers/adiosdotdev/mcp) 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments. +- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [![AIops-tools/Nutanix-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback. +- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [![AkaciaNL/basicdeploy-mcp MCP server](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on. +- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [![Focus-GTS/eds-mcp-server MCP server](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects. +- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials. +- [agentmetal/mcp](https://github.com/agentmetal/mcp) [![agentmetal/mcp MCP server](https://glama.ai/mcp/servers/agentmetal/mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card. +- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [![anythink-cloud/anythink-cli MCP server](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli/badges/score.svg)](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments. +- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload to and manipulate IPFS storage. +- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [![agent-deploy-dashbaord MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks. +- [arnstarn/mcp-server-spotinst](https://github.com/arnstarn/mcp-server-spotinst) [![arnstarn/mcp-server-spotinst MCP server](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst/badges/score.svg)](https://glama.ai/mcp/servers/arnstarn/mcp-server-spotinst) 🐍 ☁️ - Manage Spot.io (Spotinst) Ocean clusters, VNGs, Elastigroups, costs, right-sizing and logs across AWS and Azure accounts. +- [antonio-mello-ai/mcp-pfsense](https://github.com/antonio-mello-ai/mcp-pfsense) [![mcp-pfsense MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-pfsense) 🐍 🏠 - Manage pfSense firewalls: rules, DHCP leases, DNS overrides, gateway monitoring, ARP table and services, with two-step confirmation for destructive actions. +- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [![mcp-proxmox MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-proxmox) 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions. +- [alexpota/cloudscope-mcp](https://github.com/alexpota/cloudscope-mcp) [![alexpota/cloudscope-mcp MCP server](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpota/cloudscope-mcp) 📇 ☁️ - Azure cost management: spending analysis, forecasts, anomaly detection, budgets, optimization tips, idle resource detection and tag-based cost allocation. +- [Albaker-Group/cloudprice-mcp](https://github.com/Albaker-Group/cloudprice-mcp) [![Albaker-Group/cloudprice-mcp MCP server](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Albaker-Group/cloudprice-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Compare compute, storage, managed Postgres, egress and GPU prices across AWS, Azure, GCP and OCI, plus FinOps tools for break-even, TCO and migration analysis. +- [AliKarami/MikroMCP](https://github.com/AliKarami/MikroMCP) [![AliKarami/MikroMCP MCP server](https://glama.ai/mcp/servers/AliKarami/MikroMCP/badges/score.svg)](https://glama.ai/mcp/servers/AliKarami/MikroMCP) 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC and rollback. +- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products. +- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources. +- [backblaze-labs/b2-mcp](https://github.com/backblaze-labs/b2-mcp) [![backblaze-labs/b2-mcp MCP server](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp/badges/score.svg)](https://glama.ai/mcp/servers/backblaze-labs/b2-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage. +- [BlazingCDN/BlazingCDN-MCP](https://github.com/BlazingCDN/BlazingCDN-MCP) [![BlazingCDN/BlazingCDN-MCP MCP server](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP/badges/score.svg)](https://glama.ai/mcp/servers/BlazingCDN/BlazingCDN-MCP) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage BlazingCDN zones, cache purge and warm-up, traffic metrics, custom domains, cloud storage and Video CDN; read-only by default. +- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API. +- [chaandannn/finopsmcp](https://github.com/chaandannn/finopsmcp) [![chaandannn/finopsmcp MCP server](https://glama.ai/mcp/servers/chaandannn/finopsmcp/badges/score.svg)](https://glama.ai/mcp/servers/chaandannn/finopsmcp) 🐍 🏠 🍎 🪟 🐧 - Local-first, read-only FinOps assistant: analyze AWS, Azure, GCP, Kubernetes, SaaS and AI bills, find waste and get fixes as pull requests. +- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1. +- [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [![ovh-api-mcp MCP server](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode). +- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction. +- [Drop-to-run/drop2run-cli](https://github.com/Drop-to-run/drop2run-cli) [![Drop-to-run/drop2run-cli MCP server](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli/badges/score.svg)](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli) 📇 ☁️ - Publish pages written in chat or a local folder to a live HTTPS URL, with static hosting on Cloudflare's edge. +- [elevy99927/devops-mcp-webui](https://github.com/elevy99927/devops-mcp-webui) 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI. +- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files. +- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices. +- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services. +- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [![friendlygeorge/docker-mcp-server MCP server](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming. +- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [![frndchagas/coolify-mcp MCP server](https://glama.ai/mcp/servers/frndchagas/coolify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) 📇 🏠 - Manage self-hosted Coolify PaaS: deployments with verified builds, app diagnostics, database backups, offline docs search and confirmed destructive actions. +- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [![ganakailabs/cloudeval-cli MCP server](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli/badges/score.svg)](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset. +- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [![garlicKim21/ratatosk-mcp MCP server](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks. +- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [![GeiserX/spinnaker-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API. +- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph. +- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows. +- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [![cloudflare-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change. +- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [![easypanel-mcp-server MCP server](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions. +- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [![hostodo/hostodo-mcp MCP server](https://glama.ai/mcp/servers/hostodo/hostodo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hostodo VPS management: VM details, power control, renaming, OS reinstalls, guest-agent commands and artifact uploads, with scoped tokens and audit logs. +- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [![huangdun/tempmd-mcp MCP server](https://glama.ai/mcp/servers/huangdun/tempmd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) 📇 ☁️ - Publish HTML, Markdown, CSV or Mermaid artifacts to temp.md under a stable public link that updates in place, with activity-based expiry. +- [Ilmar7786/marzban-sdk](https://github.com/Ilmar7786/marzban-sdk/tree/main/packages/mcp) [![Ilmar7786/marzban-sdk MCP server](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk) 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls. +- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [![Infrawise/mcp-server MCP server](https://glama.ai/mcp/servers/Infrawise/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations. +- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [![ionos-cloud/ionoscloud-mcp MCP server](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS Cloud infrastructure. +- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Compare real-time cloud instance prices across AWS, Azure, GCP and OCI, with workload calculators and migration savings estimates. +- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) 📇 ☁️ - Oracle Cloud Infrastructure price data with cost calculators and cross-provider comparisons. +- [john-broadway/proximo](https://github.com/john-broadway/proximo) [![john-broadway/proximo MCP server](https://glama.ai/mcp/servers/john-broadway/proximo/badges/score.svg)](https://glama.ai/mcp/servers/john-broadway/proximo) 🐍 🏠 - Manage Proxmox VE, Backup Server, Mail Gateway and Datacenter Manager with dry-run plans, snapshots and a tamper-evident audit log; read-only by default. +- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - Access Netskope Private Access components within an NPA environment, with setup details and usage examples. +- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [![kaka-milan-22/kops MCP server](https://glama.ai/mcp/servers/kaka-milan-22/kops/badges/score.svg)](https://glama.ai/mcp/servers/kaka-milan-22/kops) 🐍 🏠 - Read-only kubectl with structured JSON output, hardcoded safe verbs, withheld Secret and ConfigMap values, and one-shot cluster triage and inventory. +- [krovacloud/krova-node](https://github.com/krovacloud/krova-node) [![krovacloud/krova-node MCP server](https://glama.ai/mcp/servers/krovacloud/krova-node/badges/score.svg)](https://glama.ai/mcp/servers/krovacloud/krova-node) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes (Firecracker microVMs with root access), plus custom domains, TCP port mappings and snapshots. +- [shiped-app/shiped-mcp](https://github.com/shiped-app/shiped-mcp) [![shiped-app/shiped-mcp MCP server](https://glama.ai/mcp/servers/shiped-app/shiped-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shiped-app/shiped-mcp) ☁️ - Deploy AI-generated HTML, CSS and JavaScript to a public HTTPS URL. +- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [![L337-org/docker-mcp MCP server](https://glama.ai/mcp/servers/L337-org/docker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/L337-org/docker-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manage local or remote Docker daemons: containers, images, Compose, Swarm, Buildx, Scout and OCI registries, with read-only hosts for safe monitoring. +- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [![Labs64/NetLicensing-MCP](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) 🎖️ 🐍 ☁️ - Manage the software licensing lifecycle in Labs64 NetLicensing through natural language. +- [joachimBrindeau/domain-mcp](https://github.com/joachimBrindeau/domain-mcp) [![joachimBrindeau/domain-mcp MCP server](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers and aftermarket listings. +- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify and delete Liveblocks rooms, threads, comments, notifications and more, with read access to Storage and Yjs. +- [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [![lizard-build/lizard-mcp MCP server](https://glama.ai/mcp/servers/lizard-build/lizard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains. +- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management. +- [luno-cms/mcp](https://github.com/luno-cms/mcp) [![luno-cms/mcp MCP server](https://glama.ai/mcp/servers/luno-cms/mcp/badges/score.svg)](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange. +- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools. +- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [![mikusnuz/dynadot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace. +- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [![mctl-mcp MCP server](https://glama.ai/mcp/servers/mctlhq/mctl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - Kubernetes management and automated GitOps. +- [Mogacode-ma/infomaniak-mcp-agent](https://github.com/Mogacode-ma/infomaniak-mcp-agent) [![Mogacode-ma/infomaniak-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/infomaniak-mcp-agent) 📇 ☁️ - Unofficial Infomaniak integration: web hosting, mail, kDrive, domains, DNS, FTP/SSH users and more, with two-phase commits and undo for destructive actions. +- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [![rancher-mcp-server MCP server](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps. +- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - Access the full NebulaBlock API. +- [ni-c/hetzner-dns-mcp](https://github.com/ni-c/hetzner-dns-mcp) [![ni-c/hetzner-dns-mcp MCP server](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/hetzner-dns-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records via the Hetzner Cloud API: RRSet CRUD, zonefile import/export, TTL and protection changes, and nameservers. +- [nitin27may/ms-graph-mcp](https://github.com/nitin27may/ms-graph-mcp) [![nitin27may/ms-graph-mcp MCP server](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nitin27may/ms-graph-mcp) 🐍 ☁️ - Microsoft Graph access to Outlook mail and calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID. +- [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [![Novence-ai/mcp MCP server](https://glama.ai/mcp/servers/Novence-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Create, check, deploy and host static sites. +- [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [![ni-c/wg-easy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) instance: manage VPN clients, fetch configs and QR codes, create one-time links and check server status. +- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state. +- [openpouch/openpouch](https://github.com/openpouch/openpouch) [![openpouch/openpouch MCP server](https://glama.ai/mcp/servers/openpouch/openpouch/badges/score.svg)](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production. +- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk. +- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [![mcp-server-cloudflare MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache. +- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [![mcp-server-s3 MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-s3/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs. +- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager. +- [plopino/plopino-mcp](https://github.com/plopino/plopino-mcp) [![plopino/plopino-mcp MCP server](https://glama.ai/mcp/servers/plopino/plopino-mcp/badges/score.svg)](https://glama.ai/mcp/servers/plopino/plopino-mcp) 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure. +- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [![Poiuyhje/eqvps-mcp MCP server](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) 📇 ☁️ - Rent and operate VPSes paid in USDC or USDT: register, provision and control power, hostname, root password, reinstalls, metrics and cancellation. +- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - Interact with Portainer instances: container management, deployment operations and infrastructure monitoring. +- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [![nikhilnt1234/TokenBurnRate MCP server](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate/badges/score.svg)](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini, with optimization hints and savings estimates. +- [CodesWhat/portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp) [![portkey-admin-mcp MCP server](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp) 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments. +- [publee-dev/mcp](https://github.com/publee-dev/mcp) [![publee-dev/mcp MCP server](https://glama.ai/mcp/servers/publee-dev/mcp/badges/score.svg)](https://glama.ai/mcp/servers/publee-dev/mcp) 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only access. +- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - Integration with the PythonAnywhere cloud platform. +- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [![RajeevSirohi/mcp-server-terraform MCP server](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform/badges/score.svg)](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Terraform operations with two-step confirmation for plan/apply/destroy, plan risk and cost analysis, drift detection, import/taint/refresh and audit logging. +- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services. +- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments. +- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events. +- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language. +- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [![rosenvladimirov/odoo-claude-mcp MCP server](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization. +- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments. +- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [![sevalla-hosting/mcp MCP server](https://glama.ai/mcp/servers/sevalla-hosting/mcp/badges/score.svg)](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage Sevalla cloud infrastructure. +- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [![shdomi8599/vibie-mcp MCP server](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys. +- [shipstatic/mcp](https://github.com/shipstatic/mcp) [![shipstatic MCP server](https://glama.ai/mcp/servers/shipstatic/shipstatic/badges/score.svg)](https://glama.ai/mcp/servers/shipstatic/shipstatic) 📇 ☁️ - Deploy and manage static sites: upload files, get a URL and connect custom domains. +- [Sidd27/infrawise](https://github.com/Sidd27/infrawise) [![Sidd27/infrawise MCP server](https://glama.ai/mcp/servers/Sidd27/infrawise/badges/score.svg)](https://glama.ai/mcp/servers/Sidd27/infrawise) 📇 ☁️ 🏠 - Cloud infrastructure analysis: detect IaC drift, missing indexes, security gaps and performance anti-patterns across AWS services and databases. +- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - Manage any Kubernetes resource, including native resources and CRDs, through natural language. +- [trackerfitness729-jpg/sitelauncher-mcp-server](https://github.com/trackerfitness729-jpg/sitelauncher-mcp-server) [![sitelauncher-mcp-server MCP server](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server) 📇 ☁️ - Deploy live HTTPS websites on subdomains or custom .xyz domains, paid in USDC on Base, with templates for crypto tokens and AI agent profiles. +- [Spaceship MCP](https://github.com/bartwaardenburg/spaceship-mcp) 📇 ☁️ - Manage domains, DNS records, contacts and marketplace listings via the Spaceship API. +- [spre-sre/lumino-mcp-server](https://github.com/spre-sre/lumino-mcp-server) 🐍 ☁️ - SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring. +- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - Interact with Kubernetes clusters: list and apply Kubernetes resources. +- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more. +- [stevejford/shiply-mcp](https://github.com/stevejford/shiply-mcp) [![stevejford/shiply-mcp MCP server](https://glama.ai/mcp/servers/stevejford/shiply-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevejford/shiply-mcp) 📇 ☁️ - Publish a static site or edge function to the web in one call, then manage updates, custom domains, SSL, env vars, databases and email. +- [stevysmith/stacktree-mcp](https://github.com/stevysmith/stacktree-mcp) [![stevysmith/stacktree-mcp MCP server](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stevysmith/stacktree-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Publish agent-made HTML to private, unguessable URLs with passcode or email-domain gating, expiry, burn-after-read and in-place updates. +- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️/🏠 - Kubernetes cluster operations. +- [TencentCloudBase/CloudBase-AI-ToolKit](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit) 📇 ☁️ 🏠 🍎 🪟 🐧 - Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment. +- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠/☁️ - Interface with Nutanix Prism Central resources. +- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Get up-to-date EC2 prices in one call from a pre-parsed AWS price catalogue. +- [txn2/kubefwd](https://github.com/txn2/kubefwd) 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming. +- [vishalsg42/munim](https://github.com/vishalsg42/munim) [![vishalsg42/munim MCP server](https://glama.ai/mcp/servers/vishalsg42/munim/badges/score.svg)](https://glama.ai/mcp/servers/vishalsg42/munim) 🐍 🏠 🍎 - Multi-client MCP proxy: read across every client's accounts, write only to the named one, via providers' own MCP tools (Cloudflare, Vercel, Notion and more). +- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - Query book information. +- [weibaohui/k8m](https://github.com/weibaohui/k8m) 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources. +- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources. +- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - Kubernetes management plus cluster and application health analysis. +- [akkireddy-challa/k8s-mcp-server](https://github.com/akkireddy-challa/k8s-mcp-server) [![akkireddy-challa/k8s-mcp-server MCP server](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/akkireddy-challa/k8s-mcp-server) 🐍 ☁️ 🏠 - Kubernetes cluster operations: inspect pods, deployments, services and logs. +- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [![Woobox/hatchable-mcp MCP server](https://glama.ai/mcp/servers/Woobox/hatchable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable, with per-project database, auth, storage, domains and cron. +- [x7even/cloudcostsmcp](https://github.com/x7even/cloudcostsmcp) [![x7even/cloudcostsmcp MCP server](https://glama.ai/mcp/servers/x7even/cloudcostsmcp/badges/score.svg)](https://glama.ai/mcp/servers/x7even/cloudcostsmcp) 🏎️ ☁️ 🍎 🪟 🐧 - Live AWS, GCP and Azure prices for FinOps: public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). +- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [![xmpuspus/cloudwright MCP server](https://glama.ai/mcp/servers/xmpuspus/cloudwright/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/cloudwright) 🐍 ☁️ - Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-radius analysis. +- [xns-cloud/relayer-mcp](https://github.com/xns-cloud/relayer-mcp) [![xns-cloud/relayer-mcp MCP server](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xns-cloud/relayer-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Install and manage a self-hosted XNS Relayer, S3-compatible object storage on a decentralized provider network: setup, health, configuration and backups. +- [zw008/VMware-AIops](https://github.com/zw008/VMware-AIops) [![zw008/vmware-aiops MCP server](https://glama.ai/mcp/servers/zw008/vmware-aiops/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aiops) 🐍 ☁️ - VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging. +- [zw008/VMware-AVI](https://github.com/zw008/VMware-AVI) [![zw008/vmware-avi MCP server](https://glama.ai/mcp/servers/zw008/vmware-avi/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-avi) 🐍 ☁️ - VMware Avi Load Balancer (NSX ALB) management with AKO Kubernetes integration: virtual services, pools, analytics metrics and AKO lifecycle. +- [zw008/VMware-Monitor](https://github.com/zw008/VMware-Monitor) [![zw008/vmware-monitor MCP server](https://glama.ai/mcp/servers/zw008/vmware-monitor/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-monitor) 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring: inventory, alarms, events, host health, VM info and snapshot listing. +- [zw008/VMware-NSX](https://github.com/zw008/VMware-NSX) [![zw008/vmware-nsx MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx) 🐍 ☁️ - VMware NSX network management: segments, Tier-0/Tier-1 gateways, NAT rules, static/BGP routing and IPAM pools, with dry-run previews and delete confirmation. +- [zw008/VMware-NSX-Security](https://github.com/zw008/VMware-NSX-Security) [![zw008/vmware-nsx-security MCP server](https://glama.ai/mcp/servers/zw008/vmware-nsx-security/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-nsx-security) 🐍 ☁️ - VMware NSX security: Distributed Firewall policies and rules, security groups, Traceflow troubleshooting and IDS/IPS profiles, with checks before deletion. +- [zw008/VMware-Storage](https://github.com/zw008/VMware-Storage) [![zw008/vmware-storage MCP server](https://glama.ai/mcp/servers/zw008/vmware-storage/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-storage) 🐍 ☁️ - VMware vSphere storage management: NFS/VMFS datastores, iSCSI software adapters and dynamic targets, and vSAN cluster operations, with dry-run previews. +- [zw008/VMware-VKS](https://github.com/zw008/VMware-VKS) [![zw008/vmware-vks MCP server](https://glama.ai/mcp/servers/zw008/vmware-vks/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-vks) 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export. +- [zyli5313/dochost-mcp](https://github.com/zyli5313/dochost-mcp) [![dochost-mcp MCP server](https://glama.ai/mcp/servers/zyli5313/dochost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zyli5313/dochost-mcp) 📇 ☁️ - Publish Markdown or HTML to a public shareable link, served script-free from a separate cookieless origin. ### 👨‍💻 Code Execution Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents. -- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown -- [alvii147/piston-mcp](https://github.com/alvii147/piston-mcp) 🐍 ☁️ 🐧 🍎 🪟 - MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude Desktop config example. -- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [![asif-nvc/e2b-sandbox-mcp MCP server](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) 📇 ☁️ 🍎 🪟 🐧 - Connect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine. -- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs. -- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack. -- [fstandhartinger/sandbox-as-a-service-mcp](https://github.com/fstandhartinger/sandbox-as-a-service-mcp) 🎖️ 📇 ☁️ – Give an agent a real Linux VM: run commands, move files, expose a preview URL, destroy it. Own kernel and dedicated VM per sandbox, never shared with another tenant, so untrusted model-generated code stays contained. [![fstandhartinger/sandbox-as-a-service-mcp MCP server](https://glama.ai/mcp/servers/fstandhartinger/sandbox-as-a-service-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fstandhartinger/sandbox-as-a-service-mcp) -- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?" -- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment. -- [ksterx/srunx](https://github.com/ksterx/srunx) [![ksterx/srunx MCP server](https://glama.ai/mcp/servers/ksterx/srunx/badges/score.svg)](https://glama.ai/mcp/servers/ksterx/srunx) 🐍 🏠 🐧 🍎 - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package. +- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 - Run JavaScript snippets in isolated Docker sandboxes with on-the-fly npm dependency installation and clean teardown. +- [alvii147/piston-mcp](https://github.com/alvii147/piston-mcp) 🐍 ☁️ 🐧 🍎 🪟 - Execute code through the Piston remote code execution engine. +- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [![asif-nvc/e2b-sandbox-mcp MCP server](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) 📇 ☁️ 🍎 🪟 🐧 - E2B cloud sandboxes: create isolated Linux VMs, clone repos, run commands, manage files and perform git operations without touching the local machine. +- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - Access any API through its existing OpenAPI documentation. +- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents: each agent works in its own fresh container and git branch, with execution history and terminal access. +- [fstandhartinger/sandbox-as-a-service-mcp](https://github.com/fstandhartinger/sandbox-as-a-service-mcp) 🎖️ 📇 ☁️ - Dedicated Linux VM sandboxes for untrusted, model-generated code: run commands, move files, expose a preview URL and destroy the VM. +- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Delegate tasks to other AI providers' models, e.g. ask OpenAI to generate an image. +- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 - Python runtime interpreter that executes submitted code in an isolated environment. +- [ksterx/srunx](https://github.com/ksterx/srunx) [![ksterx/srunx MCP server](https://glama.ai/mcp/servers/ksterx/srunx/badges/score.svg)](https://glama.ai/mcp/servers/ksterx/srunx) 🐍 🏠 🐧 🍎 - Submit SLURM jobs, run YAML workflows, monitor GPU resources, manage SSH profiles and sync files with local or SSH-remote HPC clusters. - [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) [![capsule-mcp-server MCP server](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes. -- [musharna/jobd](https://github.com/musharna/jobd) [![musharna/jobd MCP server](https://glama.ai/mcp/servers/musharna/jobd/badges/score.svg)](https://glama.ai/mcp/servers/musharna/jobd) 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. `pip install "jobd[mcp]"`. -- [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [![HanSur94/matlab-mcp-server-python MCP server](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python/badges/score.svg)](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard. -- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body. -- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls -- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions. -- [Reachpad/reachpad-mcp](https://github.com/Reachpad/reachpad-mcp) [![Reachpad/reachpad-mcp MCP server](https://glama.ai/mcp/servers/Reachpad/reachpad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qjk8wultuz) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Give any coding agent a persistent cloud development environment it can create, run commands in, checkpoint and fork. The filesystem, installed dependencies, running services and terminal state survive between calls, so a paused environment resumes instead of booting fresh. Available as a hosted remote server at `https://reachpad.dev/mcp` (OAuth, nothing to install) or over stdio with `npx @reachpad/mcp`. -- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [![rikarazome/prolog-reasoner MCP server](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner/badges/score.svg)](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems. -- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [![SebastianGilPinzon/colab-mcp MCP server](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support. -- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [![Sowiedu/Edict MCP server](https://glama.ai/mcp/servers/sowiedu/edict/badges/score.svg)](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop. -- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [![telleroutlook/agentkit-js MCP server](https://glama.ai/mcp/servers/telleroutlook/agentkit-js/badges/score.svg)](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI. -- [The-40-Thieves/codecalc](https://github.com/The-40-Thieves/codecalc) [![The-40-Thieves/codecalc MCP server](https://glama.ai/mcp/servers/The-40-Thieves/codecalc/badges/score.svg)](https://glama.ai/mcp/servers/The-40-Thieves/codecalc) 🐍 🏠 🍎 🪟 🐧 - Offline-core code & logic calculator for AI agents — run code in 31 languages, exact symbolic math, SMT/logic, complexity analysis, and cross-language/optimization verification, with an opt-in strict gVisor/AppContainer sandbox for untrusted code. -- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages +- [musharna/jobd](https://github.com/musharna/jobd) [![musharna/jobd MCP server](https://glama.ai/mcp/servers/musharna/jobd/badges/score.svg)](https://glama.ai/mcp/servers/musharna/jobd) 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker: dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier and monitor them across sessions. +- [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [![HanSur94/matlab-mcp-server-python MCP server](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python/badges/score.svg)](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) 🐍 🏠 🍎 🪟 🐧 - MATLAB integration: execute code, run async jobs with progress reporting, get interactive Plotly plots and expose custom .m functions as tools. +- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Access any API via its OpenAPI specification, with full JSON Schema support for parameters and request bodies. +- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - JavaScript sandbox that uses V8 isolation to run AI-generated code locally, with heap snapshotting for persistent sessions. +- [Reachpad/reachpad-mcp](https://github.com/Reachpad/reachpad-mcp) [![Reachpad/reachpad-mcp MCP server](https://glama.ai/mcp/servers/Reachpad/reachpad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qjk8wultuz) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Persistent cloud dev environments for coding agents: create, run commands, checkpoint and fork, with files, services and terminal state kept between calls. +- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [![rikarazome/prolog-reasoner MCP server](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner/badges/score.svg)](https://glama.ai/mcp/servers/rikarazome/prolog-reasoner) 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation as failure and recursion. +- [SebastianGilPinzon/colab-mcp](https://github.com/SebastianGilPinzon/colab-mcp) [![SebastianGilPinzon/colab-mcp MCP server](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SebastianGilPinzon/colab-mcp) 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100). Fork of Google's colab-mcp with all tools visible at startup and Windows support. +- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [![Sowiedu/Edict MCP server](https://glama.ai/mcp/servers/sowiedu/edict/badges/score.svg)](https://glama.ai/mcp/servers/sowiedu/edict) 📇 🏠 - Agent-oriented programming language: agents emit a JSON AST that the compiler validates, type- and effect-checks, verifies with Z3/SMT and compiles to WASM. +- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [![telleroutlook/agentkit-js MCP server](https://glama.ai/mcp/servers/telleroutlook/agentkit-js/badges/score.svg)](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) 📇 ☁️ 🏠 🐧 🍎 🪟 - Code-mode MCP server: collapses user-defined tools into code execution plus docs search, sandboxed in node:vm, WASM or remote microVMs. +- [The-40-Thieves/codecalc](https://github.com/The-40-Thieves/codecalc) [![The-40-Thieves/codecalc MCP server](https://glama.ai/mcp/servers/The-40-Thieves/codecalc/badges/score.svg)](https://glama.ai/mcp/servers/The-40-Thieves/codecalc) 🐍 🏠 🍎 🪟 🐧 - Code and logic calculator with an offline core: run code, exact symbolic math, SMT/logic and complexity analysis, with optional gVisor/AppContainer sandboxing. +- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages. ### 🤖 Coding Agents Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously. -- [abnegate/magents](https://github.com/abnegate/magents) [![abnegate/magents MCP server](https://glama.ai/mcp/servers/abnegate/magents/badges/score.svg)](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for Claude Code, Codex, Cursor, Grok, and friends: MCP + CLI to list/read/handoff/send/spawn across live agent sessions. Install: `brew install abnegate/tap/magents`. -- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [![5dive-mcp MCP server](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet from any MCP client: file tasks, message and inspect agents, and read the fleet digest. Thin adapter over the 5dive CLI. -- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [![agent-blueprint/mcp-server MCP server](https://glama.ai/mcp/servers/agent-blueprint/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`. -- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [![AgentNexus MCP server](https://glama.ai/mcp/servers/dugubuyan/agent-nexus/badges/score.svg)](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ — Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP. -- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds -- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [![sshahzaiib/agy-bridge MCP server](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge/badges/score.svg)](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity. -- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights. -- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [![aresyn/codex-control-plane-mcp MCP server](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics. -- [askbudi/roundtable](https://github.com/askbudi/roundtable) 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows. -- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices. -- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [![avansaber/tailtest-cline MCP server](https://glama.ai/mcp/servers/avansaber/tailtest-cline/badges/score.svg)](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT. -- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection. -- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs. -- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [![lawrencehui/Citio MCP server](https://glama.ai/mcp/servers/lawrencehui/Citio/badges/score.svg)](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted AI teammate in Slack: @mention it and Claude Code or Codex investigates CloudWatch logs, runs tests, and opens pull requests. The bundled MCP server holds all credentials (GitHub, AWS, Slack) so the agent never sees keys. One-command deploy to your own AWS. MIT. -- [claimidx/claimidx](https://github.com/claimidx/claimidx) [![claimidx/claimidx MCP server](https://glama.ai/mcp/servers/claimidx/claimidx/badges/score.svg)](https://glama.ai/mcp/servers/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Prior art for coding agents: a signed claim index of failures other agents have already paid to solve. Ask before you retry. Ingest after you learn. pip install "git+https://github.com/claimidx/claimidx.git#egg=claimidx" then claimidx-mcp. -- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill. -- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time. -- [bshea-1/Routed](https://github.com/bshea-1/Routed) [![bshea-1/Routed MCP server](https://glama.ai/mcp/servers/bshea-1/Routed/badges/score.svg)](https://glama.ai/mcp/servers/bshea-1/Routed) 📇 🏠 🍎 🪟 🐧 - Universal local router for Agent Skills across Cursor, Claude Code, Antigravity, and MCP clients with zero-token sub-20ms hybrid matching on local CPU. -- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [![sipyourdrink-ltd/bernstein MCP server](https://glama.ai/mcp/servers/chernistry/bernstein/badges/score.svg)](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0. -- [andreilungeanu/cursor-delegate-mcp](https://github.com/andreilungeanu/cursor-delegate-mcp) [![cursor-delegate-mcp MCP server](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp) 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation from Claude Code, Codex, or Copilot CLI to Cursor's CLI agent (Composer 2.5) over ACP. Returns a typed result — final message, agent-reported changed files, session id, and plan — instead of scraped terminal output. Plan mode drafts first, then resumes the same session to implement; clarifying questions come back as normal results rather than stalling. Ships plugin manifests for Claude Code, Codex, and Copilot. MIT. -- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [![danieldoderlein/llm-bus MCP server](https://glama.ai/mcp/servers/danieldoderlein/llm-bus/badges/score.svg)](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com. -- [polymatx/dibs](https://github.com/polymatx/dibs) [![polymatx/dibs MCP server](https://glama.ai/mcp/servers/polymatx/dibs/badges/score.svg)](https://glama.ai/mcp/servers/polymatx/dibs) 🏎️ 🏠 🍎 🪟 🐧 - Coordination layer for parallel coding agents: TTL file claims stored in the git common dir (visible across every worktree instantly), enforcement hooks that block colliding edits in Claude Code and at commit time, agent presence, handoff notes, and git-committed lessons searchable with BM25. Single static binary — no server, no database. -- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access. -- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance. -- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [![ejentum/ejentum-mcp MCP server](https://glama.ai/mcp/servers/ejentum/ejentum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents. +- [abnegate/magents](https://github.com/abnegate/magents) [![abnegate/magents MCP server](https://glama.ai/mcp/servers/abnegate/magents/badges/score.svg)](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI. +- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [![5dive-mcp MCP server](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest. +- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [![agent-blueprint/mcp-server MCP server](https://glama.ai/mcp/servers/agent-blueprint/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - Explore and download AI agent blueprints: list them, get summaries and download full Agent Skills directories for coding agents to implement. +- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [![AgentNexus MCP server](https://glama.ai/mcp/servers/dugubuyan/agent-nexus/badges/score.svg)](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ - Document exchange for coding agents across services: versioned Markdown store, pub-sub notifications with structured diffs and lifecycle stage tracking. +- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds. +- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [![sshahzaiib/agy-bridge MCP server](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge/badges/score.svg)](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate tasks to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups and second-opinion code reviews, with quota-aware model failover. +- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) 🐍 🏠 - DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management. +- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [![aresyn/codex-control-plane-mcp MCP server](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Control plane for long-running Codex Desktop tasks: submit asynchronously, poll state, approve Plan Mode, recover retries and search SQLite-backed history. +- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Structured, model-driven interaction with network devices via Cisco pyATS. +- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [![avansaber/tailtest-cline MCP server](https://glama.ai/mcp/servers/avansaber/tailtest-cline/badges/score.svg)](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs. +- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals. +- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation. +- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [![lawrencehui/Citio MCP server](https://glama.ai/mcp/servers/lawrencehui/Citio/badges/score.svg)](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server. +- [claimidx/claimidx](https://github.com/claimidx/claimidx) [![claimidx/claimidx MCP server](https://glama.ai/mcp/servers/claimidx/claimidx/badges/score.svg)](https://glama.ai/mcp/servers/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Shared, signed index of failures other coding agents already solved: check it before retrying and ingest fixes so the next agent does not repeat the work. +- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) 📇 🏠 🍎 🪟 🐧 - Multi-agent consultation for Claude Code: MCP servers wrapping Codex, Gemini and Qwen CLIs for parallel code review and problem-solving with fallback chains. +- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - SSH control for Linux and Windows servers, with long-running commands and execution on multiple hosts at once. +- [bshea-1/Routed](https://github.com/bshea-1/Routed) [![bshea-1/Routed MCP server](https://glama.ai/mcp/servers/bshea-1/Routed/badges/score.svg)](https://glama.ai/mcp/servers/bshea-1/Routed) 📇 🏠 🍎 🪟 🐧 - Local router for Agent Skills across coding agents and MCP clients, with hybrid matching on the local CPU that spends no tokens. +- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [![sipyourdrink-ltd/bernstein MCP server](https://glama.ai/mcp/servers/chernistry/bernstein/badges/score.svg)](https://glama.ai/mcp/servers/chernistry/bernstein) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic orchestrator for CLI coding agents such as Claude Code, Codex and Aider, with per-agent git worktrees, an audit trail and cost-aware routing. +- [andreilungeanu/cursor-delegate-mcp](https://github.com/andreilungeanu/cursor-delegate-mcp) [![cursor-delegate-mcp MCP server](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreilungeanu/cursor-delegate-mcp) 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation to Cursor's CLI agent over ACP and get typed results: final message, changed files, session ID and plan. +- [danieldoderlein/llm-bus](https://github.com/danieldoderlein/llm-bus) [![danieldoderlein/llm-bus MCP server](https://glama.ai/mcp/servers/danieldoderlein/llm-bus/badges/score.svg)](https://glama.ai/mcp/servers/danieldoderlein/llm-bus) 📇 ☁️ 🏠 - Coordination bus for multiple coding agents: atomic claims, advisory file leases, a shared event ledger, presence, handoffs and a task graph. Self-hostable. +- [polymatx/dibs](https://github.com/polymatx/dibs) [![polymatx/dibs MCP server](https://glama.ai/mcp/servers/polymatx/dibs/badges/score.svg)](https://glama.ai/mcp/servers/polymatx/dibs) 🏎️ 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims across git worktrees, hooks blocking colliding edits, presence, handoff notes and searchable lessons. +- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data. +- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching. +- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [![ejentum/ejentum-mcp MCP server](https://glama.ai/mcp/servers/ejentum/ejentum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents. - [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools. -- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept. -- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [![openclaw-mcp MCP server](https://glama.ai/mcp/servers/@freema/openclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai. -- [Get-Concord-AI/concord-mcp](https://github.com/Get-Concord-AI/concord-mcp) [![Get-Concord-AI/concord-mcp MCP server](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp) 📇 🏠 🍎 🪟 🐧 - Cross-harness communication and shared work-state for Claude Code, Codex, Cursor, Gemini CLI, and Grok Build. Agents exchange live messages, claim scope before editing, preserve decisions, and hand off evidence through five MCP workflow tools. -- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal. -- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [![foldwork-dev/mcp-injector MCP server](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector/badges/score.svg)](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines. -- [TT-Wang/forge](https://github.com/TT-Wang/forge) [![forge MCP server](https://glama.ai/mcp/servers/TT-Wang/forge/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry. -- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools. -- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP. -- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [![hampsterx/claude-mcp-bridge MCP server](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing. -- [hellob1889/Pandaone-AI-Agent](https://github.com/hellob1889/Pandaone-AI-Agent) [![Pandaone Guard MCP server](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent/badges/score.svg)](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent) 🐍 🏠 🍎 🪟 🐧 - Forces every AI Agent code change to leave a structured problem / reason / approach audit record before commit. 11 MCP tools (all annotations filled); pre-commit hook blocks unaudited changes; GitHub Pages dashboard renders the audit trail in real time. M8ven Trust Index 100/A (Verified Publisher + Live Monitored). Install: `pip install pandaone-guard==0.7.14`. -- [TheBlueHouse75/hermes-action-bridge](https://github.com/TheBlueHouse75/hermes-action-bridge) [![TheBlueHouse75/hermes-action-bridge MCP server](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge/badges/score.svg)](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions from Claude Code, Codex, or any MCP client to [Hermes Agent](https://hermes-agent.nousresearch.com/docs) — research, browser workflows, messaging, scheduling, and Hermes skills/tools — instead of reimplementing them in the coding agent. Conservative safety policy downgrades risky `execute` to `request-approval`; small surface (`hermes_run`, `hermes_plan`, `hermes_presets`, `hermes_status`). MIT. -- [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs. -- [jigyasudham/veto](https://github.com/jigyasudham/veto) [![jigyasudham/veto MCP server](https://glama.ai/mcp/servers/jigyasudham/veto/badges/score.svg)](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions. -- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites. -- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits. -- [kagan-sh/kagan](https://github.com/kagan-sh/kagan) [![kagan-sh/kagan MCP server](https://glama.ai/mcp/servers/kagan-sh/kagan/badges/score.svg)](https://glama.ai/mcp/servers/kagan-sh/kagan) 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge. -- [Keesan12/martin-loop](https://github.com/Keesan12/martin-loop) [![Keesan12/martin-loop MCP server](https://glama.ai/mcp/servers/Keesan12/martin-loop/badges/score.svg)](https://glama.ai/mcp/servers/Keesan12/martin-loop) 📇 🏠 - Governed MCP runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence, and inspectable run receipts. Install: `npx -y @martinloop/mcp`. -- [Komdosh/komnet](https://github.com/Komdosh/komnet) [![Komdosh/komnet MCP server](https://glama.ai/mcp/servers/Komdosh/komnet/badges/score.svg)](https://glama.ai/mcp/servers/Komdosh/komnet) 📇 🏠 🍎 🐧 - Git-backed message bus letting coding agents on different machines coordinate: rooms are folders, messages are files, git history is the log, and there is no server — the transport is a private git repository you already own. Questions, answers, decisions, collaborative tasks with claiming and recovery, and delegated repository reviews prepared in isolated worktrees at pinned revisions. Items marked `needs: human` cannot be answered by an agent, only relayed to a person. -- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection. -- [Luckycat133/traecnclaw-mcp-skill](https://github.com/Luckycat133/traecnclaw-mcp-skill) [![Luckycat133/traecnclaw-mcp-skill MCP server](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill/badges/score.svg)](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill) 📇 🏠 🍎 - Local-first stdio MCP server and Agent Skill for TraeCN desktop automation on macOS, exposing exactly 20 focused tools through a durable local gateway. -- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor` -- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language. -- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries -- [myelixlabs/synapse-mcp](https://github.com/myelixlabs/synapse-mcp) [![myelixlabs/synapse-mcp MCP server](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp) 📇 🏠 🍎 🪟 🐧 - Local AST knowledge graph for AI coding agents. 50+ languages, 14 MCP tools, 100% local. Converts any codebase into a code-knowledge graph for microsecond structural vision, 30-60% token savings, and zero-breakage refactoring. Free tier + Pro. -- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies -- [nandhakumar-murugan/gemini-antigravity-bridge](https://github.com/nandhakumar-murugan/gemini-antigravity-bridge) [![gemini-antigravity-bridge MCP server](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge/badges/score.svg)](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional MCP bridge connecting Google Gemini Spark (cloud AI) with DeepMind Antigravity (local agentic IDE). Features 23 tools for autonomous coding subagent dispatch, cross-agent shared memory, local file operations, and orchestration of Spark connected apps (Canva, YouTube, Google Docs). `pip install gemini-antigravity-bridge` -- [natiixnt/redcon](https://github.com/natiixnt/redcon) [![natiixnt/redcon MCP server](https://glama.ai/mcp/servers/natiixnt/redcon/badges/score.svg)](https://glama.ai/mcp/servers/natiixnt/redcon) 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for AI coding agents: selects, compresses, caches, and budgets only the files a task needs. Measured 83% fewer input tokens at the same task coverage, no LLM in the loop. One MCP server for Claude Code, Cursor, Windsurf, Cline, and Zed. `pip install redcon` -- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives -- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs. -- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications. -- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers. -- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal -- [Q00/ouroboros](https://github.com/Q00/ouroboros) [![Q00/ouroboros MCP server](https://glama.ai/mcp/servers/Q00/ouroboros/badges/score.svg)](https://glama.ai/mcp/servers/Q00/ouroboros) 🐍 🏠 🍎 🪟 🐧 - Local-first Agent OS for spec-first AI coding: interview → seed → execute → evaluate → evolve as a replayable, ledger-recorded workflow. MCP server exposes the full loop (interview, seed generation, seed execution, evaluation, evolve-step) so any MCP client can drive it across Claude Code, Codex, Gemini, and other CLI runtimes. -- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat -- [plori-ai/plori](https://github.com/plori-ai/plori) [![plori-ai/plori MCP server](https://glama.ai/mcp/servers/plori-ai/plori/badges/score.svg)](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key. -- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation. -- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [![PsChina/deepseek-as-subagent MCP server](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent/badges/score.svg)](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer. -- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [![djerok/glm-mcp MCP server](https://glama.ai/mcp/servers/djerok/glm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a real sub-agent inside Claude Code or GitHub Copilot. GLM gets its own agent loop (read/write/edit/run) on your repo — not a single LLM call — with peak-aware Opus-vs-GLM routing, diff/dry-run/git-revert oversight, and a usage ledger. ~10x cheaper than Opus. Requires a Z.ai GLM Coding Plan key. -- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks. -- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities. -- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [![sena-labs/OzBridge MCP server](https://glama.ai/mcp/servers/sena-labs/OzBridge/badges/score.svg)](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, Codex), plus native `@oz` in VS Code Copilot Chat. Independent project; uses only Warp's documented public interfaces. MIT. -- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans. -- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) 🐍 🏠 🍎 🪟 🐧 - A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation. -- [sim-xia/skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server) 🐍 🏠 🍎 🪟 🐧 - An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities. -- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker. -- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently. -- [PThrower/Strata](https://github.com/PThrower/Strata) [![PThrower/Strata MCP server](https://glama.ai/mcp/servers/PThrower/Strata/badges/score.svg)](https://glama.ai/mcp/servers/PThrower/Strata) - AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude, ChatGPT, Gemini, LangChain, Groq, Cursor, and more. Claude-validated, injection-safe, refreshed twice daily. 📇 ☁️ -- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) 🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support. -- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. -- [eabz/tirith](https://github.com/eabz/tirith) [![eabz/tirith MCP server](https://glama.ai/mcp/servers/eabz/tirith/badges/score.svg)](https://glama.ai/mcp/servers/eabz/tirith) 🦀 🏠 🍎 🪟 🐧 - Coordination server for parallel coding agents: TTL file claims that refuse overlaps with the owner, reason and expiry, a task board with dependencies, versioned interface contracts, change notices, a decisions log, and path-scoped memory notes delivered back with the claim. 22 tools over stdio or HTTP, single Rust binary with a live dashboard. Install with `cargo install tirith-mcp`. MIT. -- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication. -- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [![Touchpoint MCP server](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint/badges/score.svg)](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application. -- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP) -- [umum-ai/claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge) [![umum-ai/claude-codex-bridge MCP server](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge/badges/score.svg)](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge) 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering, and saved session continuation. -- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities -- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [![VibeKit-Bot/vibekit-mcp MCP server](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) 📇 ☁️ - MCP server for VibeKit. Lets an LLM in Claude Desktop, Cursor, or any MCP client build, deploy, and manage hosted apps and chat with each app's persistent server-side agent (every app gets its own agent and a live URL). Not to be confused with the unrelated `superagent-ai/vibekit` SDK. -- [VoDaiLocz/kilo-kit-mcp](https://github.com/VoDaiLocz/kilo-kit-mcp) [![VoDaiLocz/kilo-kit-mcp MCP server](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp) 📇 🏠 🍎 🪟 🐧 - All-in-one 24-tool MCP runtime and 180-skill library providing protocol-level C4 workflow gates, hard-gated command execution with security guardrails, and cognitive reasoning engines (Tree of Thoughts DAG, Red-Team Grilling, 5-Whys Root Cause Tracer, Context Compactor, Self-Evolution) for coding agents across Antigravity, Cursor, Windsurf, Claude Code, and Codex. -- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing -- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. -- [wulun811/LiuHe](https://github.com/wulun811/LiuHe) [![wulun811/LiuHe MCP server](https://glama.ai/mcp/servers/wulun811/LiuHe/badges/score.svg)](https://glama.ai/mcp/servers/wulun811/LiuHe) 🦀 📇 🏠 - LLM-native code tools: 44 MCP tools for reading, understanding and modifying code (Rust tree-sitter parser + SQLite index + transactional writes). Repo map in 98ms, 128 concurrent under 512MB with zero OOM. -- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1) -- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing -- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [![eliottreich/taskbounty-mcp-server MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - MCP server for [TaskBounty](https://www.task-bounty.com). AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools. -- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [![Yomiracle/trinity-lite MCP server](https://glama.ai/mcp/servers/Yomiracle/trinity-lite/badges/score.svg)](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server. -- [REX-codebase/fable-mode](https://github.com/REX-codebase/fable-mode) [![REX-codebase/fable-mode MCP server](https://glama.ai/mcp/servers/REX-codebase/fable-mode/badges/score.svg)](https://glama.ai/mcp/servers/REX-codebase/fable-mode) 🐍 🏠 🍎 🪟 🐧 - Mechanical control plane for AI coding agents. Time-locks writing, requires evidence receipts for claims, runs adversarial review, and preserves a sealed verification record. Run as an MCP server with `uvx --from fable-engine==1.3.3 fable-engine`; optionally install its bundled Agent Skill with `uvx --from fable-engine==1.3.3 fable-mode install-skill --yes`. +- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review: parallel responses, anonymous ranking and synthesis, based on Andrej Karpathy's LLM Council concept. +- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [![openclaw-mcp MCP server](https://glama.ai/mcp/servers/@freema/openclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools. +- [Get-Concord-AI/concord-mcp](https://github.com/Get-Concord-AI/concord-mcp) [![Get-Concord-AI/concord-mcp MCP server](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp) 📇 🏠 🍎 🪟 🐧 - Communication and shared work state across coding agent harnesses: live messages, scope claims before editing, preserved decisions and evidence handoffs. +- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) - Access iTerm: run commands and ask questions about what is shown in the terminal. +- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [![foldwork-dev/mcp-injector MCP server](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector/badges/score.svg)](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) 🏎️ 🏠 🍎 🪟 🐧 - Local daemon that pre-indexes a codebase into a SQLite catalog and serves AST-compressed snapshots on every query to reduce token usage. +- [TT-Wang/forge](https://github.com/TT-Wang/forge) [![forge MCP server](https://glama.ai/mcp/servers/TT-Wang/forge/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/forge) 📇 🏠 🍎 🪟 🐧 - Structured planning and validation for Claude Code: turns an objective into a validated DAG of modules built by worker agents in parallel git worktrees. +- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run arbitrary commands and scripts. +- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - Rust reimplementation of WCGW for coding agents: shell execution and file management. +- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [![hampsterx/claude-mcp-bridge MCP server](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Wraps the Claude Code CLI as MCP tools for queries, search, structured output and sessions, with budget caps and granular tool sandboxing. +- [hellob1889/Pandaone-AI-Agent](https://github.com/hellob1889/Pandaone-AI-Agent) [![Pandaone Guard MCP server](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent/badges/score.svg)](https://glama.ai/mcp/servers/hellob1889/pandaone-ai-agent) 🐍 🏠 🍎 🪟 🐧 - Requires every AI agent code change to leave a problem, reason and approach audit record before commit, with a pre-commit hook and audit trail dashboard. +- [TheBlueHouse75/hermes-action-bridge](https://github.com/TheBlueHouse75/hermes-action-bridge) [![TheBlueHouse75/hermes-action-bridge MCP server](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge/badges/score.svg)](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions to Hermes Agent: research, browser workflows, messaging, scheduling and skills, with risky actions requiring approval. +- [irskep/persistproc](https://github.com/irskep/persistproc) 🐍 🏠 - See and control long-running processes such as web servers: start, stop, restart and read logs. +- [jigyasudham/veto](https://github.com/jigyasudham/veto) [![jigyasudham/veto MCP server](https://glama.ai/mcp/servers/jigyasudham/veto/badges/score.svg)](https://glama.ai/mcp/servers/jigyasudham/veto) 📇 🏠 🍎 🪟 🐧 - Specialist agent council for AI coding CLIs with a self-learning router, cross-CLI memory and guards against dependency hallucinations and decision drift. +- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - Access LeetCode problems, solutions, submissions and public data, with optional login for user features such as notes; supports the global and China sites. +- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - Work in a VS Code workspace: read the directory structure, see linter and language server problems, read code files and make edits. +- [Keesan12/martin-loop](https://github.com/Keesan12/martin-loop) [![Keesan12/martin-loop MCP server](https://glama.ai/mcp/servers/Keesan12/martin-loop/badges/score.svg)](https://glama.ai/mcp/servers/Keesan12/martin-loop) 📇 🏠 - Governed runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence and inspectable run receipts. +- [Komdosh/komnet](https://github.com/Komdosh/komnet) [![Komdosh/komnet MCP server](https://glama.ai/mcp/servers/Komdosh/komnet/badges/score.svg)](https://glama.ai/mcp/servers/Komdosh/komnet) 📇 🏠 🍎 🐧 - Git-backed message bus for coding agents on different machines, with no server: questions, answers, decisions, claimable tasks and delegated repo reviews. +- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/crates/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation on Windows, macOS and Linux via accessibility APIs instead of screenshots, plus workflow recording, data extraction and DOM inspection. +- [Luckycat133/traecnclaw-mcp-skill](https://github.com/Luckycat133/traecnclaw-mcp-skill) [![Luckycat133/traecnclaw-mcp-skill MCP server](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill/badges/score.svg)](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill) 📇 🏠 🍎 - Local server and Agent Skill for TraeCN desktop automation on macOS. +- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on Hugging Face smolagents' LocalPythonExecutor. +- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - Convert source code into an AST, regardless of language. +- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries. +- [myelixlabs/synapse-mcp](https://github.com/myelixlabs/synapse-mcp) [![myelixlabs/synapse-mcp MCP server](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/myelixlabs/synapse-mcp) 📇 🏠 🍎 🪟 🐧 - Convert a codebase into a local AST knowledge graph that gives coding agents structural context for navigation and refactoring. +- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command-line execution with customizable security policies. +- [nandhakumar-murugan/gemini-antigravity-bridge](https://github.com/nandhakumar-murugan/gemini-antigravity-bridge) [![gemini-antigravity-bridge MCP server](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge/badges/score.svg)](https://glama.ai/mcp/servers/nandhakumar-murugan/gemini-antigravity-bridge) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional bridge between Gemini Spark and the Antigravity IDE: coding subagent dispatch, shared memory, local file operations and Spark app orchestration. +- [natiixnt/redcon](https://github.com/natiixnt/redcon) [![natiixnt/redcon MCP server](https://glama.ai/mcp/servers/natiixnt/redcon/badges/score.svg)](https://glama.ai/mcp/servers/natiixnt/redcon) 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for coding agents: selects, compresses, caches and budgets only the files a task needs, without an LLM in the loop. +- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - Bridge to multiple OpenAI-compatible LLMs for rubber duck debugging: explain a problem to several AI ducks and get different perspectives. +- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Search the Arch Wiki and AUR, get package info, check for updates, install packages and analyze PKGBUILDs, from Arch or non-Arch systems. +- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Console automation and monitoring, like Playwright for terminal apps: session management, SSH, testing, monitoring and background jobs. +- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - Coding agent that uses language servers for symbolic code operations. +- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - Approval-first local terminal control: policy-based command planning and approval, DeepSeek as an advisor, and signed execution receipts. +- [Q00/ouroboros](https://github.com/Q00/ouroboros) [![Q00/ouroboros MCP server](https://glama.ai/mcp/servers/Q00/ouroboros/badges/score.svg)](https://glama.ai/mcp/servers/Q00/ouroboros) 🐍 🏠 🍎 🪟 🐧 - Local agent OS for spec-first AI coding: a replayable, ledger-recorded interview, seed, execute, evaluate and evolve loop that MCP clients can drive. +- [pdavis68/RepoMapper](https://github.com/pdavis68/RepoMapper) 🐧 🪟 🍎 - Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map. +- [plori-ai/plori](https://github.com/plori-ai/plori) [![plori-ai/plori MCP server](https://glama.ai/mcp/servers/plori-ai/plori/badges/score.svg)](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Create and drive hosted plori agents with persistent disk, tools and memory: invoke agents, manage the human-in-the-loop queue and schedule deferred runs. +- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation. +- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [![PsChina/deepseek-as-subagent MCP server](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent/badges/score.svg)](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace. +- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [![djerok/glm-mcp MCP server](https://glama.ai/mcp/servers/djerok/glm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a sub-agent in Claude Code or GitHub Copilot with its own read/write/edit/run loop, Opus-vs-GLM routing and diff/dry-run oversight. +- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks. +- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG. +- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [![sena-labs/OzBridge MCP server](https://glama.ai/mcp/servers/sena-labs/OzBridge/badges/score.svg)](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat. +- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans. +- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) 🐍 🏠 🍎 🪟 🐧 - Make AI self-correct its generated output through prompt injection, independent self-auditing and context isolation. +- [sim-xia/skill-cortex-server](https://github.com/Sim-xia/skill-cortex-server) 🐍 🏠 🍎 🪟 🐧 - Use Claude Code Skills from any IDE or CLI. +- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) 🏎️ 🏠 🍎 🪟 🐧 - Run shell commands securely, auditably and on demand in isolated environments such as Docker. +- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic tools for listing, reading, editing and writing files, running commands and web search, supporting multiple projects at once. +- [SunflowersLwtech/mcp_creator_growth](https://github.com/SunflowersLwtech/mcp_creator_growth) 🐍 🏠 🍎 🪟 🐧 - Learning sidecar for AI coding assistants: quizzes developers on AI-generated changes and gives agents persistent project-specific debugging memory via RAG. +- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 - Coding agent for Max (Max/MSP/Jitter), the visual programming language for music and multimedia. +- [eabz/tirith](https://github.com/eabz/tirith) [![eabz/tirith MCP server](https://glama.ai/mcp/servers/eabz/tirith/badges/score.svg)](https://glama.ai/mcp/servers/eabz/tirith) 🦀 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims, a task board with dependencies, versioned interface contracts, change notices and a decisions log. +- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication. +- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [![Touchpoint MCP server](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint/badges/score.svg)](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS. +- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - Secure shell command execution. +- [umum-ai/claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge) [![umum-ai/claude-codex-bridge MCP server](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge/badges/score.svg)](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge) 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering and session continuation. +- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture. +- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [![VibeKit-Bot/vibekit-mcp MCP server](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) 📇 ☁️ - Build, deploy and manage hosted VibeKit apps, each with a live URL and its own persistent server-side agent to chat with. +- [VoDaiLocz/kilo-kit-mcp](https://github.com/VoDaiLocz/kilo-kit-mcp) [![VoDaiLocz/kilo-kit-mcp MCP server](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp) 📇 🏠 🍎 🪟 🐧 - Runtime and skill library for coding agents: C4 workflow gates, guarded command execution and reasoning engines like Tree of Thoughts and 5 Whys. +- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter AST parsing. +- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files. +- [wulun811/LiuHe](https://github.com/wulun811/LiuHe) [![wulun811/LiuHe MCP server](https://glama.ai/mcp/servers/wulun811/LiuHe/badges/score.svg)](https://glama.ai/mcp/servers/wulun811/LiuHe) 🦀 📇 🏠 - Code tools for LLMs to read, understand and modify code, using a tree-sitter parser, SQLite index and transactional writes. +- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - Connect an IDE or AI assistant to Codex CLI for code analysis and editing, with support for multiple models. +- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - Connect an IDE or AI assistant to GitHub Copilot CLI for code analysis, review and batch processing. +- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [![eliottreich/taskbounty-mcp-server MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) 📇 ☁️ - Post and fund TaskBounty bounties for GitHub bugs and test coverage, or solve them with PRs that include regression tests and are verified in a sandbox. +- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [![Yomiracle/trinity-lite MCP server](https://glama.ai/mcp/servers/Yomiracle/trinity-lite/badges/score.svg)](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) 🐍 🏠 - Local task bus for CLI AI agents such as Codex and Claude Code: route work, persist state in SQLite and collaborate through a shared server. +- [REX-codebase/fable-mode](https://github.com/REX-codebase/fable-mode) [![REX-codebase/fable-mode MCP server](https://glama.ai/mcp/servers/REX-codebase/fable-mode/badges/score.svg)](https://glama.ai/mcp/servers/REX-codebase/fable-mode) 🐍 🏠 🍎 🪟 🐧 - Control plane for AI coding agents: time-locks writing, requires evidence for claims, runs adversarial review and keeps a sealed verification record. ### 🖥️ Command Line Run commands, capture output and otherwise interact with shells and command line tools. -- [20000419/fauxnix](https://github.com/20000419/fauxnix) [![20000419/fauxnix MCP server](https://glama.ai/mcp/servers/20000419/fauxnix/badges/score.svg)](https://glama.ai/mcp/servers/20000419/fauxnix) 📇 🏠 🪟 - bash for AI agents on Windows via deterministic bash→PowerShell translation — no WSL, VM, or bash toolchain. MCP `bash` tool with GNU-style output, bash-style errors, coreutils exit codes, session-persisted cwd/env across calls, and per-file UTF-8/GBK sniffing (GBK files grep correctly, unlike Git Bash). Unsupported bash constructs fail loudly with the construct named; native commands (git/node/npm) pass through with argv quoting. `npm install -g fauxnix-cli`; verified with Claude Code, Codex, OpenCode, Kimi Code and Qwen Code. -- [AICommander-dev/aicommander](https://github.com/AICommander-dev/aicommander) [![AICommander-dev/aicommander MCP server](https://glama.ai/mcp/servers/AICommander-dev/aicommander/badges/score.svg)](https://glama.ai/mcp/servers/AICommander-dev/aicommander) 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs, and temporary file courier for AI agents (https://aicommander.dev). Hosted Streamable HTTP; no exposed SSH/ports/VPN. Install via npx -y @aicommander/mcp. -- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [![bvisible/mcp-ssh-manager MCP server](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager/badges/score.svg)](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH. -- [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [![Capsule Bash MCP server](https://glama.ai/mcp/servers/capsulerun/bash/badges/score.svg)](https://glama.ai/mcp/servers/capsulerun/bash) 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required. -- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [![cygnussystems/cygnus-ssh-mcp MCP server](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). `pip install cygnus-ssh-mcp` or `uvx cygnus-ssh-mcp`. -- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts. -- [dbhq-uk/heliograph](https://github.com/dbhq-uk/heliograph) [![dbhq-uk/heliograph MCP server](https://glama.ai/mcp/servers/dbhq-uk/heliograph/badges/score.svg)](https://glama.ai/mcp/servers/dbhq-uk/heliograph) 🏎️ 🏠 🍎 🪟 🐧 - Run commands on a machine you cannot SSH into. Publishes a step to a transport the far side already reaches (git, file share, S3-compatible storage, relay or a carried file); the whole run comes back as a log with every line timestamped in UTC, whether it passed or failed. For air-gapped, bastion-only and change-controlled estates: no tunnel, no proxy, nothing held open. The gates live on the far side, so a tool call can ask but cannot authorise. `heliograph mcp`. -- [dwgx/SmartCLI](https://github.com/dwgx/SmartCLI) [![dwgx/SmartCLI MCP server](https://glama.ai/mcp/servers/dwgx/SmartCLI/badges/score.svg)](https://glama.ai/mcp/servers/dwgx/SmartCLI) 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs (vim, htop, lazygit) by reading the screen, not the byte stream: a live cell grid exposes which row is reverse-video selected, cursor position and alt-screen state, so waits are screen-state predicates instead of sleeps. The emulation is differentially tested against real tmux and GNU screen (cell-by-cell grid diffs plus a generative VT fuzz), which caught 12 emulation bugs including missing alternate-screen support. pip install smartcli-toolkit then smartcli-mcp, or uvx --from smartcli-toolkit smartcli-mcp. -- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [![faizbawa/mcp-remote-ssh MCP server](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh/badges/score.svg)](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh` -- [gerard-kanters/mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools) [![gerard-kanters/mcp-linux-tools MCP server](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools/badges/score.svg)](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools) 🐍 🏠 🐧 - Administer a Linux server from an MCP client such as Cursor or VS Code: read files and tail logs, check/reload/restart systemd services, manage cron jobs inside a dedicated crontab section, run read-only MySQL queries, drive WP-CLI on WordPress sites, run safe Git commands, and execute sandboxed Python. Directories, services and WordPress sites are allowlisted in `config.json`, and every tool returns a uniform `{success, data, error, meta}` response. Runs as a systemd service over HTTP. -- [hypnosis/ssh-mcp-server](https://github.com/hypnosis/ssh-mcp-server) [![hypnosis/ssh-mcp-server MCP server](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server) 📇 🏠 🍎 🐧 - Remote server work over the OpenSSH client already on your machine: run commands, move files with checksum verification, search logs and audit hosts. Destructive commands are blocked before they reach the shell; works from a cloud VPS down to a BusyBox router. -- [lacs-project/sysknife](https://github.com/lacs-project/sysknife) [![lacs-project/sysknife MCP server](https://glama.ai/mcp/servers/lacs-project/sysknife/badges/score.svg)](https://glama.ai/mcp/servers/lacs-project/sysknife) 🦀 🏠 🐧 - Security-hardened MCP server for Linux system administration via 189 typed actions instead of shell strings, with an Ed25519-signed hash-chain audit log, one-time TTL approval receipts, and automatic rollback. Works with Claude Code, Cursor, and Codex CLI. -- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [![luisgf/infrabroker MCP server](https://glama.ai/mcp/servers/luisgf/infrabroker/badges/score.svg)](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3. -- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [![tui-mcp MCP server](https://glama.ai/mcp/servers/nvms/tui-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app. -- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [![PsYcGoD/sage MCP server](https://glama.ai/mcp/servers/PsYcGoD/sage/badges/score.svg)](https://glama.ai/mcp/servers/PsYcGoD/sage) 📇 🏠 🍎 🪟 🐧 - Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through `sage run --`, stores command history locally, and returns compressed terminal output to reduce context noise. -- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [![pty-mcp MCP server](https://glama.ai/mcp/servers/raychao-oao/pty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency. -- [soren-achebe/backscroll](https://github.com/soren-achebe/backscroll) [![soren-achebe/backscroll MCP server](https://glama.ai/mcp/servers/soren-achebe/backscroll/badges/score.svg)](https://glama.ai/mcp/servers/soren-achebe/backscroll) 🏎️ 🏠 🍎 🐧 - Answers "what did that command print?" from your real terminal history: a per-command PTY session recorder (OSC 133) stores every command's full output, exit code, cwd, and duration in local SQLite/FTS5, and the MCP server searches, retrieves, and diffs those outputs — secret redaction on by default before anything reaches the model. -- [ferodrigop/forge](https://github.com/ferodrigop/forge) [![forge MCP server](https://glama.ai/mcp/servers/ferodrigop/forge/badges/score.svg)](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard. -- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [![WhenLabs-org/when MCP server](https://glama.ai/mcp/servers/WhenLabs-org/when/badges/score.svg)](https://glama.ai/mcp/servers/WhenLabs-org/when) 📇 🏠 🍎 🪟 🐧 - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks — 7 MCP tools, one install. -- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [![LukeLamb/claude-terminal-mcp MCP server](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) 📇 🏠 🐧 🍎 - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node. -- [HasanJahidul/terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp) [![HasanJahidul/terminal-history-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp) 📇 🏠 🍎 🐧 - Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd / exit code / duration via opt-in shell hook. Tools: `search_history`, `recent_in_dir`, `failed_commands`, `command_chains`, `reindex`. -- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [![localhost-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default. -- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [![laszlopere/mcp-tmux MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-tmux/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw `tmux_command` passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. `uvx mcp-tmux`. -- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [![zb-ss/servonaut MCP server](https://glama.ai/mcp/servers/@zb-ss/servonaut/badges/score.svg)](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail. -- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [![blinkingbit-oss/execkit MCP server](https://glama.ai/mcp/servers/blinkingbit-oss/execkit/badges/score.svg)](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript. -- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [![Easton-OU/rootpilot-mcp MCP server](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Safe, read-only SSH diagnostics for Linux/Docker servers: a fixed 38-command whitelist (no arbitrary execution), secret redaction, per-command timeouts. Collects evidence; your model does the reasoning. `npx @rootpilot/mcp-ssh-diagnose` -- [tarides/sudo-proxy](https://github.com/tarides/sudo-proxy) [![tarides/sudo-proxy MCP server](https://glama.ai/mcp/servers/tarides/sudo-proxy/badges/score.svg)](https://glama.ai/mcp/servers/tarides/sudo-proxy) 🦀 🏠 🐧 - Run privileged, mutating commands — locally or over SSH — with a mandatory single-keypress human approval on every one. The model calls `execute`; a TUI Y/N prompt gates the command, then `sudo` escalates, and no password is ever stored. Sanitized env allowlist, no-shell `argv` execution, replay protection, and audit logging. `cargo install sudo-proxy`. +- [20000419/fauxnix](https://github.com/20000419/fauxnix) [![20000419/fauxnix MCP server](https://glama.ai/mcp/servers/20000419/fauxnix/badges/score.svg)](https://glama.ai/mcp/servers/20000419/fauxnix) 📇 🏠 🪟 - Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env. +- [AICommander-dev/aicommander](https://github.com/AICommander-dev/aicommander) [![AICommander-dev/aicommander MCP server](https://glama.ai/mcp/servers/AICommander-dev/aicommander/badges/score.svg)](https://glama.ai/mcp/servers/AICommander-dev/aicommander) 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs and temporary file transfer for AI agents, without exposing SSH, ports or a VPN. +- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [![bvisible/mcp-ssh-manager MCP server](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager/badges/score.svg)](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers: commands, file transfer and rsync, database dumps and queries, backups, health monitoring, tunnels and per-server security modes. +- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [![cygnussystems/cygnus-ssh-mcp MCP server](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - SSH control of remote Linux, macOS and Windows servers: line-level file editing, background tasks, sudo, host aliases, and directory and archive operations. +- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) 🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote hosts. +- [dbhq-uk/heliograph](https://github.com/dbhq-uk/heliograph) [![dbhq-uk/heliograph MCP server](https://glama.ai/mcp/servers/dbhq-uk/heliograph/badges/score.svg)](https://glama.ai/mcp/servers/dbhq-uk/heliograph) 🏎️ 🏠 🍎 🪟 🐧 - Run commands on machines you cannot SSH into, such as air-gapped or bastion-only hosts, via git, file shares or S3, with timestamped run logs. +- [dwgx/SmartCLI](https://github.com/dwgx/SmartCLI) [![dwgx/SmartCLI MCP server](https://glama.ai/mcp/servers/dwgx/SmartCLI/badges/score.svg)](https://glama.ai/mcp/servers/dwgx/SmartCLI) 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs such as vim, htop and lazygit by reading the screen as a live cell grid with cursor, selection and alt-screen state. +- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [![faizbawa/mcp-remote-ssh MCP server](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh/badges/score.svg)](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) 🐍 🏠 🍎 🪟 🐧 - SSH access with persistent sessions, SFTP and port forwarding, with secrets injected via stdin and redacted from output before reaching the LLM. +- [gerard-kanters/mcp-linux-tools](https://github.com/gerard-kanters/mcp-linux-tools) [![gerard-kanters/mcp-linux-tools MCP server](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools/badges/score.svg)](https://glama.ai/mcp/servers/gerard-kanters/mcp-linux-tools) 🐍 🏠 🐧 - Administer a Linux server: read files and logs, manage systemd services and cron jobs, run read-only MySQL queries, WP-CLI, Git and sandboxed Python. +- [hypnosis/ssh-mcp-server](https://github.com/hypnosis/ssh-mcp-server) [![hypnosis/ssh-mcp-server MCP server](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hypnosis/ssh-mcp-server) 📇 🏠 🍎 🐧 - Remote server work via the local OpenSSH client: run commands, transfer files with checksums, search logs and audit hosts, with destructive commands blocked. +- [lacs-project/sysknife](https://github.com/lacs-project/sysknife) [![lacs-project/sysknife MCP server](https://glama.ai/mcp/servers/lacs-project/sysknife/badges/score.svg)](https://glama.ai/mcp/servers/lacs-project/sysknife) 🦀 🏠 🐧 - Linux system administration via typed actions instead of shell strings, with a signed audit log, one-time approval receipts and automatic rollback. +- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [![luisgf/infrabroker MCP server](https://glama.ai/mcp/servers/luisgf/infrabroker/badges/score.svg)](https://glama.ai/mcp/servers/luisgf/infrabroker) 🏎️ 🏠 ☁️ 🍎 🐧 - Self-hosted SSH and Kubernetes access broker: ephemeral per-operation credentials the model never sees, per-command firewall, human approvals and audit log. +- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [![tui-mcp MCP server](https://glama.ai/mcp/servers/nvms/tui-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nvms/tui-mcp) 📇 🏠 🍎 🪟 🐧 - Launch, screenshot and interact with any TUI app. +- [PsYcGoD/sage](https://github.com/PsYcGoD/sage) [![PsYcGoD/sage MCP server](https://glama.ai/mcp/servers/PsYcGoD/sage/badges/score.svg)](https://glama.ai/mcp/servers/PsYcGoD/sage) 📇 🏠 🍎 🪟 🐧 - Local command wrapper for AI coding agents: runs shell commands, stores history locally and returns compressed terminal output to reduce context noise. +- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [![pty-mcp MCP server](https://glama.ai/mcp/servers/raychao-oao/pty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents: local shells, persistent SSH sessions with attach/detach, and serial ports. +- [soren-achebe/backscroll](https://github.com/soren-achebe/backscroll) [![soren-achebe/backscroll MCP server](https://glama.ai/mcp/servers/soren-achebe/backscroll/badges/score.svg)](https://glama.ai/mcp/servers/soren-achebe/backscroll) 🏎️ 🏠 🍎 🐧 - Search, retrieve and diff the output of past terminal commands, recorded locally with exit codes, cwd and duration, with secret redaction by default. +- [ferodrigop/forge](https://github.com/ferodrigop/forge) [![forge MCP server](https://glama.ai/mcp/servers/ferodrigop/forge/badges/score.svg)](https://glama.ai/mcp/servers/ferodrigop/forge) 📇 🏠 - Terminal for AI coding agents: persistent PTY sessions, incremental reads, headless screen capture, multi-agent orchestration and a web dashboard. +- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [![WhenLabs-org/when MCP server](https://glama.ai/mcp/servers/WhenLabs-org/when/badges/score.svg)](https://glama.ai/mcp/servers/WhenLabs-org/when) 📇 🏠 🍎 🪟 🐧 - Developer toolkit: stack detection for AI context files, port conflicts, .env schema validation, docs drift, dependency license audits and task timing. +- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [![LukeLamb/claude-terminal-mcp MCP server](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) 📇 🏠 🐧 🍎 - Terminal, filesystem and background-job tools for Linux and macOS. +- [HasanJahidul/terminal-history-mcp](https://github.com/HasanJahidul/terminal-history-mcp) [![HasanJahidul/terminal-history-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/terminal-history-mcp) 📇 🏠 🍎 🐧 - Local full-text search over zsh, bash and fish history, with secret redaction and optional capture of cwd, exit code and duration. +- [HasanJahidul/localhost-mcp](https://github.com/HasanJahidul/localhost-mcp) [![localhost-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/localhost-mcp) 📇 🏠 🍎 🪟 🐧 - Inspect, manage and kill local dev servers: see what listens on each port, diagnose port conflicts, find zombie processes and kill by PID or port. +- [laszlopere/mcp-tmux](https://github.com/laszlopere/mcp-tmux) [![laszlopere/mcp-tmux MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-tmux/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-tmux) 🐍 🏠 🐧 🍎 - Drive tmux locally or over SSH: sessions, windows, panes, keystrokes, pane capture and raw commands, with shared sessions for pair programming. +- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [![zb-ss/servonaut MCP server](https://glama.ai/mcp/servers/@zb-ss/servonaut/badges/score.svg)](https://glama.ai/mcp/servers/@zb-ss/servonaut) 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and SSH servers: commands, logs, CloudWatch/CloudTrail queries, fleet health, IP banning and S3, with tiered safety guards. +- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [![blinkingbit-oss/execkit MCP server](https://glama.ai/mcp/servers/blinkingbit-oss/execkit/badges/score.svg)](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) 🦀 🏠 🍎 🐧 - Stateful, auditable shell sessions over local, SSH and Docker, with secret redaction, output budgeting and a read-only live transcript viewer. +- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [![Easton-OU/rootpilot-mcp MCP server](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only SSH diagnostics for Linux and Docker servers using a fixed command allowlist, with secret redaction and per-command timeouts. +- [tarides/sudo-proxy](https://github.com/tarides/sudo-proxy) [![tarides/sudo-proxy MCP server](https://glama.ai/mcp/servers/tarides/sudo-proxy/badges/score.svg)](https://glama.ai/mcp/servers/tarides/sudo-proxy) 🦀 🏠 🐧 - Run privileged commands locally or over SSH, each gated by a single-keypress human approval before sudo, with audit logging and no stored password. ### 💬 Communication Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools. -- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more. -- [adecubed/gigamail](https://github.com/adecubed/gigamail) [![adecubed/gigamail MCP server](https://glama.ai/mcp/servers/adecubed/gigamail/badges/score.svg)](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Your real mailbox and calendar for your agent (Microsoft 365 via Graph, or any IMAP): 24 tools for reading, search, attachment text, sender history, drafting from identity and knowledge files, and free-slot computation — with out-of-band human approval on every send, reply, delete and calendar write, so the agent cannot approve its own actions. `pip install "gigamail[all]"`. -- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline -- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [![agenticmail/agenticmail MCP server](https://glama.ai/mcp/servers/agenticmail/agenticmail/badges/score.svg)](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`. -- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents. -- [aisenseapi/aamio-python](https://github.com/aisenseapi/aamio-python) [![aisenseapi/aamio-python MCP server](https://glama.ai/mcp/servers/aisenseapi/aamio-python/badges/score.svg)](https://glama.ai/mcp/servers/aisenseapi/aamio-python) 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: threads with a secret read key and a public write address that expire on time, receipts that outlive them, and an open board where agents that have never met find each other. Hosted at aamio.at/mcp with no account, or as a local runtime that keeps the key. -- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [![Albretsen/MCPEmails MCP server](https://glama.ai/mcp/servers/Albretsen/MCPEmails/badges/score.svg)](https://glama.ai/mcp/servers/Albretsen/MCPEmails) 📇 ☁️ - Hosted email MCP server for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox. 11 action-based tools to read, search, send, organize, draft, schedule and auto-triage mail. Streamable HTTP at `https://mcpemails.com/api/mcp`, OAuth 2.0 with PKCE or scoped API keys, mail fetched live and never stored. Docs at https://mcpemails.com/docs. -- [andrewchmr/mxprobe](https://github.com/andrewchmr/mxprobe) [![andrewchmr/mxprobe MCP server](https://glama.ai/mcp/servers/andrewchmr/mxprobe/badges/score.svg)](https://glama.ai/mcp/servers/andrewchmr/mxprobe) 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: one call returns `send`, `hold` or `kill` for an address, with the reason. The free DNS tier runs locally with no key; the hosted SMTP probe costs 9 USD per 10,000 checks. Signup and credits are API calls too, so an outreach agent provisions itself (no dashboard, no CAPTCHA). `npx -y mxprobe mcp` -- [anypost/emailmd](https://github.com/anypost/emailmd) [![anypost/emailmd MCP server](https://glama.ai/mcp/servers/anypost/emailmd/badges/score.svg)](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails from your assistant. Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link. Hosted with no API key, or run it locally with `npx emailmd mcp`. -- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [![arbengine/mailbox-mcp MCP server](https://glama.ai/mcp/servers/arbengine/mailbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks. -- [Atomic-Mail/atomic-mail-agentic](https://github.com/Atomic-Mail/atomic-mail-agentic) [![Atomic-Mail/atomic-mail-agentic MCP server](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic/badges/score.svg)](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic) ☁️ - Email built for AI agents. Hosted MCP server ([atomicmail.ai](https://atomicmail.ai)) with autonomous inbox registration via proof-of-work (no email verification, domain, or card), custom domain support, and full send/receive over the open JMAP standard (RFC 8620/8621). -- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [![AutomateLab-tech/content-distribution-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation. -- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [![agent-mq MCP server](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq/badges/score.svg)](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable. -- [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [![Beltran12138/wecom-docs-mcp-server MCP server](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) 🐍 🏠 🪟 🐧 - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging. -- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go! -- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API -- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [![BigCactusLabs/dead-letter MCP server](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter/badges/score.svg)](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert `.eml` email exports to clean Markdown with YAML front matter — thread splitting, signature stripping, attachment extraction, and calendar parsing. Tuned for feeding archived email into RAG/LLM pipelines. -- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed. -- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. -- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status -- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status. -- [Choppaaahh/sendgrid-mcp-secure](https://github.com/Choppaaahh/sendgrid-mcp-secure) [![Choppaaahh/sendgrid-mcp-secure MCP server](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure/badges/score.svg)](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure) 🐍 🏠 - Security-first SendGrid MCP server: recipient/domain allowlists, send caps per time window, review-mode, audit log, and no silent BCC (off at the server, not a caller argument). Hardened against the postmark-mcp BCC-exfil incident class. -- [churichard/fluxmail](https://github.com/churichard/fluxmail) [![churichard/fluxmail MCP server](https://glama.ai/mcp/servers/churichard/fluxmail/badges/score.svg)](https://glama.ai/mcp/servers/churichard/fluxmail) 🎖️ 📇 ☁️ 🏠 - Self-hosted email MCP server for Gmail, Microsoft 365, Outlook.com, and IMAP/SMTP. It can read, search, draft, send, schedule, and organize mail, with permission profiles for each client. -- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [![joansongjr/clawaimail MCP server](https://glama.ai/mcp/servers/joansongjr/clawaimail/badges/score.svg)](https://glama.ai/mcp/servers/joansongjr/clawaimail) 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with `npx clawaimail-mcp`. -- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud. -- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [![cometchat/docs-mcp MCP server](https://glama.ai/mcp/servers/cometchat/docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - CometChat's official MCP server — searches CometChat documentation and returns curated implementation bundles for adding real-time chat, voice, video, and moderation to your app (React, React Native, Flutter, iOS, Android, JS SDK). -- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files. -- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs. -- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [![desek/outlook-local-mcp MCP server](https://glama.ai/mcp/servers/desek/outlook-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/desek/outlook-local-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first Microsoft Outlook MCP server (calendar + mail via Microsoft Graph). Single Go binary, stdio transport, OS-keychain token storage, multi-account. 4 aggregate domain tools (`calendar`, `mail`, `account`, `system`) with progressive disclosure via a `help` verb to keep cold-start schema small. -- [dialgoodian/clawdcall-mcp](https://github.com/dialgoodian/clawdcall-mcp) [![dialgoodian/clawdcall-mcp MCP server](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) 🎖️ 📇 ☁️ - Let AI agents place consent-based outbound phone calls and retrieve transcripts, summaries, and outcomes. Use the hosted Streamable HTTP server or install with `npx -y clawdcall-mcp`. -- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities. -- [dockndevai/mcp-outlook](https://github.com/dockndevai/mcp-outlook) [![dockndevai/mcp-outlook MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-outlook/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-outlook) 📇 🏠 🍎 🪟 🐧 - Safe-by-default Microsoft Outlook mail server (Microsoft Graph). Read, search, draft, send, reply, forward and organize email. Browser sign-in (OAuth authorization-code + PKCE; tokens cached locally, no password handling); read-only by default with layered access modes, a send gate, folder allowlists/protected folders, dry-run and JSON audit logging, plus human-in-the-loop confirmation on send and delete via MCP elicitation. `npx -y @dockndevai/mcp-outlook`. -- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [![double-tick-mcp-server MCP server](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing. -- [csitte/mailwarden](https://github.com/csitte/mailwarden) [![csitte/mailwarden MCP server](https://glama.ai/mcp/servers/csitte/mailwarden/badges/score.svg)](https://glama.ai/mcp/servers/csitte/mailwarden) 📇 🏠 🍎 🪟 🐧 - Native Gmail MCP server with full mailbox control — search, read, label, archive, trash, download attachments, and the feature no other Gmail server ships: snooze threads until a date. Every call hits the live Gmail API (no synced index that silently misses mail). Install with `npx -y mailwarden`. -- [drsound/markdown-to-whatsapp](https://github.com/drsound/markdown-to-whatsapp) [![drsound/markdown-to-whatsapp MCP server](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp/badges/score.svg)](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp) 📇 🏠 🍎 🪟 🐧 - Convert Markdown into WhatsApp's formatting, so agent output renders as bold, lists and quotes instead of showing raw asterisks. Tables become monospace boxes sized to the reader's bubble width, degrading through padding removal, compact borders and word wrapping before falling back to a list. No API key, runs locally with `npx markdown-to-whatsapp mcp`. -- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on. -- [EthanQC/feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin) [![EthanQC/feishu-user-plugin MCP server](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin/badges/score.svg)](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - All-in-one Feishu/Lark MCP server (84 tools). Send messages as the actual user (not bot), plus full official-API coverage of docs, bitable, wiki, drive, calendar, tasks, OKR. Cookie + OAuth UAT + app-credential auth. -- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [![ExpertVagabond/solmail-mcp MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency. -- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API. -- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [![telegram-bot-mcp MCP server](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API. -- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [![farukkolip/instapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit MCP with 16 tools: Reels / video / Story / carousel / photo / profile-pic downloaders, Reels-to-MP3 audio extractor, engagement health check + weighted engagement-rate calculator, live hashtag search + 25 curated niches + creator hashtag audit, 900 Reels hook templates by niche and country, 22 Unicode font styles, best-time-to-post for 17 markets (Buffer 2026 verified data), and a 750-date 2026 content calendar with per-market playbooks. Wraps instapdown.com public API — no auth required. -- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [![farukkolip/xtapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint — no auth, no rate limits on curated data. -- [flovoice53-tech/sms-florin-mcp](https://github.com/flovoice53-tech/sms-florin-mcp) [![flovoice53-tech/sms-florin-mcp MCP server](https://glama.ai/mcp/servers/flovoice53-tech/sms-florin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flovoice53-tech/sms-florin-mcp) 📇 ☁️ - Rent real UK phone numbers (EE/Three SIM cards, not VoIP) and receive SMS/OTP codes for WhatsApp, Telegram, Google, Discord, and more. 4 tools: list services, rent a number, check rental status, wait for the code. Install: `npx -y sms-florin-mcp`. -- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [![gambot-ai/gambot-mcp MCP server](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) 📇 ☁️ - Official Gambot WhatsApp Business API server — send WhatsApp messages & templates and manage CRM: contacts, leads, cases, tasks, quotes, invoices, orders, forms, e-signatures, documents and campaigns. Meta-approved Cloud API. Install: `npx -y gambot-mcp` (set `GAMBOT_TOKEN`). -- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript. -- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [![GeiserX/telegram-archive-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available. -- [getpoststack/mcp](https://github.com/getpoststack/mcp) [![getpoststack/mcp MCP server](https://glama.ai/mcp/servers/getpoststack/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`. -- [giggal-ai/giggal-mcp](https://github.com/giggal-ai/giggal-mcp) [![giggal-ai/giggal-mcp MCP server](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp) 📇 ☁️ - Runs a deep mailbox existence check on every address and verifies catch-all, accept-all, and even SEG protected emails (Proofpoint, Mimecast, Barracuda). Keeps bounce rates under 5%, single or bulk. -- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!) -- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [![googlarz/signal-mcp MCP server](https://glama.ai/mcp/servers/googlarz/signal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli — no third-party servers. -- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [![gopalrajsuresh/covalent-bond MCP server](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond/badges/score.svg)](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end-encrypted channel: files and messages travel through a relay that only ever sees ciphertext - it can never read your data - authenticated by a short code shared out-of-band, with human consent before any file is written. Install with `npx covalent-bond`. -- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot. -- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [![grzgrzgrz3/pingwa-client MCP server](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client/badges/score.svg)](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (`uvx pingwa mcp` or remote at pingwa.dev/mcp). Two-way: `ask` with tap-to-answer buttons, `check_replies`. Official Meta Cloud API — won't ban your number. -- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [![huj28-creator/wechat-fastbridge MCP server](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge/badges/score.svg)](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - Token-efficient macOS WeChat MCP server for verified chat reading, text/file/sticker sending, fuzzy safe routing, smart context retrieval, and allowlisted live monitoring without screenshots or private-protocol access. -- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling -- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [![hgn/mcp-server-notmuch MCP server](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch/badges/score.svg)](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - notmuch MCP server. Wraps the notmuch CLI to give your LLM access to a local Maildir: full-text search, tag filtering, thread view, attachment reading (PDF, office docs, .ics), related-thread lookup, and unanswered-mail tracking. Optionally write plain-text drafts into a local maildir (`--allow-drafts`) or manage tags (`--allow-tags`). No SMTP, no sendmail. -- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [![resend-email-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - The most complete Resend email MCP — full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`. -- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols. -- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [![ictinnovations/ictpbx-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for ICTPBX, a multi-tenant IP PBX built on ICTCore and FreeSWITCH. Reports PBX statistics and lists extensions, DIDs, providers and tenants over the ICTCore REST API. Entirely read-only: there are no write tools to gate, so it cannot change PBX configuration at all. Zero-install via `npx -y ictpbx-mcp`. -- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [![ictinnovations/pbx-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for Asterisk and FreeSWITCH. Reads live PBX state over AMI and ESL: registered extensions, active channels, trunk and SIP peer status, dialplan lookups and call history. Read-only by default, and write tools are never registered with the model at all unless `PBX_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y pbx-mcp`. -- [ictinnovations/ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp) [![ictinnovations/ictbroadcast-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for ICTBroadcast, a voice, SMS and fax broadcasting and call centre platform. Lists campaigns and reads their live status, totals and per-call results including answer, machine detection and do-not-call outcomes. Starting and stopping a campaign places live calls, so those two tools are only registered when `ICTBROADCAST_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y ictbroadcast-mcp`. -- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [![iletimerkezi/iletimerkezi-mcp-server MCP server](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) 🎖️ ☁️ - Send SMS, query delivery reports, manage senders / blacklists, register and check İYS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: `npx -y @iletimerkezi/mcp-server`. -- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [![apple-mail-mcp MCP server](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction. -- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) -- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment. -- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [![markmnl/fmsg-mcp MCP server](https://glama.ai/mcp/servers/markmnl/fmsg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give any AI agent its own address on [fmsg](https://github.com/markmnl/fmsg), an open federated messaging protocol: inbox, threads, replies, reactions, attachments and a wait-for-message tool for agent-to-agent and human-to-agent conversations. Runs locally over stdio or as a hosted endpoint where each user brings their own API key. Install with `npx -y @markmnl/fmsg-mcp`. -- [sendchamp/ai](https://github.com/sendchamp/ai) [![sendchamp/ai MCP server](https://glama.ai/mcp/servers/sendchamp/ai/badges/score.svg)](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Official Sendchamp docs MCP server for AI coding agents. Read-only search and retrieval over SMS, OTP verification, and Africa-specific routing documentation. Endpoint: `https://mcp.sendchamp.com/docs`. Pair with Agent Skills via `npx skills add sendchamp/ai`. -- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [![iprashantraj/mcp-discord-bridge MCP server](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge/badges/score.svg)](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands. -- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [![jcoulaud/shipmail-mcp MCP server](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows. -- [parasxos/apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp) [![parasxos/apple-mail-mcp MCP server](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp) 🐍 🏠 🍎 - Full-featured MCP server for Apple Mail. Indexed search over 300k+ message mailboxes in milliseconds, full-text body search with Exchange backfill, verified multi-identity sending (SMTP/Keychain, SSH bastion, pipe), server-side scheduled sends with cancel, reviewed plan-then-apply triage, and a local audit ledger. 21 tools, frozen v1 wire contract. -- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [![proton-mail-mcp MCP server](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail MCP server — send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG. -- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [![shahabazdev/inxmail-mcp MCP server](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking. -- [shichuanqiong/AgoraDM](https://github.com/shichuanqiong/AgoraDM) [![shichuanqiong/AgoraDM MCP server](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM/badges/score.svg)](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM) 🐍 ☁️ - DM / IM layer for AI agents over the A2A 1.0 protocol: give your assistant an inbox, a friend list, group threads, and per-friend persistent memory to message other people's agents in real time — with SSE wake daemons so it answers while you're away. `pip install agoradm-mcp`. -- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [![TheSameAbramovych/qmailing-mcp-server MCP server](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector). -- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [![radmail-ai/radmail-mcp MCP server](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) ☁️ 📇 - Email operating system for agents: a `search` tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance × urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox — no account, no key. -- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [![joltsms-mcp-server MCP server](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms. -- [redditapis/redditapis-mcp](https://github.com/redditapis/redditapis-mcp) [![redditapis/redditapis-mcp MCP server](https://glama.ai/mcp/servers/redditapis/redditapis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/redditapis/redditapis-mcp) 📇 ☁️ - MCP server for the Reddit API: 22 read-only tools covering subreddit listings, post/comment/community/user search, comment trees, and top posts. Bearer token auth. -- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [![Rheopyrin/ox-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), mail filters (Sieve), calendar (CalDAV), contacts (CardDAV), and free/busy scheduling for Open-Xchange and standards-based mail platforms. Published on the official MCP Registry. -- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [![virtualsms-io/mcp-server](https://glama.ai/mcp/servers/virtualsms-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) 📇 ☁️ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction. -- [flovoice53-tech/agent-identity-mcp](https://github.com/flovoice53-tech/agent-identity-mcp) [![agent-identity-mcp MCP server](https://glama.ai/mcp/servers/flovoice53-tech/agent-identity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flovoice53-tech/agent-identity-mcp) 📇 ☁️ - Give AI agents a disposable email address and a real UK phone number to complete signup/OTP verification flows end-to-end. 5 tools covering test email inbox + SMS code retrieval. -- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured. -- [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [![jaimenbell/discord-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - MCP server over the Discord REST API: read-only tools for listing channels, categories, roles, member roles and permission overwrites, plus write tools for channel, role, guild and message management that stay gated off by default. `pip install jaimenbell-discord-mcp` -- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more. -- [jaspertvdm/mcp-server-rabel](https://github.com/jaspertvdm/mcp-server-rabel) 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing. -- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat. -- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [![kushneryk/join.cloud MCP server](https://glama.ai/mcp/servers/kushneryk/join.cloud/badges/score.svg)](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A protocols. Self-hostable or use the hosted version at join.cloud. -- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. `--setup` and done, 11 tools, auto-refresh. -- [JulienRabault/icloud-mcp](https://github.com/JulienRabault/icloud-mcp) [![JulienRabault/icloud-mcp MCP server](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp) 🐍 🏠 🍎 🪟 🐧 - iCloud Mail over IMAP and SMTP. Searches every folder at once rather than just the inbox, rebuilds threads, saves attachments to disk, drafts replies and files messages by rule. Read tools use `SELECT readonly` and `BODY.PEEK`, so nothing gets marked as read; there is no delete tool. Standard library only for networking and MIME parsing. -- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction -- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows. -- [kojott/mailmcp-dist](https://github.com/kojott/mailmcp-dist) [![kojott/mailmcp-dist MCP server](https://glama.ai/mcp/servers/kojott/mailmcp-dist/badges/score.svg)](https://glama.ai/mcp/servers/kojott/mailmcp-dist) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted multi-account email server for ChatGPT and Claude: Gmail, iCloud, Fastmail or any IMAP/SMTP mailbox, as many as you like. Search, read, threaded replies, drafts, allowlisted sending and attachments; passwords are encrypted in the browser and the server stores nothing. Remote (OAuth) or Claude Desktop (.mcpb). -- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces. -- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [![krystiangw/meet-live-assist-extension MCP server](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension/badges/score.svg)](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) 📇 🏠 🍎 🪟 🐧 - Puts the agent you already run inside a live Google Meet or Zoom call. A Chrome extension reads the on-screen captions, a local server hands them over MCP, and the agent answers in a side panel while people are still talking, posts to the meeting chat, and reads screenshots of a shared screen. Transcripts and screenshots are files on your own disk; there is no hosted service and no account. Needs an MCP client attached - Claude Code is the tested one. Install with `npx meet-live-assist-server`. -- [kudosity/mcp](https://github.com/kudosity/mcp) [![kudosity/mcp MCP server](https://glama.ai/mcp/servers/kudosity/mcp/badges/score.svg)](https://glama.ai/mcp/servers/kudosity/mcp) 🎖️ 📇 ☁️ - Official [Kudosity](https://kudosity.com) server for SMS, MMS and WhatsApp messaging: send messages, pull delivery reports and replies, manage contacts and contact lists, configure webhooks, check balance, and discover the live API. 19 tools, API key auth. Install: `npx -y kudosity-mcp`. -- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [![lanchuske/local-mcp-releases MCP server](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases/badges/score.svg)](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac — no cloud, no tokens, no API keys. -- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [![leshchenko1979/fast-mcp-telegram MCP server](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design -- [lettio-eu/mcp](https://github.com/lettio-eu/mcp) [![lettio-eu/mcp MCP server](https://glama.ai/mcp/servers/lettio-eu/mcp/badges/score.svg)](https://glama.ai/mcp/servers/lettio-eu/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over the open JMAP standard. Read, search, reply in-thread, organize and send from your own mailbox. Hosted remote server with OAuth at `https://mcp.lettio.eu/mcp`, or run locally via `npx -y @lettio/mcp`. Sending is pinned to the signed-in mailbox, so an agent can never send from another address. -- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups -- [LimzoCom/limzo-mcp](https://github.com/LimzoCom/limzo-mcp) [![LimzoCom/limzo-mcp MCP server](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp) 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by Limzo, the Telegram anti-spam and moderation bot: search groups, then pull leaderboards, activity trends, member levels and moderation summaries. No API key; run `npx -y limzo-mcp` or connect to `https://limzo.com/api/public/mcp`. -- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [![liuboacean/agent-comm-hub MCP server](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub/badges/score.svg)](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) 📇 🏠 🍎 🪟 🐧 - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source. -- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [![nakulben/whatsapp-mcp MCP server](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) 🐍 ☁️ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client. -- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account -- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [![outlook-assistant MCP server](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant/badges/score.svg)](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) 📇 ☁️ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings — without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client. -- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [![qorami-sdk MCP server](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk/badges/score.svg)](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) 📇 ☁️ - Check an email before an AI agent sends it: returns send / ask-a-human / block, with machine reason codes and prompt-injection detection. -- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts -- [ma2no4413/outlook-mcp](https://github.com/ma2no4413/outlook-mcp) [![ma2no4413/outlook-mcp MCP server](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp) 🐍 🏠 🍎 🪟 🐧 - Restructure a large Outlook / Hotmail mailbox. `move_folder` relocates a whole folder subtree in one API call — thousands of messages change place without being moved, their IDs stay valid, and inbox rules pointing at that folder keep working. Also bulk move and bulk mark-read with dry-run previews, and server-side inbox rules as first-class tools. Replies are written to Drafts; there is no send tool and `Mail.Send` is never requested. Deletes only ever reach Deleted Items. -- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID. -- [MailFlat/mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp) [![MailFlat/mailflat-sdks MCP server](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks/badges/score.svg)](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks) 🐍 ☁️ - Email inboxes for agents, with the one-time code returned as a field instead of a regex over the message body. Addresses are permanent; only the messages expire, on a retention window you choose. `uvx mailflat-mcp` -- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage. -- [Metaverse-Cloud/engagelab-email-mcp](https://github.com/Metaverse-Cloud/engagelab-email-mcp) [![Metaverse-Cloud/engagelab-email-mcp MCP server](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp) 📇 ☁️ - Official EngageLab Email MCP server for AI agents to send, receive, monitor, and reply to email with thread context. Install with `npx -y @engagelabemail/mcp`. -- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [![marras0914/agent-toolbelt MCP server](https://glama.ai/mcp/servers/marras0914/agent-toolbelt/badges/score.svg)](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included. -- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [![mohitbadwal/ringback MCP server](https://glama.ai/mcp/servers/mohitbadwal/ringback/badges/score.svg)](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation. -- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [![multi-mail MCP server](https://glama.ai/mcp/servers/@multimail-dev/multi-mail/badges/score.svg)](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous). -- [ni-c/carddav-mcp](https://github.com/ni-c/carddav-mcp) [![ni-c/carddav-mcp MCP server](https://glama.ai/mcp/servers/ni-c/carddav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/carddav-mcp) 📇 🏠 ☁️ - Contacts, groups and photos over CardDAV, on any server that speaks the standard — Radicale, Baikal, Nextcloud, SOGo, Fastmail, iCloud. 17 tools. Writes are read-modify-write over the parsed card guarded by ETags, so an X- property some phone wrote in 2014 survives an edit; both group conventions are read and the one written follows what the book already uses; an address book allowlist is enforced where ids are decoded rather than per tool. Card text is treated as untrusted input, because a card claiming somebody's bank details changed does not need the model to run a tool, only to be believed. `npx -y @ni-c/carddav-mcp` -- [ni-c/caldav-mcp](https://github.com/ni-c/caldav-mcp) [![ni-c/caldav-mcp MCP server](https://glama.ai/mcp/servers/ni-c/caldav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/caldav-mcp) 📇 🏠 ☁️ - Events, tasks and journal entries over CalDAV, on any server that speaks the standard — Radicale, Baikal, Nextcloud, SOGo, Fastmail, iCloud. 22 tools. Recurring events are expanded client-side rather than trusted to the server, a calendar allowlist is enforced where ids are decoded, writes are read-modify-write guarded by ETags, and deleting or changing a whole series asks a person first. Calendar text is treated as untrusted input, because anyone who can send an invitation can put text in your calendar. `npx -y @ni-c/caldav-mcp` -- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [![Sequenzy/mcp MCP server](https://glama.ai/mcp/servers/Sequenzy/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: `npx -y @sequenzy/mcp`. -- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [![mingle-mcp MCP server](https://glama.ai/mcp/servers/aeoess/mingle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com. -- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [![mouse114514/Xadeus-QQ-MCP MCP server](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more). -- [MrGo2/icloud-mcp](https://github.com/MrGo2/icloud-mcp) [![icloud-mcp MCP server](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp) 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari in one server with 41 tools. Talks AppleScript to the native macOS apps, or IMAP/CalDAV/CardDAV to iCloud when running off-Mac. -- [n24q02m/better-email-mcp](https://github.com/n24q02m/better-email-mcp) [![better-email-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support. -- [ni-c/smtp-mcp](https://github.com/ni-c/smtp-mcp) [![ni-c/smtp-mcp MCP server](https://glama.ai/mcp/servers/ni-c/smtp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/smtp-mcp) 📇 🏠 🍎 🪟 🐧 - Sends, replies to and forwards mail over plain SMTP, so it works with the mail account you already have. Sending is off until you name the recipients it may write to: every address in To, Cc and Bcc is checked against that allowlist before a connection is opened, and each message is then approved by a person through an MCP elicitation, with recipients and subject on their own labelled lines. There is no `from` parameter, so a model cannot write in a colleague's name. The counterpart to [imap-mcp](https://github.com/ni-c/imap-mcp), in its own process with its own credentials. `npx -y @ni-c/smtp-mcp` -- [openagentemail/openagentemail](https://github.com/openagentemail/openagentemail) [![openagentemail/openagentemail MCP server](https://glama.ai/mcp/servers/openagentemail/openagentemail/badges/score.svg)](https://glama.ai/mcp/servers/openagentemail/openagentemail) 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: unlimited mailboxes on your own domain with a single `docker compose up`. OTP and verification-link extraction built in, long-poll `mail_wait_for`, read/unread state, plus a web dashboard for humans. Install with `npx -y @openagentemail/mcp`. -- [ni-c/ntfy-mcp](https://github.com/ni-c/ntfy-mcp) [![ni-c/ntfy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/ntfy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/ntfy-mcp) 📇 ☁️ 🏠 - Send push notifications through ntfy, read back what was sent, and revise a notification in place while a job runs, so subscribers watch one message change instead of collecting five. Thirteen tools including user and topic-access administration; the tool list narrows to a curated six. `npx -y @ni-c/ntfy-mcp` -- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [![OrygnsCode/Omnicord MCP server](https://glama.ai/mcp/servers/OrygnsCode/Omnicord/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation. -- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [![mcp-telegram MCP server](https://glama.ai/mcp/servers/overpod/mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com. -- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings. -- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [![paigy-ai/mcp MCP server](https://glama.ai/mcp/servers/paigy-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text, or push the user's phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: `npx -y @paigy/mcp@latest`. -- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app). -- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [![Pingfyr/mcp MCP server](https://glama.ai/mcp/servers/Pingfyr/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call. -- [platfone-com/mcp](https://github.com/platfone-com/mcp) [![platfone-com/mcp MCP server](https://glama.ai/mcp/servers/platfone-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport. -- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [![postcardbot-mcp-server MCP server](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) 📇 ☁️ - Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card. -- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [![PaSympa/discord-mcp MCP server](https://glama.ai/mcp/servers/PaSympa/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PaSympa/discord-mcp) 📇 🏠 🍎 🪟 🐧 - Lightweight multi-guild Discord MCP server with 60+ tools for messages, channels, roles, forums, webhooks, and moderation. -- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [![aiogram-mcp MCP server](https://glama.ai/mcp/servers/Py2755/aiogram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging. -- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [![qq418716640/botbell-mcp MCP server](https://glama.ai/mcp/servers/qq418716640/botbell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging — users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT. -- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities. -- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat. -- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [![Sealjay/mcp-hey MCP server](https://glama.ai/mcp/servers/Sealjay/mcp-hey/badges/score.svg)](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth. -- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [![Sendmux/sendmux-sdk MCP server](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inbox API MCP server for AI agents to receive, search, and send mail through hosted or local Sendmux Product MCP. -- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [![serhiizghama/viber-mcp MCP server](https://glama.ai/mcp/servers/serhiizghama/viber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - MCP server for the Viber Bot REST API. Send text, pictures, videos, files, locations, and contacts; broadcast to up to 300 recipients; manage webhooks and inspect account/user state — 13 tools, fully typed, available on npm as `@serhii.zghama/viber-mcp`. -- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [![SirGreed808/zoho-mail-mcp MCP server](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - MCP server for Zoho Mail. Read, search, and send email from Claude. -- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar) -- [sounny/sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp) [![sounny/sounnyforms-mcp MCP server](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp) 🎖️ 📇 ☁️ 🏠 - Zero-API-key serverless form backend, lead triage, and instant contact form generator for static sites, React, and JAMstack apps. Install with `npx -y sounnyforms-mcp`. -- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [![Spix-HQ/spix-mcp MCP server](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh). -- [tecnologicachile/mail-mcp](https://github.com/tecnologicachile/mail-mcp) [![tecnologicachile/mail-mcp MCP server](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp) 🦀 ☁️ 🍎 🪟 🐧 - Full-stack email MCP server in Rust: IMAP, SMTP, Exchange Web Services, and Microsoft Graph in one binary, with OAuth2 and multi-account support. Read, search, send, reply, forward, bulk operations, and attachment download to disk, plus server-side guardrails that reject malformed LLM tool calls. -- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy -- [liagha/termgram](https://github.com/liagha/termgram) [![liagha/termgram MCP server](https://glama.ai/mcp/servers/liagha/termgram/badges/score.svg)](https://glama.ai/mcp/servers/liagha/termgram) 🦀 🏠 🍎 🪟 🐧 - MTProto Telegram from your terminal: CLI for messages, media and contacts, an MCP server that pushes server-to-client notifications when new messages land, and an SSE stream for external consumers. -- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [![textbee/textbee-mcp MCP server](https://glama.ai/mcp/servers/textbee/textbee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/textbee/textbee-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. Three tools: send_sms, get_messages (replies, codes, delivery status), list_devices. Self-hosted friendly. `npx -y @textbee/mcp` -- [timkulbaev/mcp-gmail](https://github.com/timkulbaev/mcp-gmail) [![mcp-gmail MCP server](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail/badges/score.svg)](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail) 📇 ☁️ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions. -- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [![tlennon-ie/neurodock MCP server](https://glama.ai/mcp/servers/tlennon-ie/neurodock/badges/score.svg)](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth. -- [trycourier/courier-mcp](https://github.com/trycourier/courier-mcp) 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space. -- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations. -- [vaemail/vaemail-mcp](https://github.com/vaemail/vaemail-mcp) [![vaemail/vaemail-mcp MCP server](https://glama.ai/mcp/servers/vaemail/vaemail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vaemail/vaemail-mcp) 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability. Scoped API keys, idempotent requests and dry-run. `npx -y vaemail mcp` -- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS. -- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library. -- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [![wazion-mcp-server MCP server](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio. -- [webtoolbox/websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp) [![webtoolbox/websitetoolbox-mcp MCP server](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp) 📇 🏠 - MCP server for the Website Toolbox forum platform. Exposes the Forum REST API as MCP tools for Categories, Topics, Posts, Users, User Groups, Conversations, Messages, Moderators, Tags, and Page Views. -- [wildsurfer/your-mail-mcp](https://github.com/wildsurfer/your-mail-mcp) [![wildsurfer/your-mail-mcp MCP server](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only, self-hosted search over several IMAP accounts (Gmail, iCloud, any provider), mirrored one way by mbsync into a local notmuch index. The process cannot send, delete or move mail. Docker image; stdio for Claude Code, Cursor and Claude Desktop, or HTTP with OAuth from a phone. -- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [![windborne/zulipmcp MCP server](https://glama.ai/mcp/servers/windborne/zulipmcp/badges/score.svg)](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling. -- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud. -- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [![nworks MCP server](https://glama.ai/mcp/servers/yjcho9317/nworks/badges/score.svg)](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly. -- [YS-projectcalc/agent-cold-email](https://github.com/YS-projectcalc/agent-cold-email) [![YS-projectcalc/agent-cold-email MCP server](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email/badges/score.svg)](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email) 🎖️ 📇 ☁️ - Coldrig: cold-email infrastructure your agent operates end to end — buy domains, provision mailboxes, warm up, run sequences, and handle replies (28 tools, remote streamable-HTTP or stdio via `npx agent-cold-email`). Free sandbox: `npx agent-cold-email demo` -- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - An MCP server to Manage Google Tasks -- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features. -- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [![whatsapp-mcp-stream MCP server](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream/badges/score.svg)](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence. -- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [![Zacccck/Claude-MCP-Read-Email-Attachments MCP server](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments/badges/score.svg)](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) 📇 ☁️ 🏠 🪟 - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude. -- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [![zerodrop-dev/zerodrop-mcp MCP server](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) 📇 ☁️ - Disposable email inboxes for AI agents — OTPs and magic links auto-extracted from verification emails. Test signups and auth flows, no signup needed. -- [starnikovoleg/tgatlas-mcp](https://github.com/starnikovoleg/tgatlas-mcp) [![tgAtlas MCP server](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp) 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, the discussion thread under a post, and the channels Telegram itself recommends. - +- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - Interact with Nostr: post notes and more. +- [adecubed/gigamail](https://github.com/adecubed/gigamail) [![adecubed/gigamail MCP server](https://glama.ai/mcp/servers/adecubed/gigamail/badges/score.svg)](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Microsoft 365 or IMAP mail and calendar: read, search, draft and find free slots, with out-of-band human approval for sends, deletes and calendar writes. +- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline. +- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [![agenticmail/agenticmail MCP server](https://glama.ai/mcp/servers/agenticmail/agenticmail/badges/score.svg)](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Email and SMS for AI agents via a local mail server: disposable inboxes, sending and receiving email, and fetching verification codes. +- [agentmail-to/agentmail-mcp](https://github.com/agentmail-to/agentmail-mcp) 📇 ☁️ - Email for AI agents: create inboxes on the fly to send, receive and act on email. +- [aisenseapi/aamio-python](https://github.com/aisenseapi/aamio-python) [![aisenseapi/aamio-python MCP server](https://glama.ai/mcp/servers/aisenseapi/aamio-python/badges/score.svg)](https://glama.ai/mcp/servers/aisenseapi/aamio-python) 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: expiring threads with a secret read key and public write address, plus an open board where agents find each other. +- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [![Albretsen/MCPEmails MCP server](https://glama.ai/mcp/servers/Albretsen/MCPEmails/badges/score.svg)](https://glama.ai/mcp/servers/Albretsen/MCPEmails) 📇 ☁️ - Email for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox: read, search, send, organize, draft, schedule and auto-triage mail. +- [andrewchmr/mxprobe](https://github.com/andrewchmr/mxprobe) [![andrewchmr/mxprobe MCP server](https://glama.ai/mcp/servers/andrewchmr/mxprobe/badges/score.svg)](https://glama.ai/mcp/servers/andrewchmr/mxprobe) 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: returns send, hold or kill for an address with a reason, using local DNS checks or a hosted SMTP probe. +- [anypost/emailmd](https://github.com/anypost/emailmd) [![anypost/emailmd MCP server](https://glama.ai/mcp/servers/anypost/emailmd/badges/score.svg)](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - Write and preview emails: render Markdown into email-safe HTML for Outlook and Gmail, lint drafts for deliverability and get a live preview link. +- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [![arbengine/mailbox-mcp MCP server](https://glama.ai/mcp/servers/arbengine/mailbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) 📇 ☁️ - Physical mail API for AI agents: send letters, certified mail, postcards and batch mailings with cost previews, approval controls, tracking and webhooks. +- [Atomic-Mail/atomic-mail-agentic](https://github.com/Atomic-Mail/atomic-mail-agentic) [![Atomic-Mail/atomic-mail-agentic MCP server](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic/badges/score.svg)](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic) ☁️ - Email for AI agents: autonomous inbox registration via proof-of-work, custom domains, and sending and receiving over the open JMAP standard. +- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [![AutomateLab-tech/content-distribution-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - Publish content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter, adapted per platform with idempotent state. +- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [![agent-mq MCP server](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq/badges/score.svg)](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable. +- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go. +- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Interface with the Google Tasks API. +- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [![BigCactusLabs/dead-letter MCP server](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter/badges/score.svg)](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing. +- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete. +- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats. +- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status. +- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send messages, and handle read status. +- [Choppaaahh/sendgrid-mcp-secure](https://github.com/Choppaaahh/sendgrid-mcp-secure) [![Choppaaahh/sendgrid-mcp-secure MCP server](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure/badges/score.svg)](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure) 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC. +- [churichard/fluxmail](https://github.com/churichard/fluxmail) [![churichard/fluxmail MCP server](https://glama.ai/mcp/servers/churichard/fluxmail/badges/score.svg)](https://glama.ai/mcp/servers/churichard/fluxmail) 🎖️ 📇 ☁️ 🏠 - Self-hosted email for Gmail, Microsoft 365, Outlook.com and IMAP/SMTP: read, search, draft, send, schedule and organize mail, with per-client permissions. +- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [![joansongjr/clawaimail MCP server](https://glama.ai/mcp/servers/joansongjr/clawaimail/badges/score.svg)](https://glama.ai/mcp/servers/joansongjr/clawaimail) 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads. +- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email across multiple accounts: read, search, send, schedule and manage mail, with IMAP IDLE push, AI triage and desktop notifications. +- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [![cometchat/docs-mcp MCP server](https://glama.ai/mcp/servers/cometchat/docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps. +- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics. +- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data. +- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [![desek/outlook-local-mcp MCP server](https://glama.ai/mcp/servers/desek/outlook-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/desek/outlook-local-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local Microsoft Outlook calendar and mail via Microsoft Graph, with multi-account support and OS keychain token storage. +- [dialgoodian/clawdcall-mcp](https://github.com/dialgoodian/clawdcall-mcp) [![dialgoodian/clawdcall-mcp MCP server](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) 🎖️ 📇 ☁️ - Place consent-based outbound phone calls and retrieve transcripts, summaries and outcomes. +- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities. +- [dockndevai/mcp-outlook](https://github.com/dockndevai/mcp-outlook) [![dockndevai/mcp-outlook MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-outlook/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-outlook) 📇 🏠 🍎 🪟 🐧 - Outlook mail via Microsoft Graph: read, search, draft, send and organize email. Read-only by default, with audit logs and confirmation before send or delete. +- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [![double-tick-mcp-server MCP server](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - Email read tracking via Gmail: send tracked emails and check whether they were opened, with open count, device and timing. +- [csitte/mailwarden](https://github.com/csitte/mailwarden) [![csitte/mailwarden MCP server](https://glama.ai/mcp/servers/csitte/mailwarden/badges/score.svg)](https://glama.ai/mcp/servers/csitte/mailwarden) 📇 🏠 🍎 🪟 🐧 - Gmail mailbox control via the live Gmail API: search, read, label, archive, trash, download attachments and snooze threads until a date. +- [drsound/markdown-to-whatsapp](https://github.com/drsound/markdown-to-whatsapp) [![drsound/markdown-to-whatsapp MCP server](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp/badges/score.svg)](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp) 📇 🏠 🍎 🪟 🐧 - Convert Markdown to WhatsApp formatting so agent output shows bold, lists and quotes instead of raw asterisks, with tables rendered as monospace boxes. +- [elie222/inbox-zero](https://github.com/elie222/inbox-zero) 📇 ☁️ - Inbox Zero features on top of Gmail, such as finding emails that need a reply or follow-up. +- [EthanQC/feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin) [![EthanQC/feishu-user-plugin MCP server](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin/badges/score.svg)](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Feishu/Lark integration: send messages as the actual user rather than a bot, plus docs, Bitable, wiki, Drive, calendar, tasks and OKRs. +- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [![ExpertVagabond/solmail-mcp MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Compose, price and send physical letters and postcards, paid with Solana. +- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - List channels and send notifications through the FastAlert API. +- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [![telegram-bot-mcp MCP server](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Covers the entire Telegram Bot API. +- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [![farukkolip/instapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit: download Reels, Stories and photos, extract audio, check engagement, research hashtags and get hook templates and posting times. +- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [![farukkolip/xtapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter. +- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [![gambot-ai/gambot-mcp MCP server](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) 📇 ☁️ - Gambot WhatsApp Business API: send WhatsApp messages and templates, and manage CRM contacts, leads, cases, tasks, quotes, invoices, orders and campaigns. +- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript. +- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [![GeiserX/telegram-archive-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Search and browse Telegram chat history stored in Telegram Archive: list chats, retrieve messages and run full-text search. +- [getpoststack/mcp](https://github.com/getpoststack/mcp) [![getpoststack/mcp MCP server](https://glama.ai/mcp/servers/getpoststack/mcp/badges/score.svg)](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API: send transactional and marketing email, manage contacts and segments, run broadcasts, render templates and read analytics. +- [giggal-ai/giggal-mcp](https://github.com/giggal-ai/giggal-mcp) [![giggal-ai/giggal-mcp MCP server](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/giggal-ai/giggal-mcp) 📇 ☁️ - Email verification: mailbox existence checks, including catch-all, accept-all and SEG-protected addresses (Proofpoint, Mimecast, Barracuda), single or bulk. +- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - Send and fetch ntfy notifications on a self-hosted ntfy server, with token auth support. +- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [![googlarz/signal-mcp MCP server](https://glama.ai/mcp/servers/googlarz/signal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Signal messenger via a local signal-cli: send and receive messages, manage groups and contacts, search history, and handle attachments and reactions. +- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [![gopalrajsuresh/covalent-bond MCP server](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond/badges/score.svg)](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end encrypted relay to exchange files and messages, with human consent before any file write. +- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) ☁️ - Send various types of messages to a WeCom group bot. +- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [![grzgrzgrz3/pingwa-client MCP server](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client/badges/score.svg)](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - Two-way WhatsApp notifications for AI agents: send messages, ask questions with tap-to-answer buttons and check replies, without a Meta account. +- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [![huj28-creator/wechat-fastbridge MCP server](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge/badges/score.svg)](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - macOS WeChat integration: read chats, send text, files and stickers, retrieve context and monitor allowlisted chats, without screenshots or private protocols. +- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling. +- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [![hgn/mcp-server-notmuch MCP server](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch/badges/score.svg)](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - Local Maildir access via notmuch: full-text search, tag filtering, threads, attachments and unanswered-mail tracking, with optional drafts and tagging. +- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [![resend-email-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits. +- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [![ictinnovations/ictpbx-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to ICTPBX, a multi-tenant IP PBX on ICTCore and FreeSWITCH: PBX statistics, extensions, DIDs, providers and tenants. +- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [![ictinnovations/pbx-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) 📇 🏠 🍎 🪟 🐧 - Asterisk and FreeSWITCH PBX state over AMI and ESL: extensions, active channels, trunk and SIP peer status, dialplan and call history; read-only by default. +- [ictinnovations/ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp) [![ictinnovations/ictbroadcast-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp) 📇 🏠 🍎 🪟 🐧 - ICTBroadcast voice, SMS and fax broadcasting: list campaigns and read live status and per-call results, with optional tools to start and stop campaigns. +- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [![iletimerkezi/iletimerkezi-mcp-server MCP server](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) 🎖️ ☁️ - Send SMS, query delivery reports, manage senders and blacklists, and register and check İYS (Turkish consent registry) records via the iletiMerkezi API. +- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [![apple-mail-mcp MCP server](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Apple Mail access: list accounts and mailboxes, fetch emails with filters, full-text search via an FTS5 index and extract attachments. +- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads. +- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data. +- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [![markmnl/fmsg-mcp MCP server](https://glama.ai/mcp/servers/markmnl/fmsg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages. +- [sendchamp/ai](https://github.com/sendchamp/ai) [![sendchamp/ai MCP server](https://glama.ai/mcp/servers/sendchamp/ai/badges/score.svg)](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing. +- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [![iprashantraj/mcp-discord-bridge MCP server](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge/badges/score.svg)](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands. +- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [![jcoulaud/shipmail-mcp MCP server](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows. +- [parasxos/apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp) [![parasxos/apple-mail-mcp MCP server](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp) 🐍 🏠 🍎 - Apple Mail with indexed full-text search, verified multi-identity sending, scheduled sends, plan-then-apply triage and a local audit ledger. +- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [![proton-mail-mcp MCP server](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail integration via Proton Mail Bridge: send, read, search and organize email, with dry-run bulk operations and a read-only mode. +- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [![shahabazdev/inxmail-mcp MCP server](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) 📇 ☁️ - Manage Inxmail Commerce transactional emails: events, sendings, bounces, blocklist and blacklist, reactions and delivery tracking. +- [shichuanqiong/AgoraDM](https://github.com/shichuanqiong/AgoraDM) [![shichuanqiong/AgoraDM MCP server](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM/badges/score.svg)](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM) 🐍 ☁️ - Direct messaging for AI agents over the A2A protocol: inbox, friend list, group threads and per-friend memory for real-time chats with other people's agents. +- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [![TheSameAbramovych/qmailing-mcp-server MCP server](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read and send email, and manage mailboxes, custom domains and webhooks via the QMailing API. +- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [![radmail-ai/radmail-mcp MCP server](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) ☁️ 📇 - Email system for agents: message search, importance/urgency triage, commitment follow-through and reviewable drafts, keeping financial actions human-only. +- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [![joltsms-mcp-server MCP server](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive and poll inbound SMS, and extract OTP codes for phone verification. +- [redditapis/redditapis-mcp](https://github.com/redditapis/redditapis-mcp) [![redditapis/redditapis-mcp MCP server](https://glama.ai/mcp/servers/redditapis/redditapis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/redditapis/redditapis-mcp) 📇 ☁️ - Read-only Reddit API access: subreddit listings, post, comment, community and user search, comment trees and top posts. +- [Rheopyrin/ox-mcp](https://github.com/Rheopyrin/ox-mcp) [![Rheopyrin/ox-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/ox-mcp) 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), Sieve mail filters, CalDAV calendars, CardDAV contacts and free/busy scheduling for Open-Xchange and standards-based mail platforms. +- [virtualsms-io/mcp-server](https://github.com/virtualsms-io/mcp-server) [![virtualsms-io/mcp-server](https://glama.ai/mcp/servers/virtualsms-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/virtualsms-io/mcp-server) 📇 ☁️ - Receive SMS verification codes on virtual phone numbers for services like WhatsApp, Telegram and Google: find and buy numbers and extract codes. +- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers. +- [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [![jaimenbell/discord-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - Discord REST API: list channels, categories, roles and permission overwrites, with channel, role, guild and message management tools disabled by default. +- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more. +- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍 ☁️ - Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat. +- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [![kushneryk/join.cloud MCP server](https://glama.ai/mcp/servers/kushneryk/join.cloud/badges/score.svg)](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable. +- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval. +- [JulienRabault/icloud-mcp](https://github.com/JulienRabault/icloud-mcp) [![JulienRabault/icloud-mcp MCP server](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JulienRabault/icloud-mcp) 🐍 🏠 🍎 🪟 🐧 - iCloud Mail over IMAP and SMTP: search all folders, rebuild threads, save attachments, draft replies and file messages by rule, without marking mail as read. +- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Query and interact with Bluesky instances. +- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 - Telephony via Vonage APIs: automate voice calls with speech-to-text call summaries, send and receive SMS, and detect voicemail. +- [kojott/mailmcp-dist](https://github.com/kojott/mailmcp-dist) [![kojott/mailmcp-dist MCP server](https://glama.ai/mcp/servers/kojott/mailmcp-dist/badges/score.svg)](https://glama.ai/mcp/servers/kojott/mailmcp-dist) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted email for multiple Gmail, iCloud, Fastmail or IMAP/SMTP accounts: search, read, threaded replies, drafts, allowlisted sending and attachments. +- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - Slack workspace integration. +- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [![krystiangw/meet-live-assist-extension MCP server](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension/badges/score.svg)](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) 📇 🏠 🍎 🪟 🐧 - Bring an agent into live Google Meet or Zoom calls via a Chrome extension: read captions, answer in a side panel, post to chat and view shared screens. +- [kudosity/mcp](https://github.com/kudosity/mcp) [![kudosity/mcp MCP server](https://glama.ai/mcp/servers/kudosity/mcp/badges/score.svg)](https://glama.ai/mcp/servers/kudosity/mcp) 🎖️ 📇 ☁️ - Kudosity SMS, MMS and WhatsApp messaging: send messages, get delivery reports and replies, manage contacts and lists, configure webhooks and check balance. +- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [![lanchuske/local-mcp-releases MCP server](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases/badges/score.svg)](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) 📇 🏠 🍎 - Local access to macOS apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Teams, Outlook, OneDrive and Office documents. +- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [![leshchenko1979/fast-mcp-telegram MCP server](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram access with direct API calls, multi-user auth, an HTTP-MTProto bridge, file attachments and voice transcription. +- [lettio-eu/mcp](https://github.com/lettio-eu/mcp) [![lettio-eu/mcp MCP server](https://glama.ai/mcp/servers/lettio-eu/mcp/badges/score.svg)](https://glama.ai/mcp/servers/lettio-eu/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over JMAP: read, search, reply in-thread, organize and send, with sending pinned to the signed-in mailbox. +- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups. +- [LimzoCom/limzo-mcp](https://github.com/LimzoCom/limzo-mcp) [![LimzoCom/limzo-mcp MCP server](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LimzoCom/limzo-mcp) 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by the Limzo anti-spam bot: leaderboards, activity trends, member levels and moderation summaries. +- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [![liuboacean/agent-comm-hub MCP server](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub/badges/score.svg)](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) 📇 🏠 🍎 🪟 🐧 - Multi-agent communication hub with real-time messaging, task scheduling, shared memory, trust-based evolution and role-based access control. +- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [![nakulben/whatsapp-mcp MCP server](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) 🐍 ☁️ - Manage WhatsApp Business message templates via the Meta Cloud API: create, validate and send all template types, including carousel, catalog and flows. +- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - Integrate with a LINE Official Account. +- [littlebearapps/outlook-assistant](https://github.com/littlebearapps/outlook-assistant) [![outlook-assistant MCP server](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant/badges/score.svg)](https://glama.ai/mcp/servers/@littlebearapps/outlook-assistant) 📇 ☁️ - Search an Outlook inbox, send emails, schedule meetings, manage contacts and configure mailbox settings. +- [loicfontaine-max/qorami-sdk](https://github.com/loicfontaine-max/qorami-sdk/tree/main/mcp) [![qorami-sdk MCP server](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk/badges/score.svg)](https://glama.ai/mcp/servers/loicfontaine-max/qorami-sdk) 📇 ☁️ - Check an email before an AI agent sends it: returns send, ask-a-human or block, with machine reason codes and prompt-injection detection. +- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Have an AI make phone calls on your behalf: book reservations, schedule appointments and view call transcripts. +- [ma2no4413/outlook-mcp](https://github.com/ma2no4413/outlook-mcp) [![ma2no4413/outlook-mcp MCP server](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp) 🐍 🏠 🍎 🪟 🐧 - Restructure large Outlook/Hotmail mailboxes: move folder subtrees, bulk move and mark-read with dry-run previews, and manage inbox rules. Cannot send mail. +- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events. +- [MailFlat/mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp) [![MailFlat/mailflat-sdks MCP server](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks/badges/score.svg)](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks) 🐍 ☁️ - Email inboxes for agents that return one-time codes as a field. Addresses are permanent; messages expire after a configurable retention window. +- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified email across Gmail, Outlook, iCloud and generic IMAP/SMTP: search, send, organize and batch-manage messages, with encrypted credential storage. +- [Metaverse-Cloud/engagelab-email-mcp](https://github.com/Metaverse-Cloud/engagelab-email-mcp) [![Metaverse-Cloud/engagelab-email-mcp MCP server](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp) 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email. +- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [![marras0914/agent-toolbelt MCP server](https://glama.ai/mcp/servers/marras0914/agent-toolbelt/badges/score.svg)](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - Utility API tools for agents: schema generation, text extraction, token counting, regex and cron building, prompt optimization, web summarization and more. +- [mohitbadwal/ringback](https://github.com/mohitbadwal/ringback) [![mohitbadwal/ringback MCP server](https://glama.ai/mcp/servers/mohitbadwal/ringback/badges/score.svg)](https://glama.ai/mcp/servers/mohitbadwal/ringback) 🐍 🏠 🍎 - Lets the LLM reach you by phone: live, interruptible voice calls and tiered alerts over self-hosted SIP, with whisper.cpp speech-to-text and macOS TTS. +- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [![multi-mail MCP server](https://glama.ai/mcp/servers/@multimail-dev/multi-mail/badges/score.svg)](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents: send and receive as Markdown with configurable human oversight (monitor, gate or fully autonomous). +- [ni-c/carddav-mcp](https://github.com/ni-c/carddav-mcp) [![ni-c/carddav-mcp MCP server](https://glama.ai/mcp/servers/ni-c/carddav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/carddav-mcp) 📇 🏠 ☁️ - Contacts, groups and photos on any CardDAV server (Radicale, Baikal, Nextcloud, Fastmail, iCloud), with ETag-guarded writes and an address book allowlist. +- [ni-c/caldav-mcp](https://github.com/ni-c/caldav-mcp) [![ni-c/caldav-mcp MCP server](https://glama.ai/mcp/servers/ni-c/caldav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/caldav-mcp) 📇 🏠 ☁️ - Events, tasks and journal entries on any CalDAV server (Radicale, Nextcloud, Fastmail, iCloud), with a calendar allowlist and approval for series changes. +- [Sequenzy/mcp](https://github.com/Sequenzy/mcp) [![Sequenzy/mcp MCP server](https://glama.ai/mcp/servers/Sequenzy/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sequenzy/mcp) 📇 ☁️ 🍎 🪟 🐧 - Sequenzy email marketing automation: manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails and analytics. +- [aeoess/mingle-mcp](https://github.com/aeoess/mingle-mcp) [![mingle-mcp MCP server](https://glama.ai/mcp/servers/aeoess/mingle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/mingle-mcp) 📇 ☁️ - Agent-to-agent networking: your agent publishes what you need and matches with other people's agents, and both humans approve before connecting. +- [mouse114514/Xadeus-QQ-MCP](https://github.com/mouse114514/Xadeus-QQ-MCP) [![mouse114514/Xadeus-QQ-MCP MCP server](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/mouse114514/Xadeus-QQ-MCP) 🐍 🏠 🪟 🐧 - Control QQ via NapCatQQ (OneBot v11): send and receive messages, manage groups and wake the agent on incoming messages. +- [MrGo2/icloud-mcp](https://github.com/MrGo2/icloud-mcp) [![icloud-mcp MCP server](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@MrGo2/icloud-mcp) 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript on macOS, or iCloud over IMAP, CalDAV and CardDAV elsewhere. +- [ni-c/smtp-mcp](https://github.com/ni-c/smtp-mcp) [![ni-c/smtp-mcp MCP server](https://glama.ai/mcp/servers/ni-c/smtp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/smtp-mcp) 📇 🏠 🍎 🪟 🐧 - Send, reply to and forward mail over SMTP, restricted to a recipient allowlist, with each message approved by a person before sending. +- [openagentemail/openagentemail](https://github.com/openagentemail/openagentemail) [![openagentemail/openagentemail MCP server](https://glama.ai/mcp/servers/openagentemail/openagentemail/badges/score.svg)](https://glama.ai/mcp/servers/openagentemail/openagentemail) 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: mailboxes on your own domain, OTP and verification-link extraction, waiting for new mail, and a web dashboard. +- [ni-c/ntfy-mcp](https://github.com/ni-c/ntfy-mcp) [![ni-c/ntfy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/ntfy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/ntfy-mcp) 📇 ☁️ 🏠 - Send push notifications through ntfy, read back sent messages, update a notification in place while a job runs, and administer users and topic access. +- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [![OrygnsCode/Omnicord MCP server](https://glama.ai/mcp/servers/OrygnsCode/Omnicord/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) 📇 🏠 🍎 🪟 🐧 - Discord chat, moderation, automod, events and administration, including building a server from a description, with confirmation for destructive actions. +- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [![mcp-telegram MCP server](https://glama.ai/mcp/servers/overpod/mcp-telegram/badges/score.svg)](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login. +- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings. +- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [![paigy-ai/mcp MCP server](https://glama.ai/mcp/servers/paigy-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice. +- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions. +- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [![Pingfyr/mcp MCP server](https://glama.ai/mcp/servers/Pingfyr/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API. +- [platfone-com/mcp](https://github.com/platfone-com/mcp) [![platfone-com/mcp MCP server](https://glama.ai/mcp/servers/platfone-com/mcp/badges/score.svg)](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone. +- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [![postcardbot-mcp-server MCP server](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) 📇 ☁️ - Send physical postcards worldwide, individually or in bulk. +- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [![PaSympa/discord-mcp MCP server](https://glama.ai/mcp/servers/PaSympa/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PaSympa/discord-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation. +- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [![aiogram-mcp MCP server](https://glama.ai/mcp/servers/Py2755/aiogram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs. +- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [![qq418716640/botbell-mcp MCP server](https://glama.ai/mcp/servers/qq418716640/botbell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management. +- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks. +- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more. +- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [![Sealjay/mcp-hey MCP server](https://glama.ai/mcp/servers/Sealjay/mcp-hey/badges/score.svg)](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener. +- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [![Sendmux/sendmux-sdk MCP server](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail. +- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [![serhiizghama/viber-mcp MCP server](https://glama.ai/mcp/servers/serhiizghama/viber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details. +- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [![SirGreed808/zoho-mail-mcp MCP server](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - Read, search and send email with Zoho Mail. +- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - Connect to Microsoft Office and the Microsoft 365 suite via the Graph API, including Outlook mail, files, Excel and calendar. +- [sounny/sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp) [![sounny/sounnyforms-mcp MCP server](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp) 🎖️ 📇 ☁️ 🏠 - Serverless form backend, lead triage and contact form generator for static sites, React and JAMstack apps. +- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [![Spix-HQ/spix-mcp MCP server](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - Phone numbers and voice for AI agents: make and receive calls, send email and manage contacts. +- [tecnologicachile/mail-mcp](https://github.com/tecnologicachile/mail-mcp) [![tecnologicachile/mail-mcp MCP server](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp) 🦀 ☁️ 🍎 🪟 🐧 - Multi-account email over IMAP, SMTP, Exchange Web Services and Microsoft Graph: read, search, send, reply, forward, bulk operations and attachment downloads. +- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - Send notifications to your phone using ntfy. +- [liagha/termgram](https://github.com/liagha/termgram) [![liagha/termgram MCP server](https://glama.ai/mcp/servers/liagha/termgram/badges/score.svg)](https://glama.ai/mcp/servers/liagha/termgram) 🦀 🏠 🍎 🪟 🐧 - Terminal Telegram client over MTProto: CLI for messages, media and contacts, plus an MCP server that sends notifications when new messages arrive. +- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [![textbee/textbee-mcp MCP server](https://glama.ai/mcp/servers/textbee/textbee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/textbee/textbee-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee, the open-source SMS gateway, including replies, codes and delivery status. +- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [![tlennon-ie/neurodock MCP server](https://glama.ai/mcp/servers/tlennon-ie/neurodock/badges/score.svg)](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy. +- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations. +- [vaemail/vaemail-mcp](https://github.com/vaemail/vaemail-mcp) [![vaemail/vaemail-mcp MCP server](https://glama.ai/mcp/servers/vaemail/vaemail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vaemail/vaemail-mcp) 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability, with scoped API keys and dry-run mode. +- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - Read iMessage data on macOS. +- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers. +- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [![wazion-mcp-server MCP server](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM. +- [webtoolbox/websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp) [![webtoolbox/websitetoolbox-mcp MCP server](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp) 📇 🏠 - Manage Website Toolbox forums via the Forum REST API: categories, topics, posts, users, user groups, conversations, moderators, tags and page views. +- [wildsurfer/your-mail-mcp](https://github.com/wildsurfer/your-mail-mcp) [![wildsurfer/your-mail-mcp MCP server](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wildsurfer/your-mail-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only, self-hosted search over multiple IMAP accounts, mirrored by mbsync into a local notmuch index. Cannot send, delete or move mail. +- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [![windborne/zulipmcp MCP server](https://glama.ai/mcp/servers/windborne/zulipmcp/badges/score.svg)](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots or connect Zulip to any MCP client, with real-time listening, session management and file handling. +- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [![nworks MCP server](https://glama.ai/mcp/servers/yjcho9317/nworks/badges/score.svg)](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - Manage NAVER WORKS messages, calendar, drive, mail, tasks and boards, also available as a CLI. +- [YS-projectcalc/agent-cold-email](https://github.com/YS-projectcalc/agent-cold-email) [![YS-projectcalc/agent-cold-email MCP server](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email/badges/score.svg)](https://glama.ai/mcp/servers/YS-projectcalc/agent-cold-email) 🎖️ 📇 ☁️ - Coldrig cold-email infrastructure run by your agent: buy domains, provision mailboxes, warm up, run sequences and handle replies. +- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - Manage Google Tasks. +- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - Feishu document management with built-in Feishu OAuth: create blocks, update content and more. +- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [![whatsapp-mcp-stream MCP server](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream/badges/score.svg)](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp integration with a web admin UI (QR login, status, settings), two-way media upload and download, and SQLite persistence. +- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [![Zacccck/Claude-MCP-Read-Email-Attachments MCP server](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments/badges/score.svg)](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) 📇 ☁️ 🏠 🪟 - Read Outlook email attachments via Microsoft Graph, parsing PDF, Word (including embedded images), Excel and text files into structured content. +- [zerodrop-dev/zerodrop-mcp](https://github.com/zerodrop-dev/zerodrop-mcp) [![zerodrop-dev/zerodrop-mcp MCP server](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zerodrop-dev/zerodrop-mcp) 📇 ☁️ - Disposable email inboxes for AI agents with automatic OTP and magic-link extraction, for testing signups and auth flows. +- [starnikovoleg/tgatlas-mcp](https://github.com/starnikovoleg/tgatlas-mcp) [![tgAtlas MCP server](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/starnikovoleg/tgatlas-mcp) 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, discussion threads and recommended channels. ### 🗣️ Conversational AI Tools for building and operating AI conversation agents that hold structured dialogues with end users. -- [TsvetanG2/cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server) [![TsvetanG2/cognigy-ai-mcp-management-server MCP server](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server/badges/score.svg)](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server) 📇 - Management and automation server for the Cognigy.AI conversational AI platform, exposing 132 tools across flows, agents, snapshots, NLU, functions, and deployment. Published to the official MCP Registry. `npx mcp-cognigy` -- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [![bodyegypt/lobbyvoices-mcp MCP server](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Official remote MCP server for [Lobby](https://lobbyvoices.com/developers), an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs. -- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [![puspoaditya/cloudflare-workers-ai-mcp MCP server](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference for AI agents: LLM chat completions (Llama 3.3 70B, Llama 3.1 8B, Llama 4 Scout, Qwen Coder 32B, DeepSeek R1 Distill), text embeddings (BGE small/base), and image generation (Flux 1 Schnell) — generous free tier, no infrastructure to run. `npx -y @puspoaditya/cloudflare-workers-ai-mcp`. -- [kiro0x/five-mcp](https://github.com/kiro0x/five-mcp) [![kiro0x/five-mcp MCP server](https://glama.ai/mcp/servers/kiro0x/five-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kiro0x/five-mcp) 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM. -- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [![Perspective-AI/mcp MCP server](https://glama.ai/mcp/servers/Perspective-AI/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot). -- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [![guillaumehussong/standard-vocal-mcp MCP server](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Voice Agent Factory for Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning, and CI regression gates. `npx -y standard-vocal-mcp` - +- [TsvetanG2/cognigy-ai-mcp-management-server](https://github.com/TsvetanG2/cognigy-ai-mcp-management-server) [![TsvetanG2/cognigy-ai-mcp-management-server MCP server](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server/badges/score.svg)](https://glama.ai/mcp/servers/TsvetanG2/cognigy-ai-mcp-management-server) 📇 - Manage and automate the Cognigy.AI conversational AI platform: flows, agents, snapshots, NLU, functions and deployment. +- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [![bodyegypt/lobbyvoices-mcp MCP server](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) 🎖️ ☁️ - Tools from Lobby, an AI receptionist for small businesses: write phone scripts and IVR menus, generate ElevenLabs agent prompts and role-play calls. +- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [![puspoaditya/cloudflare-workers-ai-mcp MCP server](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation. +- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [![Perspective-AI/mcp MCP server](https://glama.ai/mcp/servers/Perspective-AI/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups. +- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [![guillaumehussong/standard-vocal-mcp MCP server](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates. ### 🔑 Cryptography Tools for encrypting and decrypting data. -- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [![degenlegion-com/waxseal-sdk MCP server](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk/badges/score.svg)](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents — verify seals by fingerprint, validate document signatures, and gate irreversible actions behind human-signed approval tokens. Hosted at `api.waxseal.id/mcp`; local install (`npx @waxseal/mcp`) for signing. -- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [![denismaggior8/enigma-python-mcp MCP server](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators. -- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-jidec-mcp) [![ogasurfproject-jpg/horizon-shield MCP server](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield/badges/score.svg)](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Bitcoin-anchored, trustless public verification ledger (JIDEC) for AI-agent evidence: fetch the record bytes, recompute the SHA-256, and check the OpenTimestamps/Bitcoin timestamp — no trust in the issuer required. -- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [![laszlopere/mcp-bytesmith MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) 🐍 🏠 - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45…), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. `uvx mcp-bytesmith`. -- [Fulcrum-Enterprises/verify-proof](https://github.com/Fulcrum-Enterprises/verify-proof) [![Fulcrum-Enterprises/verify-proof MCP server](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof/badges/score.svg)](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof) 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path, and check the anchor on Polygon or Bitcoin. Verification makes no network call and needs no account or API key, and never asks the issuing service whether its own proof is good; an optional tool anchors a new hash through ProofLedger. `pip install "verify-proof[mcp]"`. - +- [degenlegion-com/waxseal-sdk](https://github.com/degenlegion-com/waxseal-sdk) [![degenlegion-com/waxseal-sdk MCP server](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk/badges/score.svg)](https://glama.ai/mcp/servers/degenlegion-com/waxseal-sdk) 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents: verify seals by fingerprint, validate document signatures and gate irreversible actions behind human-signed approvals. +- [denismaggior8/enigma-python-mcp](https://github.com/denismaggior8/enigma-python-mcp) [![denismaggior8/enigma-python-mcp MCP server](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Encrypt and decrypt messages with historically accurate Enigma machine emulators from the enigmapython library. +- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield/tree/main/workers/hs-jidec-mcp) [![ogasurfproject-jpg/horizon-shield MCP server](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield/badges/score.svg)](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Verify AI-agent evidence records on the Bitcoin-anchored JIDEC ledger: fetch record bytes, recompute the SHA-256 and check the OpenTimestamps timestamp. +- [laszlopere/mcp-bytesmith](https://github.com/laszlopere/mcp-bytesmith) [![laszlopere/mcp-bytesmith MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-bytesmith) 🐍 🏠 - Offline byte toolbox: hex/Base64/Base58 encoding, cryptographic and CRC hashing, base conversion, secure tokens, plus optional Ethereum/EVM tools. +- [Fulcrum-Enterprises/verify-proof](https://github.com/Fulcrum-Enterprises/verify-proof) [![Fulcrum-Enterprises/verify-proof MCP server](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof/badges/score.svg)](https://glama.ai/mcp/servers/Fulcrum-Enterprises/verify-proof) 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path and check the anchor on Polygon or Bitcoin. ### 👤 Customer Data Platforms Provides access to customer profiles inside of customer data platforms -- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [![Aleksey-Panf/b2b-enrichment-mcp MCP server](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment server integrating Hunter.io and Apollo APIs. 9 tools for email discovery, domain search, company data, and contact verification. -- -- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [![azmartone67/dchub-mcp-server MCP server](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0). -- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis). -- [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [![bouncewatch/mcp MCP server](https://glama.ai/mcp/servers/bouncewatch/mcp/badges/score.svg)](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Find out what changed at a company and when — funding, senior hires, partnerships, expansion, office openings, customer wins. 40+ event types, each carrying the date it happened and a 1-10 weight, so a funding round outranks a conference booth and you can set a floor that removes the noise. Ask in plain language ("which Dutch companies under 50 people raised in the last month") or put a watch on a company and get told the next time something happens there. 10 tools, 8 of them read-only. Hosted; connect via OAuth or an API key at https://api.bouncewatch.com/api/v1/mcp -- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [![ckalima/pipedrive-mcp-server MCP server](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - MCP server for [Pipedrive CRM](https://www.pipedrive.com). 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as `@ckalima/pipedrive-mcp-server`. MIT. -- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [![echoloc-ai/echoloc-mcp MCP server](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) 🎖️ 🐍 ☁️ - Company technographics from hiring data: search 760K+ companies by the technologies they use with direction of change (adopting / replacing / evaluating), enrich any domain with firmographics and hiring signals, and browse a 10,000+ technology catalog. Free tier, remote server at api.echoloc.ai/mcp. -- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically. -- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically. -- [ictinnovations/ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp) [![ictinnovations/ictcrm-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for ICTCRM, an open source CRM with built-in telephony. Reads contact groups by default. Creating and deleting contacts, and adding them to a calling campaign, are only registered when `ICTCRM_MCP_ALLOW_WRITE=true`, so a default install cannot enrol anyone into an outbound campaign. Zero-install via `npx -y ictcrm-mcp`. -- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics. -- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [![embeddedlayers/mcp-analytics MCP server](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics/badges/score.svg)](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️ - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources — ask a question in Claude or Cursor, get an interactive HTML report. -- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [![mambalabsdev/mcp-icp-fit-scorer MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Scores a company against a weighted ideal customer profile, returning a 0-100 score, A/B/C tier, and per-signal breakdown. -- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol. -- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs. -- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server. -- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [![skippedaga/yanifend-mcp MCP server](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) ☕ ☁️ - Hosted MCP server for [YaniFend](https://yanifend.com), a WordPress feedback widget — manage your questionary (list / create / update / delete questions and options) and read collected answers via natural language. -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client. -- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [![google-searchconsole-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) 📇 🏠 - Google Search Console MCP server with 13 SEO tools — search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison. -- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp) - An MCP server to interact with Google Search Console and Bing Webmasters. +- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [![Aleksey-Panf/b2b-enrichment-mcp MCP server](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification. +- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [![azmartone67/dchub-mcp-server MCP server](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data center, power and gas intelligence from DC Hub: facilities, US power market scores, M&A deals, ISO grid telemetry, fiber routes and energy prices. +- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Generate visual charts using AntV. +- [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [![bouncewatch/mcp MCP server](https://glama.ai/mcp/servers/bouncewatch/mcp/badges/score.svg)](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts. +- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [![ckalima/pipedrive-mcp-server MCP server](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools. +- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [![echoloc-ai/echoloc-mcp MCP server](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) 🎖️ 🐍 ☁️ - Company technographics from hiring data: find companies adopting, replacing or evaluating technologies and enrich domains with firmographics and hiring signals. +- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts dynamically using Apache ECharts. +- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate Mermaid diagrams and charts dynamically. +- [ictinnovations/ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp) [![ictinnovations/ictcrm-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp) 📇 🏠 🍎 🪟 🐧 - ICTCRM, an open-source CRM with built-in telephony: read contact groups, with opt-in tools to create and delete contacts and add them to calling campaigns. +- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics. +- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [![embeddedlayers/mcp-analytics MCP server](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics/badges/score.svg)](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️ - Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports. +- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [![mambalabsdev/mcp-icp-fit-scorer MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Score a company against a weighted ideal customer profile, returning a 0-100 score, an A/B/C tier and a per-signal breakdown. +- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any open data source to LLMs. +- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs. +- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server. +- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [![skippedaga/yanifend-mcp MCP server](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp/badges/score.svg)](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers. +- [lionkiii/google-searchconsole-mcp](https://github.com/lionkiii/google-searchconsole-mcp) [![google-searchconsole-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/google-searchconsole-mcp) 📇 🏠 - Google Search Console SEO tools: search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis and performance comparison. +- [saurabhsharma2u/search-console-mcp](https://github.com/saurabhsharma2u/search-console-mcp) - Interact with Google Search Console and Bing Webmaster Tools. ### 🗄️ Databases Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. -- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [![dockndevai/mcp-percona-pg MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Percona Operator for PostgreSQL: manage PostgreSQL + PgBouncer clusters, connection pooling, PostgreSQL tuning, backups/PITR, DR & major upgrades — safe-by-default access modes, cluster allowlists, protected clusters, restore/upgrade/delete gating, and typed confirmation. `npx -y @dockndevai/mcp-percona-pg` -- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [![dockndevai/mcp-clickhouse MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries & management — every statement classified read/write/destructive and gated by access mode, with row caps and audit. `npx -y @dockndevai/mcp-clickhouse` -- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [![mnemiq MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/agenticfabriq/mnemiq/badges/score.svg)](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite. The model only proposes SQL — shape, access, dialect and query plan are checked deterministically before any rows are read, and it refuses rather than guessing. `uv run mnemiq serve` -- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [![AIops-tools/Postgres-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback. -- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services -- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools -- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless. -- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com). -- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [![andyWang1688/sql-query-mcp MCP server](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) 🐍 🏠 - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection. -- [antonorlov/mcp-postgres-server](https://github.com/antonorlov/mcp-postgres-server) [![antonorlov/mcp-postgres-server MCP server](https://glama.ai/mcp/servers/antonorlov/mcp-postgres-server/badges/score.svg)](https://glama.ai/mcp/servers/antonorlov/mcp-postgres-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL over MCP, including databases behind an SSH bastion. -- [appwrite/mcp](https://github.com/appwrite/mcp) [![appwrite/mcp MCP server](https://glama.ai/mcp/servers/appwrite/mcp/badges/score.svg)](https://glama.ai/mcp/servers/appwrite/mcp) 🎖️ 🐍 ☁️ - Official Appwrite MCP server. Connect via hosted OAuth at `https://mcp.appwrite.io/` (no API keys) or self-host with a project API key to manage databases, auth, users, functions, storage, messaging, and more. -- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [![arcade-db-multi-model-dbms MCP server](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms/badges/score.svg)](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support. -- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [![schemabrain MCP server](https://glama.ai/mcp/servers/Arun-kc/schemabrain/badges/score.svg)](https://glama.ai/mcp/servers/Arun-kc/schemabrain) 🐍 🏠 🍎 🪟 🐧 - Read-only trust layer for Postgres: the agent never writes SQL — twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain. -- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [![local-ydb-toolkit MCP server](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations. -- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection -- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities. -- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities -- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents -- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase -- [ChristianHinge/dicom-mcp](https://github.com/ChristianHinge/dicom-mcp) 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. -- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities -- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities -- [codeurali/mcp-dataverse](https://github.com/codeurali/mcp-dataverse) [![mcp-dataverse MCP server](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse/badges/score.svg)](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse) 📇 🏠 ☁️ - Microsoft Dataverse MCP server with 63 tools for entity CRUD, FetchXML/OData queries, metadata inspection, workflow execution, audit logs, and Power Platform integration. Zero-config device code authentication. +- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [![dockndevai/mcp-percona-pg MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions. +- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [![dockndevai/mcp-clickhouse MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing. +- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [![mnemiq MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/agenticfabriq/mnemiq/badges/score.svg)](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running. +- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [![AIops-tools/Postgres-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback. +- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services. +- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Execute SQL queries and explore Supabase databases. +- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - Alibaba Cloud Tablestore: add documents and search them semantically by vectors and scalars, suited to serverless RAG. +- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - Manage, monitor and query data in CockroachDB. +- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [![andyWang1688/sql-query-mcp MCP server](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) 🐍 🏠 - Work with PostgreSQL and MySQL within clear boundaries: schema discovery, sampling, read-only queries and query-plan inspection. +- [antonorlov/mcp-postgres-server](https://github.com/antonorlov/mcp-postgres-server) [![antonorlov/mcp-postgres-server MCP server](https://glama.ai/mcp/servers/antonorlov/mcp-postgres-server/badges/score.svg)](https://glama.ai/mcp/servers/antonorlov/mcp-postgres-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Access PostgreSQL databases, including those behind an SSH bastion. +- [appwrite/mcp](https://github.com/appwrite/mcp) [![appwrite/mcp MCP server](https://glama.ai/mcp/servers/appwrite/mcp/badges/score.svg)](https://glama.ai/mcp/servers/appwrite/mcp) 🎖️ 🐍 ☁️ - Manage Appwrite databases, auth, users, functions, storage, messaging and more. +- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [![arcade-db-multi-model-dbms MCP server](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms/badges/score.svg)](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support. +- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [![schemabrain MCP server](https://glama.ai/mcp/servers/Arun-kc/schemabrain/badges/score.svg)](https://glama.ai/mcp/servers/Arun-kc/schemabrain) 🐍 🏠 🍎 🪟 🐧 - Read-only Postgres access with SQL compiled from your own definitions, PII refusal and a tamper-evident audit chain. +- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [![local-ydb-toolkit MCP server](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Operate Docker-based local-ydb deployments locally or over SSH: bootstrap, diagnostics, auth hardening, storage workflows, dump/restore and upgrades. +- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration with configurable access controls and schema inspection. +- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration: search and list tables, and create, read, update and delete rows. +- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities. +- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - Automatically generate APIs from database schema and data for PostgreSQL, ClickHouse, MySQL, Snowflake, BigQuery and Supabase. +- [ChristianHinge/dicom-mcp](https://github.com/ChristianHinge/dicom-mcp) 🐍 ☁️ 🏠 - DICOM integration to query, read and move medical images and reports from PACS and other DICOM-compliant systems. +- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Access local and cloud Chroma instances for retrieval. +- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities. +- [codeurali/mcp-dataverse](https://github.com/codeurali/mcp-dataverse) [![mcp-dataverse MCP server](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse/badges/score.svg)](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse) 📇 🏠 ☁️ - Microsoft Dataverse: entity CRUD, FetchXML and OData queries, metadata inspection, workflow execution, audit logs and Power Platform integration. - [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. -- [corebasehq/coremcp](https://github.com/corebasehq/coremcp) [![coremcp](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp/badges/score.svg)](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp) 🏎️ ☁️ 🏠 - A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and PII masking. -- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis. -- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction -- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks -- [cvelasquez/mcp-sqlserver](https://github.com/cvelasquez/mcp-sqlserver) [![cvelasquez/mcp-sqlserver MCP server](https://glama.ai/mcp/servers/cvelasquez/mcp-sqlserver/badges/score.svg)](https://glama.ai/mcp/servers/cvelasquez/mcp-sqlserver) 📇 🏠 ☁️ - Manage dozens of SQL Server instances from one config file, grouped by client or environment and hot-reloaded, with execution plans, index audits and stored-procedure analysis -- [datacharter/datacharter](https://github.com/datacharter/datacharter) [![datacharter/datacharter MCP server](https://glama.ai/mcp/servers/datacharter/datacharter/badges/score.svg)](https://glama.ai/mcp/servers/datacharter/datacharter) 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel, and more) with read-only guards, PII masking, and per-column agent access. -- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters. -- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n... -- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines -- [devopam/MCPg](https://github.com/devopam/MCPg) [![devopam/MCPg MCP server](https://glama.ai/mcp/servers/devopam/MCPg/badges/score.svg)](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Production-grade PostgreSQL MCP server with 100+ tools for catalog introspection, AST-validated safe query execution, index tuning, natural-language SQL, pgvector/TimescaleDB/AGE integrations, and HTTP/stdio transports. -- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities -- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities -- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities -- [Eszetael/postgres-mcp-hardened](https://github.com/Eszetael/postgres-mcp-hardened) [![Eszetael/postgres-mcp-hardened MCP server](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened/badges/score.svg)](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Maintained Rust replacement for the archived `@modelcontextprotocol/server-postgres`. Writes are refused twice: sqlparser AST validation rejects mutating statements before execution, and the session runs `default_transaction_read_only` with a per-session `statement_timeout` — so the read-only transaction is the fallback, not the only defence. Single self-contained binary, stdio and Streamable HTTP, schema inspection, column redaction that survives renames and casts, an EXPLAIN cost guard, a hash-chained audit log with `--verify-audit`, optional OAuth 2.1 RS256, distroless image, signed releases for five platforms. MIT. -- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations -- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search. -- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync -- [Michael2150/flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server) [![Michael2150/flamerobin-mcp-server MCP server](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server) #️⃣ 🏠 🪟 - Firebird database MCP server that reads connection details from [FlameRobin's](http://www.flamerobin.org/) config — no credential setup required. Access all locally registered databases in one session with full schema introspection, DDL/DML execution, execution plans, and missing index analysis. -- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities. -- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows. -- [FROWNINGdev/django-orm-lens](https://github.com/FROWNINGdev/django-orm-lens) [![FROWNINGdev/django-orm-lens MCP server](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens/badges/score.svg)](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens) 🐍 🏠 🍎 🪟 🐧 - Django ORM static-analysis MCP server. Nine read-only tools (`list_apps`, `list_models`, `describe_model`, `find_relations`, `cascade_preview`, `er_diagram`, `describe_migration_dependency`, `suggest_indexes`, `signal_graph`) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs — no DB, no Django boot, no credentials. Companion to a VS Code / VSCodium / Cursor extension (Open VSX verified) and a `django-orm-lens` PyPI CLI. `pip install django-orm-lens[mcp]`. -- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases -- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage. -- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts)) -- [gigamori/mcp-run-sql-connectorx](https://github.com/gigamori/mcp-run-sql-connectorx) 🐍 ☁️ 🏠 🍎 🪟 🐧 - An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc. -- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases. -- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB. -- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation. -- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP. -- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows. -- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2. -- [infino-ai/infino-mcp](https://github.com/infino-ai/infino-mcp) [![infino-ai/infino-mcp MCP server](https://glama.ai/mcp/servers/infino-ai/infino-mcp/badges/score.svg)](https://glama.ai/mcp/servers/infino-ai/infino-mcp) 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid, and SQL), an embedded engine on Apache Parquet over object storage. -- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated -- [igorolv/jdbc-mcp-server](https://github.com/igorolv/jdbc-mcp-server) [![igorolv/jdbc-mcp-server](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle, and SQL Server for AI agents: schema discovery, query validation, execution plans, benchmarking, and index/statistics analysis. JDBC drivers bundled. -- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [![iz-tolk-mcp MCP server](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants. -- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking -- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters. -- [Janadasroor/pg-mnemosyne-mcp](https://github.com/Janadasroor/pg-mnemosyne-mcp) [![Janadasroor/pg-mnemosyne-mcp MCP server](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp) 🐍 🏠 - A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI assistants. -- [JaviMaligno/postgres_mcp](https://github.com/JaviMaligno/postgres_mcp) 🐍 🏠 - PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default. -- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase -- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus -- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. -- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities. -- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB -- [kosminus/querywise-mcp](https://github.com/kosminus/querywise-mcp) [![kosminus/querywise-mcp MCP server](https://glama.ai/mcp/servers/kosminus/querywise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kosminus/querywise-mcp) 🐍 🏠 - Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data dictionary grounded against your real schema. -- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities -- [lintbase/lintbase-mcp](https://github.com/lintbase/lintbase) [![lintbase/lintbase-mcp MCP server](https://glama.ai/mcp/servers/lintbase/lintbase/badges/score.svg)](https://glama.ai/mcp/servers/lintbase/lintbase) 📇 🏠 - Ground-truth Firestore schema context for AI coding agents. Stops Cursor, Claude, and Windsurf from hallucinating field names and queries. Scans live collections, returns real field names, types, and presence rates. -- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities -- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource. -- [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive). -- [mickelsamuel/migrationpilot](https://github.com/mickelsamuel/migrationpilot) [![mickelsamuel/migrationpilot MCP server](https://glama.ai/mcp/servers/mickelsamuel/migrationpilot/badges/score.svg)](https://glama.ai/mcp/servers/mickelsamuel/migrationpilot) 📇 🏠 - Gate unsafe PostgreSQL migrations before an agent writes or runs them. `check_before_apply` returns pass/fail; 112 lock-safety rules, offline, no database required. `npx migrationpilot-mcp` -- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities -- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features -- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [![mahAnuj/mcp-multi-db MCP server](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db/badges/score.svg)](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (`list_databases`, `list_tables`, `describe_table`, `run_query`) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: `npx -y mcp-multi-db`. -- [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose MongoDB Atlas functionality through MCP tools. -- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances) -- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres -- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs -- [nlqueries/nlqueries](https://github.com/nlqueries/nlqueries) [![nlqueries/nlqueries MCP server](https://glama.ai/mcp/servers/nlqueries/nlqueries/badges/score.svg)](https://glama.ai/mcp/servers/nlqueries/nlqueries) 🐍 🏠 - Natural language to validated SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and self-hosted MCP server. -- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol -- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol -- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc) -- [ofershap/mcp-server-sqlite](https://github.com/ofershap/mcp-server-sqlite) [![mcp-server-sqlite MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite) 📇 🏠 - SQLite operations — query databases, inspect schemas, explain queries, and export data. -- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases -- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system. -- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities. -- [pilat/mcp-datalink](https://github.com/pilat/mcp-datalink) 📇 🏠 - MCP server for secure database access (PostgreSQL, MySQL, SQLite) with parameterized queries and schema inspection -- [planetscale/mcp](https://github.com/planetscale/cli?tab=readme-ov-file#mcp-server-integration) - The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases. -- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). -- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - A Qdrant MCP server -- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases. -- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more. -- [questdb/mcp-server-questdb](https://github.com/questdb/mcp-server-questdb) [![questdb/mcp-server-questdb MCP server](https://glama.ai/mcp/servers/questdb/mcp-server-questdb/badges/score.svg)](https://glama.ai/mcp/servers/questdb/mcp-server-questdb) 🎖️ 📇 🏠 - Official QuestDB MCP server that lets coding agents drive the QuestDB Web Console: notebook cells, SQL queries, and charts on live time-series data. -- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. -- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [![Yusufihsangorgel/queue-inspector-mcp MCP server](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) 📇 🏠 - Inspect and operate Redis-backed job queues (Asynq and BullMQ): per-state counts, job detail with decoded payload and last error, and faithful retry/delete running each library's own scripts. Read-only mode for production. -- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis. -- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [![Rheopyrin/db-access-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over verified SSH / AWS SSM tunnels, with read-only enforcement, confined file exports, and pluggable secret providers (env, Vault, AWS Secrets Manager, RDS IAM). Published on the official MCP Registry. -- [Rufflet/mysql-legacy-mcp](https://github.com/Rufflet/mysql-legacy-mcp) [![Rufflet/mysql-legacy-mcp MCP server](https://glama.ai/mcp/servers/@Rufflet/mysql-legacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Rufflet/mysql-legacy-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for legacy MySQL 5.0–5.6: schema inspection and SELECT by default, with opt-in INSERT/UPDATE/DELETE/DDL. Live-verified against MySQL 5.0–8.0. `npx -y mysql-legacy-mcp` -- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities. -- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [![narekmalk/safedb-mcp MCP server](https://glama.ai/mcp/servers/narekmalk/safedb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) ☁️ 🏠 - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs. -- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform. -- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean. -- [seedfast-ai/seedfast-mcp](https://github.com/seedfast-ai/seedfast-mcp) [![seedfast-ai/seedfast-mcp MCP server](https://glama.ai/mcp/servers/seedfast-ai/seedfast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seedfast-ai/seedfast-mcp) 🎖️ 🏠 - Fills a PostgreSQL database with synthetic test data generated from its live schema, so an agent can plan a seed, run it and follow it to completion without production data. Runs as `npx -y seedfast mcp`, published in the official MCP registry as `st.seedfa/seedfast`. -- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [![seob717/redash-mcp MCP server](https://glama.ai/mcp/servers/seob717/redash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seob717/redash-mcp) 📇 🏠 - Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts. -- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes. -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities -- [slotix/dbconvert-streams-public](https://github.com/slotix/dbconvert-streams-public) [![slotix/dbconvert-streams-public MCP server](https://glama.ai/mcp/servers/slotix/dbconvert-streams-public/badges/score.svg)](https://glama.ai/mcp/servers/slotix/dbconvert-streams-public) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible buckets and folders of Parquet/CSV/JSON — and one query can join across all of them, federated in-process by DuckDB. No tool writes: they are absent rather than disabled, and every tool declares `readOnlyHint`. Runs from connection strings alone as `docker run -i --rm slotix/stream-mcp postgres://…` or as a one-click Claude extension. -- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations. -- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported. -- [sqemo/sqemo-mcp](https://github.com/sqemo/sqemo-mcp) [![sqemo/sqemo-mcp MCP server](https://glama.ai/mcp/servers/sqemo/sqemo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sqemo/sqemo-mcp) 📇 🏠 ☁️ - Design ERDs that follow your team's naming standards. Query and edit entities, relationships and domains, generate physical names from a shared glossary, import/export SQL (7 dialects) and DBML, and diff the model against a live database. Local `.erd.json` files work without an account. -- [srmadscience/mcpdbwizard-open](https://github.com/srmadscience/mcpdbwizard-open) [![srmadscience/mcpdbwizard-open MCP server](https://glama.ai/mcp/servers/srmadscience/mcpdbwizard-open/badges/score.svg)](https://glama.ai/mcp/servers/srmadscience/mcpdbwizard-open) ☕ 🏠 🍎 🪟 🐧 - Oracle 12c–26ai with no `run-sql` tool. You select the PL/SQL packages, tables, sequences and your own tested SQL statements, and it generates a Java MCP server exposing exactly those as typed tools — each with a real JSON Schema derived from the procedure's signature, covering records, collections, `%ROWTYPE`s, REF CURSORs and any number of OUT parameters. Anything you did not select has no tool, no method and no class: it is absent from the binary rather than refused. -- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. -- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data. -- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [![SurajKGoyal/amnesic MCP server](https://glama.ai/mcp/servers/SurajKGoyal/amnesic/badges/score.svg)](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) 🐍 🏠 🍎 🪟 🐧 - The MCP server that remembers your database — persists table/column annotations, an FK relationship graph, and searchable notes across sessions, so the model stops re-discovering your schema every time. PostgreSQL, MySQL, MSSQL, SQLite; read-only-enforced. -- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite. -- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [![ThinAir Data MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) 📇 ☁️ - Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available. -- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities -- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino -- [ugurcl/dbridge-mcp](https://github.com/ugurcl/dbridge-mcp) [![ugurcl/dbridge-mcp MCP server](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp) 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL, and MySQL in plain language — read-only by design, with column hiding/masking, row caps, per-query timeouts, cost-based rejection, and rate limiting. -- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [![urdb-mcp MCP server](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products -- [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. -- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store. -- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization -- [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP) 🐍 🏠 - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and Oracle. Supports Streamable HTTP, SSE, and STDIO; integrates OAuth 2.0; and is designed for easy customization and extension by developers. -- [wenerme/wener-mssql-mcp](https://github.com/wenerme/wode/tree/develop/packages/wener-mssql-mcp) 📇 🏠 - MSSQL database integration with schema inspection and query capabilities -- [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) 📇 🏠 ☁️ - Production-ready MCP server for libSQL databases with comprehensive security and management tools. -- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. -- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API. -- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations -- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ - MCP server for interacting with [YDB](https://ydb.tech) databases -- [yimindev/dati](https://github.com/yimindev/dati) [![yimindev/dati MCP server](https://glama.ai/mcp/servers/yimindev/dati/badges/score.svg)](https://glama.ai/mcp/servers/yimindev/dati) ☕ ☁️ - Semantic gateway that turns mainstream databases into MCP services with business metadata enhancement and parameterized SQL tools. -- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database. -- [rafim-dev/schema-bridge-mcp](https://github.com/rafim-dev/schema-bridge-mcp) [![rafim-dev/schema-bridge-mcp MCP server](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp) 📇 🏠 🍎 🪟 🐧 - Universal schema compiler (SQL/Prisma to Zod, TypeScript, Pydantic) and realistic synthetic mock API data generator. -- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection. -- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database. -- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp)[![kafka-mcp MCP server](https://glama.ai/mcp/servers/wklee610/kafka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind). -- [croc100/Litescope](https://github.com/croc100/Litescope) [![Litescope MCP server](https://glama.ai/mcp/servers/croc100/Litescope/badges/score.svg)](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. `npx -y litescope mcp` +- [corebasehq/coremcp](https://github.com/corebasehq/coremcp) [![coremcp](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp/badges/score.svg)](https://glama.ai/mcp/servers/CoreBaseHQ/coremcp) 🏎️ ☁️ 🏠 - Tunnel-based bridge connecting local and on-premise databases (such as MSSQL) to LLMs, with AST-based query safety and PII masking. +- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Unified access to Couchbase Capella and self-managed clusters for document operations, SQL++ queries and natural-language data analysis. +- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - Interact with Elasticsearch. +- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - Postgres development and operations: performance analysis, tuning and health checks. +- [cvelasquez/mcp-sqlserver](https://github.com/cvelasquez/mcp-sqlserver) [![cvelasquez/mcp-sqlserver MCP server](https://glama.ai/mcp/servers/cvelasquez/mcp-sqlserver/badges/score.svg)](https://glama.ai/mcp/servers/cvelasquez/mcp-sqlserver) 📇 🏠 ☁️ - Manage many SQL Server instances from one config, grouped by client or environment, with execution plans, index audits and stored-procedure analysis. +- [datacharter/datacharter](https://github.com/datacharter/datacharter) [![datacharter/datacharter MCP server](https://glama.ai/mcp/servers/datacharter/datacharter/badges/score.svg)](https://glama.ai/mcp/servers/datacharter/datacharter) 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel) with read-only guards and PII masking. +- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Query and access data in Trino clusters. +- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 - Read-only MySQL database access. +- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection and security guidelines. +- [devopam/MCPg](https://github.com/devopam/MCPg) [![devopam/MCPg MCP server](https://glama.ai/mcp/servers/devopam/MCPg/badges/score.svg)](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations. +- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities. +- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - NocoDB database integration with read and write capabilities. +- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Access and query Google BigQuery databases. +- [Eszetael/postgres-mcp-hardened](https://github.com/Eszetael/postgres-mcp-hardened) [![Eszetael/postgres-mcp-hardened MCP server](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened/badges/score.svg)](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Read-only PostgreSQL access: AST-validated queries in read-only transactions, schema inspection, column redaction, EXPLAIN cost guard and audit log. +- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - MySQL database integration for secure database operations. +- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) 🐍 🏠 - Local server for memvid storage and semantic search. +- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync. +- [Michael2150/flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server) [![Michael2150/flamerobin-mcp-server MCP server](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server) #️⃣ 🏠 🪟 - Access Firebird databases registered in FlameRobin: schema introspection, DDL/DML execution, execution plans and missing index analysis. +- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - Google Sheets API integration for reading, writing, formatting and sheet management. +- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 - MySQL and PostgreSQL access: query execution, transaction management, schema exploration, query building and performance analysis. +- [FROWNINGdev/django-orm-lens](https://github.com/FROWNINGdev/django-orm-lens) [![FROWNINGdev/django-orm-lens MCP server](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens/badges/score.svg)](https://glama.ai/mcp/servers/FROWNINGdev/django-orm-lens) 🐍 🏠 🍎 🪟 🐧 - Static analysis of Django ORM schemas without a database: models, relationships, migration dependencies, missing indexes, ER diagrams and signal graphs. +- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - Full-featured MongoDB database integration. +- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) ☁️ - Firebase services including Auth, Firestore and Storage. +- [get-convex/convex-backend](https://github.com/get-convex/convex-backend) 📇 ☁️ - Convex database integration to introspect tables and functions and run one-off queries. +- [gigamori/mcp-run-sql-connectorx](https://github.com/gigamori/mcp-run-sql-connectorx) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Execute SQL via ConnectorX and stream results to CSV or Parquet files, supporting PostgreSQL, MariaDB, BigQuery, Redshift, SQL Server and more. +- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open-source server providing easy, fast and secure database tools. +- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - Query GreptimeDB. +- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - Safe, read-only access to explore and query SQLite databases, with query validation. +- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Google Sheets automation tools. +- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration with schema exploration and query capabilities. +- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against the InfluxDB OSS API v2. +- [infino-ai/infino-mcp](https://github.com/infino-ai/infino-mcp) [![infino-ai/infino-mcp MCP server](https://glama.ai/mcp/servers/infino-ai/infino-mcp/badges/score.svg)](https://glama.ai/mcp/servers/infino-ai/infino-mcp) 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid and SQL), an embedded engine on Apache Parquet over object storage. +- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Interact with InfluxDB 3 Core, Enterprise and Cloud Dedicated. +- [igorolv/jdbc-mcp-server](https://github.com/igorolv/jdbc-mcp-server) [![igorolv/jdbc-mcp-server](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle and SQL Server via JDBC: schema discovery, query validation, execution plans, benchmarking and index analysis. +- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [![iz-tolk-mcp MCP server](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - Compile, syntax-check and generate deployment deeplinks for TON smart contracts with the Tolk compiler. +- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration with read and optional write operations, plus insight tracking. +- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Manage and analyze Apache Druid clusters with tools, resources and prompts. +- [Janadasroor/pg-mnemosyne-mcp](https://github.com/Janadasroor/pg-mnemosyne-mcp) [![Janadasroor/pg-mnemosyne-mcp MCP server](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp) 🐍 🏠 - PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants. +- [JaviMaligno/postgres_mcp](https://github.com/JaviMaligno/postgres_mcp) 🐍 🏠 - PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention. +- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Create and manage Supabase projects and organizations. +- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - Apache Kafka and Timeplus: list topics, poll messages, save Kafka data locally and query streaming data with SQL via Timeplus. +- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Interact with SQLite databases. +- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration: collection and index info, vector storage and search. +- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB database integration. +- [kosminus/querywise-mcp](https://github.com/kosminus/querywise-mcp) [![kosminus/querywise-mcp MCP server](https://glama.ai/mcp/servers/kosminus/querywise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kosminus/querywise-mcp) 🐍 🏠 - Query SQLite, PostgreSQL, BigQuery and Databricks in natural language through a business semantic layer: glossary, metrics and a data dictionary. +- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities. +- [lintbase/lintbase-mcp](https://github.com/lintbase/lintbase) [![lintbase/lintbase-mcp MCP server](https://glama.ai/mcp/servers/lintbase/lintbase/badges/score.svg)](https://glama.ai/mcp/servers/lintbase/lintbase) 📇 🏠 - Firestore schema context for coding agents: scans live collections and returns real field names, types and presence rates to prevent hallucinated queries. +- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities. +- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Run queries against Memgraph and access its schema. +- [mbentham/SqlAugur](https://github.com/mbentham/SqlAugur) #️⃣ 🏠 🪟 🐧 - Read-only SQL Server access with AST-based query validation, schema exploration, ER diagrams and DBA toolkits like First Responder Kit and sp_WhoIsActive. +- [mickelsamuel/migrationpilot](https://github.com/mickelsamuel/migrationpilot) [![mickelsamuel/migrationpilot MCP server](https://glama.ai/mcp/servers/mickelsamuel/migrationpilot/badges/score.svg)](https://glama.ai/mcp/servers/mickelsamuel/migrationpilot) 📇 🏠 - Check PostgreSQL migrations against lock-safety rules before an agent applies them, offline and without a database. +- [mahAnuj/mcp-multi-db](https://github.com/mahAnuj/mcp-multi-db) [![mahAnuj/mcp-multi-db MCP server](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db/badges/score.svg)](https://glama.ai/mcp/servers/mahAnuj/mcp-multi-db) 📇 🏠 - Unified read-only tools for PostgreSQL, MySQL and SQLite: list databases and tables, describe tables and run queries, enforced at SQL and database level. +- [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) 📇 ☁️ 🪟 🍎 🐧 - Access the MongoDB Atlas API. +- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j integration: run queries, use Neo4j as knowledge graph memory and manage Neo4j Aura instances. +- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ - Create and manage Postgres databases with Neon Serverless Postgres. +- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) - Manage and query Nile Postgres databases, tenants, users and auth. +- [nlqueries/nlqueries](https://github.com/nlqueries/nlqueries) [![nlqueries/nlqueries MCP server](https://glama.ai/mcp/servers/nlqueries/nlqueries/badges/score.svg)](https://glama.ai/mcp/servers/nlqueries/nlqueries) 🐍 🏠 - Self-hosted natural-language-to-SQL engine with validation for PostgreSQL, MySQL, Snowflake, BigQuery and DuckDB, plus document QA and semantic caching. +- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - Generic database (DBMS) connectivity via JDBC. +- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) 🐍 🏠 - Generic database (DBMS) connectivity via ODBC. +- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - Generic database (DBMS) connectivity via SQLAlchemy using pyodbc. +- [ofershap/mcp-server-sqlite](https://github.com/ofershap/mcp-server-sqlite) [![mcp-server-sqlite MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-sqlite) 📇 🏠 - SQLite operations: query databases, inspect schemas, explain queries and export data. +- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases. +- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Query and analyze Prometheus, the open-source monitoring system. +- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍 - PostgreSQL performance tuning. +- [pilat/mcp-datalink](https://github.com/pilat/mcp-datalink) 📇 🏠 - Secure access to PostgreSQL, MySQL and SQLite databases with parameterized queries and schema inspection. +- [planetscale/mcp](https://github.com/planetscale/cli?tab=readme-ov-file#mcp-server-integration) - Built into the PlanetScale CLI: direct access to your PlanetScale databases. +- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - Qdrant integration. +- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration for interacting directly with databases. +- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more. +- [questdb/mcp-server-questdb](https://github.com/questdb/mcp-server-questdb) [![questdb/mcp-server-questdb MCP server](https://glama.ai/mcp/servers/questdb/mcp-server-questdb/badges/score.svg)](https://glama.ai/mcp/servers/questdb/mcp-server-questdb) 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data. +- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data. +- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [![Yusufihsangorgel/queue-inspector-mcp MCP server](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) 📇 🏠 - Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode. +- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - Manage and search data in Redis. +- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [![Rheopyrin/db-access-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over SSH or AWS SSM tunnels, with read-only enforcement, confined exports and pluggable secret providers. +- [Rufflet/mysql-legacy-mcp](https://github.com/Rufflet/mysql-legacy-mcp) [![Rufflet/mysql-legacy-mcp MCP server](https://glama.ai/mcp/servers/@Rufflet/mysql-legacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Rufflet/mysql-legacy-mcp) 📇 🏠 🍎 🪟 🐧 - Access legacy MySQL 5.0 to 5.6 databases: schema inspection and SELECT by default, with opt-in INSERT, UPDATE, DELETE and DDL. +- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Access PostgreSQL, MySQL, MariaDB, SQLite, Oracle, SQL Server and more via SQLAlchemy, with schema and relationship inspection and large dataset analysis. +- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [![narekmalk/safedb-mcp MCP server](https://glama.ai/mcp/servers/narekmalk/safedb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) ☁️ 🏠 - Safe, read-only database access with SQL guardrails, table allowlists, PII masking and audit logs. +- [s2-streamstore/mcp](https://github.com/s2-streamstore/mcp) 🎖️ 🐍 ☁️ - Interact with the S2 serverless stream platform. +- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ - Connect to any relational database to get valid SQL and ask questions about the schema, such as what a column prefix means. +- [seedfast-ai/seedfast-mcp](https://github.com/seedfast-ai/seedfast-mcp) [![seedfast-ai/seedfast-mcp MCP server](https://glama.ai/mcp/servers/seedfast-ai/seedfast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seedfast-ai/seedfast-mcp) 🎖️ 🏠 - Fill a PostgreSQL database with synthetic test data generated from its live schema: plan, run and track seeds without production data. +- [seob717/redash-mcp](https://github.com/seob717/redash-mcp) [![seob717/redash-mcp MCP server](https://glama.ai/mcp/servers/seob717/redash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seob717/redash-mcp) 📇 🏠 - Redash integration: natural-language SQL with safety guards and PII detection, table selection, saved queries, dashboards, widgets and alerts. +- [SidneyBissoli/ibge-br-mcp](https://github.com/SidneyBissoli/ibge-br-mcp) 📇 ☁️ - Brazilian IBGE data: demographics, geography and economics, including localities, SIDRA tables, census data, population projections and geographic meshes. +- [slotix/dbconvert-streams-public](https://github.com/slotix/dbconvert-streams-public) [![slotix/dbconvert-streams-public MCP server](https://glama.ai/mcp/servers/slotix/dbconvert-streams-public/badges/score.svg)](https://glama.ai/mcp/servers/slotix/dbconvert-streams-public) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible storage and Parquet/CSV/JSON files, with cross-source joins federated by DuckDB. +- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Launch and delete serverless MariaDB Cloud databases, execute SQL and use database-level AI agents for text-to-SQL and conversations. +- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Snowflake: prompt Cortex Agents, query structured and unstructured data, manage objects, run SQL and query semantic views, with RBAC and CRUD controls. +- [sqemo/sqemo-mcp](https://github.com/sqemo/sqemo-mcp) [![sqemo/sqemo-mcp MCP server](https://glama.ai/mcp/servers/sqemo/sqemo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sqemo/sqemo-mcp) 📇 🏠 ☁️ - Design ERDs following naming standards: edit entities and relationships, import/export SQL and DBML, and diff the model against a live database. +- [srmadscience/mcpdbwizard-open](https://github.com/srmadscience/mcpdbwizard-open) [![srmadscience/mcpdbwizard-open MCP server](https://glama.ai/mcp/servers/srmadscience/mcpdbwizard-open/badges/score.svg)](https://glama.ai/mcp/servers/srmadscience/mcpdbwizard-open) ☕ 🏠 🍎 🪟 🐧 - Generate a Java MCP server exposing only selected Oracle PL/SQL packages, tables, sequences and SQL statements as typed tools, with no generic SQL tool. +- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural-language queries for any PostgreSQL database, with automatic streaming and read-only safety. +- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Connect to your Supabase project to manage tables, fetch config and query data. +- [SurajKGoyal/amnesic](https://github.com/SurajKGoyal/amnesic) [![SurajKGoyal/amnesic MCP server](https://glama.ai/mcp/servers/SurajKGoyal/amnesic/badges/score.svg)](https://glama.ai/mcp/servers/SurajKGoyal/amnesic) 🐍 🏠 🍎 🪟 🐧 - Persistent schema memory for PostgreSQL, MySQL, MSSQL and SQLite: table and column annotations, a foreign-key graph and searchable notes. Read-only. +- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 - Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite. +- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [![ThinAir Data MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) 📇 ☁️ - Dialect-aware tools for PostgreSQL, MySQL and SQL Server: queries, schema introspection, optimization, migrations and PII scanning. +- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - DolphinDB database integration with schema inspection and query capabilities. +- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino integration. +- [ugurcl/dbridge-mcp](https://github.com/ugurcl/dbridge-mcp) [![ugurcl/dbridge-mcp MCP server](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ugurcl/dbridge-mcp) 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL and MySQL in plain language, read-only, with column hiding and masking, row caps, timeouts, cost-based rejection and rate limiting. +- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [![urdb-mcp MCP server](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events and change tracking across consumer products. +- [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) 🎖️ 🏎️ 🏠 - Integration with VictoriaLogs APIs and documentation for working with logs and debugging VictoriaLogs instances. +- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - Use Weaviate collections as a knowledge base and as a chat memory store. +- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - MySQL CRUD plus database anomaly analysis and role-based permission control, with easily extensible custom tools. +- [wenb1n-dev/SmartDB_MCP](https://github.com/wenb1n-dev/SmartDB_MCP) 🐍 🏠 - Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization. +- [wenerme/wener-mssql-mcp](https://github.com/wenerme/wode/tree/develop/packages/wener-mssql-mcp) 📇 🏠 - MSSQL database integration with schema inspection and query capabilities. +- [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) 📇 🏠 ☁️ - Security and management tools for libSQL databases. +- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ - Fetch data from databases with natural-language queries, using XiyanSQL as the text-to-SQL model. +- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Create, read, update and manage spreadsheets through the Google Sheets API. +- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Snowflake access that works behind a corporate proxy, with read and optional write operations. +- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ - Interact with YDB databases. +- [yimindev/dati](https://github.com/yimindev/dati) [![yimindev/dati MCP server](https://glama.ai/mcp/servers/yimindev/dati/badges/score.svg)](https://glama.ai/mcp/servers/yimindev/dati) ☕ ☁️ - Semantic gateway that turns common databases into MCP services, enriched with business metadata and parameterized SQL tools. +- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - Interact with the VictoriaMetrics database. +- [rafim-dev/schema-bridge-mcp](https://github.com/rafim-dev/schema-bridge-mcp) [![rafim-dev/schema-bridge-mcp MCP server](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp) 📇 🏠 🍎 🪟 🐧 - Compile SQL and Prisma schemas to Zod, TypeScript and Pydantic, and generate realistic synthetic mock API data. +- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 - MySQL access with a configurable read-only mode and schema inspection. +- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - Interact with Milvus and Zilliz databases. +- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp) [![kafka-mcp MCP server](https://glama.ai/mcp/servers/wklee610/kafka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wklee610/kafka-mcp) 🐍 🏠 ☁️ - Inspect Apache Kafka topics and consumer groups and safely manage offsets (reset, rewind). +- [croc100/Litescope](https://github.com/croc100/Litescope) [![Litescope MCP server](https://glama.ai/mcp/servers/croc100/Litescope/badges/score.svg)](https://glama.ai/mcp/servers/croc100/Litescope) 🏎️ 🏠 ☁️ - Operations toolchain for SQLite, Cloudflare D1 and Turso: inspect, diff, migrate, monitor, back up and repair databases. Read-only by default. -- [gulmezeren2-byte/erp-report-engine](https://github.com/gulmezeren2-byte/erp-report-engine) [![gulmezeren2-byte/erp-report-engine MCP server](https://glama.ai/mcp/servers/gulmezeren2-byte/erp-report-engine/badges/score.svg)](https://glama.ai/mcp/servers/gulmezeren2-byte/erp-report-engine) 🐍 🏠 - Read-only MCP over the SQL database behind an ERP (Logo Tiger, Netsis, Mikro). The agent sees canonical entities like `orders`, never raw ERP tables, through a four-layer read-only guard that checks the statement, fails closed, and blocks side-effecting functions (`pg_read_file`, `xp_cmdshell`, …) — measured by a public 28-attack benchmark and an in-browser "break it" playground running the real guard via Pyodide. +- [gulmezeren2-byte/erp-report-engine](https://github.com/gulmezeren2-byte/erp-report-engine) [![gulmezeren2-byte/erp-report-engine MCP server](https://glama.ai/mcp/servers/gulmezeren2-byte/erp-report-engine/badges/score.svg)](https://glama.ai/mcp/servers/gulmezeren2-byte/erp-report-engine) 🐍 🏠 - Read-only access to ERP SQL databases (Logo Tiger, Netsis, Mikro) through canonical entities like orders, with a guard that blocks side-effecting statements. ### 📊 Data Platforms Data Platforms for data integration, transformation and pipeline orchestration. -- [dockndevai/mcp-debezium](https://github.com/dockndevai/mcp-debezium) [![dockndevai/mcp-debezium MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-debezium/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-debezium) 📇 🏠 🍎 🪟 🐧 - Debezium / Kafka Connect CDC connector monitoring & lifecycle — access modes, connector allowlists, protected connectors, delete gating, and credential redaction. `npx -y @dockndevai/mcp-debezium` -- [dockndevai/mcp-kafka](https://github.com/dockndevai/mcp-kafka) [![dockndevai/mcp-kafka MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-kafka/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-kafka) 📇 🏠 🍎 🪟 🐧 - Apache Kafka cluster, topic & consumer-group monitoring (with per-partition and total lag) and management — access modes, topic allowlists, protected internal topics, delete gating. `npx -y @dockndevai/mcp-kafka` -- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [![1luvc0d3/metabase-mcp MCP server](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) 📇 🏠 - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging. -- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [![alanpcf/brasil-data-mcp MCP server](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) 📇 🏠 🍎 🪟 🐧 - Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via [BrasilAPI](https://brasilapi.com.br). No auth, no API key. Install: `npx -y brasil-data-mcp`. -- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [![Alessandro114/scala-mcp-server MCP server](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: `npx scala-mcp-server`. -- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [![antonio-mello-ai/mcp-airflow MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) 🐍 🏠 - Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: `uvx mcp-airflow`. -- [sam1siam/astrofabric-mcp](https://github.com/sam1siam/astrofabric-mcp) [![sam1siam/astrofabric-mcp MCP server](https://glama.ai/mcp/servers/sam1siam/astrofabric-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sam1siam/astrofabric-mcp) 🎖️ ☁️ - Agentic AI for business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery. Remote Streamable HTTP with OAuth or API keys; mission_agent by default, granular tools with ?tools=all. -- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [![carrierone/verilexdata-mcp MCP server](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) 📇 ☁️ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport. -- [equinoxaifinance-rgb/civicdataforge-mcp](https://github.com/equinoxaifinance-rgb/civicdataforge-mcp) [![equinoxaifinance-rgb/civicdataforge-mcp MCP server](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp) 🎖️ 📇 ☁️ - Ten source-bound government-record evidence tools covering US STR permits, lodging licenses, property violations, healthcare exclusions, inspections, childcare licensing, EPA ECHO facilities, and Norway company evidence. Public metadata discovery; execution uses the caller's own Apify token over Streamable HTTP. -- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [![aegis-dq/aegis-dq MCP server](https://glama.ai/mcp/servers/aegis-dq/aegis-dq/badges/score.svg)](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) 🐍 🏠 🍎 🪟 🐧 - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency. -- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai. -- [Autario/autario-mcp](https://github.com/Autario/autario-mcp) [![Autario/autario-mcp MCP server](https://glama.ai/mcp/servers/Autario/autario-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Autario/autario-mcp) ☁️ - Search, query, and publish charts across 2,300+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO). 28 MCP tools for data discovery, analysis, and visualization. Remote MCP + [npm package](https://www.npmjs.com/package/autario-mcp). -- [vinvuk/apiverket-mcp](https://github.com/vinvuk/apiverket-mcp) [![vinvuk/apiverket-mcp MCP server](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp) 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport, and more. Install: `npx -y apiverket-mcp-server`. -- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP). -- [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features. -- [bintocher/mcp-superset](https://github.com/bintocher/mcp-superset) [![mcp-superset MCP server](https://glama.ai/mcp/servers/bintocher/mcp-superset/badges/score.svg)](https://glama.ai/mcp/servers/bintocher/mcp-superset) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports. -- [bruno-portfolio/agrobr-mcp](https://github.com/bruno-portfolio/agrobr-mcp) 🐍 ☁️ - Brazilian agricultural data for LLMs — prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3. -- [Castaldo-Solutions/mcp-vtenext](https://github.com/Castaldo-Solutions/mcp-vtenext) [![mcp-vtenext MCP server](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext/badges/score.svg)](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext) 📇 🏠 🍎 🪟 🐧 - MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as `@castaldosolutions/mcp-vtenext`. -- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [![mercadolibre-mcp MCP server](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) 📇 ☁️ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia). -- [datanika-io/datanika-core](https://github.com/datanika-io/datanika-core/tree/master/datanika-mcp) [![datanika-core MCP server](https://glama.ai/mcp/servers/datanika-io/datanika-core/badges/score.svg)](https://glama.ai/mcp/servers/datanika-io/datanika-core) 🎖️ 🐍 ☁️ 🏠 - Read-only-by-default MCP server for [Datanika](https://datanika.io), the open-source ELT + dbt platform: browse connections, preview data, run and compile dbt transforms, monitor runs, and manage pipelines. 25 tools; opt-in `--allow-write` enables create/trigger. -- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) 🎖️ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities. -- [Evan-Crx/permisapi-mcp](https://github.com/Evan-Crx/permisapi-mcp) [![Evan-Crx/permisapi-mcp MCP server](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp) 🐍 🏠 🍎 🪟 🐧 - 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by [permisapi.fr](https://permisapi.fr). Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: `pip install permisapi-mcp`. -- [flexorch/flexorch-mcp](https://github.com/flexorch/flexorch-mcp) [![flexorch/flexorch-mcp MCP server](https://glama.ai/mcp/servers/flexorch/flexorch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flexorch/flexorch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit → poll → extract → build → export JSONL/RAG/CSV. Install: `pip install flexorch-mcp`. -- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language. -- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [![FreelexHo/power-bi-mcp MCP server](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) 🐍 ☁️ 🪟 🍎 🐧 - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports. -- [gura105/operational-ontology](https://github.com/gura105/operational-ontology) [![gura105/operational-ontology MCP server](https://glama.ai/mcp/servers/gura105/operational-ontology/badges/score.svg)](https://glama.ai/mcp/servers/gura105/operational-ontology) 📇 🏠 🍎 🪟 🐧 - Reference implementation of an "operational ontology": MCP tools are generated from a typed business domain model (objects, links, actions) — one tool per query shape and per action, deliberately no raw SQL tool. Writes pass business-rule preconditions, are audited, and write back to the systems of record; refusals are machine-readable. Demo scenario included (`pnpm demo` / `pnpm mcp`). -- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [![Hug0x0/mcp-reunion MCP server](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion/badges/score.svg)](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) 📇 ☁️ 🍎 🪟 🐧 - 96 tools across 21 modules for La Réunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`. -- [greencalculus/greencalculus-mcp](https://github.com/greencalculus/greencalculus-mcp) [![greencalculus/greencalculus-mcp MCP server](https://glama.ai/mcp/servers/greencalculus/greencalculus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/greencalculus/greencalculus-mcp) 🎖️ 📇 ☁️ - Sourced greenhouse-gas emission factors and audit-traced carbon calculations (activity, embodied EN 15978, PCAF financed emissions) — every value returns with its exact source reference and data version, so answers are citable and reproducible. 16,673 factors, 12 tools. Install: `npx -y greencalculus-mcp`, or connect remotely at https://mcp.greencalculus.com. Free tier, no card. -- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status. -- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support. -- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API. -- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation. -- [meacheal-ai/mrc-data](https://github.com/meacheal-ai/mrc-data) 📇 ☁️ - China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification. -- [meal-inc/bonnard-cli](https://github.com/meal-inc/bonnard-cli) 📇 ☁️ - Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water. -- [mbrummerstedt/powerbi-analyst-mcp](https://github.com/mbrummerstedt/powerbi-analyst-mcp) [![mbrummerstedt/powerbi-analyst-mcp MCP server](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp) 🐍 ☁️ - Connect LLMs to Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and automatically page large results via local CSV. -- [Osseni94/keyneg-mcp](https://github.com/Osseni94/keyneg-mcp) 🐍 🏠 - Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents -- [Osseni94/oyemi-mcp](https://github.com/Osseni94/oyemi-mcp) 🐍 🏠 - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies. -- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM. -- [r3dz4r/datapulse-my](https://github.com/r3dz4r/datapulse-my) [![r3dz4r/datapulse-my MCP server](https://glama.ai/mcp/servers/r3dz4r/datapulse-my/badges/score.svg)](https://glama.ai/mcp/servers/r3dz4r/datapulse-my) 🐍 ☁️ - Trust layer for 418 official Malaysian public datasets — freshness, licence, provenance, drift and signed-evidence checks, with an offline-verifiable attestation chain. Remote streamable-http at https://mcp.data-pulse.my/mcp, no API key. -- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) 📇 ☁️ - AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features. -- [Kemetra/seshat-bi](https://github.com/Kemetra/Seshat-BI) [![Seshat-BI MCP server](https://glama.ai/mcp/servers/Kemetra/Seshat-BI/badges/score.svg)](https://glama.ai/mcp/servers/Kemetra/Seshat-BI) 🐍 🏠 🍎 🪟 🐧 - Read-only readiness governance for BI pipelines. Six tools report where each table sits across a seven-stage source-to-Power-BI spine, explain what is blocking the next stage, run a static SQL/TMDL/PBIR governance check, and export an evidence pack. Tools never write files, execute warehouse work, or grant approvals -- human sign-off stays a separate seam. Install: `pip install "seshat-bi[mcp]"` then `seshat mcp`. -- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [![us-all/airflow-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/airflow-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). `dag-health-rollup` aggregation. Airflow 3.x `/api/v2` + JWT (SimpleAuthManager); pin `0.1.x` for Airflow 2.x. Read-only by default; trigger/clear write-gated. -- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [![soil-dev/capsulemcp MCP server](https://glama.ai/mcp/servers/soil-dev/capsulemcp/badges/score.svg)](https://glama.ai/mcp/servers/soil-dev/capsulemcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [Capsule CRM](https://capsulecrm.com). 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports — stdio (`npx capsulemcp`) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0. -- [Sugra-Systems/sugra-api-mcp](https://github.com/Sugra-Systems/sugra-api-mcp) [![Sugra-Systems/sugra-api-mcp MCP server](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp) 🎖️ 🐍 ☁️ - Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via `pip install sugra-api-mcp` or hosted at app.sugra.ai/mcp. -- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [![mcp-swiss](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss/badges/score.svg)](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) 📇 ☁️ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required. -- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents. -- [Younghef/nutriref-api](https://github.com/Younghef/nutriref-api) [![Younghef/nutriref-api MCP server](https://glama.ai/mcp/servers/Younghef/nutriref-api/badges/score.svg)](https://glama.ai/mcp/servers/Younghef/nutriref-api) 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition for AI agents — pay-per-call in USDC on Base via x402. Four tools (search, detail, compare, recipe) at $0.001–$0.005 per call. No signup, no API keys; MCPB-packaged for one-click install. -- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [![Leekangbum/networklytics-mcp MCP server](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) 🐍 - YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API for AI agents - - +- [dockndevai/mcp-debezium](https://github.com/dockndevai/mcp-debezium) [![dockndevai/mcp-debezium MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-debezium/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-debezium) 📇 🏠 🍎 🪟 🐧 - Monitor and manage Debezium and Kafka Connect CDC connectors, with access modes, connector allowlists, delete gating and credential redaction. +- [dockndevai/mcp-kafka](https://github.com/dockndevai/mcp-kafka) [![dockndevai/mcp-kafka MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-kafka/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-kafka) 📇 🏠 🍎 🪟 🐧 - Monitor and manage Apache Kafka clusters, topics and consumer groups (including lag), with access modes, topic allowlists and delete gating. +- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [![1luvc0d3/metabase-mcp MCP server](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) 📇 🏠 - Metabase integration: natural-language data analysis, dashboard management, SQL queries and automated insights, with SQL guardrails and audit logging. +- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [![alanpcf/brasil-data-mcp MCP server](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) 📇 🏠 🍎 🪟 🐧 - Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays. +- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [![Alessandro114/scala-mcp-server MCP server](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Search and enrich company data: lookup by name, VAT or ID, NACE sector search, and financial data from official EU business registries. +- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [![antonio-mello-ai/mcp-airflow MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) 🐍 🏠 - Manage Apache Airflow via its REST API: list DAGs, inspect runs and task instances, trigger runs, and check failed DAGs and scheduler health. +- [sam1siam/astrofabric-mcp](https://github.com/sam1siam/astrofabric-mcp) [![sam1siam/astrofabric-mcp MCP server](https://glama.ai/mcp/servers/sam1siam/astrofabric-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sam1siam/astrofabric-mcp) 🎖️ ☁️ - Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery. +- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [![carrierone/verilexdata-mcp MCP server](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) 📇 ☁️ - Pay-per-query x402 datasets: NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents and economic indicators. +- [equinoxaifinance-rgb/civicdataforge-mcp](https://github.com/equinoxaifinance-rgb/civicdataforge-mcp) [![equinoxaifinance-rgb/civicdataforge-mcp MCP server](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp) 🎖️ 📇 ☁️ - US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian company data. +- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [![aegis-dq/aegis-dq MCP server](https://glama.ai/mcp/servers/aegis-dq/aegis-dq/badges/score.svg)](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) 🐍 🏠 🍎 🪟 🐧 - Data quality checks on DuckDB, BigQuery, Athena, Databricks and Postgres, with LLM root-cause analysis of failures and proposed SQL remediations. +- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi. +- [Autario/autario-mcp](https://github.com/Autario/autario-mcp) [![Autario/autario-mcp MCP server](https://glama.ai/mcp/servers/Autario/autario-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Autario/autario-mcp) ☁️ - Search and query public datasets from the World Bank, IMF, Eurostat, OECD and WHO, and publish charts. +- [vinvuk/apiverket-mcp](https://github.com/vinvuk/apiverket-mcp) [![vinvuk/apiverket-mcp MCP server](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp) 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport and more. +- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Method CRM API integration: manage tables, files, users, events and API keys, with rate limiting and retries. +- [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Kafka Schema Registry management across multiple registries, including schema migration. +- [bintocher/mcp-superset](https://github.com/bintocher/mcp-superset) [![mcp-superset MCP server](https://glama.ai/mcp/servers/bintocher/mcp-superset/badges/score.svg)](https://glama.ai/mcp/servers/bintocher/mcp-superset) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Apache Superset: dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups) and permissions audit, with built-in safety validations. +- [bruno-portfolio/agrobr-mcp](https://github.com/bruno-portfolio/agrobr-mcp) 🐍 ☁️ - Brazilian agricultural data: prices, crop estimates, climate and deforestation from public sources including CEPEA, CONAB, IBGE, INPE and B3. +- [Castaldo-Solutions/mcp-vtenext](https://github.com/Castaldo-Solutions/mcp-vtenext) [![mcp-vtenext MCP server](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext/badges/score.svg)](https://glama.ai/mcp/servers/Castaldo-Solutions/mcp-vtenext) 📇 🏠 🍎 🪟 🐧 - Query, create and update opportunities and contacts in VTENext, an open-source vtiger-based CRM, via its WebService API. +- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [![mercadolibre-mcp MCP server](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) 📇 ☁️ - Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America. +- [datanika-io/datanika-core](https://github.com/datanika-io/datanika-core/tree/master/datanika-mcp) [![datanika-core MCP server](https://glama.ai/mcp/servers/datanika-io/datanika-core/badges/score.svg)](https://glama.ai/mcp/servers/datanika-io/datanika-core) 🎖️ 🐍 ☁️ 🏠 - Datanika, the open-source ELT and dbt platform: browse connections, preview data, run dbt transforms, monitor runs and manage pipelines. Read-only by default. +- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) 🎖️ 🐍 🏠 ☁️ - dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries. +- [Evan-Crx/permisapi-mcp](https://github.com/Evan-Crx/permisapi-mcp) [![Evan-Crx/permisapi-mcp MCP server](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Evan-Crx/permisapi-mcp) 🐍 🏠 🍎 🪟 🐧 - Search French building permits (Sitadel open data), cross-referenced with DVF transactions, PLU zoning and BRGM natural and technological risks. +- [flexorch/flexorch-mcp](https://github.com/flexorch/flexorch-mcp) [![flexorch/flexorch-mcp MCP server](https://glama.ai/mcp/servers/flexorch/flexorch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flexorch/flexorch-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn business documents (PDFs, invoices, contracts, payroll) into structured datasets with classification, field extraction, PII masking and quality scoring. +- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyze and cross-reference data in your own or public data cores. +- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [![FreelexHo/power-bi-mcp MCP server](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) 🐍 ☁️ 🪟 🍎 🐧 - Power BI refresh with table-level polling and retry, refresh diagnostics, DAX queries with RLS simulation, PBIP source locating and refresh reports. +- [gura105/operational-ontology](https://github.com/gura105/operational-ontology) [![gura105/operational-ontology MCP server](https://glama.ai/mcp/servers/gura105/operational-ontology/badges/score.svg)](https://glama.ai/mcp/servers/gura105/operational-ontology) 📇 🏠 🍎 🪟 🐧 - Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to systems of record. +- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [![Hug0x0/mcp-reunion MCP server](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion/badges/score.svg)](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) 📇 ☁️ 🍎 🪟 🐧 - Open data for La Réunion (French overseas region) from data.gouv.fr and the regional portal: economy, demographics, transport, health, education and more. +- [greencalculus/greencalculus-mcp](https://github.com/greencalculus/greencalculus-mcp) [![greencalculus/greencalculus-mcp MCP server](https://glama.ai/mcp/servers/greencalculus/greencalculus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/greencalculus/greencalculus-mcp) 🎖️ 📇 ☁️ - Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and data versions. +- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) 🐍 ☁️ - Run SQL queries, list jobs and get job status via the Databricks API. +- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support. +- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) 🐍 - Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API. +- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation. +- [meacheal-ai/mrc-data](https://github.com/meacheal-ai/mrc-data) 📇 ☁️ - China apparel supply chain data: verified suppliers, lab-tested fabrics and industrial clusters, with AATCC, ISO and GB lab-test verification. +- [mbrummerstedt/powerbi-analyst-mcp](https://github.com/mbrummerstedt/powerbi-analyst-mcp) [![mbrummerstedt/powerbi-analyst-mcp MCP server](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mbrummerstedt/powerbi-analyst-mcp) 🐍 ☁️ - Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV. +- [Osseni94/keyneg-mcp](https://github.com/Osseni94/keyneg-mcp) 🐍 🏠 - Fine-grained sentiment analysis, keyword extraction and batch processing. +- [Osseni94/oyemi-mcp](https://github.com/Osseni94/oyemi-mcp) 🐍 🏠 - Deterministic, lexicon-based semantic word encoding and valence analysis: word-to-code mapping, semantic similarity and synonym/antonym lookup. +- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Automate or monitor business operations: sales recording, POS software and CRM. +- [r3dz4r/datapulse-my](https://github.com/r3dz4r/datapulse-my) [![r3dz4r/datapulse-my MCP server](https://glama.ai/mcp/servers/r3dz4r/datapulse-my/badges/score.svg)](https://glama.ai/mcp/servers/r3dz4r/datapulse-my) 🐍 ☁️ - Trust checks for Malaysian public datasets: freshness, licence, provenance and drift, with signed evidence and an offline-verifiable attestation chain. +- [saikiyusuke/registep-mcp](https://github.com/saikiyusuke/registep-mcp) 📇 ☁️ - POS and sales analytics for AirREGI, Smaregi and BASE e-commerce: store management, sales data queries, AI chat analysis and weather correlation. +- [Kemetra/seshat-bi](https://github.com/Kemetra/Seshat-BI) [![Seshat-BI MCP server](https://glama.ai/mcp/servers/Kemetra/Seshat-BI/badges/score.svg)](https://glama.ai/mcp/servers/Kemetra/Seshat-BI) 🐍 🏠 🍎 🪟 🐧 - Read-only BI pipeline governance: each table's stage from source to Power BI, what blocks the next stage, static SQL/TMDL/PBIR checks and evidence packs. +- [us-all/airflow-mcp-server](https://github.com/us-all/airflow-mcp-server) [![us-all/airflow-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/airflow-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/airflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - Airflow REST API: list DAGs, runs and task instances, tail logs and roll up DAG health. Read-only by default; trigger and clear are write-gated. +- [soil-dev/capsulemcp](https://github.com/soil-dev/capsulemcp) [![soil-dev/capsulemcp MCP server](https://glama.ai/mcp/servers/soil-dev/capsulemcp/badges/score.svg)](https://glama.ai/mcp/servers/soil-dev/capsulemcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Capsule CRM: contacts, opportunities, projects, tasks, timeline activity, filters, workflow tracks and file attachments, with an optional read-only mode. +- [Sugra-Systems/sugra-api-mcp](https://github.com/Sugra-Systems/sugra-api-mcp) [![Sugra-Systems/sugra-api-mcp MCP server](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Sugra-Systems/sugra-api-mcp) 🎖️ 🐍 ☁️ - World data from primary sources via the Sugra API: markets, macroeconomics, company fundamentals, government, news, climate, maritime and entity screening. +- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [![mcp-swiss](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss/badges/score.svg)](https://glama.ai/mcp/servers/vikramgorla/mcp-swiss) 📇 ☁️ - Swiss open data: transport, weather, geodata, companies, parliament and more. +- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents. +- [Younghef/nutriref-api](https://github.com/Younghef/nutriref-api) [![Younghef/nutriref-api MCP server](https://glama.ai/mcp/servers/Younghef/nutriref-api/badges/score.svg)](https://glama.ai/mcp/servers/Younghef/nutriref-api) 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition data, paid per call via x402 (USDC on Base): food search, details, comparisons and recipes. +- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [![Leekangbum/networklytics-mcp MCP server](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis. ### 💻 Developer Tools -- [ieranama/discomcp](https://github.com/ieranama/discomcp) [![ieranama/discomcp MCP server](https://glama.ai/mcp/servers/ieranama/discomcp/badges/score.svg)](https://glama.ai/mcp/servers/ieranama/discomcp) 🦀 🏠 🍎 🪟 🐧 - Profile any MCP server into a reusable, read-only skill that captures how you actually use it — your workflows, the identifier hops that chain one call into the next, and each tool's safety class. Exploration runs behind a default-deny gate that provably never writes (a `SELECT` runs; a `DROP` on the same tool is refused by inspecting the statement). One static binary. `npx @ieranama/discomcp` -- [Karzone/TestAtlas](https://github.com/Karzone/TestAtlas) [![Karzone/TestAtlas MCP server](https://glama.ai/mcp/servers/Karzone/TestAtlas/badges/score.svg)](https://glama.ai/mcp/servers/Karzone/TestAtlas) #️ 🏠 🍎 🪟 🐧 - Zero-config CLI + MCP server that maps a .NET test-automation solution (Reqnroll/SpecFlow) into one queryable SQLite file, so coding agents can search existing step definitions, check change impact, and stop duplicating code. No build, no network, no AI. `dnx TestAtlas.Mcp` -- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [![ARADIA-systems/aradia-mcp-server MCP server](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - Turnkey on-premise private Agentic AI systems by [ARADIA](https://aradia.com) on dedicated NVIDIA DGX hardware (Spark, Station, B200) with zero cloud data leakage. Operating since 1991, six tools cover hardware sizing (`query_hardware_specs`), CapEx token ROI payback modeling (`calculate_roi`), autonomous affiliate onboarding to earn 10% bounties (`onboard_partner`), and machine procurement via BTCPay Server (BTC/LN/USDT) or Stripe MPP Fiat (`execute_procurement_order`), plus `track_order_status` and `query_partner_stats`. Listed on the official MCP Registry (`com.aradia/sovereign-hardware`). Remote Streamable HTTP / SSE at `https://aradia.com/api/mcp` or `https://aradia.com/api/a2a/mcp-endpoint.php`. -- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [![iyashjayesh/tokenchit MCP server](https://glama.ai/mcp/servers/iyashjayesh/tokenchit/badges/score.svg)](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) 📇 🏠 🍎 🪟 🐧 - Reads the Claude Code, Codex and OpenCode usage logs already on your machine: token totals, per-day and per-hour activity, per-agent and per-model breakdown, and a year-in-review recap. Makes no network request — a test fails if any source file can open a socket. `npx -y @tokenchit/mcp` -- [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [![kyle641320/true-memory-fragments MCP server](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments/badges/score.svg)](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) 🐍 🏠 - TMF checks source-context freshness against a selected Git working tree and retrieves source-linked code relationships on demand, helping coding agents revisit stale understanding and consider cross-file impact. -- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [![rafim-dev/mcp-context-condenser MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) 📇 🏠 🍎 🪟 🐧 - Token-slimming AST code outliner, log compressor, and context budget analyzer cutting LLM context bills by up to 85%. -- [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [![rafim-dev/mcp-doctor MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - MCP configuration health check, binary validator, and JSON auto-repair engine for Claude Desktop, Cursor, and Cline. -- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [![om-tajne/pkgdiet MCP server](https://glama.ai/mcp/servers/om-tajne/pkgdiet/badges/score.svg)](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. `npx pkgdiet mcp` -- [aicanvas-me/aicanvas](https://github.com/aicanvas-me/aicanvas) [![aicanvas-me/aicanvas MCP server](https://glama.ai/mcp/servers/aicanvas-me/aicanvas/badges/score.svg)](https://glama.ai/mcp/servers/aicanvas-me/aicanvas) 📇 🏠 🍎 🪟 🐧 - Open-source registry of 75+ free animated React components (shadcn-compatible) exposed over MCP: eight read-only tools to list, search, fetch, and get install commands for components, design systems, and templates from the live aicanvas.me registry. `npx -y @aicanvas/mcp` -- [Hyperiux-Immersion-Labs/hyperiux-components](https://github.com/Hyperiux-Immersion-Labs/hyperiux-components) [![Hyperiux-Immersion-Labs/hyperiux-components MCP server](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components/badges/score.svg)](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components) 🎖️ 📇 🏠 🍎 🪟 🐧 - MCP server for the Hyperiux Vault effect registry: three read-only tools to browse/search 150+ React/Next.js animation and interaction effects (50+ free, 100+ Pro), fetch full detail (dependencies, changelog, install command, and source for effects you're entitled to), and list categories. Install via NPM: `npx -y hyperiux-mcp-server` -- [2ools/mcp-server](https://github.com/2ools/mcp-server) [![2ools/mcp-server MCP server](https://glama.ai/mcp/servers/2ools/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Turn what your assistant just built into a durable, versioned project. One free authless tool (`create_public_preview`) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. `https://2ools.app/mcp` -- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [![aurumflux20/effectfence MCP server](https://glama.ai/mcp/servers/aurumflux20/effectfence/badges/score.svg)](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Causal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fence_prepare / fence_commit / fence_abort). Ships a 1,000-attempt storm demo enforced in CI. `npx -y effectfence` (prebuilt binaries for macOS, Windows and Linux — no Rust toolchain) or `cargo install effectfence`. -- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [![baobabcat/demandscope MCP server](https://glama.ai/mcp/servers/baobabcat/demandscope/badges/score.svg)](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (`io.github.baobabcat/demandscope`). -- [BoxBoxmari/my-pi](https://github.com/BoxBoxmari/my-pi) [![BoxBoxmari/my-pi MCP server](https://glama.ai/mcp/servers/BoxBoxmari/my-pi/badges/score.svg)](https://glama.ai/mcp/servers/BoxBoxmari/my-pi) 📇 🏠 🍎 🪟 🐧 - Local-first MCP runtime for coding agents with bounded workspace access, guarded writes, AST search, LSP navigation/diagnostics, and Git tooling. -- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [![Bristlecone-Logic/bristlecone-logic MCP server](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic/badges/score.svg)](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) 🐍 ☁️ - Deterministic execution guardrails, isolated AST math evaluation, SSRF-safe DNS routing, and autonomous malformed JSON repair. -- [bricelancasterwcp-sudo/sensorium](https://github.com/bricelancasterwcp-sudo/sensorium) [![bricelancasterwcp-sudo/sensorium MCP server](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium/badges/score.svg)](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium) 🐍 🦀 📇 🏠 🐧 - Record Python/Rust/TypeScript program runs to local SQLite; query call trees, exceptions, and value flow over MCP (refuses rather than guesses). Local-first for coding agents — not LLM-prompt tracing; not the unrelated Telegram `sensorium-mcp`. -- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [![hivemindunit/llmintel-mcp MCP server](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. `npx -y @llmintel/mcp` or `https://llmintel.ai/v1/mcp` -- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [![Jubstaaa/hono-telescope MCP server](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope/badges/score.svg)](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) 📇 🏠 - Debugging for [Hono](https://hono.dev) apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. `npm i hono-telescope`, then `claude mcp add --transport http telescope http://localhost:3000/telescope/mcp`. -- [Jarroslav/agentic-os](https://github.com/Jarroslav/agentic-os) [![Jarroslav/agentic-os MCP server](https://glama.ai/mcp/servers/Jarroslav/agentic-os/badges/score.svg)](https://glama.ai/mcp/servers/Jarroslav/agentic-os) 📇 🏠 🍎 🪟 🐧 - Read-only server exposing the agentic-os governance, SDLC, and QE methodology to any MCP host; never writes to your repo and never executes code. Ships install planning and install verification. `npx -y agentic-os-mcp` -- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [![rm-rf-prod/GroundTruth-MCP MCP server](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP/badges/score.svg)](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. `npx -y @groundtruth-mcp/gt-mcp` -- [scarletkc/vexor](https://github.com/scarletkc/vexor) [![scarletkc/vexor MCP server](https://glama.ai/mcp/servers/scarletkc/vexor/badges/score.svg)](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`. -- [apatureai/bastion](https://github.com/apatureai/bastion) [![apatureai/bastion MCP server](https://glama.ai/mcp/servers/apatureai/bastion/badges/score.svg)](https://glama.ai/mcp/servers/apatureai/bastion) 📇 🏠 - In-loop design review of rendered UI for coding agents: submit a preview URL, get grounded findings with element references, then recheck the fix. Read-only by design — never edits code. OAuth 2.1 and SSRF-safe URL handling reference implementation. `npx -y @apatureai/bastion` -- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [![aradar46/reuse-before-generate MCP server](https://glama.ai/mcp/servers/aradar46/reuse-before-generate/badges/score.svg)](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) 📇 🏠 🍎 🪟 🐧 - Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. `npx -y reuse-before-generate` -- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [![hernaninverso/eleata-verify-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`. -- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [![appcreationsca/bumpguard-mcp MCP server](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp` -- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [![MasterPlayspots/motionspec MCP server](https://glama.ai/mcp/servers/MasterPlayspots/motionspec/badges/score.svg)](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motion_catalog, motion_validate). -- [SLP-DEV1/qwen-dap-mcp](https://github.com/SLP-DEV1/qwen-dap-mcp) [![SLP-DEV1/qwen-dap-mcp MCP server](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp) 📇 🏠 🪟 - DAP-to-MCP bridge that gives coding agents structured native-debugger evidence through CodeLLDB, including stack frames, registers, locals, disassembly, memory, crash dumps, and bounded autonomous crash fix/verify workflows. -- [TomD4vs/prumo](https://github.com/TomD4vs/prumo) [![TomD4vs/prumo MCP server](https://glama.ai/mcp/servers/TomD4vs/prumo/badges/score.svg)](https://glama.ai/mcp/servers/TomD4vs/prumo) 📇 🏠 🍎 🪟 🐧 - Checks the context files a coding agent reads (CLAUDE.md, AGENTS.md, SKILL.md, .cursor/rules) against the git index: wrong letter case, broken links, missing paths, commands nothing defines, and agent configuration that points at nothing. Two more tools report which sections drifted from the code and what each file costs. -- [VerificateAI/verificate-mcp-quickstart](https://github.com/VerificateAI/verificate-mcp-quickstart) [![VerificateAI/verificate-mcp-quickstart MCP server](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart/badges/score.svg)](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart) 🎖️ 📇 ☁️ - The merge gate for AI-written code: deterministic checks veto placeholder/mock implementations, tests that cannot fail and unsupported "it's done" claims, then a model review checks for calls to APIs that do not exist, grades what remains and returns a fix plan. Remote server, no signup needed to start. -- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [![cyberrescue MCP server](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue/badges/score.svg)](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics. -- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [![Delx MCP Server](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery. -- [deed-lang/deed](https://github.com/deed-lang/deed) [![deed-lang/deed MCP server](https://glama.ai/mcp/servers/deed-lang/deed/badges/score.svg)](https://glama.ai/mcp/servers/deed-lang/deed) 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language and local MCP server for checking types, effects, capabilities, and contracts in agent-written modules. Its review tool compares before and after source sets and returns machine-readable receipts for new authority, weaker promise tiers, and new Guarded runtime obligations. Install: `cargo install deed-lang`; run `deed mcp`. -- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [![DeusData/codebase-memory-mcp MCP server](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp` -- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [![docweave/mcp MCP server](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) 📇 🏠 ☁️ - Generate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON → PDF) and a `read_pdf` tool (a PDF → text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document. -- [dynatrace-oss/dynatrace-managed-mcp](https://github.com/dynatrace-oss/dynatrace-managed-mcp) [![dynatrace-managed-mcp MCP server](https://glama.ai/mcp/servers/dynatrace-oss/dynatrace-managed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dynatrace-oss/dynatrace-managed-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - interact with self-hosted Dynatrace Managed environments to retrieve observability data, security insights, and performance metrics. It allows users to query problems, logs, events, and SLOs through natural language interfaces in both local and remote modes. -- [emailens/mcp](https://github.com/emailens/mcp) [![emailens/mcp MCP server](https://glama.ai/mcp/servers/emailens/mcp/badges/score.svg)](https://glama.ai/mcp/servers/emailens/mcp) 🎖️ 📇 ☁️ - Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. `npx -y @emailens/mcp` -- [embedded-society/altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp) [![embedded-society/altium-designer-mcp MCP server](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp) 🦀 🏠 🍎 🪟 🐧 - Lets an AI build and maintain Altium Designer component libraries: reads and writes .PcbLib footprints and .SchLib symbols byte-exactly (34 tools, IPC-7351B-driven footprints, STEP models, one-click Claude Desktop install). -- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [![forgemeshlabs/aso-audit-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`. -- [JoeGlenn1213/ActionD](https://github.com/JoeGlenn1213/ActionD) [![JoeGlenn1213/ActionD MCP server](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD/badges/score.svg)](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD) 🏎️ 🏠 🍎 🐧 - Local CI/CD engine for AI agents: listens to [LGH](https://github.com/JoeGlenn1213/lgh) git events and runs plugin jobs (Go/Python/Java/web toolchains) in isolated checkouts, with structured results, AI failure diagnosis, approval gates, auto-rollback, a web console, and 22 MCP tools including one-call `dev_cycle_run` (commit → CI → verdict). `brew install JoeGlenn1213/tap/actiond` -- [kucherenko/jscpd](https://github.com/kucherenko/jscpd) [![kucherenko/jscpd MCP server](https://glama.ai/mcp/servers/kucherenko/jscpd/badges/score.svg)](https://glama.ai/mcp/servers/kucherenko/jscpd) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Copy/paste (duplicate code) detection for codebases. The jscpd detector's built-in MCP server lets agents check snippets and files for duplication against a scanned project — useful as a DRY gate before an agent commits generated code. Self-contained binary, stdio transport: `jscpd --mcp`. -- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [![KyaniteLabs/checkyourself MCP server](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch. -- [m00nreport/mcp-server](https://github.com/m00nreport/mcp-server) [![m00nreport/mcp-server MCP server](https://glama.ai/mcp/servers/m00nreport/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/m00nreport/mcp-server) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management over MCP. Author manual test cases, assemble and run manual executions with per-case results, cut releases, and link automated tests to the cases they cover. Guided prompts for flaky-test triage, release readiness and regression hunts. Hosted or self-hosted. Install: `npx -y @m00nsolutions/mcp-server`. -- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [![mcurmi05/vdiff MCP server](https://glama.ai/mcp/servers/mcurmi05/vdiff/badges/score.svg)](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge. -- [minipuft/claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp) [![minipuft/claude-prompts-mcp MCP server](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp) 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step workflow chains, quality gates, and reasoning frameworks. Compose workflows with an operator syntax (`>>prompt --> >>chain`), verify steps with blocking or advisory gates, and export prompts as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI. `npx -y claude-prompts@latest` -- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [![modus-agendi/managed-agent-control-mcp MCP server](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp/badges/score.svg)](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito). -- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [![getnahook/nahook-mcp MCP server](https://glama.ai/mcp/servers/getnahook/nahook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant." -- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [![naveenayalla1-CS50/mcp-server-toolkit MCP server](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf. -- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [![Nishant-Chaudhary5338/mcp-code-indexer MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: `npx code-graph-indexer`. -- [noisy/noisy-coding](https://github.com/noisy/noisy-coding) [![noisy/noisy-coding MCP server](https://glama.ai/mcp/servers/noisy/noisy-coding/badges/score.svg)](https://glama.ai/mcp/servers/noisy/noisy-coding) 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: talk to your agent and it talks back while it works. Live speech-to-text with turn-taking, Grok/xAI voices, per-subagent voice personas, and a real-time HUD dashboard. Ships as a Docker image and a Claude Code plugin. -- [nomadop/session-watcher](https://github.com/nomadop/session-watcher) [![nomadop/session-watcher MCP server](https://glama.ai/mcp/servers/nomadop/session-watcher/badges/score.svg)](https://glama.ai/mcp/servers/nomadop/session-watcher) 📇 🏠 🍎 🪟 🐧 - EOQ-based context economics for coding agents. Monitors LLM token cache with inventory theory, signals optimal session restart timing via live dashboard and terminal statusline. Zero context pollution — no metric ever enters the model's context. -- [oddunits/pntr-cli](https://github.com/oddunits/pntr-cli) [![oddunits/pntr-cli MCP server](https://glama.ai/mcp/servers/oddunits/pntr-cli/badges/score.svg)](https://glama.ai/mcp/servers/oddunits/pntr-cli) 🎖️ 📇 ☁️ - The official MCP server for PNTR free dev subdomains — register a `*.pntr.dev` subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via `npx @pntr/cli` or hosted endpoint (`https://api.pntr.dev/mcp`, OAuth). -- [raccioly/docguard](https://github.com/raccioly/docguard) [![raccioly/docguard MCP server](https://glama.ai/mcp/servers/raccioly/docguard/badges/score.svg)](https://glama.ai/mcp/servers/raccioly/docguard) 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. `npx -y docguard-cli mcp` -- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [![tatavarthitarun/nowsecure-mcp-server MCP server](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server` -- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [![adrianczuczka/mason MCP server](https://glama.ai/mcp/servers/adrianczuczka/mason/badges/score.svg)](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries. - The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools. -- [Avazbek22/DevProjex](https://github.com/Avazbek22/DevProjex) [![Avazbek22/DevProjex MCP server](https://glama.ai/mcp/servers/Avazbek22/DevProjex/badges/score.svg)](https://glama.ai/mcp/servers/Avazbek22/DevProjex) #️⃣ 🏠 🍎 🪟 🐧 - A local-first stdio MCP server for building token-efficient codebase context, with live preview, Git scopes, MCP-enforced secret redaction, and syntax-aware compression. -- [masondelan/selvedge](https://github.com/masondelan/selvedge) [![masondelan/selvedge MCP server](https://glama.ai/mcp/servers/masondelan/selvedge/badges/score.svg)](https://glama.ai/mcp/servers/masondelan/selvedge) 🐍 🏠 - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate. -- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [![saiffmirza/kiyas MCP server](https://glama.ai/mcp/servers/saiffmirza/kiyas/badges/score.svg)](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription — no API keys. 90% mutation recall, zero false positives on its golden eval set. `npx -y kiyas-cli mcp` -- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [![sapph1re/mcp-billing-gateway-sdk MCP server](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included. -- [agenticempire/axint](https://github.com/agenticempire/axint) [![agenticempire/axint MCP server](https://glama.ai/mcp/servers/agenticempire/axint/badges/score.svg)](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests. -- [AIStoryHub/etincel](https://github.com/AIStoryHub/etincel) [![AIStoryHub/etincel MCP server](https://glama.ai/mcp/servers/AIStoryHub/etincel/badges/score.svg)](https://glama.ai/mcp/servers/AIStoryHub/etincel) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic, local audit for AI writing tells (uniform paragraphs, hedged authority, stock transitions), paired with a trainable voice layer so Claude, Cursor, or any MCP client drafts closer to a real voice before you read it. No model call in the audit path. Also ships as a CLI and GitHub Action. `npx etincel serve` -- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [![callstackincubator/agent-device MCP server](https://glama.ai/mcp/servers/callstackincubator/agent-device/badges/score.svg)](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows. -- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [![cq27-dev/rag-rat MCP server](https://glama.ai/mcp/servers/cq27-dev/rag-rat/badges/score.svg)](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment `grep` and flag near-duplicate code as you write it. `cargo install rag-rat` -- [jospnunes/idencify-mcp](https://github.com/jospnunes/idencify-mcp) [![jospnunes/idencify-mcp MCP server](https://glama.ai/mcp/servers/jospnunes/idencify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jospnunes/idencify-mcp) 🎖️ 🦀 ☁️ - Hosted code-intelligence platform: connect a GitHub repo and agents get a whole-repo, cross-language call graph with 14 tools — blast-radius impact analysis, transitive callers, dead code, dependency cycles, architecture health, hybrid semantic search, and exact graph diffs between commits. OAuth 2.1; works with Claude Code, Cursor, and any MCP client. -- [drhalto/agentmako](https://github.com/drhalto/agentmako) [![drhalto/agentmako MCP server](https://glama.ai/mcp/servers/drhalto/agentmako/badges/score.svg)](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin. -- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [![Dusheh/myclaw-toolkit MCP server](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) 📇 ☁️ 🍎 🪟 🐧 - 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). `npx myclaw-toolkit` -- [paramount-engineering/roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio) [![paramount-engineering/roku-dev-studio MCP server](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio/badges/score.svg)](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio) 📇 🏠 🍎 🪟 🐧 - All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging, and real-time log monitoring. -- [ILoveMyJay/repocontext](https://github.com/ILoveMyJay/repocontext) [![ILoveMyJay/repocontext MCP server](https://glama.ai/mcp/servers/ILoveMyJay/repocontext/badges/score.svg)](https://glama.ai/mcp/servers/ILoveMyJay/repocontext) 📇 🏠 🍎 🪟 🐧 - Next-gen AST codebase map, token compression (70%~85% savings), and context packaging engine for AI coding agents & IDEs. -- [machinegrade/validate](https://github.com/machinegrade/validate) [![machinegrade/validate MCP server](https://glama.ai/mcp/servers/machinegrade/validate/badges/score.svg)](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable. -- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [![AKzar1el/mcp-web-validator MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) 📇 ☁️ 🏠 🍎 🪟 🐧 - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required. -- [halloffame12/CTX](https://github.com/halloffame12/CTX) [![halloffame12/CTX MCP server](https://glama.ai/mcp/servers/halloffame12/CTX/badges/score.svg)](https://glama.ai/mcp/servers/halloffame12/CTX) 🦀 🏠 🍎 🪟 🐧 - Codebase intelligence and context engine for AI coding agents. Indexes a repo into a deterministic code graph (symbols, references, dependency and reverse-dependency edges) with semantic diffs and impact analysis - 10 tools, no API keys, 100% local. `npx -y ctxai-cli mcp`. -- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [![trakshan-mishra/Diffcontext MCP server](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext/badges/score.svg)](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) 🐍 🏠 🍎 🪟 🐧 - Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes `verify` which mines your repo's git history and grades retrieval — printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`. -- [alexbypa/github-projectpulse-mcp](https://github.com/alexbypa/github-projectpulse-mcp) [![alexbypa/github-projectpulse-mcp MCP server](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp) 📇 ☁️ - GitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo. -- [TimurRakhmatullin86/mcp-drill](https://github.com/TimurRakhmatullin86/mcp-drill) [![TimurRakhmatullin86/mcp-drill MCP server](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill/badges/score.svg)](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill) 🐍 🏠 🍎 🪟 🐧 - Fault injection + model-free reliability scorecard for MCP servers. Injects timeouts, malformed JSON-RPC, truncated & corrupted-but-valid outputs; grades `outputSchema` enforceability (31 servers, 265 tools — only 3% enforceable) + error conformance. `pip install mcp-drill[scan]` · `uvx mcp-drill scan -- npx -y @modelcontextprotocol/server-filesystem /tmp` · GitHub Action + badge. See [vs mcp-scan](https://timurrakhmatullin86.github.io/mcp-drill/vs-mcp-scan/). +- [ieranama/discomcp](https://github.com/ieranama/discomcp) [![ieranama/discomcp MCP server](https://glama.ai/mcp/servers/ieranama/discomcp/badges/score.svg)](https://glama.ai/mcp/servers/ieranama/discomcp) 🦀 🏠 🍎 🪟 🐧 - Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class. +- [Karzone/TestAtlas](https://github.com/Karzone/TestAtlas) [![Karzone/TestAtlas MCP server](https://glama.ai/mcp/servers/Karzone/TestAtlas/badges/score.svg)](https://glama.ai/mcp/servers/Karzone/TestAtlas) #️⃣ 🏠 🍎 🪟 🐧 - Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code. +- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [![ARADIA-systems/aradia-mcp-server MCP server](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking. +- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [![iyashjayesh/tokenchit MCP server](https://glama.ai/mcp/servers/iyashjayesh/tokenchit/badges/score.svg)](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) 📇 🏠 🍎 🪟 🐧 - Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap. +- [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [![kyle641320/true-memory-fragments MCP server](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments/badges/score.svg)](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact. +- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [![rafim-dev/mcp-context-condenser MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage. +- [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [![rafim-dev/mcp-doctor MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files. +- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [![om-tajne/pkgdiet MCP server](https://glama.ai/mcp/servers/om-tajne/pkgdiet/badges/score.svg)](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies. +- [aicanvas-me/aicanvas](https://github.com/aicanvas-me/aicanvas) [![aicanvas-me/aicanvas MCP server](https://glama.ai/mcp/servers/aicanvas-me/aicanvas/badges/score.svg)](https://glama.ai/mcp/servers/aicanvas-me/aicanvas) 📇 🏠 🍎 🪟 🐧 - Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry. +- [Hyperiux-Immersion-Labs/hyperiux-components](https://github.com/Hyperiux-Immersion-Labs/hyperiux-components) [![Hyperiux-Immersion-Labs/hyperiux-components MCP server](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components/badges/score.svg)](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components) 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code. +- [2ools/mcp-server](https://github.com/2ools/mcp-server) [![2ools/mcp-server MCP server](https://glama.ai/mcp/servers/2ools/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export. +- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [![aurumflux20/effectfence MCP server](https://glama.ai/mcp/servers/aurumflux20/effectfence/badges/score.svg)](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt. +- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [![baobabcat/demandscope MCP server](https://glama.ai/mcp/servers/baobabcat/demandscope/badges/score.svg)](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts. +- [BoxBoxmari/my-pi](https://github.com/BoxBoxmari/my-pi) [![BoxBoxmari/my-pi MCP server](https://glama.ai/mcp/servers/BoxBoxmari/my-pi/badges/score.svg)](https://glama.ai/mcp/servers/BoxBoxmari/my-pi) 📇 🏠 🍎 🪟 🐧 - Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling. +- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [![Bristlecone-Logic/bristlecone-logic MCP server](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic/badges/score.svg)](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair. +- [bricelancasterwcp-sudo/sensorium](https://github.com/bricelancasterwcp-sudo/sensorium) [![bricelancasterwcp-sudo/sensorium MCP server](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium/badges/score.svg)](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium) 🐍 🦀 📇 🏠 🐧 - Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow. +- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [![hivemindunit/llmintel-mcp MCP server](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model ID is deprecated, retiring or retired, and what to migrate to, across OpenAI, Anthropic, Azure, Bedrock, Google and Cohere. +- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [![Jubstaaa/hono-telescope MCP server](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope/badges/score.svg)](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) 📇 🏠 - Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries. +- [Jarroslav/agentic-os](https://github.com/Jarroslav/agentic-os) [![Jarroslav/agentic-os MCP server](https://glama.ai/mcp/servers/Jarroslav/agentic-os/badges/score.svg)](https://glama.ai/mcp/servers/Jarroslav/agentic-os) 📇 🏠 🍎 🪟 🐧 - Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification. +- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [![rm-rf-prod/GroundTruth-MCP MCP server](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP/badges/score.svg)](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning. +- [scarletkc/vexor](https://github.com/scarletkc/vexor) [![scarletkc/vexor MCP server](https://glama.ai/mcp/servers/scarletkc/vexor/badges/score.svg)](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models. +- [apatureai/bastion](https://github.com/apatureai/bastion) [![apatureai/bastion MCP server](https://glama.ai/mcp/servers/apatureai/bastion/badges/score.svg)](https://glama.ai/mcp/servers/apatureai/bastion) 📇 🏠 - Design review of rendered UI for coding agents: submit a preview URL, get findings with element references and recheck after fixing. Read-only. +- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [![aradar46/reuse-before-generate MCP server](https://glama.ai/mcp/servers/aradar46/reuse-before-generate/badges/score.svg)](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) 📇 🏠 🍎 🪟 🐧 - Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaffolding anew. +- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [![hernaninverso/eleata-verify-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Hallucination guard: verify a claim against evidence (supported, refuted or not enough evidence) with a confidence score and abstain flag. +- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [![appcreationsca/bumpguard-mcp MCP server](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucinated API calls. +- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [![MasterPlayspots/motionspec MCP server](https://glama.ai/mcp/servers/MasterPlayspots/motionspec/badges/score.svg)](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS. +- [SLP-DEV1/qwen-dap-mcp](https://github.com/SLP-DEV1/qwen-dap-mcp) [![SLP-DEV1/qwen-dap-mcp MCP server](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp) 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows. +- [TomD4vs/prumo](https://github.com/TomD4vs/prumo) [![TomD4vs/prumo MCP server](https://glama.ai/mcp/servers/TomD4vs/prumo/badges/score.svg)](https://glama.ai/mcp/servers/TomD4vs/prumo) 📇 🏠 🍎 🪟 🐧 - Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift. +- [VerificateAI/verificate-mcp-quickstart](https://github.com/VerificateAI/verificate-mcp-quickstart) [![VerificateAI/verificate-mcp-quickstart MCP server](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart/badges/score.svg)](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart) 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan. +- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [![cyberrescue MCP server](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue/badges/score.svg)](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics. +- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [![Delx MCP Server](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery. +- [deed-lang/deed](https://github.com/deed-lang/deed) [![deed-lang/deed MCP server](https://glama.ai/mcp/servers/deed-lang/deed/badges/score.svg)](https://glama.ai/mcp/servers/deed-lang/deed) 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority. +- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [![DeusData/codebase-memory-mcp MCP server](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP. +- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [![docweave/mcp MCP server](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) 📇 🏠 ☁️ - Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs. +- [dynatrace-oss/dynatrace-managed-mcp](https://github.com/dynatrace-oss/dynatrace-managed-mcp) [![dynatrace-managed-mcp MCP server](https://glama.ai/mcp/servers/dynatrace-oss/dynatrace-managed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dynatrace-oss/dynatrace-managed-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments. +- [emailens/mcp](https://github.com/emailens/mcp) [![emailens/mcp MCP server](https://glama.ai/mcp/servers/emailens/mcp/badges/score.svg)](https://glama.ai/mcp/servers/emailens/mcp) 🎖️ 📇 ☁️ - Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simulation and fixes. +- [embedded-society/altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp) [![embedded-society/altium-designer-mcp MCP server](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp) 🦀 🏠 🍎 🪟 🐧 - Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models. +- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [![forgemeshlabs/aso-audit-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Audits website and API agent readiness: robots.txt AI rules, llms.txt, agent cards, MCP server cards and OAuth metadata, with maturity scores and fix plans. +- [JoeGlenn1213/ActionD](https://github.com/JoeGlenn1213/ActionD) [![JoeGlenn1213/ActionD MCP server](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD/badges/score.svg)](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD) 🏎️ 🏠 🍎 🐧 - Local CI/CD for agents: runs jobs on LGH git events in isolated checkouts, with failure diagnosis, approval gates, auto-rollback and a web console. +- [kucherenko/jscpd](https://github.com/kucherenko/jscpd) [![kucherenko/jscpd MCP server](https://glama.ai/mcp/servers/kucherenko/jscpd/badges/score.svg)](https://glama.ai/mcp/servers/kucherenko/jscpd) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing. +- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [![KyaniteLabs/checkyourself MCP server](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes. +- [m00nreport/mcp-server](https://github.com/m00nreport/mcp-server) [![m00nreport/mcp-server MCP server](https://glama.ai/mcp/servers/m00nreport/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/m00nreport/mcp-server) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and release readiness. +- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [![mcurmi05/vdiff MCP server](https://glama.ai/mcp/servers/mcurmi05/vdiff/badges/score.svg)](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs. +- [minipuft/claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp) [![minipuft/claude-prompts-mcp MCP server](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp) 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents. +- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [![modus-agendi/managed-agent-control-mcp MCP server](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp/badges/score.svg)](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them. +- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [![getnahook/nahook-mcp MCP server](https://glama.ai/mcp/servers/getnahook/nahook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints. +- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [![naveenayalla1-CS50/mcp-server-toolkit MCP server](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection. +- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [![Nishant-Chaudhary5338/mcp-code-indexer MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures. +- [noisy/noisy-coding](https://github.com/noisy/noisy-coding) [![noisy/noisy-coding MCP server](https://glama.ai/mcp/servers/noisy/noisy-coding/badges/score.svg)](https://glama.ai/mcp/servers/noisy/noisy-coding) 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: live speech-to-text with turn-taking, spoken replies with xAI Grok voices, per-subagent voice personas and a real-time HUD. +- [nomadop/session-watcher](https://github.com/nomadop/session-watcher) [![nomadop/session-watcher MCP server](https://glama.ai/mcp/servers/nomadop/session-watcher/badges/score.svg)](https://glama.ai/mcp/servers/nomadop/session-watcher) 📇 🏠 🍎 🪟 🐧 - Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line. +- [oddunits/pntr-cli](https://github.com/oddunits/pntr-cli) [![oddunits/pntr-cli MCP server](https://glama.ai/mcp/servers/oddunits/pntr-cli/badges/score.svg)](https://glama.ai/mcp/servers/oddunits/pntr-cli) 🎖️ 📇 ☁️ - Register PNTR dev subdomains, manage DNS records, receive email in a disposable inbox and capture inbound HTTP requests for webhook debugging. +- [raccioly/docguard](https://github.com/raccioly/docguard) [![raccioly/docguard MCP server](https://glama.ai/mcp/servers/raccioly/docguard/badges/score.svg)](https://glama.ai/mcp/servers/raccioly/docguard) 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes. Read-only. +- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [![tatavarthitarun/nowsecure-mcp-server MCP server](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - NowSecure Platform mobile security testing: list applications, pull remediation findings and generate PDF reports locally. +- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [![adrianczuczka/mason MCP server](https://glama.ai/mcp/servers/adrianczuczka/mason/badges/score.svg)](https://glama.ai/mcp/servers/adrianczuczka/mason) 📇 🏠 🍎 🪟 🐧 - Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated searches. +- [Avazbek22/DevProjex](https://github.com/Avazbek22/DevProjex) [![Avazbek22/DevProjex MCP server](https://glama.ai/mcp/servers/Avazbek22/DevProjex/badges/score.svg)](https://glama.ai/mcp/servers/Avazbek22/DevProjex) #️⃣ 🏠 🍎 🪟 🐧 - Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression. +- [masondelan/selvedge](https://github.com/masondelan/selvedge) [![masondelan/selvedge MCP server](https://glama.ai/mcp/servers/masondelan/selvedge/badges/score.svg)](https://glama.ai/mcp/servers/masondelan/selvedge) 🐍 🏠 - Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search. +- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [![saiffmirza/kiyas MCP server](https://glama.ai/mcp/servers/saiffmirza/kiyas/badges/score.svg)](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity. +- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [![sapph1re/mcp-billing-gateway-sdk MCP server](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code. +- [agenticempire/axint](https://github.com/agenticempire/axint) [![agenticempire/axint MCP server](https://glama.ai/mcp/servers/agenticempire/axint/badges/score.svg)](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps. +- [AIStoryHub/etincel](https://github.com/AIStoryHub/etincel) [![AIStoryHub/etincel MCP server](https://glama.ai/mcp/servers/AIStoryHub/etincel/badges/score.svg)](https://glama.ai/mcp/servers/AIStoryHub/etincel) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice. +- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [![callstackincubator/agent-device MCP server](https://glama.ai/mcp/servers/callstackincubator/agent-device/badges/score.svg)](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation. +- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [![cq27-dev/rag-rat MCP server](https://glama.ai/mcp/servers/cq27-dev/rag-rat/badges/score.svg)](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories. +- [drhalto/agentmako](https://github.com/drhalto/agentmako) [![drhalto/agentmako MCP server](https://glama.ai/mcp/servers/drhalto/agentmako/badges/score.svg)](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness. +- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [![Dusheh/myclaw-toolkit MCP server](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) 📇 ☁️ 🍎 🪟 🐧 - Developer utilities: web search, exchange rates, crypto prices, QR codes, JSON formatting, UUIDs, URL tools, domain checks and RSS feeds, some paid via x402. +- [paramount-engineering/roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio) [![paramount-engineering/roku-dev-studio MCP server](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio/badges/score.svg)](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio) 📇 🏠 🍎 🪟 🐧 - Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring. +- [ILoveMyJay/repocontext](https://github.com/ILoveMyJay/repocontext) [![ILoveMyJay/repocontext MCP server](https://glama.ai/mcp/servers/ILoveMyJay/repocontext/badges/score.svg)](https://glama.ai/mcp/servers/ILoveMyJay/repocontext) 📇 🏠 🍎 🪟 🐧 - AST-based codebase map, token compression and context packaging for AI coding agents and IDEs. +- [machinegrade/validate](https://github.com/machinegrade/validate) [![machinegrade/validate MCP server](https://glama.ai/mcp/servers/machinegrade/validate/badges/score.svg)](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts: JSON Schema and OpenAPI response conformance and per-dialect SQL syntax, with typed verdicts and fix hints. +- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [![AKzar1el/mcp-web-validator MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) 📇 ☁️ 🏠 🍎 🪟 🐧 - Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots. +- [halloffame12/CTX](https://github.com/halloffame12/CTX) [![halloffame12/CTX MCP server](https://glama.ai/mcp/servers/halloffame12/CTX/badges/score.svg)](https://glama.ai/mcp/servers/halloffame12/CTX) 🦀 🏠 🍎 🪟 🐧 - Indexes a repo into a local, deterministic code graph (symbols, references, dependencies) with semantic diffs and impact analysis. +- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [![trakshan-mishra/Diffcontext MCP server](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext/badges/score.svg)](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) 🐍 🏠 🍎 🪟 🐧 - Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget. +- [alexbypa/github-projectpulse-mcp](https://github.com/alexbypa/github-projectpulse-mcp) [![alexbypa/github-projectpulse-mcp MCP server](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp) 📇 ☁️ - GitHub repository health monitoring: A-F health grades, OpenSSF security checks, DORA metrics, code scanning alerts and CI/CD status. +- [TimurRakhmatullin86/mcp-drill](https://github.com/TimurRakhmatullin86/mcp-drill) [![TimurRakhmatullin86/mcp-drill MCP server](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill/badges/score.svg)](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill) 🐍 🏠 🍎 🪟 🐧 - Fault injection for MCP servers (timeouts, malformed JSON-RPC, corrupted outputs) with a reliability scorecard for output schemas and error conformance. Tools and integrations that enhance the development workflow and environment management. -- [infino-ai/code-context](https://github.com/infino-ai/code-context) [![infino-ai/code-context MCP server](https://glama.ai/mcp/servers/infino-ai/code-context/badges/score.svg)](https://glama.ai/mcp/servers/infino-ai/code-context) 🎖️ 📇 🏠 - Local code search for AI coding agents: hybrid keyword + semantic search with SQL relevance ranking over a plain-file index. No accounts, keys, or server. -- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [![kestiny18/spring-nacos-mcp MCP server](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies. -- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [![mithun4elp/briefkit-mcp-server MCP server](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) 📇 🏠 - Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code. +- [infino-ai/code-context](https://github.com/infino-ai/code-context) [![infino-ai/code-context MCP server](https://glama.ai/mcp/servers/infino-ai/code-context/badges/score.svg)](https://glama.ai/mcp/servers/infino-ai/code-context) 🎖️ 📇 🏠 - Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index. +- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [![kestiny18/spring-nacos-mcp MCP server](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read-only Nacos config and service discovery for Spring Cloud repos: finds environments from application/bootstrap files and diffs config keys across them. +- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [![mithun4elp/briefkit-mcp-server MCP server](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) 📇 🏠 - Generate SaaS specifications for AI build tools: design systems, database schemas and RLS policies. -- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [![magna-nz/aspnetcore-debugger-mcp MCP server](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #️⃣ 🏠 🍎🪟🐧 - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing. -- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [![marin1321/mcp-devtools MCP server](https://glama.ai/mcp/servers/marin1321/mcp-devtools/badges/score.svg)](https://glama.ai/mcp/servers/marin1321/mcp-devtools) 📇 🏠 🍎 🪟 🐧 - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode. -- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [![EtienneChollet/ontomics MCP server](https://glama.ai/mcp/servers/EtienneChollet/ontomics/badges/score.svg)](https://glama.ai/mcp/servers/EtienneChollet/ontomics) 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries. -- [ozgurcd/gograph](https://github.com/ozgurcd/gograph) [![ozgurcd/gograph MCP server](https://glama.ai/mcp/servers/ozgurcd/gograph/badges/score.svg)](https://glama.ai/mcp/servers/ozgurcd/gograph) 🏎️ 🏠 🍎 🪟 🐧 - An AST-aware structural repository graph engine and MCP server designed for AI agents. Understands Go struct embeds, public API surfaces, SQL queries, and error mapping to give agents instant codebase context without blindly grepping. -- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [![glama.ai](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics/badges/score.svg)](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) 📇 🏠 - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules. -- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [![codebeamer-mcp MCP server](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3. -- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers. -- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [![runyourempire/4DA MCP server](https://glama.ai/mcp/servers/runyourempire/4DA/badges/score.svg)](https://glama.ai/mcp/servers/runyourempire/4DA) 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first. -- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [![mvtandas/wp-cli-mcp MCP server](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) 📇 🏠 - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers. -- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [![Mogacode-ma/elementor-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) 📇 ☁️/🏠 - Agency-grade MCP server for WordPress Elementor — multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations. -- [nipun-arora/wordpress-mcp-agent-bridge](https://github.com/nipun-arora/wordpress-mcp-agent-bridge) [![nipun-arora/wordpress-mcp-agent-bridge MCP server](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge/badges/score.svg)](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge) 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema, and content snapshots (stable content hash, confirm-token verified restore) as REST routes and Abilities API tools, surfaced as MCP tools through the official mcp-adapter. Additive-only write gate, kill switches, and an audit log. Pairs with Elementor MCP (EMCP) for layout editing; never writes `_elementor_data` itself. -- [tcgunel/mobius-mcp](https://github.com/tcgunel/mobius-mcp) [![tcgunel/mobius-mcp MCP server](https://glama.ai/mcp/servers/tcgunel/mobius-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tcgunel/mobius-mcp) 📇 🏠 - Set up a WordPress site running the Sweipe or FlatMobile theme: import a demo, plan and build a site from a one-paragraph brief, review it, rewrite page copy, change core settings. Talks to the theme's REST surface with a WordPress Application Password. -- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration. -- [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - A sub-harness (both an MCP server and an MCP client). Delegates documentation and source code analysis, as well as interactions with related context-providing MCP servers, to a local or inexpensive OpenAI-compatible LLM. Drastically reduces token usage and context size for coding agents on the top-tier LLM. `uvx codebase-agent-mcp` -- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [![Open Code Review MCP](https://glama.ai/mcp/servers/@raye-deng/open-code-review/badges/score.svg)](https://glama.ai/mcp/servers/raye-deng/open-code-review) 🏠 📇 ☁️ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration. -- [repowise-dev/repowise](https://github.com/repowise-dev/repowise) [![repowise-dev/repowise MCP server](https://glama.ai/mcp/servers/repowise-dev/repowise/badges/score.svg)](https://glama.ai/mcp/servers/repowise-dev/repowise) 🐍 🏠 ☁️ - Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available. -- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer. +- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [![magna-nz/aspnetcore-debugger-mcp MCP server](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and request tracing. +- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [![marin1321/mcp-devtools MCP server](https://glama.ai/mcp/servers/marin1321/mcp-devtools/badges/score.svg)](https://glama.ai/mcp/servers/marin1321/mcp-devtools) 📇 🏠 🍎 🪟 🐧 - Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode. +- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [![EtienneChollet/ontomics MCP server](https://glama.ai/mcp/servers/EtienneChollet/ontomics/badges/score.svg)](https://glama.ai/mcp/servers/EtienneChollet/ontomics) 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases. +- [ozgurcd/gograph](https://github.com/ozgurcd/gograph) [![ozgurcd/gograph MCP server](https://glama.ai/mcp/servers/ozgurcd/gograph/badges/score.svg)](https://glama.ai/mcp/servers/ozgurcd/gograph) 🏎️ 🏠 🍎 🪟 🐧 - AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping. +- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [![glama.ai](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics/badges/score.svg)](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules. +- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [![codebeamer-mcp MCP server](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API. +- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create UI components inspired by 21st.dev design engineers. +- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [![runyourempire/4DA MCP server](https://glama.ai/mcp/servers/runyourempire/4DA/badges/score.svg)](https://glama.ai/mcp/servers/runyourempire/4DA) 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory. +- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [![mvtandas/wp-cli-mcp MCP server](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) 📇 🏠 - WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache. +- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [![Mogacode-ma/elementor-mcp-agent MCP server](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent/badges/score.svg)](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) 📇 ☁️/🏠 - Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots. +- [nipun-arora/wordpress-mcp-agent-bridge](https://github.com/nipun-arora/wordpress-mcp-agent-bridge) [![nipun-arora/wordpress-mcp-agent-bridge MCP server](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge/badges/score.svg)](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge) 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log. +- [tcgunel/mobius-mcp](https://github.com/tcgunel/mobius-mcp) [![tcgunel/mobius-mcp MCP server](https://glama.ai/mcp/servers/tcgunel/mobius-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tcgunel/mobius-mcp) 📇 🏠 - Build WordPress sites on the Sweipe or FlatMobile themes: import demos, build a site from a brief, review it, rewrite page copy and change settings. +- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI. +- [FI-Mihej/codebase-agent-mcp](https://github.com/FI-Mihej/codebase-agent-mcp) [![codebase-agent-mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/codebase-agent-mcp) 🐍 🏠 🍎 🪟 🐧 - Delegates documentation and code analysis, including calls to other MCP servers, to a local or low-cost OpenAI-compatible LLM to save top-tier model tokens. +- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [![Open Code Review MCP](https://glama.ai/mcp/servers/@raye-deng/open-code-review/badges/score.svg)](https://glama.ai/mcp/servers/raye-deng/open-code-review) 🏠 📇 ☁️ - Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects. +- [repowise-dev/repowise](https://github.com/repowise-dev/repowise) [![repowise-dev/repowise MCP server](https://glama.ai/mcp/servers/repowise-dev/repowise/badges/score.svg)](https://glama.ai/mcp/servers/repowise-dev/repowise) 🐍 🏠 ☁️ - Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisions. Runs locally. - [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [![AgiMaulana/HuaweiAppGalleryMcp MCP server](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp/badges/score.svg)](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts. -- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [![Jott2121/agent-gate MCP server](https://glama.ai/mcp/servers/Jott2121/agent-gate/badges/score.svg)](https://glama.ai/mcp/servers/Jott2121/agent-gate) 🐍 🏠 🍎 🪟 🐧 - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`. -- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [![aos-standard/mcp-blast-radius MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) 🐍 🏠 - MCP Blast-Radius Auditor — static blast radius extraction and AOS `manifest.json` divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (`mcp-blast-radius`) plus CI blocking gate (`mcp-blast-radius-gate`). Install: `pip install mcp-blast-radius==0.2.0` · [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/) -- [aos-standard/mcp-agent-health](https://github.com/aos-standard/mcp-agent-health) [![aos-standard/mcp-agent-health MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health) 🐍 🏠 - MCP Agent Health Reporter — advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: `mcp-agent-health`. Install: `pip install mcp-agent-health==0.3.1` · [PyPI](https://pypi.org/project/mcp-agent-health/0.3.1/) -- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [![agent-utils-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments. -- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [![primitiv MCP server](https://glama.ai/mcp/servers/AI-by-design/primitiv/badges/score.svg)](https://glama.ai/mcp/servers/AI-by-design/primitiv) 📇 🏠 🍎 🪟 🐧 - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine. -- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time. -- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion. -- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time. -- [GeiserX/atlassian-browser-mcp](https://github.com/GeiserX/atlassian-browser-mcp) [![GeiserX/atlassian-browser-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp) 🐍 ☁️ - Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available. -- [HarperZ9/telos](https://github.com/HarperZ9/telos) [![HarperZ9/telos MCP server](https://glama.ai/mcp/servers/HarperZ9/telos/badges/score.svg)](https://glama.ai/mcp/servers/HarperZ9/telos) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first Project Telos MCP tool line for inspectable AI work: source intake, workspace context, routing ledgers, action receipts, and MATCH / DRIFT / UNVERIFIABLE verification packets across 5 stdio servers. -- [rust-works/omni-dev](https://github.com/rust-works/omni-dev) [![rust-works/omni-dev MCP server](https://glama.ai/mcp/servers/rust-works/omni-dev/badges/score.svg)](https://glama.ai/mcp/servers/rust-works/omni-dev) 🦀 ☁️ 🏠 - MCP server for Atlassian Jira and Confluence with schema-validated Markdown↔ADF conversion. Catches content-model violations at conversion time rather than silently dropping ADF-only nodes like panels, mentions, and layouts. -- [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram". -- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase. -- [mikusnuz/app-publish-mcp](https://github.com/mikusnuz/app-publish-mcp) [![mikusnuz/app-publish-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp) 📇 ☁️ - Unified MCP server for App Store Connect & Google Play Console — 91 tools for iOS/Android app management, TestFlight, builds, submissions, pricing, and sales reports. -- [mikusnuz/cws-mcp](https://github.com/mikusnuz/cws-mcp) [![mikusnuz/cws-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/cws-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/cws-mcp) 📇 ☁️ - MCP server for Chrome Web Store extension management — 8 tools for upload, publish, status, staged rollout, and metadata updates. -- [mikusnuz/npm-mcp](https://github.com/mikusnuz/npm-mcp) [![mikusnuz/npm-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/npm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/npm-mcp) 📇 🏠 - MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant. -- [Wopee-io/wopee-mcp](https://github.com/Wopee-io/wopee-mcp) [![Wopee-io/wopee-mcp MCP server](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp) 📇 ☁️ - Autonomous testing for web apps — dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation. -- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [![wooxogh/adr-mcp-setup MCP server](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup/badges/score.svg)](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) 📇 🏠 - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts. -- [agent-easy-use/mobile-easy-use](https://github.com/agent-easy-use/mobile-easy-use) [![agent-easy-use/mobile-easy-use MCP server](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use/badges/score.svg)](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use) 🏠 - MCP tools and Skills for Android/iOS runtime inspection and control: method hooks, state inspection, temporary overrides, UI actions, and screenshots. Built on Frida; requires debug-build integration. -- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations. -- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) 📇 🏠 🍎 🪟 🐧 - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go. -- [ahmedak/defluff](https://github.com/ahmedak/defluff) [![ahmedak/defluff MCP server](https://glama.ai/mcp/servers/ahmedak/defluff/badges/score.svg)](https://glama.ai/mcp/servers/ahmedak/defluff) 🐍 🏠 🍎 🪟 🐧 - Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. `pip install defluff` -- [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [![ahmedxuhri/bigindexer MCP server](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer/badges/score.svg)](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks. -- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [![aidemd-mcp/server MCP server](https://glama.ai/mcp/servers/aidemd-mcp/server/badges/score.svg)](https://glama.ai/mcp/servers/aidemd-mcp/server) 📇 🏠 - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP. -- [aiulms/codelattice](https://github.com/aiulms/codelattice) [![aiulms/codelattice MCP server](https://glama.ai/mcp/servers/aiulms/codelattice/badges/score.svg)](https://glama.ai/mcp/servers/aiulms/codelattice) 🦀 🏠 🍎 🐧 - Local code-graph engine for AI coding workflows: static analysis of Rust, Cangjie, ArkTS, TypeScript/JavaScript, C/C++, Python, and Shell projects into symbols, imports, call graphs, and quality gates, with pre-commit change review, impact analysis, and a 6-tool AI facade (50 tools in full mode). Read-only by design — never executes build scripts or uploads code. Install from release tarball or build from source. -- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [![TempoGraph MCP server](https://glama.ai/mcp/servers/Elmoaid/TempoGraph/badges/score.svg)](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) 🐍 🏠 🍎 🪟 🐧 - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization. -- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [![ellmos-ai/ellmos-codecommander-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects. -- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [![ethbak/icon-composer-mcp MCP server](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) 📇 🏠 🍎 - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export. -- [Explorer-64/imagcon-mcp](https://github.com/Explorer-64/imagcon-mcp) [![Explorer-64/imagcon-mcp MCP server](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Generate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json — packaged as a ZIP. Powered by Google Imagen 4. -- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent. -- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) 📇 🏠 🍎 🪟 🐧 - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills. -- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. -- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control. -- [andrewschreiber/desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp) [![andrewschreiber/desktopinsights-mcp MCP server](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp) 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API. -- [andypgray/resharper-cli-mcp](https://github.com/andypgray/resharper-cli-mcp) [![andypgray/resharper-cli-mcp MCP server](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp) #️⃣ 🏠 🍎 🪟 🐧 - ReSharper's solution-wide inspections and code cleanup for C# solutions, via JetBrains' free command-line tools. No IDE required. Unofficial, not affiliated with JetBrains. -- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix). -- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status. -- [PhpCodeArcheology/PhpCodeArcheology](https://github.com/PhpCodeArcheology/PhpCodeArcheology) [![PhpCodeArcheology MCP server](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology/badges/score.svg)](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer. -- [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages. -- [astandrik/codex-pets](https://github.com/astandrik/codex-pets) [![astandrik/codex-pets MCP server](https://glama.ai/mcp/servers/astandrik/codex-pets/badges/score.svg)](https://glama.ai/mcp/servers/astandrik/codex-pets) 📇 ☁️ - Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP. -- [arvindand/maven-tools-mcp](https://github.com/arvindand/maven-tools-mcp) ☕ ☁️ 🏠 🍎 🪟 🐧 - Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance. -- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more. -- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema) -- [avisangle/jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support. -- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages. -- [ayhammouda/python-docs-mcp-server](https://github.com/ayhammouda/python-docs-mcp-server) [![python-docs-mcp-server MCP server](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context. -- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once -- [back1ply/agent-skill-loader](https://github.com/back1ply/agent-skill-loader) 📇 🏠 - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand. -- [bbonnin/openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp) ☕ 🏠 🍎 🪟 🐧 - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API. -- [beardfaceguy/daimonos](https://github.com/beardfaceguy/daimonos) [![beardfaceguy/daimonos MCP server](https://glama.ai/mcp/servers/beardfaceguy/daimonos/badges/score.svg)](https://glama.ai/mcp/servers/beardfaceguy/daimonos) 🦀 🏠 🍎 🐧 - Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings. -- [BetterDB-inc/monitor](https://github.com/BetterDB-inc/monitor) [![BetterDB MCP server](https://glama.ai/mcp/servers/BetterDB-inc/monitor/badges/score.svg)](https://glama.ai/mcp/servers/BetterDB-inc/monitor) 📇 ☁️ 🏠 - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants. -- [muvon/octocode](https://github.com/Muvon/octocode) [![octocode](https://glama.ai/mcp/servers/Muvon/octocode/badges/score.svg)](https://glama.ai/mcp/servers/Muvon/) 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files. -- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime. -- [bitrise-io/bitrise-mcp](https://github.com/bitrise-io/bitrise-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - MCP Server for the [Bitrise](https://bitrise.io) API, enabling app management, build operations, artifact management and more. -- [BrainGrid MCP](https://docs.braingrid.ai/mcp-server/installation) 🎖️☁️ - [BrainGrid](https://braingrid.ai) MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably. -- [BrunoKrugel/echo-mcp](https://github.com/BrunoKrugel/echo-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools. -- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more. -- [canopy-labs/featureflip-mcp](https://github.com/canopy-labs/featureflip-mcp) [![canopy-labs/featureflip-mcp MCP server](https://glama.ai/mcp/servers/canopy-labs/featureflip-mcp/badges/score.svg)](https://glama.ai/mcp/servers/canopy-labs/featureflip-mcp) 🎖️ 📇 ☁️ - Manage Featureflip feature flags from AI agents: create and toggle flags, edit targeting rules, and find stale flags. -- [carldaws/squiggles](https://github.com/carldaws/squiggles) [![carldaws/squiggles MCP server](https://glama.ai/mcp/servers/carldaws/squiggles/badges/score.svg)](https://glama.ai/mcp/servers/carldaws/squiggles) 📇 🏠 - Let your agent see the squiggles: any number of LSP servers from one YAML config — diagnostics, go-to-definition, rename — plus each server's custom powers, like expanding Rust macros or running govulncheck through gopls. -- [carloshpdoc/memorydetective](https://github.com/carloshpdoc/memorydetective) [![carloshpdoc/memorydetective MCP server](https://glama.ai/mcp/servers/carloshpdoc/memorydetective/badges/score.svg)](https://glama.ai/mcp/servers/carloshpdoc/memorydetective) 📇 🏠 🍎 - iOS leak hunting and performance investigation. Reads `.memgraph` (`leaks(1)`) and `.trace` (`xctrace`) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift `fixTemplate` snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x `leaks --outputGraph` regression; `replayScenario` + `captureScenarioState` close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via `verifyFix` and `compareTracesByPattern`. Apache 2.0. -- [cerebrixos-org/tuning-engines-cli](https://github.com/cerebrixos-org/tuning-engines-cli) [![cerebrixos-org/tuning-engines-cli MCP server](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli/badges/score.svg)](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli) 📇 ☁️ 🍎 🪟 🐧 - Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export. -- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects. -- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI. -- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager) -- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools. -- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks. -- [ClaudeCodeNavi/claudecodenavi-mcp](https://github.com/saikiyusuke/claudecodenavi-mcp) 📇 ☁️ - Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community. -- [cocaxcode/api-testing-mcp](https://github.com/cocaxcode/api-testing-mcp) [![cocaxcode/api-testing-mcp MCP server](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp) 📇 🏠 🍎 🪟 🐧 - The most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed. -- [patchloom/patchloom](https://github.com/patchloom/patchloom) [![patchloom/patchloom MCP server](https://glama.ai/mcp/servers/patchloom/patchloom/badges/score.svg)](https://glama.ai/mcp/servers/patchloom/patchloom) 🦀 🏠 🍎 🪟 🐧 - Agent-safe structured file edits for AI agents: JSON/YAML/TOML by selector, markdown, AST, dry-run, multi-file batch/tx. Not a generic filesystem MCP. `cargo install patchloom` / `npx -y patchloom mcp-server`. -- [PatrickSys/codebase-context](https://github.com/PatrickSys/codebase-context) [![codebase-context MCP server](https://glama.ai/mcp/servers/@PatrickSys/codebase-context/badges/score.svg)](https://glama.ai/mcp/servers/@PatrickSys/codebase-context) 📇 🏠 🍎 🪟 🐧 - Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local. -- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools. +- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [![Jott2121/agent-gate MCP server](https://glama.ai/mcp/servers/Jott2121/agent-gate/badges/score.svg)](https://glama.ai/mcp/servers/Jott2121/agent-gate) 🐍 🏠 🍎 🪟 🐧 - Lets agents gate their own work: a fail-closed ship checklist, independent refute-first review and a tamper-evident, hash-chained receipts ledger. +- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [![aos-standard/mcp-blast-radius MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) 🐍 🏠 - Static blast-radius extraction and an AOS manifest.json divergence check (Oracle, Permitted, Prohibited), also usable as a blocking CI gate. +- [aos-standard/mcp-agent-health](https://github.com/aos-standard/mcp-agent-health) [![aos-standard/mcp-agent-health MCP server](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health/badges/score.svg)](https://glama.ai/mcp/servers/aos-standard/mcp-agent-health) 🐍 🏠 - Agent health reporter: advisory health scans under AOS discipline covering manifest, services, immune loop and evidence. +- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [![agent-utils-mcp MCP server](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding. +- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [![primitiv MCP server](https://glama.ai/mcp/servers/AI-by-design/primitiv/badges/score.svg)](https://glama.ai/mcp/servers/AI-by-design/primitiv) 📇 🏠 🍎 🪟 🐧 - Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules. +- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code. +- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion. +- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud: work with projects, issues, comments and related development information. +- [GeiserX/atlassian-browser-mcp](https://github.com/GeiserX/atlassian-browser-mcp) [![GeiserX/atlassian-browser-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/atlassian-browser-mcp) 🐍 ☁️ - Wraps mcp-atlassian with Playwright SSO login to reach Atlassian Server/Data Center behind corporate SSO (Okta, SAML, ADFS) where API tokens are unavailable. +- [HarperZ9/telos](https://github.com/HarperZ9/telos) [![HarperZ9/telos MCP server](https://glama.ai/mcp/servers/HarperZ9/telos/badges/score.svg)](https://glama.ai/mcp/servers/HarperZ9/telos) 🐍 📇 🏠 🍎 🪟 🐧 - Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets. +- [rust-works/omni-dev](https://github.com/rust-works/omni-dev) [![rust-works/omni-dev MCP server](https://glama.ai/mcp/servers/rust-works/omni-dev/badges/score.svg)](https://glama.ai/mcp/servers/rust-works/omni-dev) 🦀 ☁️ 🏠 - Atlassian Jira and Confluence with schema-validated Markdown/ADF conversion that flags content-model violations instead of silently dropping nodes. +- [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app. +- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Identifies important files in a codebase from dependency relationships, with diagrams and importance scores. +- [mikusnuz/app-publish-mcp](https://github.com/mikusnuz/app-publish-mcp) [![mikusnuz/app-publish-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp) 📇 ☁️ - App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports. +- [mikusnuz/cws-mcp](https://github.com/mikusnuz/cws-mcp) [![mikusnuz/cws-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/cws-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/cws-mcp) 📇 ☁️ - Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates. +- [mikusnuz/npm-mcp](https://github.com/mikusnuz/npm-mcp) [![mikusnuz/npm-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/npm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/npm-mcp) 📇 🏠 - npm package management: publish, version, search, audit, install and more. +- [Wopee-io/wopee-mcp](https://github.com/Wopee-io/wopee-mcp) [![Wopee-io/wopee-mcp MCP server](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp) 📇 ☁️ - Autonomous web app testing: run test cases in real browsers with pass/fail results and screenshots, and generate user stories, test cases and Playwright code. +- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [![wooxogh/adr-mcp-setup MCP server](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup/badges/score.svg)](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) 📇 🏠 - Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts. +- [agent-easy-use/mobile-easy-use](https://github.com/agent-easy-use/mobile-easy-use) [![agent-easy-use/mobile-easy-use MCP server](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use/badges/score.svg)](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use) 🏠 - Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots. +- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) 📇 🏠 🍎 🪟 🐧 - Persistent Tree-sitter code index for precise, compact code search in languages including C#, TypeScript, Python, Rust and Go. +- [ahmedak/defluff](https://github.com/ahmedak/defluff) [![ahmedak/defluff MCP server](https://glama.ai/mcp/servers/ahmedak/defluff/badges/score.svg)](https://glama.ai/mcp/servers/ahmedak/defluff) 🐍 🏠 🍎 🪟 🐧 - Deterministic, offline detector for filler phrases and clichés in AI-generated prose, using a curated phrase list and returning exact spans and a 0-1 score. +- [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [![ahmedxuhri/bigindexer MCP server](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer/badges/score.svg)](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence: scans local source, clusters files by behavioral role, maps coupling seams and finds similar in-repo code for complex tasks. +- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [![aidemd-mcp/server MCP server](https://glama.ai/mcp/servers/aidemd-mcp/server/badges/score.svg)](https://glama.ai/mcp/servers/aidemd-mcp/server) 📇 🏠 - Structured .aide spec files that give agents progressive disclosure of codebase architecture. +- [aiulms/codelattice](https://github.com/aiulms/codelattice) [![aiulms/codelattice MCP server](https://glama.ai/mcp/servers/aiulms/codelattice/badges/score.svg)](https://glama.ai/mcp/servers/aiulms/codelattice) 🦀 🏠 🍎 🐧 - Read-only local code graph for Rust, Cangjie, ArkTS, TS/JS, C/C++, Python and Shell: call graphs, quality gates, change review and impact analysis. +- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [![ellmos-ai/ellmos-codecommander-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Code analysis, JSON repair, encoding fixes and import organization for local projects. +- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [![ethbak/icon-composer-mcp MCP server](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) 📇 🏠 🍎 - Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for the App Store. +- [Explorer-64/imagcon-mcp](https://github.com/Explorer-64/imagcon-mcp) [![Explorer-64/imagcon-mcp MCP server](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Explorer-64/imagcon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Generate PWA, iOS and Android app icon sets from a text description with Google Imagen 4: all required sizes, maskable icons, splash screens and manifest.json. +- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - Dynamic SOC security threat analysis for a Text2SQL AI agent. +- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) 📇 🏠 🍎 🪟 🐧 - Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations. +- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com. +- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 - Control the iOS Simulator. +- [andrewschreiber/desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp) [![andrewschreiber/desktopinsights-mcp MCP server](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp) 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights. +- [andypgray/resharper-cli-mcp](https://github.com/andypgray/resharper-cli-mcp) [![andypgray/resharper-cli-mcp MCP server](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp) #️⃣ 🏠 🍎 🪟 🐧 - ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial. +- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 - Query and manage all resources in Apache APISIX. +- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) 🐍 🏠 🪟 🐧 🍎 - Retrieve SonarQube project information: current and historical metrics, issues and health status. +- [PhpCodeArcheology/PhpCodeArcheology](https://github.com/PhpCodeArcheology/PhpCodeArcheology) [![PhpCodeArcheology MCP server](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology/badges/score.svg)](https://glama.ai/mcp/servers/PhpCodeArcheology/PhpCodeArcheology) 🏠 🍎 🪟 🐧 - PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis. +- [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages. +- [astandrik/codex-pets](https://github.com/astandrik/codex-pets) [![astandrik/codex-pets MCP server](https://glama.ai/mcp/servers/astandrik/codex-pets/badges/score.svg)](https://glama.ai/mcp/servers/astandrik/codex-pets) 📇 ☁️ - Read-only registry of animated companion packs (pets) for Codex: search, preview and install community pets and generate badges and embed cards. +- [arvindand/maven-tools-mcp](https://github.com/arvindand/maven-tools-mcp) ☕ ☁️ 🏠 🍎 🪟 🐧 - Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance. +- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more. +- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Integrate any API with AI agents using its OpenAPI schema. +- [avisangle/jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations. +- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - Run code in multiple programming languages locally via Docker. +- [ayhammouda/python-docs-mcp-server](https://github.com/ayhammouda/python-docs-mcp-server) [![python-docs-mcp-server MCP server](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ayhammouda/python-docs-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context. +- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally and generate docs or llm.txt for a whole project at once. +- [back1ply/agent-skill-loader](https://github.com/back1ply/agent-skill-loader) 📇 🏠 - Load Claude Code skills into agents without copying files: discover, read and install skills on demand. +- [bbonnin/openapi-to-mcp](https://github.com/bbonnin/openapi-to-mcp) ☕ 🏠 🍎 🪟 🐧 - Converts any OpenAPI/Swagger specification into MCP tools automatically. +- [beardfaceguy/daimonos](https://github.com/beardfaceguy/daimonos) [![beardfaceguy/daimonos MCP server](https://glama.ai/mcp/servers/beardfaceguy/daimonos/badges/score.svg)](https://glama.ai/mcp/servers/beardfaceguy/daimonos) 🦀 🏠 🍎 🐧 - Compact structured-JSON replacements for built-in file, search, exec and git tools, with git, cargo, gh and docker plugins, output filtering and batching. +- [BetterDB-inc/monitor](https://github.com/BetterDB-inc/monitor) [![BetterDB MCP server](https://glama.ai/mcp/servers/BetterDB-inc/monitor/badges/score.svg)](https://glama.ai/mcp/servers/BetterDB-inc/monitor) 📇 ☁️ 🏠 - Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues. +- [muvon/octocode](https://github.com/Muvon/octocode) [![octocode](https://glama.ai/mcp/servers/Muvon/octocode/badges/score.svg)](https://glama.ai/mcp/servers/Muvon/) 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture. +- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - Research, analysis and discovery across GitHub and npm in real time. +- [bitrise-io/bitrise-mcp](https://github.com/bitrise-io/bitrise-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Bitrise API: app management, build operations, artifact management and more. +- [BrunoKrugel/echo-mcp](https://github.com/BrunoKrugel/echo-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools. +- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more. +- [canopy-labs/featureflip-mcp](https://github.com/canopy-labs/featureflip-mcp) [![canopy-labs/featureflip-mcp MCP server](https://glama.ai/mcp/servers/canopy-labs/featureflip-mcp/badges/score.svg)](https://glama.ai/mcp/servers/canopy-labs/featureflip-mcp) 🎖️ 📇 ☁️ - Manage Featureflip feature flags: create and toggle flags, edit targeting rules and find stale flags. +- [carldaws/squiggles](https://github.com/carldaws/squiggles) [![carldaws/squiggles MCP server](https://glama.ai/mcp/servers/carldaws/squiggles/badges/score.svg)](https://glama.ai/mcp/servers/carldaws/squiggles) 📇 🏠 - Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust macro expansion. +- [carloshpdoc/memorydetective](https://github.com/carloshpdoc/memorydetective) [![carloshpdoc/memorydetective MCP server](https://glama.ai/mcp/servers/carloshpdoc/memorydetective/badges/score.svg)](https://glama.ai/mcp/servers/carloshpdoc/memorydetective) 📇 🏠 🍎 - iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggests Swift fixes. +- [cerebrixos-org/tuning-engines-cli](https://github.com/cerebrixos-org/tuning-engines-cli) [![cerebrixos-org/tuning-engines-cli MCP server](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli/badges/score.svg)](https://glama.ai/mcp/servers/cerebrixos-org/tuning-engines-cli) 📇 ☁️ 🍎 🪟 🐧 - Fine-tune open-source LLMs (Qwen, Llama, DeepSeek, Mistral, Gemma) on your data with LoRA, QLoRA or full fine-tuning, plus cost estimation and S3 export. +- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects. +- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ - Fix CircleCI build failures. +- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 - Task management for coding agents with task memory, self-reflection and dependency management. +- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools. +- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Manage Docker containers, images, volumes and networks. +- [ClaudeCodeNavi/claudecodenavi-mcp](https://github.com/saikiyusuke/claudecodenavi-mcp) 📇 ☁️ - Search and share Claude Code snippets, prompts, Q&A solutions, error fixes and MCP server configurations from the ClaudeCodeNavi community. +- [cocaxcode/api-testing-mcp](https://github.com/cocaxcode/api-testing-mcp) [![cocaxcode/api-testing-mcp MCP server](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cocaxcode/api-testing-mcp) 📇 🏠 🍎 🪟 🐧 - API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation. +- [patchloom/patchloom](https://github.com/patchloom/patchloom) [![patchloom/patchloom MCP server](https://glama.ai/mcp/servers/patchloom/patchloom/badges/score.svg)](https://glama.ai/mcp/servers/patchloom/patchloom) 🦀 🏠 🍎 🪟 🐧 - Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches. +- [PatrickSys/codebase-context](https://github.com/PatrickSys/codebase-context) [![codebase-context MCP server](https://glama.ai/mcp/servers/@PatrickSys/codebase-context/badges/score.svg)](https://glama.ai/mcp/servers/@PatrickSys/codebase-context) 📇 🏠 🍎 🪟 🐧 - Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally. +- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - CodeLogic code dependency analytics, architectural risk analysis and impact assessment. - [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. -- [conan-io/conan-mcp](https://github.com/conan-io/conan-mcp) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities. -- [ConfigCat/mcp-server](https://github.com/configcat/mcp-server) 🎖️ 📇 ☁️ - MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations. -- [context-rot-detection](https://github.com/milos-product-maker/context-rot-detection) 📇 🏠 - Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves. -- [Contentrain/ai](https://github.com/Contentrain/ai) [![Contentrain/ai MCP server](https://glama.ai/mcp/servers/Contentrain/ai/badges/score.svg)](https://glama.ai/mcp/servers/Contentrain/ai) 📇 🏠 - Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework. -- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better' -- [rafsilva85/credit-optimizer-v5](https://github.com/rafsilva85/credit-optimizer-v5) [![rafsilva85/credit-optimizer-v5 MCP server](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5/badges/score.svg)](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5) 🐍 🏠 - Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss. -- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev). -- [ofershap/cursor-usage](https://github.com/ofershap/cursor-usage) [![cursor-usage MCP server](https://glama.ai/mcp/servers/ofershap/cursor-usage/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/cursor-usage) 📇 🏠 - Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server -- [Daghis/teamcity-mcp](https://github.com/Daghis/teamcity-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching. -- [darktw/chatpipe-mcp](https://github.com/darktw/chatpipe-mcp) [![darktw/chatpipe-mcp MCP server](https://glama.ai/mcp/servers/darktw/chatpipe-mcp/badges/score.svg)](https://glama.ai/mcp/servers/darktw/chatpipe-mcp) ☁️ - Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted). -- [dannote/figma-use](https://github.com/dannote/figma-use) 📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools. -- [musepy/genable](https://github.com/musepy/genable) [![musepy/genable MCP server](https://glama.ai/mcp/servers/musepy/genable/badges/score.svg)](https://glama.ai/mcp/servers/musepy/genable) 📇 🏠 🍎 🪟 🐧 - Write-side MCP for Figma — complements Figma's official read-only MCP. 41 tools for building and editing Figma designs from Claude Code, Cursor, Cline: JSX-like tree creation, variables/tokens, components, cross-page navigation, and visual verification via screenshots. Install: `npx -y genable-mcp`. -- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling. -- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities. -- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/) -- [delimit-ai/delimit](https://github.com/delimit-ai/delimit) [![delimit-ai/delimit MCP server](https://glama.ai/mcp/servers/delimit-ai/delimit/badges/score.svg)](https://glama.ai/mcp/servers/delimit-ai/delimit) 🐍 🏠 🍎 🪟 🐧 - API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0. -- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring -- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images -- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs. -- [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources. -- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds. -- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [![endiagram MCP server](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: `npx @endiagram/mcp` -- [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes `.context/` folder files as MCP resources, giving Claude Code instant access to project documentation via `@` mentions. -- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements. -- [extentos/mcp-server](https://github.com/extentos/mcp-server) [![extentos/mcp-server MCP server](https://glama.ai/mcp/servers/extentos/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/extentos/mcp-server) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps with AI agents — scaffold, validate, and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps. Runs locally via `npx -y @extentos/mcp-server`. -- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage. -- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [![eyaushev/swagger-testcase-mcp MCP server](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail. -- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [![callout-dev MCP server](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev/badges/score.svg)](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring. -- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io). -- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [![flyto-core MCP server](https://glama.ai/mcp/servers/@flytohub/flyto-core/badges/score.svg)](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport. -- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [![ForeverTools/kiprio-mcp MCP server](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Multi-purpose API toolkit: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculator, hash encoding, and GPU pricing. Free tier included. `pip install kiprio-mcp` -- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis. -- [gavelcode/gavel](https://github.com/gavelcode/gavel) [![gavelcode/gavel MCP server](https://glama.ai/mcp/servers/gavelcode/gavel/badges/score.svg)](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks off the build graph and returns a pass/fail verdict an agent can request before finishing a change. -- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [![GeiserX/lynxprompt-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available. -- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services. -- [vkhanhqui/figma-mcp-go](https://github.com/vkhanhqui/figma-mcp-go) [![vkhanhqui/figma-mcp-go server](https://glama.ai/mcp/servers/vkhanhqui/figma-mcp-go/badges/score.svg)](https://glama.ai/mcp/servers/vkhanhqui/figma-mcp-go) 🏎️ 🏠 🍎 🪟 🐧 - Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content. -- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation. -- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai). -- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration -- [ajitpratap0/GoSQLX](https://github.com/ajitpratap0/GoSQLX) [![ajitpratap0/GoSQLX MCP server](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX/badges/score.svg)](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects. -- [gridhra/port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp) [![gridhra/port-keeper-mcp MCP server](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local ledger for development ports: leases a block of ports to each working copy of a project (a clone or a git worktree), writes `.env` files, and resolves service names to URLs, so every parallel coding agent gets its own ports. No daemon and no network listener, so there is little to run and little to attack. -- [gridproof/gridproof](https://github.com/gridproof/gridproof) [![gridproof MCP server](https://glama.ai/mcp/servers/gridproof/gridproof/badges/score.svg)](https://glama.ai/mcp/servers/gridproof/gridproof) 📇 🏠 - Renders your frontend with Playwright and audits spacing, gaps, and element sizes against a design scale; returns structured fix hints for the agent loop. Tailwind-first, falls back to accessibility checks on other stacks. -- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization. -- [h-kazuki-pixel/layout-doctor-mcp](https://github.com/h-kazuki-pixel/layout-doctor-mcp) [![h-kazuki-pixel/layout-doctor-mcp MCP server](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp) 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects numerically (text overlap, element overflow, placeholder leftovers) without requiring baseline images. Read-only, no API key required. -- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents. -- [HakashiKatake/docorbit](https://github.com/HakashiKatake/docorbit) [![HakashiKatake/docorbit MCP server](https://glama.ai/mcp/servers/HakashiKatake/docorbit/badges/score.svg)](https://glama.ai/mcp/servers/HakashiKatake/docorbit) 📇 🏠 🍎 🪟 🐧 - Version-aware documentation context and verification infrastructure for AI coding agents. Discovers machine-readable specs (llms.txt, OpenAPI, skills), resolves workspace dependency versions, indexes structured ASTs into local SQLite FTS5, detects pitfalls, compiles implementation recipes, and verifies code across 14 native MCP tools. `npx -y docorbit mcp --stdio` -- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae). -- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. -- [hechtcarmel/jetbrains-index-mcp-plugin](https://github.com/hechtcarmel/jetbrains-index-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more). -- [hidai25/eval-view](https://github.com/hidai25/eval-view) [![hidai25/eval-view MCP server](https://glama.ai/mcp/servers/hidai25/eval-view/badges/score.svg)](https://glama.ai/mcp/servers/hidai25/eval-view) 🐍 🏠 🍎 🪟 🐧 - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API. -- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations. -- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections. -- [Muhammed-AbdelGhany/rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp) [![rest_api_mcp MCP server](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp/badges/score.svg)](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code. -- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features. -- [hoklims/stacksfinder-mcp](https://github.com/hoklims/stacksfinder-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro). -- [homespunapps/homespun](https://github.com/homespunapps/homespun) [![homespunapps/homespun MCP server](https://glama.ai/mcp/servers/homespunapps/homespun/badges/score.svg)](https://glama.ai/mcp/servers/homespunapps/homespun) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps from an agent: one call returns a live app on its own URL with magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads, and the agent keeps read and write access to the app's data afterwards to keep changing it. Remote `https://homespun.dev/mcp` or `npx -y @homespunapps/mcp`. -- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/). -- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework. -- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs -- [icohangar-ops/codesentinel](https://github.com/icohangar-ops/codesentinel) [![icohangar-ops/codesentinel MCP server](https://glama.ai/mcp/servers/icohangar-ops/codesentinel/badges/score.svg)](https://glama.ai/mcp/servers/icohangar-ops/codesentinel) 📇 🏠 🍎 🪟 🐧 - Dead code, circular dependencies, coupling, and architectural drift as MCP tools. Official MCP Registry: `io.github.icohangar-ops/codesentinel-mcp`. `npx -y @cubiczan/codesentinel-mcp` -- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation +- [conan-io/conan-mcp](https://github.com/conan-io/conan-mcp) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities. +- [ConfigCat/mcp-server](https://github.com/configcat/mcp-server) 🎖️ 📇 ☁️ - ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations. +- [context-rot-detection](https://github.com/milos-product-maker/context-rot-detection) 📇 🏠 - Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations. +- [Contentrain/ai](https://github.com/Contentrain/ai) [![Contentrain/ai MCP server](https://glama.ai/mcp/servers/Contentrain/ai/badges/score.svg)](https://glama.ai/mcp/servers/Contentrain/ai) 📇 🏠 - Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework. +- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) ☕ - Identifies refactoring hotspots to help agents improve code. +- [rafsilva85/credit-optimizer-v5](https://github.com/rafsilva85/credit-optimizer-v5) [![rafsilva85/credit-optimizer-v5 MCP server](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5/badges/score.svg)](https://glama.ai/mcp/servers/rafsilva85/credit-optimizer-v5) 🐍 🏠 - Lowers Manus AI usage costs through model routing, smart testing and context hygiene. +- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) 🎖️ 📇 ☁️ - Fix Playwright test failures reported to Currents. +- [ofershap/cursor-usage](https://github.com/ofershap/cursor-usage) [![cursor-usage MCP server](https://glama.ai/mcp/servers/ofershap/cursor-usage/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/cursor-usage) 📇 🏠 - AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions. +- [Daghis/teamcity-mcp](https://github.com/Daghis/teamcity-mcp) 📇 ☁️ 🍎 🪟 🐧 - JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime. +- [darktw/chatpipe-mcp](https://github.com/darktw/chatpipe-mcp) [![darktw/chatpipe-mcp MCP server](https://glama.ai/mcp/servers/darktw/chatpipe-mcp/badges/score.svg)](https://glama.ai/mcp/servers/darktw/chatpipe-mcp) ☁️ - Publish HTML as live, shareable web pages with public, password-protected or email-restricted access. +- [dannote/figma-use](https://github.com/dannote/figma-use) 📇 🏠 - Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports. +- [musepy/genable](https://github.com/musepy/genable) [![musepy/genable MCP server](https://glama.ai/mcp/servers/musepy/genable/badges/score.svg)](https://glama.ai/mcp/servers/musepy/genable) 📇 🏠 🍎 🪟 🐧 - Build and edit Figma designs: JSX-like tree creation, variables and tokens, components, cross-page navigation and screenshot-based visual verification. +- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling. +- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - Network control and management via the POX SDN controller. +- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with the Postman API. +- [delimit-ai/delimit](https://github.com/delimit-ai/delimit) [![delimit-ai/delimit MCP server](https://glama.ai/mcp/servers/delimit-ai/delimit/badges/score.svg)](https://glama.ai/mcp/servers/delimit-ai/delimit) 🐍 🏠 🍎 🪟 🐧 - API governance: detects breaking changes between OpenAPI/Swagger spec versions using configurable policy rules, with structured pass/fail verdicts. +- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Deployment tracking and monitoring with live status badges. +- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images. +- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs. +- [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee. +- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes. +- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [![endiagram MCP server](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality. +- [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions. +- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click. +- [extentos/mcp-server](https://github.com/extentos/mcp-server) [![extentos/mcp-server MCP server](https://glama.ai/mcp/servers/extentos/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/extentos/mcp-server) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps. +- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context. +- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [![eyaushev/swagger-testcase-mcp MCP server](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail. +- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [![callout-dev MCP server](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev/badges/score.svg)](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring. +- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Interact with feature flags in Flipt. +- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [![flyto-core MCP server](https://glama.ai/mcp/servers/@flytohub/flyto-core/badges/score.svg)](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay. +- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [![ForeverTools/kiprio-mcp MCP server](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices. +- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata. +- [gavelcode/gavel](https://github.com/gavelcode/gavel) [![gavelcode/gavel MCP server](https://glama.ai/mcp/servers/gavelcode/gavel/badges/score.svg)](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict. +- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [![GeiserX/lynxprompt-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. +- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more. +- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot. +- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly. +- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diffs as HTML or PNG, with side-by-side and line-by-line views for filesystem dry runs. +- [ajitpratap0/GoSQLX](https://github.com/ajitpratap0/GoSQLX) [![ajitpratap0/GoSQLX MCP server](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX/badges/score.svg)](https://glama.ai/mcp/servers/ajitpratap0/GoSQLX) 🏎️ ☁️ 🏠 - SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects. +- [gridhra/port-keeper-mcp](https://github.com/gridhra/port-keeper-mcp) [![gridhra/port-keeper-mcp MCP server](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gridhra/port-keeper-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Leases development port blocks to each clone or git worktree, writes .env files and resolves service names to URLs so parallel agents get their own ports. +- [gridproof/gridproof](https://github.com/gridproof/gridproof) [![gridproof MCP server](https://glama.ai/mcp/servers/gridproof/gridproof/badges/score.svg)](https://glama.ai/mcp/servers/gridproof/gridproof) 📇 🏠 - Renders a frontend with Playwright and audits spacing, gaps and element sizes against a design scale, returning fix hints. Tailwind-first. +- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization. +- [h-kazuki-pixel/layout-doctor-mcp](https://github.com/h-kazuki-pixel/layout-doctor-mcp) [![h-kazuki-pixel/layout-doctor-mcp MCP server](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/h-kazuki-pixel/layout-doctor-mcp) 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects (text overlap, element overflow, leftover placeholders) without baseline images. +- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab and Jira: manage projects, merge requests, files, releases and tickets. +- [HakashiKatake/docorbit](https://github.com/HakashiKatake/docorbit) [![HakashiKatake/docorbit MCP server](https://glama.ai/mcp/servers/HakashiKatake/docorbit/badges/score.svg)](https://glama.ai/mcp/servers/HakashiKatake/docorbit) 📇 🏠 🍎 🪟 🐧 - Version-aware docs for coding agents: finds llms.txt, OpenAPI and skill specs, resolves dependency versions, detects pitfalls and verifies code. +- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - Excel workbook creation, data operations, formatting, charts, pivot tables and formulas. +- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - JetBrains IDE plugin giving coding agents programmatic control of the debugger. +- [hechtcarmel/jetbrains-index-mcp-plugin](https://github.com/hechtcarmel/jetbrains-index-mcp-plugin) ☕ 🏠 - JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more. +- [hidai25/eval-view](https://github.com/hidai25/eval-view) [![hidai25/eval-view MCP server](https://glama.ai/mcp/servers/hidai25/eval-view/badges/score.svg)](https://glama.ai/mcp/servers/hidai25/eval-view) 🐍 🏠 🍎 🪟 🐧 - Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI. +- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - Manage Higress gateway configuration and operations. +- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - Maintain and use API collections, replacing REST clients like Postman or Insomnia. +- [Muhammed-AbdelGhany/rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp) [![rest_api_mcp MCP server](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp/badges/score.svg)](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp) 📇 🏠 🍎 🪟 🐧 - Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search. +- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - Go code analysis via gopls, the Go language server. +- [hoklims/stacksfinder-mcp](https://github.com/hoklims/stacksfinder-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any project type. +- [homespunapps/homespun](https://github.com/homespunapps/homespun) [![homespunapps/homespun MCP server](https://glama.ai/mcp/servers/homespunapps/homespun/badges/score.svg)](https://glama.ai/mcp/servers/homespunapps/homespun) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps: magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads. +- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - Interact with the Bruno API client. +- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Android device control, debugging, system analysis and UI automation, with a security framework. +- [icohangar-ops/codesentinel](https://github.com/icohangar-ops/codesentinel) [![icohangar-ops/codesentinel MCP server](https://glama.ai/mcp/servers/icohangar-ops/codesentinel/badges/score.svg)](https://glama.ai/mcp/servers/icohangar-ops/codesentinel) 📇 🏠 🍎 🪟 🐧 - Detect dead code, circular dependencies, coupling and architectural drift. +- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - Generic remote server that provides documentation for any GitHub repository or project. - [igorolv/sonar-mcp-server](https://github.com/igorolv/sonar-mcp-server) [![sonar-mcp-server MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/igorolv/sonar-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/sonar-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally. -- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [![IgorGanapolsky/ThumbGate MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`. -- [iksnerd/adb-mcp](https://github.com/iksnerd/adb-mcp) [![iksnerd/adb-mcp MCP server](https://glama.ai/mcp/servers/iksnerd/adb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/iksnerd/adb-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive an Android emulator or device over adb: screenshots, `describe_ui` returning each element's center in true device pixels, tap/swipe/type, app lifecycle, permissions and deep links, logcat, screen recording, and Gradle builds with unit and instrumented tests. -- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting -- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [![mcp-zuul MCP server](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul/badges/score.svg)](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) 🐍 ☁️ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration. -- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands. -- [Ivy-Innovation/cubelife](https://github.com/Ivy-Innovation/cubelife) [![Ivy-Innovation/cubelife MCP server](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife/badges/score.svg)](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife) 📇 🏠 - Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions. -- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats. -- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) 🐍 🏠 🍎 🪟 🐧 - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required. -- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) 📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours. -- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files ) -- [io.github.hoainho/podium-mcp](https://github.com/hoainho/podium-mcp) [![hoainho/podium-mcp MCP server](https://glama.ai/mcp/servers/hoainho/podium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hoainho/podium-mcp) 📇 🏠 🍎 - Mobile E2E MCP (40 tools): iOS-simulator control, native UI automation, Maestro flows, React Native debugging (logs/network/state), and WebView DOM inspection. Requires macOS + Xcode. -- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements. -- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics. -- [blackwell-systems/agent-lsp](https://github.com/blackwell-systems/agent-lsp) [![blackwell-systems/agent-lsp MCP server](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp/badges/score.svg)](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp) 🏎️ 🏠 🍎 🪟 🐧 - Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk. -- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. -- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [![codewiki-mcp MCP server](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository. -- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot) -- [jaggernaut007/Nexus-MCP](https://github.com/jaggernaut007/Nexus-MCP) [![jaggernaut007/Nexus-MCP MCP server](https://glama.ai/mcp/servers/jaggernaut007/Nexus-MCP/badges/score.svg)](https://glama.ai/mcp/servers/jaggernaut007/Nexus-MCP) 🐍 🏠 🍎 🪟 🐧 - Hybrid search (vector + BM25 + code graph) with structural code graph analysis and persistent semantic memory in a single local server. 10 tools, <350MB RAM, fully local, no API keys. -- [jaimenbell/mcp-factory](https://github.com/jaimenbell/mcp-factory) [![jaimenbell/mcp-factory MCP server](https://glama.ai/mcp/servers/jaimenbell/mcp-factory/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/mcp-factory) 🐍 🏠 - Manifest-driven MCP server scaffolder and runtime hub: write a YAML manifest, get an MCP server, with batch registration and a live routing hub. `pip install jaimenbell-mcp-factory` -- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [![Jambozx/onlinecybertools-mcp-server MCP server](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance. -- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin. -- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [![James-Chahwan/repo-graph MCP server](https://glama.ai/mcp/servers/James-Chahwan/repo-graph/badges/score.svg)](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) 🐍 🏠 - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything. -- [janaraj/tnl](https://github.com/janaraj/tnl) [![janaraj/tnl MCP server](https://glama.ai/mcp/servers/janaraj/tnl/badges/score.svg)](https://glama.ai/mcp/servers/janaraj/tnl) 📇 🏠 🍎 🪟 🐧 - MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — `get_impacted_tnls`, `retrieve_tnl`, `trace`, `propose_tnl_diff`, `approve_tnl_diff`, `verify` — let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via `npx typed-nl init` for Claude Code, Codex, Gemini. -- [janreges/ai-distiller-mcp](https://github.com/janreges/ai-distiller) 🏎️ 🏠 - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt. -- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation. -- [jaspertvdm/mcp-server-tibet](https://github.com/jaspertvdm/mcp-server-tibet) 🐍 ☁️ 🏠 - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance. -- [jawdat6/fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp) [![jawdat6/fixgraph-mcp MCP server](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment. -- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE -- [jiezeng2004-design/PatchWarden](https://github.com/jiezeng2004-design/PatchWarden) [![jiezeng2004-design/safe-bifrost MCP server](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost/badges/score.svg)](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost) 📇 🏠 🪟 - Local-first MCP safety and verification layer for AI coding agents with workspace confinement, command allowlists, scope-violation detection, and auditable task evidence. Install: `npx -y patchwarden@0.6.1`. -- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain. -- [jmshinhwa/readystack-mcp](https://github.com/jmshinhwa/readystack-mcp) [![jmshinhwa/readystack-mcp MCP server](https://glama.ai/mcp/servers/jmshinhwa/readystack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jmshinhwa/readystack-mcp) 📇 🏠 🍎 🪟 🐧 - 40 regulation-and-deadline linters as MCP servers (EU CRA/CSAF, DORA, NIS2, EU AI Act, PCI DSS 6.4.3, WCAG 2.1 AA, EN 16931 e-invoicing, KSeF, NF-e, TLS certificate lifetime, Kubernetes removed APIs). Every finding returns file, line and fix; `check_text` and `check_file` are free, `check_dir` sweeps a folder (licence, free for 7 days). `npx -y @readystack/ --mcp` -- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [![jonradoff/lightcms MCP server](https://glama.ai/mcp/servers/jonradoff/lightcms/badges/score.svg)](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search. -- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files. -- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers -- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators -- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. -- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world. -- [julianbei/arno](https://github.com/julianbei/arno) [![julianbei/arno MCP server](https://glama.ai/mcp/servers/julianbei/ARNO/badges/score.svg)](https://glama.ai/mcp/servers/julianbei/ARNO) 🏎️ 🏠 🍎 🐧 - The IDE for agents: read code by symbol, edit against a known revision with compiler diagnostics in the response, validate with the project's own build and tests, and revert to a checkpoint. Tree-sitter plus real language servers for Go, Java, Scala, TypeScript, Python, Rust and Ruby. Official MCP Registry: `io.github.julianbei/arno`. `curl -fsSL https://raw.githubusercontent.com/julianbei/arno/main/install.sh | sh` -- [Jungle-Grid/mcp-server](https://github.com/Jungle-Grid/mcp-server) [![Jungle-Grid/mcp-server MCP server](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) 🎖️ 📇 ☁️ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads. +- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [![IgorGanapolsky/ThumbGate MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) 📇 🏠 - Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes. +- [iksnerd/adb-mcp](https://github.com/iksnerd/adb-mcp) [![iksnerd/adb-mcp MCP server](https://glama.ai/mcp/servers/iksnerd/adb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/iksnerd/adb-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle builds and tests. +- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [![mcp-zuul MCP server](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul/badges/score.svg)](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) 🐍 ☁️ - Zuul CI: build failure analysis, log search, pipeline status and job configuration. +- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - Interact with iOS simulators (iPhone, iPad and more) through natural language commands. +- [Ivy-Innovation/cubelife](https://github.com/Ivy-Innovation/cubelife) [![Ivy-Innovation/cubelife MCP server](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife/badges/score.svg)](https://glama.ai/mcp/servers/Ivy-Innovation/cubelife) 📇 🏠 - Persistent pixel-art characters that reflect an agent's state in real time: report work state, mark tasks complete, signal errors and check status. +- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - Local compression of various image formats. +- [Adityaaery20/media-mcp](https://github.com/Adityaaery20/media-mcp) 🐍 🏠 🍎 🪟 🐧 - Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations. +- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) 📇 ☁️ - Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions. +- [io.github.hoainho/podium-mcp](https://github.com/hoainho/podium-mcp) [![hoainho/podium-mcp MCP server](https://glama.ai/mcp/servers/hoainho/podium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hoainho/podium-mcp) 📇 🏠 🍎 - Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection. +- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements. +- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - Navigate codebases with language server tools: go to definition, find references, rename and diagnostics. +- [blackwell-systems/agent-lsp](https://github.com/blackwell-systems/agent-lsp) [![blackwell-systems/agent-lsp MCP server](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp/badges/score.svg)](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp) 🏎️ 🏠 🍎 🪟 🐧 - Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before writing to disk. +- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - AI-powered search and querying of the Vercel AI SDK documentation. +- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [![codewiki-mcp MCP server](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp/badges/score.svg)](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) 📇 ☁️ - Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google. +- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - SQL analysis, linting and dialect conversion using SQLGlot. +- [jaggernaut007/Nexus-MCP](https://github.com/jaggernaut007/Nexus-MCP) [![jaggernaut007/Nexus-MCP MCP server](https://glama.ai/mcp/servers/jaggernaut007/Nexus-MCP/badges/score.svg)](https://glama.ai/mcp/servers/jaggernaut007/Nexus-MCP) 🐍 🏠 🍎 🪟 🐧 - Local hybrid code search (vector, BM25 and code graph) with structural code graph analysis and persistent semantic memory. +- [jaimenbell/mcp-factory](https://github.com/jaimenbell/mcp-factory) [![jaimenbell/mcp-factory MCP server](https://glama.ai/mcp/servers/jaimenbell/mcp-factory/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/mcp-factory) 🐍 🏠 - Manifest-driven MCP server scaffolder: generate MCP servers from YAML manifests, with batch registration and a live routing hub. +- [Jambozx/onlinecybertools-mcp-server](https://github.com/Jambozx/onlinecybertools-mcp-server) [![Jambozx/onlinecybertools-mcp-server MCP server](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Jambozx/onlinecybertools-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer and security utilities via the onlinecybertools.com API: encoding, hashing, JWT decoding, regex testing, formatters, network diagnostics and OSINT. +- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a catalog of coding assistant system prompts as tools, with model-aware suggestions and persona activation to emulate agents like Cursor or Devin. +- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [![James-Chahwan/repo-graph MCP server](https://glama.ai/mcp/servers/James-Chahwan/repo-graph/badges/score.svg)](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) 🐍 🏠 - Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping. +- [janaraj/tnl](https://github.com/janaraj/tnl) [![janaraj/tnl MCP server](https://glama.ai/mcp/servers/janaraj/tnl/badges/score.svg)](https://glama.ai/mcp/servers/janaraj/tnl) 📇 🏠 🍎 🪟 🐧 - TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against. +- [janreges/ai-distiller-mcp](https://github.com/janreges/ai-distiller) 🏎️ 🏠 - Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs. +- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation. +- [jawdat6/fixgraph-mcp](https://github.com/jawdat6/fixgraph-mcp) [![jawdat6/fixgraph-mcp MCP server](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jawdat6/fixgraph-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of engineering issues and fixes, with trust scores and fix verification. +- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio. +- [jiezeng2004-design/PatchWarden](https://github.com/jiezeng2004-design/PatchWarden) [![jiezeng2004-design/safe-bifrost MCP server](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost/badges/score.svg)](https://glama.ai/mcp/servers/jiezeng2004-design/safe-bifrost) 📇 🏠 🪟 - Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence. +- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - Securely store and access API keys across projects using the macOS Keychain. +- [jmshinhwa/readystack-mcp](https://github.com/jmshinhwa/readystack-mcp) [![jmshinhwa/readystack-mcp MCP server](https://glama.ai/mcp/servers/jmshinhwa/readystack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jmshinhwa/readystack-mcp) 📇 🏠 🍎 🪟 🐧 - Regulation and deadline linters for EU CRA, DORA, NIS2, the EU AI Act, PCI DSS, WCAG, e-invoicing and more, reporting file, line and fix for each finding. +- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [![jonradoff/lightcms MCP server](https://glama.ai/mcp/servers/jonradoff/lightcms/badges/score.svg)](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search. +- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - Access CSV files via RestCSV. +- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - Control iOS Simulators. +- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata. +- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping. +- [julianbei/arno](https://github.com/julianbei/arno) [![julianbei/arno MCP server](https://glama.ai/mcp/servers/julianbei/ARNO/badges/score.svg)](https://glama.ai/mcp/servers/julianbei/ARNO) 🏎️ 🏠 🍎 🐧 - IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints. +- [Jungle-Grid/mcp-server](https://github.com/Jungle-Grid/mcp-server) [![Jungle-Grid/mcp-server MCP server](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) 🎖️ 📇 ☁️ - Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid. - [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. -- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [![kao273183/mk-qa-master MCP server](https://glama.ai/mcp/servers/kao273183/mk-qa-master/badges/score.svg)](https://glama.ai/mcp/servers/kao273183/mk-qa-master) 🐍 🏠 🍎 🪟 🐧 - AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (`QA_ANDROID_HOST=127.0.0.1:5555`). Install via `uvx mk-qa-master`. -- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - MCP server for [Dash](https://kapeli.com/dash), the macOS API documentation browser. Instant search over 200+ documentation sets. -- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [![design-token-bridge-mcp MCP server](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) 📇 🏠 - Translates design tokens between platforms — extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation. -- [kensaurus/mushi-mushi](https://github.com/kensaurus/mushi-mushi) [![kensaurus/mushi-mushi MCP server](https://glama.ai/mcp/servers/kensaurus/mushi-mushi/badges/score.svg)](https://glama.ai/mcp/servers/kensaurus/mushi-mushi) 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with evidence, blast radius, and a paste-ready fix prompt — then dispatch an automated GitHub fix PR without a second LLM key. 80+ tools, Supabase-backed, MIT SDK. `npx @mushi-mushi/mcp` -- [kerbelp/metatron](https://github.com/kerbelp/metatron) [![kerbelp/metatron MCP server](https://glama.ai/mcp/servers/kerbelp/metatron/badges/score.svg)](https://glama.ai/mcp/servers/kerbelp/metatron) 🐍 🏠 🍎 🪟 🐧 - Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed. -- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [![kevinswint/xcode-studio-mcp MCP server](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) 📇 🏠 🍎 - Unified MCP server for iOS development — build, run, screenshot, and interact with iOS Simulator. -- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available. -- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [![agent-tool MCP server](https://glama.ai/mcp/servers/knewstimek/agent-tool/badges/score.svg)](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings. -- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [![mcp-observatory MCP server](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory/badges/score.svg)](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server. -- [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [![kyisaiah47/compound-mcp MCP server](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Eleven keyless read-only lookups for questions a model cannot answer from a training cutoff, because the fact changed after it: what a given AI model costs today, whether a dependency is still maintained, what a SaaS stack costs per month, item-level search across public shadcn registries, published agent skills and configs, AI app-builder App Store readiness, ADA Title II accessibility reports for US .gov sites, and nonprofit good-standing. No API key, no signup. `npx -y compound-mcp` -- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline. -- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [![repo-crunch MCP server](https://glama.ai/mcp/servers/@kimwwk/repo-crunch/badges/score.svg)](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output. -- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. -- [MarcelRoozekrans/roslyn-codelens-mcp](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp) [![roslyn-codelens-mcp MCP server](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes. -- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management. -- [lisamaraventano-spine/mcp-server](https://github.com/lisamaraventano-spine/mcp-server) [![lisamaraventano-spine/mcp-server MCP server](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server) 📇 🏠 🍎 🪟 🐧 - The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: `@underground-cultural-district/mcp-server` -- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman. -- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim -- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [![jarvisassistantux/loopsense MCP server](https://glama.ai/mcp/servers/jarvisassistantux/loopsense/badges/score.svg)](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) 📇 🏠 - MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling. -- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [![logisky/logisheets-mcp MCP server](https://glama.ai/mcp/servers/logisky/logisheets-mcp/badges/score.svg)](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - A real Excel-compatible spreadsheet engine for agents, over [LogiSheets](https://github.com/logisky/LogiSheets) (Rust, via WASM). Deterministic formulas the model does not compute in its head, named blocks addressed by (block, key, field) instead of coordinates so references survive inserted rows, whole-column field rules, batch scenario scans and goal-seek in a single call, and a genuine `.xlsx` at the end. Runs locally and opens no sockets. `npx logisheets-mcp`. -- [lorenzo-cambiaghi/LynxMCP](https://github.com/lorenzo-cambiaghi/LynxMCP) [![lorenzo-cambiaghi/LynxMCP MCP server](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP/badges/score.svg)](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP) 🐍 🏠 🍎 🪟 🐧 - 100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via `pipx install lynx-mcp`. -- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns. -- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands. -- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM. -- [LucasGorgal/localfig](https://github.com/LucasGorgal/localfig) [![LucasGorgal/localfig MCP server](https://glama.ai/mcp/servers/LucasGorgal/localfig/badges/score.svg)](https://glama.ai/mcp/servers/LucasGorgal/localfig) 📇 🏠 🍎 🪟 - The Figma desktop app as an MCP server. Gives AI agents the full Plugin API on the open file, returns renders inline, reads design tokens, makes each call one undo step, and registers itself with every MCP client it finds. No cloud API, token or quota. -- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [![clarifyprompt-mcp MCP server](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document). -- [Luqueee/kivgraph](https://github.com/Luqueee/kivgraph) [![Luqueee/kivgraph MCP server](https://glama.ai/mcp/servers/Luqueee/kivgraph/badges/score.svg)](https://glama.ai/mcp/servers/Luqueee/kivgraph) 🏎️ 🏠 🍎 🐧 - Local open-source code graph MCP for coding agents. Find code by intent, follow analyzer-resolved callers/references, inspect blast radius, and trace dependencies across multiple repositories. Supports Go, TypeScript, Rust, Python and Dart. -- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) 📇 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from [DevDocs.io](https://devdocs.io) in offline mode -- [impossiblecode/overseer-nvim-mcp](https://github.com/impossiblecode/overseer-nvim-mcp) [![overseer-nvim-mcp MCP server](https://glama.ai/mcp/servers/impossiblecode/overseer-nvim-mcp/badges/score.svg)](https://glama.ai/mcp/servers/impossiblecode/overseer-nvim-mcp) 📇 🏠 🍎 🐧 - Turns the long-running commands a coding agent starts inside Neovim (dev servers, watchers) into regular [overseer.nvim](https://github.com/stevearc/overseer.nvim) tasks, so you can watch and stop them from your own task list instead of them running as invisible children of the agent's shell. `npx -y overseer-nvim-mcp` -- [paulburgess1357/nvim-mcp](https://github.com/paulburgess1357/nvim-mcp) [![paulburgess1357/nvim-mcp MCP server](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) 🐍 🏠 🐧 - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required. -- [paulhkang94/markview](https://github.com/paulhkang94/markview) [![markview MCP server](https://glama.ai/mcp/servers/@paulhkang94/markview/badges/score.svg)](https://glama.ai/mcp/servers/@paulhkang94/markview) 🏠 🍎 - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx mcp-server-markview`. -- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [![memorylens-mcp MCP server](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #️⃣ 🏠 🪟 - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions. -- [martingeidobler/android-mcp-server](https://github.com/martingeidobler/android-mcp-server) [![android-mcp-server MCP server](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server) 📇 🏠 - 21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via `npx android-mcp-server`. -- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting. -- [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README. -- [mcpware/ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp) [![mcpware/ui-annotator-mcp MCP server](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp) 📇 🏠 - Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. `npx @mcpware/ui-annotator` -- [MerabyLabs/promptarchitect-mcp](https://github.com/MerabyLabs/promptarchitect-mcp) 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use. -- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/microservices-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/microservices-sh/mcp) 📇 ☁️ 🏠 - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via `npx -y @microservices-sh/mcp`. -- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations. -- [Michael-WhiteCapData/ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff) 🐍 🏠 🍎 🪟 🐧 - Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [![Michael-WhiteCapData/ollama-handoff MCP server](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff/badges/score.svg)](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff) -- [mihaelamj/cupertino](https://github.com/mihaelamj/cupertino) 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search. -- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies. -- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) 📇 ☁️ - Generate comprehensive, paint-by-numbers development plans using the [ClaudeCode-DevPlanBuilder](https://github.com/mmorris35/ClaudeCode-DevPlanBuilder) methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md. -- [MnemeHQ/mneme](https://github.com/MnemeHQ/mneme) [![Mneme Decision MCP server](https://glama.ai/mcp/servers/MnemeHQ/mneme/badges/score.svg)](https://glama.ai/mcp/servers/MnemeHQ/mneme) 🐍 📇 🏠 🍎 🪟 🐧 - Deterministic architectural decision governance for agentic software development. Six local stdio tools let agents submit non-authoritative proposals and query canonical decisions, applicability, and lineage while human acceptance and enforcement authority remain outside the MCP surface. `uvx --from "mneme-hq[mcp]==0.9.1" mneme decision-mcp` -- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported. -- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [![MobileReality/mdma MCP server](https://glama.ai/mcp/servers/MobileReality/mdma/badges/score.svg)](https://glama.ai/mcp/servers/MobileReality/mdma) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `get-doc`. Install: `npx @mobile-reality/mdma-mcp`. -- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [![saranshbamania/mobile-device-mcp MCP server](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp/badges/score.svg)](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) 📇 🏠 🍎 🪟 - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp` -- [getmockd/mockd](https://github.com/getmockd/mockd) [![mockd MCP server](https://glama.ai/mcp/servers/getmockd/mockd/badges/score.svg)](https://glama.ai/mcp/servers/getmockd/mockd) 🏎️ 🏠 🍎 🪟 🐧 - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses. -- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero) [![mockhero MCP server](https://glama.ai/mcp/servers/dinosaur24/mockhero/badges/score.svg)](https://glama.ai/mcp/servers/dinosaur24/mockhero) 📇 ☁️ - Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint. -- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. -- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [![git-context-mcp MCP server](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) 📇 🏠 🍎 🪟 🐧 - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. `npx git-context-mcp` -- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images. -- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) 📇 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files. -- [Nagarjuna2997/ios-agent-skill](https://github.com/Nagarjuna2997/ios-agent-skill) [![Nagarjuna2997/ios-agent-skill MCP server](https://glama.ai/mcp/servers/Nagarjuna2997/ios-agent-skill/badges/score.svg)](https://glama.ai/mcp/servers/Nagarjuna2997/ios-agent-skill) 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding in one MCP connection. Bundled simulator tools require macOS/Xcode. -- [najaeda/naja-scope](https://github.com/najaeda/naja-scope) [![najaeda/naja-scope MCP server](https://glama.ai/mcp/servers/najaeda/naja-scope/badges/score.svg)](https://glama.ai/mcp/servers/najaeda/naja-scope) 🐍 🏠 - Lets AI agents explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) without pasting RTL into context: trace signal fan-in/fan-out, walk module hierarchy, and jump to exact `file:line` source, backed by the najaeda netlist engine. -- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [![n8n-workflow-tester-safe MCP server](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe/badges/score.svg)](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes. -- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [![AutomateLab-tech/n8n-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) 📇 🏠 - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`. -- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase. -- [Neem2004/android-mcp-server](https://github.com/Neem2004/android-mcp-server) [![Neem2004/android-mcp-server MCP server](https://glama.ai/mcp/servers/Neem2004/android-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Neem2004/android-mcp-server) 📇 🏠 - Secure ADB-based MCP server for AI assistants (Claude, OpenCode, VS Code). Read-only logcat, UI hierarchy, package listing, and allowlisted shell commands. TypeScript/Node.js. Install: `npx @neem2004/android-mcp-server`. -- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start. -- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) ☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation. -- [ni-c/woodpecker-ci-mcp](https://github.com/ni-c/woodpecker-ci-mcp) [![ni-c/woodpecker-ci-mcp MCP server](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp) 📇 🏠 - Read and drive a self-hosted [Woodpecker CI](https://woodpecker-ci.org) instance: find the failed pipeline, read the failing step's log as text (the API returns base64 chunks), then restart, cancel or approve it, and manage secrets, registries, crons, agents and the server queue. 71 tools, or a curated eight via `WOODPECKER_ALLOW_TOOLS=essential`; irreversible operations need a confirmation token and agent tokens are redacted. `npx -y @ni-c/woodpecker-ci-mcp` -- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [![nikolai-vysotskyi/trace-mcp MCP server](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory. -- [Nishant-Chaudhary5338/mcp-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit) [![Nishant-Chaudhary5338/mcp-toolkit MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit) 📇 🏠 🍎 🪟 🐧 - 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test generation, TypeScript enforcement, and monorepo management. 134 tests, CI on Node 20+22. -- [nk3750/jitapi](https://github.com/nk3750/jitapi) [![nk3750/jitapi MCP server](https://glama.ai/mcp/servers/nk3750/jitapi/badges/score.svg)](https://glama.ai/mcp/servers/nk3750/jitapi) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context. -- [no-materials/hird](https://github.com/no-materials/hird) [![no-materials/hird MCP server](https://glama.ai/mcp/servers/no-materials/hird/badges/score.svg)](https://glama.ai/mcp/servers/no-materials/hird) 🦀 🏠 🍎 🪟 🐧 - Compiler-as-MCP-server for the Hirð language (typed actors and effect rows on the BEAM): type inference, definition lookup, effect-row explanation, IR fragments, actor protocol and supervision graphs, and token-budget-aware symbol summaries, so agents query the compiler instead of reading source. Errors come back structured, so an agent can self-correct from tool output alone. `cargo install --git https://github.com/no-materials/hird hird-mcp` -- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [![Neverlow512/agent-droid-bridge MCP server](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge/badges/score.svg)](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) 🐍 🏠 - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection. -- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail. -- [Odrin/rhizome-mcp](https://github.com/Odrin/rhizome-mcp) [![Odrin/rhizome-mcp MCP server](https://glama.ai/mcp/servers/Odrin/rhizome-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Odrin/rhizome-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for autonomous AI coding agents, with durable issues, leases, checkpoints, decisions, dependency graphs, and review workflows. -- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [![mcp-server-devutils MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) 📇 🏠 - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex. -- [ofershap/mcp-server-dns](https://github.com/ofershap/mcp-server-dns) [![mcp-server-dns MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-dns/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-dns) 📇 🏠 - DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config. -- [ofershap/mcp-server-docker](https://github.com/ofershap/mcp-server-docker) [![mcp-server-docker MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-docker/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-docker) 📇 🏠 - Docker operations — manage containers, images, volumes, networks, and compose services. -- [ofershap/mcp-server-github-actions](https://github.com/ofershap/mcp-server-github-actions) [![mcp-server-github-actions MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions) 📇 ☁️ - GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD. -- [ofershap/mcp-server-github-gist](https://github.com/ofershap/mcp-server-github-gist) [![mcp-server-github-gist MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist) 📇 ☁️ - Create, read, update, list, and search GitHub Gists from your IDE. -- [ofershap/mcp-server-markdown](https://github.com/ofershap/mcp-server-markdown) [![mcp-server-markdown MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown) 📇 🏠 - Search, extract sections, list headings, and find code blocks across markdown files. -- [ofershap/mcp-server-npm-plus](https://github.com/ofershap/mcp-server-npm-plus) [![mcp-server-npm-plus MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus) 📇 ☁️ - npm intelligence — search packages, check bundle sizes, scan vulnerabilities, compare downloads. -- [ofershap/mcp-server-scraper](https://github.com/ofershap/mcp-server-scraper) [![mcp-server-scraper MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper) 📇 ☁️ - Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative. -- [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring. -- [openhonest/umbra](https://github.com/openhonest/umbra) [![openhonest/umbra MCP server](https://glama.ai/mcp/servers/openhonest/umbra/badges/score.svg)](https://glama.ai/mcp/servers/openhonest/umbra) 🐍 📇 🏠 - Reports what your test suite is structurally unable to see and proves each gap with a real failing test, across six languages. -- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/). -- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com) -- [OverlayQA/mcp](https://github.com/OverlayQA/mcp) [![OverlayQA/mcp MCP server](https://glama.ai/mcp/servers/OverlayQA/mcp/badges/score.svg)](https://glama.ai/mcp/servers/OverlayQA/mcp) 📇 ☁️ 🏠 - Accessibility (WCAG) and color-contrast audits plus QA issue tracking for Claude Code, Cursor, and Windsurf, all from your AI coding agent. -- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools. -- [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [![paladini/devutils-mcp-server MCP server](https://glama.ai/mcp/servers/paladini/devutils-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) 📇 🏠 🍎 🪟 🐧 - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools. -- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana -- [pasichDev/docket](https://github.com/pasichDev/docket) [![pasichDev/docket MCP server](https://glama.ai/mcp/servers/pasichDev/docket/badges/score.svg)](https://glama.ai/mcp/servers/pasichDev/docket) 📇 🏠 🍎 🪟 🐧 - One todo list and backlog every coding agent can write to (Claude Code, Codex, Cursor and any MCP host), filed per project from the git remote, with claims so two agents don't pick up the same item and a local web dashboard. Local-first, no account; optional self-hosting. -- [mcpware/pagecast](https://github.com/mcpware/pagecast) [![mcpware/pagecast MCP server](https://glama.ai/mcp/servers/mcpware/pagecast/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. `npx @mcpware/pagecast` -- [Perseus-Computing-LLC/perseus](https://github.com/Perseus-Computing-LLC/perseus) [![Perseus-Computing-LLC/perseus MCP server](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus/badges/score.svg)](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus) 🐍 🏠 🍎 🪟 🐧 - Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx. -- [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [![pharaoh MCP server](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh/badges/score.svg)](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context. -- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [![jcooley8/pincushion-plugin MCP server](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin/badges/score.svg)](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: `npx pincushion-mcp`. -- [pipepie/pipepie](https://github.com/pipepie/pipepie) [![pipepie/pipepie MCP server](https://glama.ai/mcp/servers/pipepie/pipepie/badges/score.svg)](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth. -- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [![pmpt-mcp MCP server](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform. -- [pofky/asc-mcp](https://github.com/pofky/asc-mcp) [![pofky/asc-mcp MCP server](https://glama.ai/mcp/servers/pofky/asc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pofky/asc-mcp) 📇 🏠 🍎 - App Store Connect control plane: 41 job-shaped tools that edit version metadata (with Apple's character limits validated), upload screenshots, build/sign/upload the binary, drive TestFlight, create IAPs and subscriptions with territory availability, run a release preflight audit, submit and release. Flags the steps Apple only allows on its website (privacy label, EU trader, first IAPs) instead of failing on them. Six tools need no license, three of those no Apple credentials either. -- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more. -- [soulware-studio/promethic-mcp](https://github.com/soulware-studio/promethic-mcp) [![soulware-studio/promethic-mcp MCP server](https://glama.ai/mcp/servers/soulware-studio/promethic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/soulware-studio/promethic-mcp) ☁️ - Prompt library MCP: versioned prompts, per-version model settings (reasoning, verbosity, and other API dials), text/image/JSON. Tracks edits and copy/download; refine proposes the next version. Hosted Streamable HTTP at https://mcp.getpromethic.com/v1 -- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402. -- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions. -- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping. -- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing. -- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally. -- [PSU3D0/spreadsheet-mcp](https://github.com/PSU3D0/spreadsheet-mcp) 🦀 🏠 🪟 - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform. -- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [![pt-edge MCP server](https://glama.ai/mcp/servers/grahamrowe82/pt-edge/badges/score.svg)](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) 🐍 ☁️ 🍎 🪟 🐧 - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs. -- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI. -- [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) ☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents. -- [pzalutski-pixel/godotlens-mcp](https://github.com/pzalutski-pixel/godotlens-mcp) [![godotlens-mcp MCP server](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp) 🐍 🏠 - 15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents. -- [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents. -- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing -- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing -- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing -- [benswel/qr-agent-core](https://github.com/benswel/qr-agent-core) [![benswel/qr-agent-core MCP server](https://glama.ai/mcp/servers/benswel/qr-agent-core/badges/score.svg)](https://glama.ai/mcp/servers/benswel/qr-agent-core) 📇 ☁️ - Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via `npx qr-for-agent`. -- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP -- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [![ARBuilder MCP server](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder/badges/score.svg)](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) 🐍 ☁️ 🏠 🍎 🪟 🐧 - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation. -- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation -- [rabdulsal/appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp) [![rabdulsal/appstore-release-mcp MCP server](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp) 📇 🏠 🍎 - Drives the full App Store release cycle for iOS/macOS apps: version bump, archive + sign + TestFlight upload via your fastlane lane (as async jobs with log polling — the step REST-only ASC servers can't do), metadata updates, and review submission via the ASC API. Zero-dependency ES256 JWT auth. `npx appstore-release-mcp` -- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data -- [RepoAssay/repo-test-architect](https://github.com/RepoAssay/repo-test-architect) [![RepoAssay/repo-test-architect MCP server](https://glama.ai/mcp/servers/RepoAssay/repo-test-architect/badges/score.svg)](https://glama.ai/mcp/servers/RepoAssay/repo-test-architect) 📇 🏠 🍎 🪟 🐧 - Local-first, read-only MCP server that audits test architecture across JavaScript/TypeScript, C#, Elixir, Go, Kotlin/JVM, PHP, Python, Ruby, Rust, and Swift, then produces evidence-backed findings, rankings, and repository-native test plans. `npx --yes repo-test-architect mcp` -- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [![Vbj1808/retrieval-lens MCP server](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens/badges/score.svg)](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) 📇 🏠 - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs. -- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com). -- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/). -- [ronantakizawa/a11ymcp](https://github.com/ronantakizawa/a11ymcp) [![ronantakizawa/a11ymcp MCP server](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp/badges/score.svg)](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) 📇 🏠 - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection. -- [rsdouglas/janee](https://github.com/rsdouglas/janee) 📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly. -- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents. -- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code. -- [sarveshsea/memi](https://github.com/sarveshsea/memi) [![memi MCP server](https://glama.ai/mcp/servers/sarveshsea/memi/badges/score.svg)](https://glama.ai/mcp/servers/sarveshsea/memi) 📇 🏠 - Design-system memory for coding agents with 46 MCP tools for UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs, and interface-quality diagnostics. -- [saurav61091/mcp-openapi](https://github.com/saurav61091/mcp-openapi) [![saurav61091/mcp-openapi MCP server](https://glama.ai/mcp/servers/saurav61091/mcp-openapi/badges/score.svg)](https://glama.ai/mcp/servers/saurav61091/mcp-openapi) 📇 ☁️ 🏠 - Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth. -- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses -- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only. -- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support. -- [seldonframe/reelier](https://github.com/seldonframe/reelier) [![seldonframe/reelier MCP server](https://glama.ai/mcp/servers/seldonframe/reelier/badges/score.svg)](https://glama.ai/mcp/servers/seldonframe/reelier) 📇 🏠 🍎 🪟 🐧 - Record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift — CI + snapshot tests for MCP tool-call workflows. `npx -y reelier serve` -- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter. -- [NavinAgrawal/mcp-broker](https://github.com/NavinAgrawal/mcp-broker) [![NavinAgrawal/mcp-broker MCP server](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker/badges/score.svg)](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker) 🐍 🏠 🍎 🪟 🐧 - Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists. -- [notasandy/mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer) [![mcp-code-sanitizer MCP server](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer/badges/score.svg)](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer) 🐍 🏠 🍎 🪟 🐧 - Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports. -- [shellsage-ai/mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate) [![mcp-server-boilerplate MCP server](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate/badges/score.svg)](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs. -- [SegfaultSorcerer/heap-seance](https://github.com/SegfaultSorcerer/heap-seance) [![heap-seance MCP server](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance/badges/score.svg)](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance) 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics. -- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box. -- [shadcn/studio MCP](https://shadcnstudio.com/mcp) - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio. -- [shayaShav/flatten-mcp](https://github.com/shayaShav/flatten-mcp) [![shayaShav/flatten-mcp MCP server](https://glama.ai/mcp/servers/shayaShav/flatten-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shayaShav/flatten-mcp) 📇 🏠 - Flatten Claude Code sessions: keep every prompt verbatim, resume at a lower token count instead of lossy compaction. -- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing. -- [simplypixi/bugbug-mcp-server](https://github.com/simplypixi/bugbug-mcp-server) ☁️ - MCP for BugBug API, to manage test and suites on BugBug -- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants. -- [smplkit/mcp](https://github.com/smplkit/mcp) [![smplkit/mcp MCP server](https://glama.ai/mcp/servers/smplkit/mcp/badges/score.svg)](https://glama.ai/mcp/servers/smplkit/mcp) 📇 ☁️ - Scheduled HTTP jobs from your AI agent — cron, one-off, or on-demand, with retries and run history. -- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3) -- [softvoyagers/linkshrink-api](https://github.com/softvoyagers/linkshrink-api) 📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required. -- [softvoyagers/ogforge-api](https://github.com/softvoyagers/ogforge-api) 📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required. -- [softvoyagers/pagedrop-api](https://github.com/softvoyagers/pagedrop-api) 📇 ☁️ - Free instant HTML hosting API with paste, file upload, and ZIP deploy support. No API key required. -- [softvoyagers/pdfspark-api](https://github.com/softvoyagers/pdfspark-api) 📇 ☁️ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required. -- [softvoyagers/qrmint-api](https://github.com/softvoyagers/qrmint-api) 📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required. -- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues. -- [specshield26/specshield-mcp-server](https://github.com/specshield26/specshield-mcp-server) [![specshield26/specshield-mcp-server MCP server](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server) 📇 ☁️ - The API-change deploy gate for AI coding agents: "is it safe to ship this API change to my consumers?" Analyze-only OpenAPI breaking-change detection + migration guides. -- [srijanshukla18/xray](https://github.com/srijanshukla18/xray) 🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`). -- [srclight/srclight](https://github.com/srclight/srclight) [![srclight MCP server](https://glama.ai/mcp/servers/@srclight/srclight/badges/score.svg)](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search. -- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste -- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling. -- [stfade/moth](https://github.com/stfade/moth) [![stfade/moth MCP server](https://glama.ai/mcp/servers/stfade/moth/badges/score.svg)](https://glama.ai/mcp/servers/stfade/moth) 📇 🏠 - A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents. -- [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - Help agents automatically write and test stories for your UI components. -- [SuresoftTechnologies/dvera-plugin](https://github.com/SuresoftTechnologies/dvera-plugin) [![SuresoftTechnologies/dvera-plugin MCP server](https://glama.ai/mcp/servers/SuresoftTechnologies/dvera-plugin/badges/score.svg)](https://glama.ai/mcp/servers/SuresoftTechnologies/dvera-plugin) 🎖️ 🐍 🏠 🪟 🐧 - Drives CT (Controller Tester) C/C++ verification from an MCP client: project setup, toolchain resolution, analysis, test generation and execution, statement/branch/MC-DC coverage, and report export. Requires a local CT 2026.06 or later installation; without one the server reports zero tools. Listed on the official MCP Registry (`io.github.SuresoftTechnologies/dvera-mcp`). -- [tactual-dev/tactual](https://github.com/tactual-dev/tactual) [![tactual-dev/tactual MCP server](https://glama.ai/mcp/servers/tactual-dev/tactual/badges/score.svg)](https://glama.ai/mcp/servers/tactual-dev/tactual) 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer. Models real AT user effort with per-profile scoring, graph-based pathfinding, and step-by-step navigation traces. -- [TamarEngel/jira-github-mcp](https://github.com/TamarEngel/jira-github-mcp) - MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE. -- [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [![tao-izm/devpulse-mcp MCP server](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, and git state in one call. -- [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support. -- [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [![reftrix-mcp MCP server](https://glama.ai/mcp/servers/TKMD/reftrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis MCP server with 26 tools for layout extraction, motion detection, quality scoring, and semantic search. Uses Playwright, pgvector HNSW, and Ollama Vision to turn web pages into searchable, structured design knowledge. -- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. -- [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) 🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language. -- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/) -- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [![thecombatwombat/replicant-mcp MCP server](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) 📇 🏠 🍎 🪟 🐧 - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation. -- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS -- [theserverlessdev/wsc](https://github.com/theserverlessdev/wsc) [![theserverlessdev/wsc MCP server](https://glama.ai/mcp/servers/theserverlessdev/wsc/badges/score.svg)](https://glama.ai/mcp/servers/theserverlessdev/wsc) 📇 ☁️ 🏠 - Prose linter + AI-slop detector: weasel words, passive voice, hedging, and 190+ research-cited AI tells. Remote server at wsc.theserverless.dev/mcp or `npx wsc-mcp`. -- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet. -- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [![x402node/x402-mcp MCP server](https://glama.ai/mcp/servers/x402node/x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402node/x402-mcp) 🎖️ 📇 🏠 - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet. -- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [![Mibayy/token-savior MCP server](https://glama.ai/mcp/servers/Mibayy/token-savior/badges/score.svg)](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases. -- [Tokenectomy-Labs/Tokenectomy](https://github.com/Tokenectomy-Labs/Tokenectomy) [![Tokenectomy-Razor MCP server](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy/badges/score.svg)](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy) 🦀 🏠 🍎 🪟 🐧 - Sub-millisecond log surgery, secret redaction, and atomic compiler patch verification MCP server written in safe Rust. Eliminates framework noise from AI debugging sessions and guarantees zero dirty diff with instant rollback. -- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS! -- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models. -- [TranQui004/signalint](https://github.com/TranQui004/signalint) [![TranQui004/signalint MCP server](https://glama.ai/mcp/servers/TranQui004/signalint/badges/score.svg)](https://glama.ai/mcp/servers/TranQui004/signalint) 📇 🏠 🍎 🪟 🐧 - Local stdio MCP server for compact, cached, loop-aware JavaScript/TypeScript diagnostics. Clusters and prioritizes Oxlint/tsc/Biome issues, caches per-engine results to skip unchanged files, and detects recurring diagnostic loops. Also ships a `signalint` CLI and a composite GitHub Action for CI use. -- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. -- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control. -- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations. -- [V0v1kkk/DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer) #️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration -- [valado/pantheon-mcp](https://github.com/valado/pantheon-mcp) 🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead. -- [var-gg/mcp](https://github.com/var-gg/mcp) 📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. [Guide ↗](https://var.gg) -- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. -- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes. -- [vercel/next-devtools-mcp](https://github.com/vercel/next-devtools-mcp) 🎖️ 📇 🏠 - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features. -- [vighriday/Veris](https://github.com/vighriday/Veris) [![vighriday/Veris MCP server](https://glama.ai/mcp/servers/vighriday/Veris/badges/score.svg)](https://glama.ai/mcp/servers/vighriday/Veris) 📇 🏠 🍎 🪟 🐧 - Behavioral verification intelligence for autonomous coding agents. Builds a behavioral graph of any TS/JS repo, clusters into 25 semantic workflows (Auth, Payments, Webhooks, Caching, Queue, etc.), detects drift, generates concrete adversarial probes (idempotency, retry storm, cache stampede, replay), emits per-workflow risk + confidence. 17 MCP tools. Local SQLite state. Zero cloud. MIT. -- [verifyax/verifyax-mcp](https://github.com/verifyax/verifyax-mcp) [![verifyax/verifyax-mcp MCP server](https://glama.ai/mcp/servers/verifyax/verifyax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verifyax/verifyax-mcp) 📇 ☁️ - MCP server for the VerifyAX platform. Enables agent evaluation, simulation testing, and functional/non-functional verification workflows through natural language. -- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding. -- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. -- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [![adaptive-cards-mcp MCP server](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks. -- [VOYAGER-Inc/excel-vision-mcp](https://github.com/VOYAGER-Inc/excel-vision-mcp) [![VOYAGER-Inc/excel-vision-mcp MCP server](https://glama.ai/mcp/servers/VOYAGER-Inc/excel-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VOYAGER-Inc/excel-vision-mcp) 🐍 🏠 🍎 🪟 🐧 - Reads the embedded images other Excel servers drop: diagrams and screenshots come back as `ImageContent` mapped to the cell they sit in, so specs where the workflow lives in a picture are actually readable. Also surfaces the formatting that carries meaning (bold, strikethrough, highlight and font colors) and skips hidden rows/columns unless a visible formula depends on them. Write support with atomic saves. `uvx excel-vision-mcp`. -- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages` -- [VrtxOmega/Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega) [![VrtxOmega/Ollama-Omega MCP server](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) 🐍 🏠 🍎 🪟 🐧 - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions. -- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [![VrtxOmega/omega-brain-mcp MCP server](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) 🐍 🏠 🍎 🪟 🐧 - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations. -- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy. -- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [![ariadne MCP server](https://glama.ai/mcp/servers/whyy9527/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings. -- [willianpinho/mcp-gateway-scan](https://github.com/willianpinho/mcp-gateway-scan) [![willianpinho/mcp-gateway-scan MCP server](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan/badges/score.svg)](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan) 📇 🏠 - Read-only static scanner for MCP / agent-gateway production-readiness. The `scan_gateway` tool scores a repo across 7 security dimensions (RBAC, fail-closed, supply chain, observability, cost, secrets, prod-readiness). Never executes code or prints secret values. -- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services. -- [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models -- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads. -- [Wolfe-Jam/faf-mcp](https://github.com/Wolfe-Jam/faf-mcp) 📇 🏠 - Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring. -- [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code. -- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry) -- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm. -- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation. -- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server. -- [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client. -- [yanmxa/scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp) 📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks. -- [ycs77/apifable](https://github.com/ycs77/apifable) [![apifable MCP server](https://glama.ai/mcp/servers/ycs77/apifable/badges/score.svg)](https://glama.ai/mcp/servers/ycs77/apifable) 📇 🏠 - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types. -- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev -- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management -- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. -- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question. -- [YuliiaKovalova/dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp) [![dotnet-template-mcp MCP server](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp) #️⃣ 🏠 🍎 🪟 🐧 - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create `dotnet new` projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation. -- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language. -- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs -- [ypollak2/llm-router](https://github.com/ypollak2/llm-router) [![ypollak2/llm-router MCP server](https://glama.ai/mcp/servers/ypollak2/llm-router/badges/score.svg)](https://glama.ai/mcp/servers/ypollak2/llm-router) 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard. -- [zaebee/codegraph-brain](https://github.com/zaebee/codegraph-brain) [![zaebee/codegraph-brain MCP server](https://glama.ai/mcp/servers/zaebee/codegraph-brain/badges/score.svg)](https://glama.ai/mcp/servers/zaebee/codegraph-brain) 🐍 🏠 - Code graph for AI agents: resolves Python and TypeScript calls to fully qualified names and reports the share it could not resolve instead of guessing. Multi-hop impact analysis and call tracing, authz reachability audit, coupling/PageRank metrics, architectural drift against declared patterns. Local, SQLite. `uvx --from codegraph-brain cgis-mcp` -- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol. -- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data -- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client. -- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines -- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing -- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples -- [drumst0ck/uploadkit](https://github.com/drumst0ck/uploadkit) [![drumst0ck/uploadkit MCP server](https://glama.ai/mcp/servers/drumst0ck/uploadkit/badges/score.svg)](https://glama.ai/mcp/servers/drumst0ck/uploadkit) 🎖️ 📇 🏠 🍎 🪟 🐧 – Official MCP server for [UploadKit](https://uploadkit.dev). Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via `npx -y @uploadkitdev/mcp`. -- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [![DigiCatalyst-Systems/dep-diff-mcp MCP server](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) 📇 🏠 🍎 🪟 🐧 - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`. -- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [![hikmahtech/drwhome MCP server](https://glama.ai/mcp/servers/hikmahtech/drwhome/badges/score.svg)](https://glama.ai/mcp/servers/hikmahtech/drwhome) 📇 ☁️ – Remote MCP server at `https://drwho.me/mcp/mcp` with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP — point Claude Desktop at the URL. -- [skyhook-io/radar](https://github.com/skyhook-io/radar) [![radar MCP server](https://glama.ai/mcp/servers/skyhook-io/radar/badges/score.svg)](https://glama.ai/mcp/servers/skyhook-io/radar) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Built-in MCP server for [Radar](https://radarhq.io), a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0. -- [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [![NazarKalytiuk/tarn MCP server](https://glama.ai/mcp/servers/NazarKalytiuk/tarn/badges/score.svg)](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) 🦀 🏠 🍎 🪟 🐧 - CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: `tarn_run`, `tarn_validate`, `tarn_fix_plan`, `tarn_inspect`, `tarn_rerun_failed`, and more. Tests are `.tarn.yaml`. Single static binary (musl), MIT. -- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [![tooluse-labs/perfetto-mcp-rs MCP server](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs/badges/score.svg)](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) 🦀 🏠 🍎 🪟 🐧 - MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script. -- [mshegolev/jaeger-mcp](https://github.com/mshegolev/jaeger-mcp) [![mshegolev/jaeger-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp) 🐍 ☁️ 🏠 – Jaeger distributed tracing MCP. 5 tools: list_services, list_operations, search_traces, get_trace, get_dependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry. +- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [![kao273183/mk-qa-master MCP server](https://glama.ai/mcp/servers/kao273183/mk-qa-master/badges/score.svg)](https://glama.ai/mcp/servers/kao273183/mk-qa-master) 🐍 🏠 🍎 🪟 🐧 - End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan. +- [Kapeli/dash-mcp-server](https://github.com/Kapeli/dash-mcp-server) [![Kapeli/dash-mcp-server MCP server](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Kapeli/dash-mcp-server) 🐍 🏠 🍎 - Search documentation sets in Dash, the macOS API documentation browser. +- [kenneives/design-token-bridge-mcp](https://github.com/kenneives/design-token-bridge-mcp) [![design-token-bridge-mcp MCP server](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kenneives/design-token-bridge-mcp) 📇 🏠 - Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contrast validation. +- [kensaurus/mushi-mushi](https://github.com/kensaurus/mushi-mushi) [![kensaurus/mushi-mushi MCP server](https://glama.ai/mcp/servers/kensaurus/mushi-mushi/badges/score.svg)](https://glama.ai/mcp/servers/kensaurus/mushi-mushi) 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix dispatch: plain-English diagnoses of user-reported bugs with evidence, blast radius and a fix prompt, then automated GitHub fix PRs. +- [kerbelp/metatron](https://github.com/kerbelp/metatron) [![kerbelp/metatron MCP server](https://glama.ai/mcp/servers/kerbelp/metatron/badges/score.svg)](https://glama.ai/mcp/servers/kerbelp/metatron) 🐍 🏠 🍎 🪟 🐧 - Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents. +- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [![kevinswint/xcode-studio-mcp MCP server](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator. +- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding. +- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [![agent-tool MCP server](https://glama.ai/mcp/servers/knewstimek/agent-tool/badges/score.svg)](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities. +- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [![mcp-observatory MCP server](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory/badges/score.svg)](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers. +- [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [![kyisaiah47/compound-mcp MCP server](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more. +- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution. +- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [![repo-crunch MCP server](https://glama.ai/mcp/servers/@kimwwk/repo-crunch/badges/score.svg)](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output. +- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 - Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations. +- [MarcelRoozekrans/roslyn-codelens-mcp](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp) [![roslyn-codelens-mcp MCP server](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pre-built indexes. +- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - Access and manage LLM application prompts created with Langfuse Prompt Management. +- [lisamaraventano-spine/mcp-server](https://github.com/lisamaraventano-spine/mcp-server) [![lisamaraventano-spine/mcp-server MCP server](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server) 📇 🏠 🍎 🪟 🐧 - Underground Cultural District: developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron), creative tools and a marketplace of digital goods. +- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - Manage API test suites and test cases with atest. +- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - Interact with Neovim. +- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [![jarvisassistantux/loopsense MCP server](https://glama.ai/mcp/servers/jarvisassistantux/loopsense/badges/score.svg)](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) 📇 🏠 - Feedback loop for coding agents: CI monitoring, process watching, file change detection and HTTP polling. +- [logisky/logisheets-mcp](https://github.com/logisky/logisheets-mcp) [![logisky/logisheets-mcp MCP server](https://glama.ai/mcp/servers/logisky/logisheets-mcp/badges/score.svg)](https://glama.ai/mcp/servers/logisky/logisheets-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek and .xlsx export. +- [lorenzo-cambiaghi/LynxMCP](https://github.com/lorenzo-cambiaghi/LynxMCP) [![lorenzo-cambiaghi/LynxMCP MCP server](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP/badges/score.svg)](https://glama.ai/mcp/servers/lorenzo-cambiaghi/LynxMCP) 🐍 🏠 🍎 🪟 🐧 - Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites and PDFs. +- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) 📇 ☁️ 🍎 🪟 🐧 - Detect AI-generated text via the GPTZero API, with confidence scores, probability breakdowns and French and Spanish support. +- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control robots by converting natural language commands into ROS or ROS2 control commands. +- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Control the Unitree Go2 robot with natural language commands interpreted by an LLM. +- [LucasGorgal/localfig](https://github.com/LucasGorgal/localfig) [![LucasGorgal/localfig MCP server](https://glama.ai/mcp/servers/LucasGorgal/localfig/badges/score.svg)](https://glama.ai/mcp/servers/LucasGorgal/localfig) 📇 🏠 🍎 🪟 - Exposes the Figma desktop app's Plugin API on the open file: inline renders, design token reading and one undo step per call, without the cloud API. +- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [![clarifyprompt-mcp MCP server](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) 📇 ☁️ 🍎 🪟 🐧 - Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories. +- [Luqueee/kivgraph](https://github.com/Luqueee/kivgraph) [![Luqueee/kivgraph MCP server](https://glama.ai/mcp/servers/Luqueee/kivgraph/badges/score.svg)](https://glama.ai/mcp/servers/Luqueee/kivgraph) 🏎️ 🏠 🍎 🐧 - Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across repositories. +- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) 📇 🏠 🍎 🐧 - Version-pinned, offline documentation sourced from DevDocs.io. +- [impossiblecode/overseer-nvim-mcp](https://github.com/impossiblecode/overseer-nvim-mcp) [![overseer-nvim-mcp MCP server](https://glama.ai/mcp/servers/impossiblecode/overseer-nvim-mcp/badges/score.svg)](https://glama.ai/mcp/servers/impossiblecode/overseer-nvim-mcp) 📇 🏠 🍎 🐧 - Runs long-running commands a coding agent starts in Neovim (dev servers, watchers) as overseer.nvim tasks you can watch and stop from your task list. +- [paulburgess1357/nvim-mcp](https://github.com/paulburgess1357/nvim-mcp) [![paulburgess1357/nvim-mcp MCP server](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) 🐍 🏠 🐧 - Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights. +- [paulhkang94/markview](https://github.com/paulhkang94/markview) [![markview MCP server](https://glama.ai/mcp/servers/@paulhkang94/markview/badges/score.svg)](https://glama.ai/mcp/servers/@paulhkang94/markview) 🏠 🍎 - Open and render Markdown files in MarkView, a native macOS Markdown preview app. +- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [![memorylens-mcp MCP server](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #️⃣ 🏠 🪟 - On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes. +- [martingeidobler/android-mcp-server](https://github.com/martingeidobler/android-mcp-server) [![android-mcp-server MCP server](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server) 📇 🏠 - Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait. +- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only access to Swarmia metrics for quick reporting. +- [meanands/npm-package-docs-mcp](https://github.com/meanands/npm-package-docs-mcp) ☁️ - Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository. +- [mcpware/ui-annotator-mcp](https://github.com/mcpware/ui-annotator-mcp) [![mcpware/ui-annotator-mcp MCP server](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/ui-annotator-mcp) 📇 🏠 - Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions. +- [microservices-sh/mcp](https://github.com/microservices-sh/mcp) [![mcp MCP server](https://glama.ai/mcp/servers/microservices-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/microservices-sh/mcp) 📇 ☁️ 🏠 - Inspect microservices.sh Cloudflare-native modules and templates, generate app plans and projects, run checks and trigger confirmation-gated preview deploys. +- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations. +- [Michael-WhiteCapData/ollama-handoff](https://github.com/Michael-WhiteCapData/ollama-handoff) 🐍 🏠 🍎 🪟 🐧 - Offload summaries, drafts, extractions and first-pass code reviews from a cloud LLM agent to a local Ollama model via handoff tools with built-in prompts. +- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact. +- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) 📇 ☁️ - Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology. +- [MnemeHQ/mneme](https://github.com/MnemeHQ/mneme) [![Mneme Decision MCP server](https://glama.ai/mcp/servers/MnemeHQ/mneme/badges/score.svg)](https://glama.ai/mcp/servers/MnemeHQ/mneme) 🐍 📇 🏠 🍎 🪟 🐧 - Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority. +- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices. +- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [![MobileReality/mdma MCP server](https://glama.ai/mcp/servers/MobileReality/mdma/badges/score.svg)](https://glama.ai/mcp/servers/MobileReality/mdma) 📇 ☁️ 🏠 🍎 🪟 🐧 - Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs. +- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [![saranshbamania/mobile-device-mcp MCP server](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp/badges/score.svg)](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) 📇 🏠 🍎 🪟 - Control Android devices and iOS simulators: AI visual analysis, Flutter widget tree inspection, element finding, video recording and test script generation. +- [getmockd/mockd](https://github.com/getmockd/mockd) [![mockd MCP server](https://glama.ai/mcp/servers/getmockd/mockd/badges/score.svg)](https://glama.ai/mcp/servers/getmockd/mockd) 🏎️ 🏠 🍎 🪟 🐧 - Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses. +- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero) [![mockhero MCP server](https://glama.ai/mcp/servers/dinosaur24/mockhero/badges/score.svg)](https://glama.ai/mcp/servers/dinosaur24/mockhero) 📇 ☁️ - Synthetic test data generation: detect schemas from SQL or JSON and generate JSON, CSV or SQL data. +- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Enable a human-in-the-loop feedback workflow in AI coding tools. +- [muhannad-hash/git-context-mcp](https://github.com/muhannad-hash/git-context-mcp) [![git-context-mcp MCP server](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/git-context-mcp) 📇 🏠 🍎 🪟 🐧 - Explains why code exists by tracing lines back to commits, GitHub PR descriptions and linked issues, plus file history, commit search and contributors. +- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images. +- [n8daniels/RulesetMCP](https://github.com/n8daniels/RulesetMCP) 📇 🏠 - Keeps agents grounded in project rules: query coding standards, validate snippets and get task-specific guidance from version-controlled rule files. +- [Nagarjuna2997/ios-agent-skill](https://github.com/Nagarjuna2997/ios-agent-skill) [![Nagarjuna2997/ios-agent-skill MCP server](https://glama.ai/mcp/servers/Nagarjuna2997/ios-agent-skill/badges/score.svg)](https://glama.ai/mcp/servers/Nagarjuna2997/ios-agent-skill) 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode. +- [najaeda/naja-scope](https://github.com/najaeda/naja-scope) [![najaeda/naja-scope MCP server](https://glama.ai/mcp/servers/najaeda/naja-scope/badges/score.svg)](https://glama.ai/mcp/servers/najaeda/naja-scope) 🐍 🏠 - Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source. +- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [![n8n-workflow-tester-safe MCP server](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe/badges/score.svg)](https://glama.ai/mcp/servers/Souzix76/n8n-workflow-tester-safe) 📇 🏠 - Test, score and inspect n8n workflows with config-driven test suites, two-tier scoring, execution traces and a built-in node catalog. +- [AutomateLab-tech/n8n-mcp](https://github.com/AutomateLab-tech/n8n-mcp) [![AutomateLab-tech/n8n-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/n8n-mcp) 📇 🏠 - Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node execution failures. +- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - Convert any Git repository into a text digest of its codebase using gitingest. +- [Neem2004/android-mcp-server](https://github.com/Neem2004/android-mcp-server) [![Neem2004/android-mcp-server MCP server](https://glama.ai/mcp/servers/Neem2004/android-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Neem2004/android-mcp-server) 📇 🏠 - ADB-based Android access: read-only logcat, UI hierarchy, package listing and allowlisted shell commands. +- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using .editorconfig rules so AI-generated code follows project formatting standards. +- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) ☕ ☁️ 🏠 - Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation. +- [ni-c/woodpecker-ci-mcp](https://github.com/ni-c/woodpecker-ci-mcp) [![ni-c/woodpecker-ci-mcp MCP server](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp) 📇 🏠 - Drive a self-hosted Woodpecker CI: read failing step logs, restart, cancel or approve pipelines, and manage secrets, registries, crons, agents and the queue. +- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [![nikolai-vysotskyi/trace-mcp MCP server](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring. +- [Nishant-Chaudhary5338/mcp-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit) [![Nishant-Chaudhary5338/mcp-toolkit MCP server](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit) 📇 🏠 🍎 🪟 🐧 - React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management. +- [nk3750/jitapi](https://github.com/nk3750/jitapi) [![nk3750/jitapi MCP server](https://glama.ai/mcp/servers/nk3750/jitapi/badges/score.svg)](https://glama.ai/mcp/servers/nk3750/jitapi) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs. +- [no-materials/hird](https://github.com/no-materials/hird) [![no-materials/hird MCP server](https://glama.ai/mcp/servers/no-materials/hird/badges/score.svg)](https://glama.ai/mcp/servers/no-materials/hird) 🦀 🏠 🍎 🪟 🐧 - Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs. +- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [![Neverlow512/agent-droid-bridge MCP server](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge/badges/score.svg)](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) 🐍 🏠 - Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection. +- [Odrin/rhizome-mcp](https://github.com/Odrin/rhizome-mcp) [![Odrin/rhizome-mcp MCP server](https://glama.ai/mcp/servers/Odrin/rhizome-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Odrin/rhizome-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for coding agents: durable issues, leases, checkpoints, decisions, dependency graphs and review workflows. +- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [![mcp-server-devutils MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) 📇 🏠 - Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex. +- [ofershap/mcp-server-dns](https://github.com/ofershap/mcp-server-dns) [![mcp-server-dns MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-dns/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-dns) 📇 🏠 - DNS lookups, reverse DNS, WHOIS and domain availability checks. +- [ofershap/mcp-server-docker](https://github.com/ofershap/mcp-server-docker) [![mcp-server-docker MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-docker/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-docker) 📇 🏠 - Manage Docker containers, images, volumes, networks and Compose services. +- [ofershap/mcp-server-github-actions](https://github.com/ofershap/mcp-server-github-actions) [![mcp-server-github-actions MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-github-actions) 📇 ☁️ - GitHub Actions: view workflow runs, read logs, re-run failed jobs and manage CI/CD. +- [ofershap/mcp-server-github-gist](https://github.com/ofershap/mcp-server-github-gist) [![mcp-server-github-gist MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-github-gist) 📇 ☁️ - Create, read, update, list and search GitHub Gists. +- [ofershap/mcp-server-markdown](https://github.com/ofershap/mcp-server-markdown) [![mcp-server-markdown MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-markdown) 📇 🏠 - Search, extract sections, list headings and find code blocks across Markdown files. +- [ofershap/mcp-server-npm-plus](https://github.com/ofershap/mcp-server-npm-plus) [![mcp-server-npm-plus MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-npm-plus) 📇 ☁️ - npm package search, bundle size checks, vulnerability scans and download comparisons. +- [ofershap/mcp-server-scraper](https://github.com/ofershap/mcp-server-scraper) [![mcp-server-scraper MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-scraper) 📇 ☁️ - Web scraping: extract clean Markdown, links and metadata from any URL. +- [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring. +- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates. +- [OverlayQA/mcp](https://github.com/OverlayQA/mcp) [![OverlayQA/mcp MCP server](https://glama.ai/mcp/servers/OverlayQA/mcp/badges/score.svg)](https://glama.ai/mcp/servers/OverlayQA/mcp) 📇 ☁️ 🏠 - WCAG accessibility and color-contrast audits plus QA issue tracking from your coding agent. +- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary. +- [paladini/devutils-mcp-server](https://github.com/paladini/devutils-mcp-server) [![paladini/devutils-mcp-server MCP server](https://glama.ai/mcp/servers/paladini/devutils-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/paladini/devutils-mcp-server) 📇 🏠 🍎 🪟 🐧 - Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CIDR and text tools. +- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - HTTP 402 (Payment Required) implementation using Solana. +- [pasichDev/docket](https://github.com/pasichDev/docket) [![pasichDev/docket MCP server](https://glama.ai/mcp/servers/pasichDev/docket/badges/score.svg)](https://glama.ai/mcp/servers/pasichDev/docket) 📇 🏠 🍎 🪟 🐧 - Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboard. +- [mcpware/pagecast](https://github.com/mcpware/pagecast) [![mcpware/pagecast MCP server](https://glama.ai/mcp/servers/mcpware/pagecast/badges/score.svg)](https://glama.ai/mcp/servers/mcpware/pagecast) 📇 🏠 - Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg. +- [jcooley8/pincushion-plugin](https://github.com/jcooley8/pincushion-plugin) [![jcooley8/pincushion-plugin MCP server](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin/badges/score.svg)](https://glama.ai/mcp/servers/jcooley8/pincushion-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback for coding agents: stakeholders drop pins on a live app, and the agent reads each pin's selector, screenshot, DOM snippet and thread to fix it. +- [pipepie/pipepie](https://github.com/pipepie/pipepie) [![pipepie/pipepie MCP server](https://glama.ai/mcp/servers/pipepie/pipepie/badges/score.svg)](https://glama.ai/mcp/servers/pipepie/pipepie) 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains. +- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [![pmpt-mcp MCP server](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki. +- [pofky/asc-mcp](https://github.com/pofky/asc-mcp) [![pofky/asc-mcp MCP server](https://glama.ai/mcp/servers/pofky/asc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pofky/asc-mcp) 📇 🏠 🍎 - App Store Connect control: metadata edits, screenshot and binary uploads, TestFlight, IAPs, subscriptions, release preflight audits, submission and release. +- [PostHog/posthog](https://github.com/PostHog/posthog/tree/master/services/mcp) 🎖️ 📇 ☁️ - Interact with PostHog analytics, feature flags, error tracking and more. +- [soulware-studio/promethic-mcp](https://github.com/soulware-studio/promethic-mcp) [![soulware-studio/promethic-mcp MCP server](https://glama.ai/mcp/servers/soulware-studio/promethic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/soulware-studio/promethic-mcp) ☁️ - Prompt library with versioned prompts and per-version model settings for text, image and JSON; tracks edits and proposes refined versions. +- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) 📇 ☁️ - x402 API gateway for web extraction, search, translation, image generation, screenshots, PDF and OCR, paid per call in USDC on Base. +- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and suggests performance improvements. +- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration: run CLI or script commands with parameters and environment variable support. +- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) - Download entire websites using wget, preserving their structure and converting links to work locally. +- [PSU3D0/spreadsheet-mcp](https://github.com/PSU3D0/spreadsheet-mcp) 🦀 🏠 🪟 - Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation. +- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [![pt-edge MCP server](https://glama.ai/mcp/servers/grahamrowe82/pt-edge/badges/score.svg)](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) 🐍 ☁️ 🍎 🪟 🐧 - Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis. +- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Accessible KoliBri web component samples, specs, docs and scenarios. +- [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) ☕ 🏠 - Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics. +- [pzalutski-pixel/godotlens-mcp](https://github.com/pzalutski-pixel/godotlens-mcp) [![godotlens-mcp MCP server](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp) 🐍 🏠 - Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync. +- [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #️⃣ 🏠 - Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence. +- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - Performance testing with JMeter. +- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Performance testing with Grafana k6. +- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Performance testing with Locust. +- [benswel/qr-agent-core](https://github.com/benswel/qr-agent-core) [![benswel/qr-agent-core MCP server](https://glama.ai/mcp/servers/benswel/qr-agent-core/badges/score.svg)](https://glama.ai/mcp/servers/benswel/qr-agent-core) 📇 ☁️ - Dynamic QR codes: create, update, track and retarget QR codes of various types without regenerating images. +- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations. +- [Quantum3-Labs/ARBuilder](https://github.com/Quantum3-Labs/ARBuilder) [![ARBuilder MCP server](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder/badges/score.svg)](https://glama.ai/mcp/servers/Quantum3-Labs/ARBuilder) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation. +- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations and build automation. +- [rabdulsal/appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp) [![rabdulsal/appstore-release-mcp MCP server](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp) 📇 🏠 🍎 - Runs the App Store release cycle for iOS/macOS apps: version bump, archive, signing and TestFlight upload via fastlane, metadata updates and review submission. +- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - Discover and explain OpenAPI specifications and generate code or mock data from them. +- [RepoAssay/repo-test-architect](https://github.com/RepoAssay/repo-test-architect) [![RepoAssay/repo-test-architect MCP server](https://glama.ai/mcp/servers/RepoAssay/repo-test-architect/badges/score.svg)](https://glama.ai/mcp/servers/RepoAssay/repo-test-architect) 📇 🏠 🍎 🪟 🐧 - Local, read-only test architecture audits for JS/TS, C#, Elixir, Go, Kotlin, PHP, Python, Ruby, Rust and Swift, with evidence-backed findings and test plans. +- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [![Vbj1808/retrieval-lens MCP server](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens/badges/score.svg)](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) 📇 🏠 - Flight recorder for RAG retrieval: logs chunks, scores, sources and rankings to audit, replay and diff retrieval runs. +- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Manage Reflag feature flags from chat in your IDE. +- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - Access Rootly, the incident management platform. +- [ronantakizawa/a11ymcp](https://github.com/ronantakizawa/a11ymcp) [![ronantakizawa/a11ymcp MCP server](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp/badges/score.svg)](https://glama.ai/mcp/servers/ronantakizawa/a11ymcp) 📇 🏠 - Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection. +- [rsdouglas/janee](https://github.com/rsdouglas/janee) 📇 🏠 🍎 🪟 🐧 - Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions. +- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - Browse GitHub repositories, explore directories and view file contents. +- [sarveshsea/memi](https://github.com/sarveshsea/memi) [![memi MCP server](https://glama.ai/mcp/servers/sarveshsea/memi/badges/score.svg)](https://glama.ai/mcp/servers/sarveshsea/memi) 📇 🏠 - Design-system memory for coding agents: UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs and quality diagnostics. +- [saurav61091/mcp-openapi](https://github.com/saurav61091/mcp-openapi) [![saurav61091/mcp-openapi MCP server](https://glama.ai/mcp/servers/saurav61091/mcp-openapi/badges/score.svg)](https://glama.ai/mcp/servers/saurav61091/mcp-openapi) 📇 ☁️ 🏠 - Turn any OpenAPI 3.x spec into callable MCP tools, with Bearer, API key and Basic auth support. +- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting. +- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - Implements Claude Code-like capabilities for code understanding, modification and project analysis. +- [seldonframe/reelier](https://github.com/seldonframe/reelier) [![seldonframe/reelier MCP server](https://glama.ai/mcp/servers/seldonframe/reelier/badges/score.svg)](https://glama.ai/mcp/servers/seldonframe/reelier) 📇 🏠 🍎 🪟 🐧 - Record an agent's MCP tool-call workflow, replay it deterministically without tokens and diff runs to catch drift, for CI and snapshot tests. +- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter. +- [NavinAgrawal/mcp-broker](https://github.com/NavinAgrawal/mcp-broker) [![NavinAgrawal/mcp-broker MCP server](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker/badges/score.svg)](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker) 🐍 🏠 🍎 🪟 🐧 - Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool allowlists. +- [notasandy/mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer) [![mcp-code-sanitizer MCP server](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer/badges/score.svg)](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer) 🐍 🏠 🍎 🪟 🐧 - Code review via Groq: finds bugs, vulnerabilities and SQL injections, compares and explains code, generates tests and HTML reports. +- [shellsage-ai/mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate) [![mcp-server-boilerplate MCP server](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate/badges/score.svg)](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) 📇 🐍 🏠 - Starter templates for MCP servers in TypeScript and Python, with tool, resource and prompt patterns. +- [SegfaultSorcerer/heap-seance](https://github.com/SegfaultSorcerer/heap-seance) [![heap-seance MCP server](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance/badges/score.svg)](https://glama.ai/mcp/servers/SegfaultSorcerer/heap-seance) 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts. +- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Gives AI coding tools context from your entire codebase and docs via Sequa. +- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search, impact analysis, call graphs and ownership detection. +- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) 📇 🏠 🍎 🪟 🐧 - Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP. +- [smplkit/mcp](https://github.com/smplkit/mcp) [![smplkit/mcp MCP server](https://glama.ai/mcp/servers/smplkit/mcp/badges/score.svg)](https://glama.ai/mcp/servers/smplkit/mcp) 📇 ☁️ - Schedule HTTP jobs (cron, one-off or on-demand) with retries and run history. +- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect to any HTTP/REST API server using an OpenAPI v3 spec. +- [specshield26/specshield-mcp-server](https://github.com/specshield26/specshield-mcp-server) [![specshield26/specshield-mcp-server MCP server](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/specshield26/specshield-mcp-server) 📇 ☁️ - OpenAPI breaking-change detection and migration guides to check whether an API change is safe to ship. +- [srijanshukla18/xray](https://github.com/srijanshukla18/xray) 🐍 🏠 - Code intelligence via ast-grep: map project structure, fuzzy-find symbols and assess change impact in Python, JS/TS and Go. +- [srclight/srclight](https://github.com/srclight/srclight) [![srclight MCP server](https://glama.ai/mcp/servers/@srclight/srclight/badges/score.svg)](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search. +- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - Semantic code search and navigation that reduces token waste. +- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - LLDB integration for binary and core file analysis, debugging and disassembly. +- [stfade/moth](https://github.com/stfade/moth) [![stfade/moth MCP server](https://glama.ai/mcp/servers/stfade/moth/badges/score.svg)](https://glama.ai/mcp/servers/stfade/moth) 📇 🏠 - Structured bug-fix analysis and project-local memory of verified fixes for coding agents. +- [storybookjs/storybook](https://github.com/storybookjs/storybook/tree/next/code/addons/mcp) 📇 🏠 - Helps agents write and test Storybook stories for UI components. +- [SuresoftTechnologies/dvera-plugin](https://github.com/SuresoftTechnologies/dvera-plugin) [![SuresoftTechnologies/dvera-plugin MCP server](https://glama.ai/mcp/servers/SuresoftTechnologies/dvera-plugin/badges/score.svg)](https://glama.ai/mcp/servers/SuresoftTechnologies/dvera-plugin) 🎖️ 🐍 🏠 🪟 🐧 - Drives Controller Tester (CT) C/C++ verification: project setup, analysis, test generation and execution, statement/branch/MC-DC coverage and report export. +- [tactual-dev/tactual](https://github.com/tactual-dev/tactual) [![tactual-dev/tactual MCP server](https://glama.ai/mcp/servers/tactual-dev/tactual/badges/score.svg)](https://glama.ai/mcp/servers/tactual-dev/tactual) 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces. +- [TamarEngel/jira-github-mcp](https://github.com/TamarEngel/jira-github-mcp) - Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges. +- [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [![tao-izm/devpulse-mcp MCP server](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state. +- [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination. +- [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [![reftrix-mcp MCP server](https://glama.ai/mcp/servers/TKMD/reftrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge. +- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL. +- [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language. +- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - Interact with Bugsnag. +- [thecombatwombat/replicant-mcp](https://github.com/thecombatwombat/replicant-mcp) [![thecombatwombat/replicant-mcp MCP server](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thecombatwombat/replicant-mcp) 📇 🏠 🍎 🪟 🐧 - Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs. +- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) 📇 🏠 🍎 🪟 🐧 - AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS. +- [theserverlessdev/wsc](https://github.com/theserverlessdev/wsc) [![theserverlessdev/wsc MCP server](https://glama.ai/mcp/servers/theserverlessdev/wsc/badges/score.svg)](https://glama.ai/mcp/servers/theserverlessdev/wsc) 📇 ☁️ 🏠 - Prose linter and AI-slop detector: weasel words, passive voice, hedging and research-cited AI writing tells. +- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - Cryptocurrency tipping using the x402 payment protocol and CDP Wallet. +- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [![x402node/x402-mcp MCP server](https://glama.ai/mcp/servers/x402node/x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/x402node/x402-mcp) 🎖️ 📇 🏠 - Exposes x402-paid APIs discovered from Coinbase Bazaar, handling USDC micropayments on Base. +- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [![Mibayy/token-savior MCP server](https://glama.ai/mcp/servers/Mibayy/token-savior/badges/score.svg)](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs. +- [Tokenectomy-Labs/Tokenectomy](https://github.com/Tokenectomy-Labs/Tokenectomy) [![Tokenectomy-Razor MCP server](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy/badges/score.svg)](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy) 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions. +- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS. +- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation. +- [TranQui004/signalint](https://github.com/TranQui004/signalint) [![TranQui004/signalint MCP server](https://glama.ai/mcp/servers/TranQui004/signalint/badges/score.svg)](https://glama.ai/mcp/servers/TranQui004/signalint) 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops. +- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage. +- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - Organize and search chat history with AI-generated summaries and secure memory. +- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings. +- [V0v1kkk/DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer) #️⃣ 🏠 🍎 🪟 🐧 - Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration. +- [valado/pantheon-mcp](https://github.com/valado/pantheon-mcp) - Serves task-specific instructions to agents instead of static Markdown files. +- [var-gg/mcp](https://github.com/var-gg/mcp) 📇 ☁️ - Enforces team naming conventions in AI-generated code. +- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - Manage and serve dynamic prompt templates using a text template engine. +- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export. +- [vercel/next-devtools-mcp](https://github.com/vercel/next-devtools-mcp) 🎖️ 📇 🏠 - Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents. +- [vighriday/Veris](https://github.com/vighriday/Veris) [![vighriday/Veris MCP server](https://glama.ai/mcp/servers/vighriday/Veris/badges/score.svg)](https://glama.ai/mcp/servers/vighriday/Veris) 📇 🏠 🍎 🪟 🐧 - Behavioral verification for TS/JS repos: builds a behavioral graph, clusters workflows, detects drift and generates adversarial probes with risk scores. +- [verifyax/verifyax-mcp](https://github.com/verifyax/verifyax-mcp) [![verifyax/verifyax-mcp MCP server](https://glama.ai/mcp/servers/verifyax/verifyax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verifyax/verifyax-mcp) 📇 ☁️ - Agent evaluation, simulation testing and functional/non-functional verification workflows on the VerifyAX platform. +- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search. +- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) - Document format conversion using Pandoc: Markdown, HTML, PDF, DOCX, CSV and more. +- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [![adaptive-cards-mcp MCP server](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks. +- [VOYAGER-Inc/excel-vision-mcp](https://github.com/VOYAGER-Inc/excel-vision-mcp) [![VOYAGER-Inc/excel-vision-mcp MCP server](https://glama.ai/mcp/servers/VOYAGER-Inc/excel-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VOYAGER-Inc/excel-vision-mcp) 🐍 🏠 🍎 🪟 🐧 - Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes with atomic saves. +- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to the VS Code IDE and use semantic tools like find usages. +- [VrtxOmega/Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega) [![VrtxOmega/Ollama-Omega MCP server](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) 🐍 🏠 🍎 🪟 🐧 - Chat, generate, pull, list and inspect models with Ollama. +- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [![VrtxOmega/omega-brain-mcp MCP server](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) 🐍 🏠 🍎 🪟 🐧 - AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination. +- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio. +- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [![ariadne MCP server](https://glama.ai/mcp/servers/whyy9527/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint. +- [willianpinho/mcp-gateway-scan](https://github.com/willianpinho/mcp-gateway-scan) [![willianpinho/mcp-gateway-scan MCP server](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan/badges/score.svg)](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan) 📇 🏠 - Read-only static scanner that scores MCP and agent-gateway repos on RBAC, fail-closed behavior, supply chain, observability, cost and secrets handling. +- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 - ROS 2 integration for AI-driven robotics applications and services. +- [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) 📇 🏠 🍎 🪟 🐧 - Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking. +- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - Persistent project context in the .faf (Foundational AI-context Format), with project DNA and Podium scoring. +- [Wolfe-Jam/faf-mcp](https://github.com/Wolfe-Jam/faf-mcp) 📇 🏠 - Persistent project context in the IANA-registered .faf format, with AI-readiness scoring. +- [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 - Extract handwritten math formulas from uploaded images as LaTeX using a vision-language model, with a Vue frontend. +- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Access JSR, the JavaScript Registry. +- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 - Build iOS Xcode workspaces or projects and feed errors back to the LLM. +- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Device control and UI automation for HarmonyOS Next devices. +- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - JVM-based MCP server implementation. +- [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - Connect to Apache Airflow. +- [yanmxa/scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp) 📇 🏠 - Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts. +- [ycs77/apifable](https://github.com/ycs77/apifable) [![apifable MCP server](https://glama.ai/mcp/servers/ycs77/apifable/badges/score.svg)](https://glama.ai/mcp/servers/ycs77/apifable) 📇 🏠 - Explore OpenAPI specs, search endpoints and generate TypeScript types. +- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev. +- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - Control interactive terminals (PTY) with stateful sessions, SSH connections and background process management. +- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - Generate interactive mind maps. +- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - Query multiple Ollama models and combine their responses for diverse perspectives on a single question. +- [YuliiaKovalova/dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp) [![dotnet-template-mcp MCP server](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resolution. +- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - Control robots with natural language via ROS 2 topics, services and actions. +- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - Provides TypeScript API information so agents can work with APIs not in their training data. +- [ypollak2/llm-router](https://github.com/ypollak2/llm-router) [![ypollak2/llm-router MCP server](https://glama.ai/mcp/servers/ypollak2/llm-router/badges/score.svg)](https://glama.ai/mcp/servers/ypollak2/llm-router) 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost. +- [zaebee/codegraph-brain](https://github.com/zaebee/codegraph-brain) [![zaebee/codegraph-brain MCP server](https://glama.ai/mcp/servers/zaebee/codegraph-brain/badges/score.svg)](https://glama.ai/mcp/servers/zaebee/codegraph-brain) 🐍 🏠 - Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection. +- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs. +- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - Fetch JSON, text and HTML data. +- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API. +- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines. +- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing. +- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples. +- [drumst0ck/uploadkit](https://github.com/drumst0ck/uploadkit) [![drumst0ck/uploadkit MCP server](https://glama.ai/mcp/servers/drumst0ck/uploadkit/badges/score.svg)](https://glama.ai/mcp/servers/drumst0ck/uploadkit) 🎖️ 📇 🏠 🍎 🪟 🐧 - UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs search. +- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [![DigiCatalyst-Systems/dep-diff-mcp MCP server](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) 📇 🏠 🍎 🪟 🐧 - Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations. +- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [![hikmahtech/drwhome MCP server](https://glama.ai/mcp/servers/hikmahtech/drwhome/badges/score.svg)](https://glama.ai/mcp/servers/hikmahtech/drwhome) 📇 ☁️ - Developer utilities: Base64 and URL encoding, JWT decoding, DNS lookup, UUID generation, JSON formatting, User-Agent parsing and IP lookup. +- [skyhook-io/radar](https://github.com/skyhook-io/radar) [![radar MCP server](https://glama.ai/mcp/servers/skyhook-io/radar/badges/score.svg)](https://glama.ai/mcp/servers/skyhook-io/radar) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool. +- [NazarKalytiuk/tarn](https://github.com/NazarKalytiuk/tarn) [![NazarKalytiuk/tarn MCP server](https://glama.ai/mcp/servers/NazarKalytiuk/tarn/badges/score.svg)](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) 🦀 🏠 🍎 🪟 🐧 - API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans. +- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [![tooluse-labs/perfetto-mcp-rs MCP server](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs/badges/score.svg)](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) 🦀 🏠 🍎 🪟 🐧 - Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery. +- [mshegolev/jaeger-mcp](https://github.com/mshegolev/jaeger-mcp) [![mshegolev/jaeger-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/jaeger-mcp) 🐍 ☁️ 🏠 - Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies. -- [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [![parasxos/cpp26-adapter MCP server](https://glama.ai/mcp/servers/parasxos/cpp26-adapter/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate. -- [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [![graphpilot-oss/graphpilot MCP server](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot/badges/score.svg)](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. `npx @graphpilot-oss/graphpilot mcp` -- [Disentinel/grafema](https://github.com/Disentinel/grafema) [![grafema MCP server](https://glama.ai/mcp/servers/Disentinel/grafema/badges/score.svg)](https://glama.ai/mcp/servers/Disentinel/grafema) 📇 🏠 🍎 🪟 🐧 - Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. `npm install -g grafema` -- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [![laszlopere/mcp-abacus MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-abacus/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) 🐍 🏠 🍎 🐧 - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. `uvx mcp-abacus`. +- [parasxos/cpp26-adapter](https://github.com/parasxos/cpp26-adapter) [![parasxos/cpp26-adapter MCP server](https://glama.ai/mcp/servers/parasxos/cpp26-adapter/badges/score.svg)](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus. +- [graphpilot-oss/graphpilot](https://github.com/graphpilot-oss/graphpilot) [![graphpilot-oss/graphpilot MCP server](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot/badges/score.svg)](https://glama.ai/mcp/servers/graphpilot-oss/graphpilot) 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact. +- [Disentinel/grafema](https://github.com/Disentinel/grafema) [![grafema MCP server](https://glama.ai/mcp/servers/Disentinel/grafema/badges/score.svg)](https://glama.ai/mcp/servers/Disentinel/grafema) 📇 🏠 🍎 🪟 🐧 - Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking. +- [laszlopere/mcp-abacus](https://github.com/laszlopere/mcp-abacus) [![laszlopere/mcp-abacus MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-abacus/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-abacus) 🐍 🏠 🍎 🐧 - Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact. -- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [![joaoh82/rustunnel MCP server](https://glama.ai/mcp/servers/joaoh82/rustunnel/badges/score.svg)](https://glama.ai/mcp/servers/joaoh82/rustunnel) 🦀 🏠 ☁️ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL). -- [xfloukiex-lab/laugh-tale](https://github.com/xfloukiex-lab/laugh-tale) [![xfloukiex-lab/laugh-tale MCP server](https://glama.ai/mcp/servers/xfloukiex-lab/laugh-tale/badges/score.svg)](https://glama.ai/mcp/servers/xfloukiex-lab/laugh-tale) 🐍 🏠 🍎 🪟 🐧 - Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. `pip install laugh-tale-mcp` -- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [![JSungMin/vs-token-safer MCP server](https://glama.ai/mcp/servers/JSungMin/vs-token-safer/badges/score.svg)](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped `file:line` list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + `vts` CLI. -- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [![ysalitrynskyi/opn-mcp MCP server](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance. -- [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [![mambalabsdev/mcp-domain-deliverability-checker MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) 📇 ☁️ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor. -- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [![ozers/hooksense-mcp MCP server](https://glama.ai/mcp/servers/ozers/hooksense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ozers/hooksense-mcp) 📇 ☁️ - Webhook & callback layer for AI agents: create a callback URL, then `wait_for_callback` to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. `npx -y @hooksense/mcp` +- [joaoh82/rustunnel](https://github.com/joaoh82/rustunnel) [![joaoh82/rustunnel MCP server](https://glama.ai/mcp/servers/joaoh82/rustunnel/badges/score.svg)](https://glama.ai/mcp/servers/joaoh82/rustunnel) 🦀 🏠 ☁️ - Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted. +- [JSungMin/vs-token-safer](https://github.com/JSungMin/vs-token-safer) [![JSungMin/vs-token-safer MCP server](https://glama.ai/mcp/servers/JSungMin/vs-token-safer/badges/score.svg)](https://glama.ai/mcp/servers/JSungMin/vs-token-safer) 📇 🏠 🍎 🪟 🐧 - Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction. +- [ysalitrynskyi/opn-mcp](https://github.com/ysalitrynskyi/opn-mcp) [![ysalitrynskyi/opn-mcp MCP server](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ysalitrynskyi/opn-mcp) 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes and manage links on opn.onl, the open-source, self-hostable URL shortener. +- [mambalabsdev/mcp-domain-deliverability-checker](https://github.com/mambalabsdev/mcp-domain-deliverability-checker) [![mambalabsdev/mcp-domain-deliverability-checker MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-deliverability-checker) 📇 ☁️ - Audit a domain's email deliverability (SPF, DKIM, DMARC, MX, blacklists, catch-all, domain age) and get a health score via an Apify actor. +- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [![ozers/hooksense-mcp MCP server](https://glama.ai/mcp/servers/ozers/hooksense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ozers/hooksense-mcp) 📇 ☁️ - Webhook callbacks for AI agents: create callback URLs, wait for signature-verified webhooks instead of polling, verify HMAC and list or replay callbacks. -- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required. -- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [![richer-richard/fenestra MCP server](https://glama.ai/mcp/servers/richer-richard/fenestra/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. `cargo install fenestra-mcp`. -- [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [![chaoz23/inkcheck MCP server](https://glama.ai/mcp/servers/chaoz23/inkcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/inkcheck) 📇 🏠 🍎 🪟 🐧 - CI for [ink](https://github.com/inkle/ink) interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. `claude mcp add inkcheck -- npx -y inkcheck mcp` -- [swapnanil/vectr](https://github.com/swapnanil/vectr) [![swapnanil/vectr MCP server](https://glama.ai/mcp/servers/swapnanil/vectr/badges/score.svg)](https://glama.ai/mcp/servers/swapnanil/vectr) 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search + persistent working memory for AI code editors. Hybrid dense + BM25 search over AST-aware chunks, a symbol graph for locate/trace, and typed notes that survive context compaction and session restarts. Local embeddings, zero config, no API key. `pip install vectr` +- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings. +- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [![richer-richard/fenestra MCP server](https://glama.ai/mcp/servers/richer-richard/fenestra/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs. +- [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [![chaoz23/inkcheck MCP server](https://glama.ai/mcp/servers/chaoz23/inkcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/inkcheck) 📇 🏠 🍎 🪟 🐧 - CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending. +- [swapnanil/vectr](https://github.com/swapnanil/vectr) [![swapnanil/vectr MCP server](https://glama.ai/mcp/servers/swapnanil/vectr/badges/score.svg)](https://glama.ai/mcp/servers/swapnanil/vectr) 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search and persistent working memory: hybrid dense and BM25 search over AST-aware chunks, a symbol graph and notes that survive restarts. -- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [![SunrisesIllNeverSee/sigrank-mcp MCP server](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank` +- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [![SunrisesIllNeverSee/sigrank-mcp MCP server](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine. -- [Bishop81/imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp) [![Bishop81/imagedimensions-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp) 📇 ☁️ - Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. `npx -y imagedimensions-mcp` +- [Bishop81/imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp) [![Bishop81/imagedimensions-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp) 📇 ☁️ - Audit images on a web page via the imagedimensions.com API: natural vs rendered dimensions, oversized-image detection and format breakdown. -- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [![sebastienrousseau/rlg-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/rlg/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/rlg) 🦀 🏠 🍎 🪟 🐧 - **Log-stream tools for on-call / SRE agent workflows** — expose `rlg` (RustLogs) log files as MCP tools. Three tools: `tail_log` (last N events, filtered by level/target), `filter_log` (JSON-path-style predicates), `summarize_errors` (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, `os_log`/`journald` sinks). Install `cargo install rlg-mcp` or `docker run -i ghcr.io/sebastienrousseau/rlg-mcp`. Dual-licensed MIT OR Apache-2.0. -- [chrassy/klanex-mcp](https://github.com/chrassy/klanex-mcp) [![chrassy/klanex-mcp MCP server](https://glama.ai/mcp/servers/chrassy/klanex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chrassy/klanex-mcp) 🎖️ 📇 ☁️ - Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries/backoff/circuit breakers, idempotency keys, human approval gates, encrypted credentials, replay, and signed-webhook results. Errors come back with an `llm_hint` the agent can self-correct from. Hosted remote (`api.klanexai.com/mcp`, free sandbox) or `npx -y klanex-mcp`. -- [get-tmonier/argot](https://github.com/get-tmonier/argot) [![get-tmonier/argot MCP server](https://glama.ai/mcp/servers/get-tmonier/argot/badges/score.svg)](https://glama.ai/mcp/servers/get-tmonier/argot) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Guardrail that checks agent-written code against a repo's own git-history-learned patterns — flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes `voice_context` (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), `check` (score a generated hunk against the repo's patterns), and `explain`. 100% local, no LLM, single Rust binary. `npm i -g @tmonier/argot` -- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [![MikhailHal/ariadne MCP server](https://glama.ai/mcp/servers/MikhailHal/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/MikhailHal/ariadne) ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API — call graph over functions, properties (initializers, delegates, accessors), constructors and callable references — with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). `brew install mikhailhal/tap/ariadne` -- [PackkitLabs/packkit-mcp](https://github.com/PackkitLabs/packkit-mcp) [![PackkitLabs/packkit-mcp MCP server](https://glama.ai/mcp/servers/PackkitLabs/packkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PackkitLabs/packkit-mcp) 📇 🏠 - Scaffold, compose, and upgrade modern multi-language projects from your agent — a single MCP surface over the create-packkit generator family (any supported language) plus a fullstack composer that stitches a frontend and backend into one repo. Also available as a CLI and a web configurator. `npx -y packkit-mcp` -- [gvasile29/qai-consultant](https://github.com/gvasile29/qai-consultant) [![gvasile29/qai-consultant MCP server](https://glama.ai/mcp/servers/gvasile29/qai-consultant/badges/score.svg)](https://glama.ai/mcp/servers/gvasile29/qai-consultant) 🐍 🏠 🍎 🪟 🐧 - Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. `uvx qai-consultant-mcp` -- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [![MGM-FALCON/quelllm-mcp MCP server](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for [quelllm.fr](https://quelllm.fr) — open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: `list_models`, `get_model`, `compare`, `estimate_vram`, `estimate_cost` (API providers vs self-hosted hardware in EUR), `search_models`. Useful when picking a local model that fits your GPU/Mac. -- [imqueue/mcp](https://github.com/imqueue/mcp) [![imqueue/mcp MCP server](https://glama.ai/mcp/servers/imqueue/mcp/badges/score.svg)](https://glama.ai/mcp/servers/imqueue/mcp) 📇 🏠 - Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet. -- [WCAG-Compliance/wcagc-mcp](https://github.com/WCAG-Compliance/wcagc-mcp) [![WCAG-Compliance/wcagc-mcp MCP server](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp) 🎖️ 📇 ☁️ 🏠 - Deterministic axe-core accessibility scanning (WCAG 2.1 AA, EN 301 549, PDF/UA) through a [wcagc](https://wcagc.com) account: scan any public URL or PDF, crawl a whole registered site, replay saved multi-step journeys, and read violation trends. Returns structured findings — rule, severity counts and the success criteria involved — so the assistant reasons over real results rather than guessing from markup. Every scan result carries an automated-coverage disclaimer instead of a score or a pass/fail verdict. Hosted at `https://mcp.wcagc.com/mcp`, or run it locally with `npx -y @wcagc/mcp`. -- [srbsa/diffgate](https://github.com/srbsa/diffgate) [![srbsa/diffgate MCP server](https://glama.ai/mcp/servers/srbsa/diffgate/badges/score.svg)](https://glama.ai/mcp/servers/srbsa/diffgate) 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs, runnable from inside the coding agent's own loop over MCP. Zero-LLM-token, AST-precise rules (SQLi, SSRF, XXE, permissive CORS, prototype pollution, hardcoded secrets) across 8 languages, plus structural checks for reinvented helpers and over-abstraction — findings scoped to only the changed lines, same input always gives the same output, no false-block guarantee. `npm i -g diffgate-review` (registers as the `diffgate` command; `diffgate mcp` starts the server) -- [shakaran/symfony-agent-mcp](https://github.com/shakaran/symfony-agent-mcp) [![shakaran/symfony-agent-mcp MCP server](https://glama.ai/mcp/servers/shakaran/symfony-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shakaran/symfony-agent-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only introspection of a Symfony codebase: routes, controllers, services, entities, database schema, migrations, events, forms, security, Doctrine, Messenger, Twig and API Platform. 1,677 tools discovered progressively — `tools/list` starts at five meta-tools and the rest activate per category, so connecting costs ~828 tokens instead of ~154,000. Nothing is executed and nothing is written; results are scanned for credentials before they leave. `npx -y @shakaran/symfony-agent-mcp` -- [ms-methos/jsonfabrica-mcp-server](https://github.com/ms-methos/jsonfabrica-mcp-server) [![ms-methos/jsonfabrica-mcp-server MCP server](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data — single documents or relational batches — from reusable templates via the JsonFabrica API. `npx -y @jsonfabrica/mcp-server` -- [servelink-swyftlabs/serve-mcp](https://github.com/servelink-swyftlabs/serve-mcp) [![servelink-swyftlabs/serve-mcp MCP server](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Give anything on your machine a public HTTPS link from your agent — a file, a directory, or a running dev server. Every link is either live from your machine (a tunnel, so edits show up) or published to serve's servers so it keeps working with the machine off, and moving between the two is one sentence to the agent. 17 tools covering password protection, TTLs, named subdomains and teardown. `npx -y @servelink/serve` -- [Yocoolab/mcp-server](https://github.com/Yocoolab/mcp-server) [![Yocoolab/mcp-server MCP server](https://glama.ai/mcp/servers/Yocoolab/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Yocoolab/mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Pin visual feedback on any live web page — localhost, staging or production — and hand it to your coding agent with the element, its CSS selector, a screenshot and the whole thread attached, then get a pull request back. Bridges to the Yocoolab browser extension locally and syncs threads through the Yocoolab API. Listed on the official MCP Registry (`io.github.Jonahbkerr/yocoolab`). `npx -y @yocoolab/mcp-server@2 setup` -- [JeanFrancoisGagne/crapkit](https://github.com/JeanFrancoisGagne/crapkit) [![JeanFrancoisGagne/crapkit MCP server](https://glama.ai/mcp/servers/JeanFrancoisGagne/crapkit/badges/score.svg)](https://glama.ai/mcp/servers/JeanFrancoisGagne/crapkit) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Read-only view of a repository's CRAP scores, one per function: `ccn^2 * (1 - cov)^3 + ccn`, cyclomatic complexity joined to the branch coverage your own test command already writes. Twelve tools (`get_next_item`, `list_worklist`, `get_function_brief`, `get_function_history`, `check_gate`, `check_config`, `list_coupled_files`, `list_duplicate_functions`, `get_ratchet_report`, `get_trend`, `list_runs`, `list_claims`) hand the agent the worst function to fix next with its own source, its uncovered lines, its change-coupled files, its near-duplicates and a gate verdict on the edited file. None of the twelve runs a test suite or edits source files. Reads Python, TypeScript, JavaScript, Go, Rust, Swift, Java, C/C++ and more through lizard. `pip install crapkit`, then `crapkit mcp`. -- [KallistoX/mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications) [![KallistoX/mcp-unifi-applications MCP server](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications/badges/score.svg)](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications) 🐍 🏠 🍎 🪟 🐧 - Queryable UniFi API documentation (Network, Protect, Site Manager, InnerSpace, Mobility, Carrier Fabric) — endpoint search, field-level schema drill-down, and code examples in curl/Go/Node.js/Python/Ansible. Read-only: serves scraped docs, never touches a controller. -- [xarl3z/magzdown-agent-tools](https://github.com/xarl3z/magzdown-agent-tools) [![xarl3z/magzdown-agent-tools MCP server](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools/badges/score.svg)](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools) 📇 🏠 🍎 🪟 🐧 - Turn markdown into a shareable link that renders as a typeset document (tables, Mermaid, math, pagination); the content lives in the URL, nothing is uploaded. -- [gba3124/anyhook-mcp](https://github.com/gba3124/anyhook-mcp) [![gba3124/anyhook-mcp MCP server](https://glama.ai/mcp/servers/gba3124/anyhook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gba3124/anyhook-mcp) 🎖️ 📇 ☁️ 🏠 - Creates a live webhook endpoint an agent can receive on, then reads the real deliveries back. The first call works without an account or a key, and the endpoint keeps working after the session ends. -- [metabolism-tools/workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism) [![metabolism-tools/workspace-metabolism MCP server](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism/badges/score.svg)](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism) 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: one JSON policy file decides what each path is worth; agents can audit, explain and dry-run clean plans themselves, nothing is ever deleted by pattern, and every action lands in a hash-chained journal. Zero dependencies; `pip install workspace-metabolism` then `wm mcp`. -- [WilliamSmithEdward/xlide_mcp](https://github.com/WilliamSmithEdward/xlide_mcp) [![WilliamSmithEdward/xlide_mcp MCP server](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp/badges/score.svg)](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp) 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test the VBA inside Excel, Word, PowerPoint and Access files, and edit the document around it. The file layer needs no Office installation and runs anywhere. Static analysis with 119 diagnostics measured against each host's own object model, writes guarded by a content token so one edit cannot silently discard another, and a git textconv driver that makes a workbook diff as VBA instead of "Binary files differ". Power Query, UserForms, sheets and Visual Basic 6 projects too. `uvx xlide-mcp`. -- [motock/fagan](https://github.com/motock/fagan) [![motock/fagan MCP server](https://glama.ai/mcp/servers/motock/fagan/badges/score.svg)](https://glama.ai/mcp/servers/motock/fagan) 🐍 🏠 - Autonomous coding pipeline: a frontier model plans, reviews, and adjudicates risk while a local model implements under TDD, acceptance-oracle grading, and a merge gate that re-runs the suite against the rebased branch. +- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [![sebastienrousseau/rlg-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/rlg/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/rlg) 🦀 🏠 🍎 🪟 🐧 - Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors. +- [chrassy/klanex-mcp](https://github.com/chrassy/klanex-mcp) [![chrassy/klanex-mcp MCP server](https://glama.ai/mcp/servers/chrassy/klanex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chrassy/klanex-mcp) 🎖️ 📇 ☁️ - Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and signed-webhook results. +- [get-tmonier/argot](https://github.com/get-tmonier/argot) [![get-tmonier/argot MCP server](https://glama.ai/mcp/servers/get-tmonier/argot/badges/score.svg)](https://glama.ai/mcp/servers/get-tmonier/argot) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests. +- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [![MikhailHal/ariadne MCP server](https://glama.ai/mcp/servers/MikhailHal/ariadne/badges/score.svg)](https://glama.ai/mcp/servers/MikhailHal/ariadne) ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: finds the unit tests impacted by working-tree changes via function-level static analysis. +- [PackkitLabs/packkit-mcp](https://github.com/PackkitLabs/packkit-mcp) [![PackkitLabs/packkit-mcp MCP server](https://glama.ai/mcp/servers/PackkitLabs/packkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PackkitLabs/packkit-mcp) 📇 🏠 - Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo. +- [gvasile29/qai-consultant](https://github.com/gvasile29/qai-consultant) [![gvasile29/qai-consultant MCP server](https://glama.ai/mcp/servers/gvasile29/qai-consultant/badges/score.svg)](https://glama.ai/mcp/servers/gvasile29/qai-consultant) 🐍 🏠 🍎 🪟 🐧 - Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis. +- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [![MGM-FALCON/quelllm-mcp MCP server](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search the quelllm.fr open-weights LLM catalog: compare models by parameters, VRAM per quantization, speed and license, and estimate VRAM and costs. +- [imqueue/mcp](https://github.com/imqueue/mcp) [![imqueue/mcp MCP server](https://glama.ai/mcp/servers/imqueue/mcp/badges/score.svg)](https://glama.ai/mcp/servers/imqueue/mcp) 📇 🏠 - Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet. +- [WCAG-Compliance/wcagc-mcp](https://github.com/WCAG-Compliance/wcagc-mcp) [![WCAG-Compliance/wcagc-mcp MCP server](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/WCAG-Compliance/wcagc-mcp) 🎖️ 📇 ☁️ 🏠 - Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read violation trends. +- [srbsa/diffgate](https://github.com/srbsa/diffgate) [![srbsa/diffgate MCP server](https://glama.ai/mcp/servers/srbsa/diffgate/badges/score.svg)](https://glama.ai/mcp/servers/srbsa/diffgate) 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines. +- [shakaran/symfony-agent-mcp](https://github.com/shakaran/symfony-agent-mcp) [![shakaran/symfony-agent-mcp MCP server](https://glama.ai/mcp/servers/shakaran/symfony-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shakaran/symfony-agent-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform. +- [ms-methos/jsonfabrica-mcp-server](https://github.com/ms-methos/jsonfabrica-mcp-server) [![ms-methos/jsonfabrica-mcp-server MCP server](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API. +- [servelink-swyftlabs/serve-mcp](https://github.com/servelink-swyftlabs/serve-mcp) [![servelink-swyftlabs/serve-mcp MCP server](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Public HTTPS links for local files, directories or dev servers, via a live tunnel or published copy, with password protection, TTLs and named subdomains. +- [Yocoolab/mcp-server](https://github.com/Yocoolab/mcp-server) [![Yocoolab/mcp-server MCP server](https://glama.ai/mcp/servers/Yocoolab/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Yocoolab/mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot attached. +- [JeanFrancoisGagne/crapkit](https://github.com/JeanFrancoisGagne/crapkit) [![JeanFrancoisGagne/crapkit MCP server](https://glama.ai/mcp/servers/JeanFrancoisGagne/crapkit/badges/score.svg)](https://glama.ai/mcp/servers/JeanFrancoisGagne/crapkit) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-duplicates. +- [KallistoX/mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications) [![KallistoX/mcp-unifi-applications MCP server](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications/badges/score.svg)](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications) 🐍 🏠 🍎 🪟 🐧 - Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no controller access. +- [xarl3z/magzdown-agent-tools](https://github.com/xarl3z/magzdown-agent-tools) [![xarl3z/magzdown-agent-tools MCP server](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools/badges/score.svg)](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools) 📇 🏠 🍎 🪟 🐧 - Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded. +- [gba3124/anyhook-mcp](https://github.com/gba3124/anyhook-mcp) [![gba3124/anyhook-mcp MCP server](https://glama.ai/mcp/servers/gba3124/anyhook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gba3124/anyhook-mcp) 🎖️ 📇 ☁️ 🏠 - Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends. +- [metabolism-tools/workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism) [![metabolism-tools/workspace-metabolism MCP server](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism/badges/score.svg)](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism) 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal. +- [WilliamSmithEdward/xlide_mcp](https://github.com/WilliamSmithEdward/xlide_mcp) [![WilliamSmithEdward/xlide_mcp MCP server](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp/badges/score.svg)](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp) 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed. +- [motock/fagan](https://github.com/motock/fagan) [![motock/fagan MCP server](https://glama.ai/mcp/servers/motock/fagan/badges/score.svg)](https://glama.ai/mcp/servers/motock/fagan) 🐍 🏠 - Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch. ### 🔒 Delivery -- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [![A1-x-Tech/mcp-yandex-dostavka MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API — express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders. -- [A1-x-Tech/mcp-yango-delivery](https://github.com/A1-x-Tech/mcp-yango-delivery) [![A1-x-Tech/mcp-yango-delivery MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-delivery/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-delivery) 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery) — express-courier price checks, delivery claims, courier tracking and confirmation codes. -- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 – DoorDash Delivery (Unofficial) -- [aarsiv-groups/shipi-mcp-server](https://github.com/aarsiv-groups/shipi-mcp-server) 📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp). -- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [![dragon-mcp MCP server](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more. -- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [![catrinmdonnelly/royalmail-mcp MCP server](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`. -- [CydVilla/peckish](https://github.com/CydVilla/peckish) [![CydVilla/peckish MCP server](https://glama.ai/mcp/servers/CydVilla/peckish/badges/score.svg)](https://glama.ai/mcp/servers/CydVilla/peckish) 📇 🏠 🍎 - Order food on DoorDash: searches stores, compares real fee-included totals from live quotes, builds carts, plus groceries, promos, pickup, reorders and spend history. Placing an order always requires a client elicitation dialog you approve — clients without elicitation can browse and build carts but cannot order (fail closed). Built on DoorDash's official CLI (waitlist-gated, macOS arm64). `npx -y peckish-mcp` -- [iafanasov/packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp) [![IAfanasov/packzoo-mcp MCP server](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp) 📇 ☁️ - Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. Remote MCP: [packzoo.com/api/mcp](https://packzoo.com/api/mcp). -- [smklog/parcel-shipping-rates-mcp](https://github.com/smklog/parcel-shipping-rates-mcp) [![smklog/parcel-shipping-rates-mcp MCP server](https://glama.ai/mcp/servers/smklog/parcel-shipping-rates-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smklog/parcel-shipping-rates-mcp) 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL parcel rates from the US (domestic, Canada, UK, Germany, Australia) from a plain-words item description, plus checkout links, checkout status and tracking. No API key. -- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [![warpfreight/warp-agent-mcp MCP server](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) 📇 ☁️ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at [wearewarp.com/agents/mcp](https://wearewarp.com/agents/mcp). -- [Dudude-bit/yandex-lavka-mcp](https://github.com/Dudude-bit/yandex-lavka-mcp) [![Dudude-bit/yandex-lavka-mcp MCP server](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp) 🐍 ☁️ – Order groceries from **Yandex Lavka** (Russia): search the catalog, build a cart, and place an order with a two-step confirmation before any charge. Unofficial (reverse-engineered private web API); local stdio or remote HTTP with OAuth. `uvx yandex-lavka-mcp`. +- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [![A1-x-Tech/mcp-yandex-dostavka MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders. +- [A1-x-Tech/mcp-yango-delivery](https://github.com/A1-x-Tech/mcp-yango-delivery) [![A1-x-Tech/mcp-yango-delivery MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-delivery/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-delivery) 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery): express-courier price checks, delivery claims, courier tracking and confirmation codes. +- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 - Unofficial DoorDash Delivery integration. +- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [![dragon-mcp MCP server](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) 📇 🏠 ☁️ 🍎 - Greater China local services: Meituan/Ele.me delivery, Didi ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 rail and Taobao/JD shopping. +- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [![catrinmdonnelly/royalmail-mcp MCP server](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services. +- [CydVilla/peckish](https://github.com/CydVilla/peckish) [![CydVilla/peckish MCP server](https://glama.ai/mcp/servers/CydVilla/peckish/badges/score.svg)](https://glama.ai/mcp/servers/CydVilla/peckish) 📇 🏠 🍎 - Order food and groceries on DoorDash via its CLI (macOS arm64): search stores, compare fee-included totals, build carts; orders need user approval. +- [iafanasov/packzoo-mcp](https://github.com/IAfanasov/packzoo-mcp) [![IAfanasov/packzoo-mcp MCP server](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IAfanasov/packzoo-mcp) 📇 ☁️ - Compare parcel and letter delivery prices across carriers in 27 European countries. +- [smklog/parcel-shipping-rates-mcp](https://github.com/smklog/parcel-shipping-rates-mcp) [![smklog/parcel-shipping-rates-mcp MCP server](https://glama.ai/mcp/servers/smklog/parcel-shipping-rates-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smklog/parcel-shipping-rates-mcp) 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL rates for parcels shipped from the US, from a plain item description, plus checkout links, checkout status and tracking. +- [warpfreight/warp-agent-mcp](https://github.com/warpfreight/warp-agent-mcp) [![warpfreight/warp-agent-mcp MCP server](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/warpfreight/warp-agent-mcp) 📇 ☁️ - Book LTL, FTL, van and box-truck freight through the Warp network, with in-chat login, Stripe-charged bookings and carrier dispatch. +- [Dudude-bit/yandex-lavka-mcp](https://github.com/Dudude-bit/yandex-lavka-mcp) [![Dudude-bit/yandex-lavka-mcp MCP server](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dudude-bit/yandex-lavka-mcp) 🐍 ☁️ - Unofficial Yandex Lavka (Russia) grocery ordering: search the catalog, build a cart and place orders with two-step confirmation before any charge. -- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude. -- [childrentime/reactuse](https://github.com/childrentime/reactuse) [![childrentime/reactuse MCP server](https://glama.ai/mcp/servers/childrentime/reactuse/badges/score.svg)](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - MCP server for the [ReactUse](https://reactuse.com) library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs. -- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [![kannajune/mcp-architect MCP server](https://glama.ai/mcp/servers/kannajune/mcp-architect/badges/score.svg)](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`. -- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [![codemagic-mcp MCP server](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server. -- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [![deslay1/amendor-mcp MCP server](https://glama.ai/mcp/servers/deslay1/amendor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp` -- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [![LS-SIEM-LLP/qa-probe MCP server](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe/badges/score.svg)](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe` -- [zyqzyq/Unfour](https://github.com/zyqzyq/Unfour) [![Unfour MCP server](https://glama.ai/mcp/servers/zyqzyq/Unfour/badges/score.svg)](https://glama.ai/mcp/servers/zyqzyq/Unfour)🦀 🏠 🪟 🍎 - Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server, with workspace-scoped safety policies and confirmation for risky actions. -- [getproxykit/proxykit-mcp](https://github.com/getproxykit/proxykit-mcp) [![getproxykit/proxykit-mcp MCP server](https://glama.ai/mcp/servers/getproxykit/proxykit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getproxykit/proxykit-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive a local ProxyKit MITM debugging proxy from any MCP client: inspect captured HTTP(S)/gRPC/WebSocket traffic, create mocks and rewrites, replay requests, run chaos scenarios, and triage privacy/security findings — 50 tools across read-only and opt-in write tiers, all on your own machine. Install: `brew install getproxykit/tap/proxykit-cli`. +- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver) 🐍 🏠 🍎 🪟 🐧 - MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens. +- [childrentime/reactuse](https://github.com/childrentime/reactuse) [![childrentime/reactuse MCP server](https://glama.ai/mcp/servers/childrentime/reactuse/badges/score.svg)](https://glama.ai/mcp/servers/childrentime/reactuse) 📇 🏠 🍎 🪟 🐧 - Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs. +- [kannajune/mcp-architect](https://github.com/kannajune/mcp-architect) [![kannajune/mcp-architect MCP server](https://glama.ai/mcp/servers/kannajune/mcp-architect/badges/score.svg)](https://glama.ai/mcp/servers/kannajune/mcp-architect) 🐍 🏠 - Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries. +- [todah-zg/codemagic-mcp](https://github.com/todah-zg/codemagic-mcp) [![codemagic-mcp MCP server](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/todah-zg/codemagic-mcp) 📇 ☁️ - Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play. +- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [![deslay1/amendor-mcp MCP server](https://glama.ai/mcp/servers/deslay1/amendor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deslay1/amendor-mcp) 📇 ☁️ - Let non-technical users request UI changes on your live site, then pull each request with its element and page into your coding agent to open a PR. +- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [![LS-SIEM-LLP/qa-probe MCP server](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe/badges/score.svg)](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) 📇 🏠 🍎 🪟 🐧 - Probe live APIs and classify why each endpoint failed, with root cause, evidence and confidence. Supports FastAPI, Express, Next.js, tRPC and GraphQL. +- [zyqzyq/Unfour](https://github.com/zyqzyq/Unfour) [![Unfour MCP server](https://glama.ai/mcp/servers/zyqzyq/Unfour/badges/score.svg)](https://glama.ai/mcp/servers/zyqzyq/Unfour) 🦀 🏠 🪟 🍎 - Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions. +- [getproxykit/proxykit-mcp](https://github.com/getproxykit/proxykit-mcp) [![getproxykit/proxykit-mcp MCP server](https://glama.ai/mcp/servers/getproxykit/proxykit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getproxykit/proxykit-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Drive the local ProxyKit MITM debugging proxy: inspect HTTP(S), gRPC and WebSocket traffic, create mocks and rewrites, replay requests and run chaos scenarios. ### 🧮 Data Science Tools Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows. -- [inity13/decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp) [![inity13/decisionmatrix-mcp MCP server](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp) 📇 ☁️ - Deterministic multi-criteria decision analysis (MCDA): score, rank & explain options against weighted criteria with weighted-sum, weighted-product, or TOPSIS, plus sensitivity analysis (which weights would flip the winner). Exact decimals, stateless. Free hosted endpoint or self-host (MIT). `https://decisionmatrix-mcp.pages.dev/mcp` -- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization. -- [agmonetti/mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp) [![agmonetti/mathmethods-mcp MCP server](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp) 🐍 🏠 🍎 🪟 🐧 - Numerical methods MCP server for root finding, numerical integration, differential equations (RK4), and Lagrange interpolation. -- [Archerkattri/mathlas](https://github.com/Archerkattri/mathlas) [![Archerkattri/mathlas MCP server](https://glama.ai/mcp/servers/Archerkattri/mathlas/badges/score.svg)](https://glama.ai/mcp/servers/Archerkattri/mathlas) 🐍 🏠 - Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key. -- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets. -- [aurelio-nakamura/dataloupe](https://github.com/aurelio-nakamura/dataloupe) [![aurelio-nakamura/dataloupe MCP server](https://glama.ai/mcp/servers/aurelio-nakamura/dataloupe/badges/score.svg)](https://glama.ai/mcp/servers/aurelio-nakamura/dataloupe) 📇 🏠 🍎 🪟 🐧 - Local, offline access to tabular data for AI assistants: list/describe/preview/query CSV/TSV/JSON/Parquet/Excel files, diff two datasets, and generate a self-contained interactive HTML explorer to open in any browser — nothing leaves your machine. Install via `npx -y github:aurelio-nakamura/dataloupe mcp`. -- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations. -- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) 🐍 🏠 - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling. -- [BlackMount-ai/blackmount-nlp-mcp](https://github.com/BlackMount-ai/blackmount-nlp-mcp) [![BlackMount-ai/blackmount-nlp-mcp MCP server](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: `pip install blackmount-nlp-mcp`. -- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization. -- [chohyerinn/filter-mcp-server](https://github.com/chohyerinn/filter-mcp-server) [![filter-mcp-server MCP server](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server) 🐍 🏠 - Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP -- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents. -- [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0. -- [Daichi-Kudo/llm-advisor-mcp](https://github.com/Daichi-Kudo/llm-advisor-mcp) [![Daichi-Kudo/llm-advisor-mcp MCP server](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required. -- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing. -- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter. -- [FantasyLab-ai/aurora](https://github.com/FantasyLab-ai/aurora) [![FantasyLab-ai/aurora MCP server](https://glama.ai/mcp/servers/FantasyLab-ai/aurora/badges/score.svg)](https://glama.ai/mcp/servers/FantasyLab-ai/aurora) 🐍 🏠 🍎 🪟 🐧 - Glass-box statistical analysis: 19 research-grade methods, cited findings, integrity-hashed bundles, and measured detector false-fire rates shipped as a calibration corpus. Agents cite real math instead of inventing it. `uvx aurora-mcp`. -- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments. -- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [![WaveGuard MCP server](https://glama.ai/mcp/servers/WaveGuard/badges/score.svg)](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection. -- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [![haiiibin/data-profiler-mcp MCP server](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. `pip install data-profiler-mcp`. -- [headlessherm-creator/polymath-megablaster-mcp](https://github.com/headlessherm-creator/polymath-megablaster-mcp) [![headlessherm-creator/polymath-megablaster-mcp MCP server](https://glama.ai/mcp/servers/headlessherm-creator/polymath-megablaster-mcp/badges/score.svg)](https://glama.ai/mcp/servers/headlessherm-creator/polymath-megablaster-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic calculation for AI agents: exact-precision math (avoids float64 overflow), date arithmetic (leap years, business days), unit conversion, statistics, subnet math, haversine distance, base conversion, and Levenshtein distance. 15 tools, 100% local, no network calls, no API keys, no telemetry. `npx -y polymath-megablaster-mcp`. -- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows. -- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. -- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [![jonahthan433/cortexcloud-mcp MCP server](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - Pay-per-call QUBO/Ising optimization for AI agents: estimate free, solve per run (classical $0.05, hybrid $0.10, quantum $0.85) via x402 (USDC on Base). No API keys. Remote Streamable HTTP at https://api.cortexcloud.org/mcp. -- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. -- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [![leap-laboratories/discovery-engine MCP server](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine/badges/score.svg)](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data. -- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [![lihtness/gnomon-mcp MCP server](https://glama.ai/mcp/servers/lihtness/gnomon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich `now()` snapshot (18 fields), `calendar(ops)` batch dispatcher (diff/until/since/add/weekday/business_days, natural-language parsing), `calc(expressions)` Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. `uvx gnomon-mcp`. -- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards. -- [mrnh/rigor](https://github.com/mrnh/rigor) [![mrnh/rigor MCP server](https://glama.ai/mcp/servers/mrnh/rigor/badges/score.svg)](https://glama.ai/mcp/servers/mrnh/rigor) 🐍 🏠 🍎 🪟 🐧 - Classical hypothesis testing, effect sizes, power/sample-size, and multiple-comparisons correction, computed from scratch and returned as a cited, assumption-checked answer instead of a number recalled from training data. `uvx rigor-mcp`. -- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/). -- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [![Whatsonyourmind/oraclaw MCP server](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw/badges/score.svg)](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via `npx -y @oraclaw/mcp-server`. -- [playidea-lab/pcq](https://github.com/playidea-lab/pcq) [![playidea-lab/pcq MCP server](https://glama.ai/mcp/servers/playidea-lab/pcq/badges/score.svg)](https://glama.ai/mcp/servers/playidea-lab/pcq) 🐍 🏠 🍎 🪟 🐧 - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0. -- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions. -- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) 📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans. -- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers. -- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. -- [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [![ShipItAndPray/mcp-compress MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies. -- [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [![ShipItAndPray/mcp-turboquant MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) 📇 🏠 🍎 🪟 🐧 - LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub. -- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [![renoun-mcp MCP server](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content. -- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`. -- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown -- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [![laszlopere/mcp-gnu-units MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. `uvx mcp-gnu-units`. -- [tufantunc/axiom-advanced-math-mcp](https://github.com/tufantunc/axiom-advanced-math-mcp) [![tufantunc/axiom-advanced-math-mcp MCP server](https://glama.ai/mcp/servers/tufantunc/axiom-advanced-math-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tufantunc/axiom-advanced-math-mcp) 📇 🏠 🍎 🐧 - Exact symbolic mathematics from a real computer algebra system (Giac/Xcas compiled to WebAssembly, no network calls): calculus, equation solving, linear algebra, combinatorics, and independent verification of a claim. Also runs as a shell command, so agents can use it as a skill with no MCP configuration. `npx -y axiom-math` -- [hanshs474/jevx-mcp](https://github.com/hanshs474/jevx-mcp) [![hanshs474/jevx-mcp MCP server](https://glama.ai/mcp/servers/hanshs474/jevx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hanshs474/jevx-mcp) 📇 ☁️ - Run Jev AI typed decisions (choice, score, noul) on jevx.org and get calibrated probabilities on every option. Zero-shot: criteria live in the request, no training or fine-tune to change the label set. `npx jevx-mcp`. +- [inity13/decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp) [![inity13/decisionmatrix-mcp MCP server](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp) 📇 ☁️ - Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis. +- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization. +- [agmonetti/mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp) [![agmonetti/mathmethods-mcp MCP server](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp) 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation. +- [Archerkattri/mathlas](https://github.com/Archerkattri/mathlas) [![Archerkattri/mathlas MCP server](https://glama.ai/mcp/servers/Archerkattri/mathlas/badges/score.svg)](https://glama.ai/mcp/servers/Archerkattri/mathlas) 🐍 🏠 - Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists. +- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connect to Kaggle to download and analyze datasets. +- [aurelio-nakamura/dataloupe](https://github.com/aurelio-nakamura/dataloupe) [![aurelio-nakamura/dataloupe MCP server](https://glama.ai/mcp/servers/aurelio-nakamura/dataloupe/badges/score.svg)](https://glama.ai/mcp/servers/aurelio-nakamura/dataloupe) 📇 🏠 🍎 🪟 🐧 - Offline tabular data access: describe, preview and query CSV, TSV, JSON, Parquet and Excel files, diff datasets and build an interactive HTML explorer. +- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) 🏎️ 🏠 - Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations. +- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) 🐍 🏠 - Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling. +- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) 🐍 🏠 - Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization. +- [chohyerinn/filter-mcp-server](https://github.com/chohyerinn/filter-mcp-server) [![filter-mcp-server MCP server](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chohyerinn/filter-mcp-server) 🐍 🏠 - Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF. +- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Forecasting and prediction with Chronulus AI agents. +- [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational server for math operations, statistics, visualization and persistent workspaces. +- [Daichi-Kudo/llm-advisor-mcp](https://github.com/Daichi-Kudo/llm-advisor-mcp) [![Daichi-Kudo/llm-advisor-mcp MCP server](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Daichi-Kudo/llm-advisor-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM and VLM comparison with benchmarks, prices and personalized recommendations from multiple data sources. +- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts. +- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Interact with Jupyter. +- [FantasyLab-ai/aurora](https://github.com/FantasyLab-ai/aurora) [![FantasyLab-ai/aurora MCP server](https://glama.ai/mcp/servers/FantasyLab-ai/aurora/badges/score.svg)](https://glama.ai/mcp/servers/FantasyLab-ai/aurora) 🐍 🏠 🍎 🪟 🐧 - Transparent statistical analysis with cited findings, integrity-hashed result bundles and a calibration corpus of measured detector false-fire rates. +- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 - Create and interact with GrowthBook feature flags and experiments. +- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [![WaveGuard MCP server](https://glama.ai/mcp/servers/WaveGuard/badges/score.svg)](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation detection. +- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [![haiiibin/data-profiler-mcp MCP server](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profile local tabular files (CSV, TSV, Parquet, Excel, JSON): dataset overview, per-column statistics, data-quality audits and dtype suggestions. +- [headlessherm-creator/polymath-megablaster-mcp](https://github.com/headlessherm-creator/polymath-megablaster-mcp) [![headlessherm-creator/polymath-megablaster-mcp MCP server](https://glama.ai/mcp/servers/headlessherm-creator/polymath-megablaster-mcp/badges/score.svg)](https://glama.ai/mcp/servers/headlessherm-creator/polymath-megablaster-mcp) 📇 🏠 🍎 🪟 🐧 - Local deterministic calculations: exact-precision math, date arithmetic, unit conversion, statistics, subnet math, haversine and Levenshtein distance. +- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows. +- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - Interact with and control Jupyter Notebooks. +- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [![jonahthan433/cortexcloud-mcp MCP server](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base). +- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations. +- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [![leap-laboratories/discovery-engine MCP server](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine/badges/score.svg)](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations. +- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [![lihtness/gnomon-mcp MCP server](https://glama.ai/mcp/servers/lihtness/gnomon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion. +- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Create validated, maintainable data charts and dashboards with Vizro tools and templates. +- [mrnh/rigor](https://github.com/mrnh/rigor) [![mrnh/rigor MCP server](https://glama.ai/mcp/servers/mrnh/rigor/badges/score.svg)](https://glama.ai/mcp/servers/mrnh/rigor) 🐍 🏠 🍎 🪟 🐧 - Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited, assumption-checked answers. +- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Orchestrate hyperparameter search and other optimization tasks with Optuna. +- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [![Whatsonyourmind/oraclaw MCP server](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw/badges/score.svg)](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence algorithms: bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis and graph algorithms. +- [playidea-lab/pcq](https://github.com/playidea-lab/pcq) [![playidea-lab/pcq MCP server](https://glama.ai/mcp/servers/playidea-lab/pcq/badges/score.svg)](https://glama.ai/mcp/servers/playidea-lab/pcq) 🐍 🏠 🍎 🪟 🐧 - ML experiment contracts (cq.yaml plus JSON) to run, validate, compare and trace experiments in any framework, including PyTorch, Lightning and sklearn. +- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Connect AI agents to interactive live R sessions. +- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) 📇 🏠 - Code refactoring engine: code analysis, hotspot detection, complexity metrics, persistent memory and automated refactoring plans. +- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) 🐍 - Browse Kaggle competitions, leaderboards, models, datasets and kernels. +- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Autonomous data exploration of CSV datasets with generated insights. +- [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [![ShipItAndPray/mcp-compress MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection. +- [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [![ShipItAndPray/mcp-turboquant MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) 📇 🏠 🍎 🪟 🐧 - LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub. +- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [![renoun-mcp MCP server](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content. +- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Query local information about dependencies in a Ruby project's Gemfile. +- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - Convert almost any file or web content into Markdown. +- [laszlopere/mcp-gnu-units](https://github.com/laszlopere/mcp-gnu-units) [![laszlopere/mcp-gnu-units MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-gnu-units) 🐍 🏠 🐧 - Offline unit conversion and dimensional analysis backed by the GNU units database, with compound expressions and reduction to SI base units. +- [tufantunc/axiom-advanced-math-mcp](https://github.com/tufantunc/axiom-advanced-math-mcp) [![tufantunc/axiom-advanced-math-mcp MCP server](https://glama.ai/mcp/servers/tufantunc/axiom-advanced-math-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tufantunc/axiom-advanced-math-mcp) 📇 🏠 🍎 🐧 - Offline exact symbolic math via the Giac/Xcas computer algebra system: calculus, equation solving, linear algebra, combinatorics and claim verification. +- [hanshs474/jevx-mcp](https://github.com/hanshs474/jevx-mcp) [![hanshs474/jevx-mcp MCP server](https://glama.ai/mcp/servers/hanshs474/jevx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hanshs474/jevx-mcp) 📇 ☁️ - Run zero-shot Jev AI typed decisions with criteria defined in the request and get calibrated probabilities for every option. ### 📊 Data Visualization Interactive charts, dashboards, and visual data tools rendered inside AI conversations. -- [ganapativs/microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) [![ganapativs/microcharts MCP server](https://glama.ai/mcp/servers/ganapativs/microcharts/badges/score.svg)](https://glama.ai/mcp/servers/ganapativs/microcharts) 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets — 106 types) rendered to self-contained SVG with generated alt text. Three tools: find the right chart for a question, get its wiring, render it. Works in chat surfaces that can't run React. Install via `npx -y @microcharts/mcp`. +- [ganapativs/microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) [![ganapativs/microcharts MCP server](https://glama.ai/mcp/servers/ganapativs/microcharts/badges/score.svg)](https://glama.ai/mcp/servers/ganapativs/microcharts) 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets and more) rendered to self-contained SVG with generated alt text, plus chart suggestions for a given question. -- [kleinicke/ply-visualizer](https://github.com/kleinicke/ply-visualizer) [![kleinicke/ply-visualizer MCP server](https://glama.ai/mcp/servers/kleinicke/ply-visualizer/badges/score.svg)](https://glama.ai/mcp/servers/kleinicke/ply-visualizer) 🐍 🏠 🍎 🪟 🐧 - 3D Visualizer: inspect, compare and export point clouds, meshes and calibrated depth data, with interactive previews in WebGL-capable MCP Apps clients. Supports labeled selections, measurements, NumPy/PyTorch inputs and COLMAP depth. +- [kleinicke/ply-visualizer](https://github.com/kleinicke/ply-visualizer) [![kleinicke/ply-visualizer MCP server](https://glama.ai/mcp/servers/kleinicke/ply-visualizer/badges/score.svg)](https://glama.ai/mcp/servers/kleinicke/ply-visualizer) 🐍 🏠 🍎 🪟 🐧 - Inspect, compare and export point clouds, meshes and depth data with interactive 3D previews, measurements, NumPy/PyTorch inputs and COLMAP depth. -- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [![mcp-dashboards MCP server](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards/badges/score.svg)](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps. +- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [![mcp-dashboards MCP server](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards/badges/score.svg)](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) 📇 🏠 🍎 🪟 🐧 - Interactive charts (bar, line, candlestick, Sankey, geo and more) and dashboards with KPI cards, drill-down, live API polling, themes and PNG/PPT export. -- [marzukia/charted](https://github.com/marzukia/charted) [![marzukia/charted MCP server](https://glama.ai/mcp/servers/marzukia/charted/badges/score.svg)](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`. +- [marzukia/charted](https://github.com/marzukia/charted) [![marzukia/charted MCP server](https://glama.ai/mcp/servers/marzukia/charted/badges/score.svg)](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - Render bar, line, pie, scatter and other charts from JSON or CSV to SVG, HTML, PNG or data URL, with built-in themes. -- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [![MS-Teja/Glyphic MCP server](https://glama.ai/mcp/servers/MS-Teja/Glyphic/badges/score.svg)](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate diagrams from structured JSON across 18 types (architecture, ERD, sequence, flowchart, Gantt…) — native SVG/PNG, no headless browser. Built for LLMs and agents. +- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [![MS-Teja/Glyphic MCP server](https://glama.ai/mcp/servers/MS-Teja/Glyphic/badges/score.svg)](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser. -- [oscarleoo/chartlink-agents](https://github.com/oscarleoo/chartlink-agents) [![oscarleoo/chartlink-agents MCP server](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents/badges/score.svg)](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts and tables with live-updating embed links, built for agents: draft from one message, preview, publish, then update the numbers and every embed follows. 11 chart types including maps and sortable tables, brands, any Google Font. No account — signup returns a key. Hosted at `https://chartlink.app/mcp`, or `npx -y chartlink-mcp`. +- [oscarleoo/chartlink-agents](https://github.com/oscarleoo/chartlink-agents) [![oscarleoo/chartlink-agents MCP server](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents/badges/score.svg)](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts, maps and sortable tables with live-updating embed links: draft, preview and publish, then update the data and every embed follows. -- [pushtodisplay/cli](https://github.com/pushtodisplay/cli)[![Push To Display MCP server](https://glama.ai/mcp/servers/pushtodisplay/cli/badges/score.svg)](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Push To Display MCP server send structured content to selected boards on iOS and android devices with app [Push To Display](https://pushtodisplay.com), route updates to specific panels, and render in real time with display-focused multi-panel layouts. +- [pushtodisplay/cli](https://github.com/pushtodisplay/cli) [![Push To Display MCP server](https://glama.ai/mcp/servers/pushtodisplay/cli/badges/score.svg)](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Send structured content to boards in the Push To Display app on iOS and Android, route updates to specific panels and render them in real time. -- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [![csvglow MCP server](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow/badges/score.svg)](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables. +- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [![csvglow MCP server](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow/badges/score.svg)](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations and sortable data tables. -- [nteract/semiotic](https://github.com/nteract/semiotic) [![nteract/semiotic MCP server](https://glama.ai/mcp/servers/nteract/semiotic/badges/score.svg)](https://glama.ai/mcp/servers/nteract/semiotic) 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues. -- [subhatta123/twilize](https://github.com/subhatta123/twilize) [![subhatta123/twilize MCP server](https://glama.ai/mcp/servers/subhatta123/twilize/badges/score.svg)](https://glama.ai/mcp/servers/subhatta123/twilize) 🐍 🏠 🍎 🪟 🐧 - Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration, and CSV-to-dashboard pipelines. Install via `uvx twilize`. +- [nteract/semiotic](https://github.com/nteract/semiotic) [![nteract/semiotic MCP server](https://glama.ai/mcp/servers/nteract/semiotic/badges/score.svg)](https://glama.ai/mcp/servers/nteract/semiotic) 📇 🏠 🍎 🪟 🐧 - Semiotic React data visualization: suggest charts for a dataset, render validated configs to SVG, diagnose anti-patterns and fetch component schemas. ### 📟 Embedded System Provides access to documentation and shortcuts for working on embedded devices. -- [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices. -- [JannLeo/telinksdk-builder-mcp](https://github.com/JannLeo/telinksdk-builder-mcp) [![JannLeo/telinksdk-builder-mcp MCP server](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp) 🐍 🏠 🪟 🐧 🍎 - Build any Telink/embedded SDK (Eclipse headless / Make / generic) via natural language. Auto-detects build pattern and exposes build_info/build_run/build_list MCP tools. Cross-platform. -- [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more -- [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) 🦀 📟 - A comprehensive MCP server for serial port communication -- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [![ByteAsk/ByteAsk-Embedded-MCP MCP server](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP/badges/score.svg)](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key. -- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. -- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data. -- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems. -- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [![lxman/obsbot-mcp MCP server](https://glama.ai/mcp/servers/lxman/obsbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB — pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Linux. `npx obsbot-mcp` -- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [![octoco-ltd/sheetsdata-mcp MCP server](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand. -- [powerdragonfire/platformio.mcp](https://github.com/powerdragonfire/platformio.mcp) [![powerdragonfire/platformio.mcp MCP server](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp/badges/score.svg)](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash, and debug firmware for any PlatformIO board (ESP32, Arduino, STM32, RP2040, ...): parsed compiler errors with file:line, flash-then-verify against the serial boot log, background serial monitor sessions, ESP32 / Cortex-M crash backtrace decoding to source lines, firmware size reports, Unity tests, static analysis, and library management. Policy env var for build-only or read-only use. `uvx platformio.mcp` -- [ProductOfAmerica/mcp-server-kicad](https://github.com/ProductOfAmerica/mcp-server-kicad) [![ProductOfAmerica/mcp-server-kicad MCP server](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad/badges/score.svg)](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad) 🐍 📟 🏠 - KiCad EDA automation: 100+ tools for schematic capture, PCB layout, ERC, DRC, and Gerber/BOM/3D exports. Byte-preserving writes, KiCad 9 and 10. Install via `uvx --from mcp-server-kicad mcp-server-kicad`. -- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions. -- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [![turbyho/fw-context-mcp MCP server](https://glama.ai/mcp/servers/turbyho/fw-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS. -- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts. -- [catallo/misterclaw](https://github.com/catallo/misterclaw) [![catallo/misterclaw MCP server](https://glama.ai/mcp/servers/catallo/misterclaw/badges/score.svg)](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning. -- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [![zackpeters93/ugs-mcp MCP server](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation — Claude cannot move hardware autonomously. -- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [![codeofaxel/Kiln MCP server](https://glama.ai/mcp/servers/codeofaxel/Kiln/badges/score.svg)](https://glama.ai/mcp/servers/codeofaxel/Kiln) 🐍 📟 🏠 🍎 🪟 🐧 - MCP server that lets AI agents drive real 3D printers end to end — design, slice, queue, monitor via camera, and recover from failures — across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, `pip install kiln3d`. -- [Gearotons/servomotor-mcp](https://github.com/Gearotons/servomotor-mcp) [![Gearotons/servomotor-mcp MCP server](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp) 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Drive the Gearotons M17, an open-source closed-loop NEMA-17 servomotor, from plain English over RS-485: discovers serial ports, auto-detects every motor on the bus, and exposes the firmware's full command set as tools. Mock backend needs no hardware. `uvx --from servomotor-mcp servomotor-mcp` +- [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - Control and interact with Matter devices via a Matter controller. +- [JannLeo/telinksdk-builder-mcp](https://github.com/JannLeo/telinksdk-builder-mcp) [![JannLeo/telinksdk-builder-mcp MCP server](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp) 🐍 🏠 🪟 🐧 🍎 - Build Telink and other embedded SDKs (Eclipse headless, Make or generic) via natural language, with automatic build pattern detection. +- [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) 🦀 📟 - Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes. +- [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) 🦀 📟 - Serial port communication. +- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [![ByteAsk/ByteAsk-Embedded-MCP MCP server](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP/badges/score.svg)](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) as verbatim snippets. +- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Fix build issues for ESP32-series chips with ESP-IDF. +- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - Standardize and contextualize industrial Modbus data. +- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - Connect to OPC UA-enabled industrial systems. +- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [![lxman/obsbot-mcp MCP server](https://glama.ai/mcp/servers/lxman/obsbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB: pan, tilt and zoom, subject tracking, presets, focus, exposure and white balance, snapshots and recording. +- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [![octoco-ltd/sheetsdata-mcp MCP server](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Electronic component datasheet data: specs, pinouts, package info and absolute maximum ratings extracted on demand from manufacturer PDFs. +- [powerdragonfire/platformio.mcp](https://github.com/powerdragonfire/platformio.mcp) [![powerdragonfire/platformio.mcp MCP server](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp/badges/score.svg)](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash and debug PlatformIO firmware: parsed compiler errors, serial monitoring, crash backtrace decoding, Unity tests and library management. +- [ProductOfAmerica/mcp-server-kicad](https://github.com/ProductOfAmerica/mcp-server-kicad) [![ProductOfAmerica/mcp-server-kicad MCP server](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad/badges/score.svg)](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad) 🐍 📟 🏠 - KiCad EDA automation: schematic capture, PCB layout, ERC, DRC and Gerber, BOM and 3D exports for KiCad 9 and 10. +- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - M5Stack-based robot with an MCP server for AI-controlled interactions and emotions. +- [turbyho/fw-context-mcp](https://github.com/turbyho/fw-context-mcp) [![turbyho/fw-context-mcp MCP server](https://glama.ai/mcp/servers/turbyho/fw-context-mcp/badges/score.svg)](https://glama.ai/mcp/servers/turbyho/fw-context-mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware: symbol search, call graphs, hotspot analysis, dead code detection and vector search. +- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - Create and modify GNU Radio RF flowcharts (.grc files). +- [catallo/misterclaw](https://github.com/catallo/misterclaw) [![catallo/misterclaw MCP server](https://glama.ai/mcp/servers/catallo/misterclaw/badges/score.svg)](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - Remote control for MiSTer-FPGA: launch games, search ROMs, take screenshots, manage systems and set up Tailscale VPN, with automatic core and ROM discovery. +- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [![zackpeters93/ugs-mcp MCP server](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC control via Universal G-code Sender (GRBL): jog, home, run G-code files, inspect toolpaths and estimate cycle times, with two-step motion confirmation. +- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [![codeofaxel/Kiln MCP server](https://glama.ai/mcp/servers/codeofaxel/Kiln/badges/score.svg)](https://glama.ai/mcp/servers/codeofaxel/Kiln) 🐍 📟 🏠 🍎 🪟 🐧 - Run 3D printers end to end: design, slice, queue, monitor via camera and recover from failures over OctoPrint, Moonraker/Klipper, PrusaLink or USB. +- [Gearotons/servomotor-mcp](https://github.com/Gearotons/servomotor-mcp) [![Gearotons/servomotor-mcp MCP server](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp) 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Control the Gearotons M17 open-source closed-loop NEMA-17 servomotor over RS-485: port discovery, motor auto-detection and the full firmware command set. ### 🎓 Education MCP servers for learning management systems (LMS) and educational tools. -- [admin978/canvas-mcp](https://github.com/admin978/canvas-mcp) [![admin978/canvas-mcp MCP server](https://glama.ai/mcp/servers/admin978/canvas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/admin978/canvas-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in `~/.canvas.env`. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools. -- [alejooroncoy/campus-cli](https://github.com/alejooroncoy/campus-cli) [![alejooroncoy/campus-cli MCP server](https://glama.ai/mcp/servers/alejooroncoy/campus-cli/badges/score.svg)](https://glama.ai/mcp/servers/alejooroncoy/campus-cli) 📇 🏠 🍎 🪟 🐧 - Connects university systems to AI assistants from the student's own account: courses, assignments, due dates, grades, instructor feedback, announcements, course materials and file downloads. Authenticates with the student's SSO session, so no institutional developer key is required. Ships a Blackboard Learn connector today (UPC, Peru), with more LMS connectors and universities on the way. Install via `npx campus-cli mcp`. -- [AnonymousOnyx22/brightspace-d2l-mcp](https://github.com/AnonymousOnyx22/brightspace-d2l-mcp) [![AnonymousOnyx22/brightspace-d2l-mcp MCP server](https://glama.ai/mcp/servers/AnonymousOnyx22/brightspace-d2l-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AnonymousOnyx22/brightspace-d2l-mcp) 📇 🏠 🍎 🪟 🐧 - D2L Brightspace for students. Due dates with real submission status (never suggests work you already handed in), grades, assignment files and rubrics, content, announcements and discussions. Sign in through a normal browser, so it works at any school with SSO, Duo or MFA and needs no API key. `npx brightspace-d2l-mcp setup` connects 13 AI apps automatically. -- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [![connectrylab-architect-cert-mcp MCP server](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading. -- [csmediapro/moodle-mcp-server](https://github.com/csmediapro/moodle-mcp-server) [![csmediapro/moodle-mcp-server MCP server](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server) 📇 🏠 🍎 🪟 🐧 - Open-source MCP server that connects AI agents to Moodle LMS data through Moodle Web Services. 10 query tools for courses, users, assignments, categories, and site info. Plugin-extensible. LLM-agnostic. Install via `npx moodle-mcp-server-aql`. -- [giacomomaria81/scorm-mcp-server](https://github.com/giacomomaria81/scorm-mcp-server) [![scorm-mcp-server MCP server](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server) 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports into LMS-ready SCORM 2004/1.2 courses — and validate any SCORM zip. Offline assets, milestone and question-level tracking, bundled ADL schemas. -- [ictinnovations/ictexam-mcp](https://github.com/ictinnovations/ictexam-mcp) [![ictinnovations/ictexam-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictexam-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictexam-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for ICTExam, an AI exam authoring, delivery and auto-grading platform. Reads exam papers, classes, subjects, the teacher gradebook, and per-question item analysis (difficulty, p-value, average mark, full and zero credit counts). Read-only by default: parsing a question paper with AI, publishing and unpublishing are never registered with the model unless `ICTEXAM_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y ictexam-mcp`. -- [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [![JuhongPark/mcp-server-pronunciation MCP server](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation/badges/score.svg)](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) 🐍 🏠 🍎 🪟 🐧 - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via `uvx mcp-server-pronunciation@0.3.0`. -- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [![brightspace-mcp-server MCP server](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`. -- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [![pronounce MCP server](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce/badges/score.svg)](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX — 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia § Pronunciation), and a confidence level. Tools: `pronounce(word)`, `search_pronunciations(query)`, `list_pronunciations(category)`. Install: `uvx pronounce-mcp`. Live browse: . -- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [![sf-shenfeng/learn-shell MCP server](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell/badges/score.svg)](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Agent-native teaching OS: gives your AI a classroom that remembers. 50 tools for courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions, and teaching-memory read-back (`get_context`) — the agent authors and grades, reflects with evidence, and revises its own lessons; lesson completion belongs to the learner. Self-hosted (Postgres + web app), MIT. -- [Smartoire/paxaver-mcp](https://github.com/Smartoire/paxaver-mcp) [![Smartoire/paxaver-mcp MCP server](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp) [![Paxaver MCP connector](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver/badges/score.svg)](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver) 📇 ☁️ - MCP adapter for the Paxaver school community platform: student lunch ordering with allergy/dietary checks, wallets, school calendars, volunteering, memberships, and payments — 25+ tools over Streamable HTTP with OAuth 2.1 + PKCE and capability-first authorization. Remote `https://mcp.paxaver.com/mcp`, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver). +- [admin978/canvas-mcp](https://github.com/admin978/canvas-mcp) [![admin978/canvas-mcp MCP server](https://glama.ai/mcp/servers/admin978/canvas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/admin978/canvas-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Canvas LMS access: courses, assignments, modules, announcements, grades, planner items, upcoming events, to-dos and bulk file download. +- [alejooroncoy/campus-cli](https://github.com/alejooroncoy/campus-cli) [![alejooroncoy/campus-cli MCP server](https://glama.ai/mcp/servers/alejooroncoy/campus-cli/badges/score.svg)](https://glama.ai/mcp/servers/alejooroncoy/campus-cli) 📇 🏠 🍎 🪟 🐧 - Student access to university systems via SSO: courses, assignments, grades, feedback, announcements and materials, currently for Blackboard Learn (UPC, Peru). +- [AnonymousOnyx22/brightspace-d2l-mcp](https://github.com/AnonymousOnyx22/brightspace-d2l-mcp) [![AnonymousOnyx22/brightspace-d2l-mcp MCP server](https://glama.ai/mcp/servers/AnonymousOnyx22/brightspace-d2l-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AnonymousOnyx22/brightspace-d2l-mcp) 📇 🏠 🍎 🪟 🐧 - D2L Brightspace for students: due dates with submission status, grades, assignments and rubrics, announcements and discussions, using browser sign-in. +- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [![connectrylab-architect-cert-mcp MCP server](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) 📇 🏠 🍎 🪟 🐧 - Claude Certified Architect exam prep: scenario-based questions, practice exams, concept handouts, a guided capstone build and spaced repetition. +- [csmediapro/moodle-mcp-server](https://github.com/csmediapro/moodle-mcp-server) [![csmediapro/moodle-mcp-server MCP server](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server) 📇 🏠 🍎 🪟 🐧 - Query Moodle LMS data via Moodle Web Services: courses, users, assignments, categories and site info. Extensible with plugins. +- [giacomomaria81/scorm-mcp-server](https://github.com/giacomomaria81/scorm-mcp-server) [![scorm-mcp-server MCP server](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server) 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports as SCORM 2004/1.2 courses with milestone and question tracking, and validate SCORM zips. +- [ictinnovations/ictexam-mcp](https://github.com/ictinnovations/ictexam-mcp) [![ictinnovations/ictexam-mcp MCP server](https://glama.ai/mcp/servers/ictinnovations/ictexam-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ictinnovations/ictexam-mcp) 📇 🏠 🍎 🪟 🐧 - Read exam papers, classes, subjects, the gradebook and per-question item analysis from ICTExam, an exam authoring and auto-grading platform. +- [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [![JuhongPark/mcp-server-pronunciation MCP server](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation/badges/score.svg)](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) 🐍 🏠 🍎 🪟 🐧 - Local English voice coach with pronunciation, grammar, fluency and phoneme-level feedback, practice drills and learner-profile hints. +- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [![brightspace-mcp-server MCP server](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - Check D2L Brightspace grades, due dates, assignments, announcements, syllabus, rosters, discussions and course content. +- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [![pronounce MCP server](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce/badges/score.svg)](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer and product names (kubectl, nginx, GIF) with IPA, respellings, alternate readings and cited sources. +- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [![sf-shenfeng/learn-shell MCP server](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell/badges/score.svg)](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory. +- [Smartoire/paxaver-mcp](https://github.com/Smartoire/paxaver-mcp) [![Smartoire/paxaver-mcp MCP server](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp) [![Paxaver MCP connector](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver/badges/score.svg)](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver) 📇 ☁️ - Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments. -- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [![peopleworks/SignsofAI MCP server](https://glama.ai/mcp/servers/peopleworks/SignsofAI/badges/score.svg)](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking for teachers, students and writers, in English **and Spanish**. `analyze_ai_writing` returns a 0–100 score *and every tell behind it* — overused vocabulary, rhetorical crutches, syntactic patterns and sentence-rhythm burstiness — each with the matched text and a concrete fix, instead of a black-box percentage. `check_originality` returns the shared passages between documents as evidence; `check_citations` cross-checks a bibliography against the text offline; `compare_to_baseline` runs Burrows's Delta against the same writer's earlier work; `inspect_characters` finds hidden and lookalike characters; `write_report` exports the evidence as a document a person can take to a committee. Every tool but two runs entirely on the machine and the text never leaves it; the two server-backed ones (perplexity, cross-language paraphrase) disclose that they send text. Published false-positive rate at its 30/100 boundary: 2 of 296 texts written before 2022 (0.7%, 95% interval 0.2–2.4%). .NET 10, MIT. Install: `dnx SignsOfAI.Mcp --yes`. Browser demo: +- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [![peopleworks/SignsofAI MCP server](https://glama.ai/mcp/servers/peopleworks/SignsofAI/badges/score.svg)](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection. ### 🛒 E-Commerce MCP servers for e-commerce platforms and online store management. -- [HasData/walmart-mcp](https://github.com/HasData/walmart-mcp) [![HasData/walmart-mcp MCP server](https://glama.ai/mcp/servers/HasData/walmart-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/walmart-mcp) 📇 ☁️ - Remote MCP server for Walmart: search results, product pages with the buy-box seller, and customer reviews on walmart.com and walmart.ca, as JSON. -- [HasData/amazon-mcp](https://github.com/HasData/amazon-mcp) [![HasData/amazon-mcp MCP server](https://glama.ai/mcp/servers/HasData/amazon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/amazon-mcp) 📇 ☁️ - Remote MCP server for Amazon: keyword search, product details by ASIN, product reviews, seller profiles and seller catalogues across marketplaces, as JSON. -- [A1-x-Tech/mcp-yandex-merchants](https://github.com/A1-x-Tech/mcp-yandex-merchants) [![A1-x-Tech/mcp-yandex-merchants MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants) 📇 ☁️ - Yandex Merchants (Яндекс Товары) API — product feeds, offer prices, discounts, and hiding/unhiding offers in Yandex Search. -- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [![A1-x-Tech/mcp-yango-retail MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) 📇 ☁️ - Yango Tech Retail (grocery platform) B2B API — orders, receipts, products, prices, discounts, stocks and stores. -- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [![agentcentral-to/agent-central-mcp MCP server](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint. -- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [![agentlux/agentlux-mcp MCP server](https://glama.ai/mcp/servers/agentlux/agentlux-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via `npx -y @agentlux/mcp-server`. -- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [![anhmtk/agentshare-mcp MCP server](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence MCP (Meteora DLMM `meteora_brief` + `meteora_pool_detail`, Solana DEX + DefiLlama scout). Commerce tools are secondary. Hosted at https://agentshare.dev/mcp -- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [![BuyWhere/buywhere-mcp MCP server](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via `npx @buywhere/mcp-server`. -- [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [![koraynar/trendyol-seller-mcp MCP server](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp/badges/score.svg)](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol Marketplace seller API server: products, order packages, customer questions, claims, plus stock/price updates and answering questions. Write operations are env-gated and customer PII is redacted by default. -- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [![ilyautov/marketplaces-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs for Russian marketplace sellers: sales, stocks, prices, finance, reviews and ads through 793 schema-driven methods with a read/write/destructive safety gate, multi-store switching and ready-made seller workflows. PyPI (`uvx marketplaces-mcp-ru`), Docker image, one-click Claude Desktop `.mcpb` bundle. -- [RPER2001/rigshare-mcp](https://github.com/RPER2001/rigshare-mcp) [![RPER2001/rigshare-mcp MCP server](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp) 📇 🏠 ☁️ - Rent GPUs, robots, drones, and construction equipment on RIGShare, and onboard equipment owners; agents can quote, book, run remote sessions, and publish listings. -- [ilyautov/moysklad-mcp-ru](https://github.com/ilyautov/moysklad-mcp-ru) [![ilyautov/moysklad-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/moysklad-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/moysklad-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and profit/turnover/cash reports, plus document writes (supplies, shipments, invoices, returns) over the JSON API 1.2. 892 schema-driven methods reached through 8 generic meta-tools, kopecks converted to rubles, and a read/write/destructive safety gate that needs an explicit confirmation before a document is created and a second one before it is posted or deleted. PyPI (`uvx moysklad-mcp-ru`), one-click installer for Claude Desktop, Claude Code, Codex and OpenCode. Alpha. -- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [![TonyWang-hub/mcp-cn-commerce MCP server](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce/badges/score.svg)](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data connector for 8 Chinese e-commerce platforms — Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`. -- [hypawave/mcp](https://github.com/hypawave/mcp) [![hypawave/mcp MCP server](https://glama.ai/mcp/servers/hypawave/mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypawave/mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Non-custodial Bitcoin Lightning commerce for agents: browse a public offer marketplace, buy and sell files, data, APIs and compute where verified settlement proof releases the content, plus free ECIES-encrypted agent-to-agent messaging and file handoffs in private waves. No accounts — agents authenticate with a secp256k1 keypair. `npx -y @hypawave/mcp` -- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [![justadityaraj/amazon-in-mcp MCP server](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp/badges/score.svg)](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`. -- [jasp-nerd/marktplaats-mcp](https://github.com/jasp-nerd/marktplaats-mcp) [![jasp-nerd/marktplaats-mcp MCP server](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp) 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats.nl and 2dehands.be, the Dutch and Belgian second-hand marketplaces. Listings with price, condition and distance filters, full ad details, seller verification and reviews, categories, and new-listing monitoring. No account or API key needed. Install via `uvx marktplaats-mcp`. -- [jlsookiki/secondhand-mcp](https://github.com/jlsookiki/secondhand-mcp) [![jlsookiki/secondhand-mcp MCP server](https://glama.ai/mcp/servers/jlsookiki/secondhand-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jlsookiki/secondhand-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Search Facebook Marketplace, eBay, Depop, and Poshmark for secondhand items. Filter by price, condition, category, size, and color; full listing details with photos and seller info; deep-research `search`/`fetch` tools. eBay uses the official Browse API (bring your own keys); a hosted version at [secondhandmcp.com](https://secondhandmcp.com) connects to Claude.ai and ChatGPT. Install via `npx -y secondhand-mcp`. -- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [![mrslbt/rakuten-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via `npx rakuten-mcp`. -- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [![laundromatic/shopgraph MCP server](https://glama.ai/mcp/servers/laundromatic/shopgraph/badges/score.svg)](https://glama.ai/mcp/servers/laundromatic/shopgraph) 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev) -- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [![dsers-mcp-product MCP server](https://glama.ai/mcp/servers/lofder/dsers-mcp-product/badges/score.svg)](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command. -- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [![malinoto/tracepass-mcp-server MCP server](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) 📇 ☁️ - EU Digital Product Passport automation for AI agents. Create products, build and audit DPPs (battery, electronics, textiles, and more), set economic-operator parties, and read or capture GS1 EPCIS 2.0 supply-chain events via the TracePass platform. 6 tools, hosted (`https://ai.tracepass.eu/mcp`) or local. Install via `npx -y tracepass-mcp-server`. -- [melbis/melbis-shop](https://github.com/melbis/melbis-shop) [![melbis/melbis-shop MCP server](https://glama.ai/mcp/servers/melbis/melbis-shop/badges/score.svg)](https://glama.ai/mcp/servers/melbis/melbis-shop) 🎖️ 🏠 🪟 - Official MCP server of Melbis Shop, a self-hosted e-commerce platform: an AI agent works in the store as an employee — project files with version history, database, catalogue trees, product files, storefront pages — under a staff login with per-command permissions. Ships with the Windows client (6.5.1 beta). -- [ncosic/logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp) [![ncosic/logimu-shopping-mcp MCP server](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp) 🐍 ☁️ - Real Amazon (US, UK, DE, CA, AU) and Walmart shopping data for AI assistants — ranked product shortlists, current prices, live stock, real ratings, and 30-day price/BSR history from a 17M+ product warehouse. Free hosted endpoint, no signup (30 queries/day). Remote streamable-http at api.logimu.com/mcp. -- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [![OFODevelopment/cerebrochain-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations. -- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [![ONE8943/ai-furniture-hub MCP server](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub/badges/score.svg)](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via `npx ai-furniture-hub`. -- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [![patchistry/patchistry-mcp-server MCP server](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for [Patchistry](https://patchistry.com), the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: `list_canvases`, `list_patches`, `recommend_build`, `get_shipping`, and `contact`. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via `npx -y patchistry-mcp-server`. +- [HasData/walmart-mcp](https://github.com/HasData/walmart-mcp) [![HasData/walmart-mcp MCP server](https://glama.ai/mcp/servers/HasData/walmart-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/walmart-mcp) 📇 ☁️ - Walmart data as JSON: search results, product pages with the buy-box seller and customer reviews from Walmart US and Canada. +- [HasData/amazon-mcp](https://github.com/HasData/amazon-mcp) [![HasData/amazon-mcp MCP server](https://glama.ai/mcp/servers/HasData/amazon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/amazon-mcp) 📇 ☁️ - Amazon data as JSON: keyword search, product details by ASIN, reviews, seller profiles and seller catalogs across marketplaces. +- [A1-x-Tech/mcp-yandex-merchants](https://github.com/A1-x-Tech/mcp-yandex-merchants) [![A1-x-Tech/mcp-yandex-merchants MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants) 📇 ☁️ - Yandex Merchants API: product feeds, offer prices, discounts and hiding or unhiding offers in Yandex Search. +- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [![A1-x-Tech/mcp-yango-retail MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) 📇 ☁️ - Yango Tech Retail grocery platform B2B API: orders, receipts, products, prices, discounts, stock and stores. +- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [![agentcentral-to/agent-central-mcp MCP server](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising. +- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [![agentlux/agentlux-mcp MCP server](https://glama.ai/mcp/servers/agentlux/agentlux-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce. +- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [![anhmtk/agentshare-mcp MCP server](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools. +- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [![BuyWhere/buywhere-mcp MCP server](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog: search products across Singapore, Southeast Asia and US markets with price comparison and deal discovery. +- [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [![koraynar/trendyol-seller-mcp MCP server](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp/badges/score.svg)](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol seller API: products, order packages, customer questions, claims, and stock and price updates, with gated writes and PII redaction. +- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [![ilyautov/marketplaces-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs: sales, stock, prices, finance, reviews and ads, with a read/write/destructive safety gate and multi-store switching. +- [RPER2001/rigshare-mcp](https://github.com/RPER2001/rigshare-mcp) [![RPER2001/rigshare-mcp MCP server](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp) 📇 🏠 ☁️ - Rent GPUs, robots, drones and construction equipment on RIGShare: quote, book, run remote sessions, publish listings and onboard equipment owners. +- [ilyautov/moysklad-mcp-ru](https://github.com/ilyautov/moysklad-mcp-ru) [![ilyautov/moysklad-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/moysklad-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/moysklad-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and reports, plus confirmation-gated document writes. +- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [![TonyWang-hub/mcp-cn-commerce MCP server](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce/badges/score.svg)](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data from Tmall/Taobao, JD.com, Pinduoduo, Douyin, Kuaishou, Xiaohongshu and WeChat Store: orders, products, inventory and ad reports. +- [hypawave/mcp](https://github.com/hypawave/mcp) [![hypawave/mcp MCP server](https://glama.ai/mcp/servers/hypawave/mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypawave/mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Non-custodial Bitcoin Lightning commerce: agents buy and sell files, data, APIs and compute on a public marketplace, plus encrypted agent-to-agent messaging. +- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [![justadityaraj/amazon-in-mcp MCP server](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp/badges/score.svg)](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Amazon India via scraping: cheapest-in-stock and value picks, product details (price, MRP, rating, stock, seller) and Keepa price history links. +- [jasp-nerd/marktplaats-mcp](https://github.com/jasp-nerd/marktplaats-mcp) [![jasp-nerd/marktplaats-mcp MCP server](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jasp-nerd/marktplaats-mcp) 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats and 2dehands, the Dutch and Belgian second-hand marketplaces: filtered listings, ad details, seller reviews and new-listing monitoring. +- [jlsookiki/secondhand-mcp](https://github.com/jlsookiki/secondhand-mcp) [![jlsookiki/secondhand-mcp MCP server](https://glama.ai/mcp/servers/jlsookiki/secondhand-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jlsookiki/secondhand-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Search Facebook Marketplace, eBay, Depop and Poshmark for secondhand items, filtering by price, condition, size and color, with full listing details. +- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [![mrslbt/rakuten-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup. +- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [![malinoto/tracepass-mcp-server MCP server](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) 📇 ☁️ - EU Digital Product Passport automation via TracePass: create products, build and audit DPPs, set economic operators and read or capture GS1 EPCIS 2.0 events. +- [melbis/melbis-shop](https://github.com/melbis/melbis-shop) [![melbis/melbis-shop MCP server](https://glama.ai/mcp/servers/melbis/melbis-shop/badges/score.svg)](https://glama.ai/mcp/servers/melbis/melbis-shop) 🎖️ 🏠 🪟 - Work in a self-hosted Melbis Shop store as a staff user: project files with version history, database, catalog trees, product files and storefront pages. +- [ncosic/logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp) [![ncosic/logimu-shopping-mcp MCP server](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp) 🐍 ☁️ - Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history. +- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [![OFODevelopment/cerebrochain-mcp-server MCP server](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting. +- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [![ONE8943/ai-furniture-hub MCP server](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub/badges/score.svg)](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data. +- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [![patchistry/patchistry-mcp-server MCP server](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Patchistry velcro-patch hat shop: browse hats and patches, get complete build recommendations and shipping info, and contact the brand. -- [Pangolin-spg/amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp) [![Pangolin-spg/amazon-data-mcp MCP server](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp) 📇 ☁️ - Official read-only Amazon research MCP server maintained by Pangolinfo. Query product details, keyword results, reviews, niche signals, Alexa shopping recommendations, and AI-search data through MCP-compatible clients. Supports remote Streamable HTTP and local npm/Docker installation; users bring their own Pangolinfo API key. +- [Pangolin-spg/amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp) [![Pangolin-spg/amazon-data-mcp MCP server](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp) 📇 ☁️ - Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data. -- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [![MCP Server](https://glama.ai/mcp/servers/samrothschild23/intelligence-api/badges/score.svg)](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base). +- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [![MCP Server](https://glama.ai/mcp/servers/samrothschild23/intelligence-api/badges/score.svg)](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) 📇 ☁️ - E-commerce intelligence: analyze Shopify stores, score Amazon product opportunities and FBA profitability, and find sales leads from Google Maps. -- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [![the402ai/mcp-server MCP server](https://glama.ai/mcp/servers/the402ai/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/the402ai/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`. -- [TheBestCo/bestprice-mcp](https://github.com/TheBestCo/bestprice-mcp) [![TheBestCo/bestprice-mcp MCP server](https://glama.ai/mcp/servers/TheBestCo/bestprice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheBestCo/bestprice-mcp) 📇 ☁️ - Read-only Greek price comparison: product search, offer comparison, and price history. Public streamable HTTP MCP at https://mcp.bestprice.gr/mcp, no API key. -- [cmcgrabby-hue/syndicate-links](https://github.com/cmcgrabby-hue/syndicate-links/tree/master/mcp) [![cmcgrabby-hue/syndicate-links MCP server](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links/badges/score.svg)](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links) 📇 🏠 🍎 🪟 🐧 - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via `npx syndicate-links-mcp`. -- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [![PCDCK/ozon-mcp MCP server](https://glama.ai/mcp/servers/PCDCK/ozon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog. -- [vitrine3d/mcp](https://github.com/vitrine3d/mcp) [![vitrine3d/mcp MCP server](https://glama.ai/mcp/servers/vitrine3d/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vitrine3d/mcp) 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website. `npx @vitrine3d/mcp` -- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [![pepabo/colormeshop-mcp MCP server](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) 🎖️ ☁️ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language. -- [nicktcode/swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp) [![nicktcode/swissgroceries-mcp MCP server](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp) 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions, and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl, Farmy, Volg, and Otto's. Cross-chain unit-price comparison and three planning strategies (single_store / split_cart / absolute_cheapest). Install via `npx -y @nicktcode/swissgroceries-mcp`. -- [slookisen/lokal](https://github.com/slookisen/lokal) [![slookisen/lokal MCP server](https://glama.ai/mcp/servers/slookisen/lokal/badges/score.svg)](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`. -- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [![tokenofesteem/mcp MCP server](https://glama.ai/mcp/servers/tokenofesteem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99. -- [wppoland/woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp) [![wppoland/woocommerce-mcp MCP server](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server for WordPress + WooCommerce. Five tools over the existing WP/WooCommerce REST APIs: list/search products, product details, recent orders, sales reports (week/month/last_month/year), and public blog-post search. No writes, no store-side plugin to install. Built by WPPoland. Install: `git clone` + `npm run build`. -- [ncosic/webotee-mcp](https://github.com/ncosic/webotee-mcp) [![ncosic/webotee-mcp MCP server](https://glama.ai/mcp/servers/ncosic/webotee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ncosic/webotee-mcp) 🐍 ☁️ - Hosted Amazon market-intelligence MCP for Claude, ChatGPT, and other clients (Webotee AI Connect). Query brands, sellers, ASINs, under-competed niches, the cross-seller operator network, observed buy-box history, and Amazon/Walmart cross-marketplace overlap from a pre-collected research dataset. 76 read-only research tools at the remote endpoint `https://app.webotee.com/mcp` (paid plan, 7-day free trial). -- [ztemerbekov/a1-yandex-kit-skills](https://github.com/ztemerbekov/a1-yandex-kit-skills) [![ztemerbekov/a1-yandex-kit-skills MCP server](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills/badges/score.svg)](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills) 📇 ☁️ - Yandex KIT (Яндекс KIT) e-commerce platform — manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks. 61 curated tools plus a kit_request escape hatch covering all 133 API operations. -- [ilyautov/chestny-znak-mcp-ru](https://github.com/ilyautov/chestny-znak-mcp-ru) [![ilyautov/chestny-znak-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/chestny-znak-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/chestny-znak-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API for AI assistants: marking codes, emission orders, circulation documents and code checks through 33 schema-driven methods with a read/write/destructive safety gate. PyPI (`uvx chestny-znak-mcp-ru`). - -### 🛒 E-Commerce - -- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [![dearlordylord/voila-sdk MCP server](https://glama.ai/mcp/servers/dearlordylord/voila-sdk/badges/score.svg)](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation via MCP. Search products, inspect discounts, list delivery slots, read cart and order history, and update cart quantities. +- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [![the402ai/mcp-server MCP server](https://glama.ai/mcp/servers/the402ai/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/the402ai/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Agent service marketplace with x402 micropayments (USDC on Base): browse and buy services, manage threads and subscriptions, sell services and track earnings. +- [TheBestCo/bestprice-mcp](https://github.com/TheBestCo/bestprice-mcp) [![TheBestCo/bestprice-mcp MCP server](https://glama.ai/mcp/servers/TheBestCo/bestprice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheBestCo/bestprice-mcp) 📇 ☁️ - Read-only Greek price comparison from BestPrice: product search, offer comparison and price history. +- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [![PCDCK/ozon-mcp MCP server](https://glama.ai/mcp/servers/PCDCK/ozon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Ozon Seller and Performance APIs with auto-pagination, rate-limit handling and analytical workflows for stock-out risk, content audits and prices. +- [vitrine3d/mcp](https://github.com/vitrine3d/mcp) [![vitrine3d/mcp MCP server](https://glama.ai/mcp/servers/vitrine3d/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vitrine3d/mcp) 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform: upload GLB models, style scenes with lighting, camera and backgrounds, and embed them on websites. +- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [![pepabo/colormeshop-mcp MCP server](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) 🎖️ ☁️ - Manage orders, products, inventory, customers, coupons and shop settings on Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. +- [nicktcode/swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp) [![nicktcode/swissgroceries-mcp MCP server](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp) 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl and more, with unit-price comparison. +- [slookisen/lokal](https://github.com/slookisen/lokal) [![slookisen/lokal MCP server](https://glama.ai/mcp/servers/slookisen/lokal/badges/score.svg)](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Find local food producers in Norway (farms, REKO rings, farmers' markets, farm shops) with Norwegian/English search, geo-filtering and A2A support. +- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [![tokenofesteem/mcp MCP server](https://glama.ai/mcp/servers/tokenofesteem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - Commission a personalized, humorous printed booklet and have it printed and mailed as a gift within the US. +- [wppoland/woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp) [![wppoland/woocommerce-mcp MCP server](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only WordPress and WooCommerce access via REST APIs: search products, product details, recent orders, sales reports and blog-post search. +- [ncosic/webotee-mcp](https://github.com/ncosic/webotee-mcp) [![ncosic/webotee-mcp MCP server](https://glama.ai/mcp/servers/ncosic/webotee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ncosic/webotee-mcp) 🐍 ☁️ - Read-only Amazon market intelligence from Webotee: brands, sellers, ASINs, under-competed niches, buy-box history and Amazon/Walmart overlap. +- [ztemerbekov/a1-yandex-kit-skills](https://github.com/ztemerbekov/a1-yandex-kit-skills) [![ztemerbekov/a1-yandex-kit-skills MCP server](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills/badges/score.svg)](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills) 📇 ☁️ - Yandex KIT e-commerce platform: manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks. +- [ilyautov/chestny-znak-mcp-ru](https://github.com/ilyautov/chestny-znak-mcp-ru) [![ilyautov/chestny-znak-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/chestny-znak-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/chestny-znak-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API: marking codes, emission orders, circulation documents and code checks. +- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [![dearlordylord/voila-sdk MCP server](https://glama.ai/mcp/servers/dearlordylord/voila-sdk/badges/score.svg)](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Personal Voila grocery automation: search products, check discounts, list delivery slots, read cart and order history and update cart quantities. ### 🌳 Environment & Nature Provides access to environmental data and nature-related tools, services and information. -- [ambeelabs/ambee-mcp](https://github.com/ambeelabs/ambee-mcp) [![ambee-mcp MCP server](https://glama.ai/mcp/servers/ambeelabs/ambee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ambeelabs/ambee-mcp) - 🎖️ 📇 ☁️ 🍎 🪟 🐧 The official Model Context Protocol server for Ambee. It gives any MCP-compatible AI assistant — Claude, ChatGPT, Cursor, VS Code, Ollama, and more — direct access to live air quality, pollen, and weather data. -Point your assistant at this server and it can answer questions like "Is it a bad tree pollen day in Atlanta?" or "Should we move the Saturday offsite indoors?" by calling Ambee's data directly, instead of guessing from stale training data. Looking for a ready to access server? Try our hosted [MCP](https://docs.ambeedata.com/mcp/overview). -- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine. -- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [![atmospore/atmospore-mcp MCP server](https://glama.ai/mcp/servers/atmospore/atmospore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`. -- [gridcarbon/clients](https://github.com/gridcarbon/clients) [![gridcarbon/clients MCP server](https://glama.ai/mcp/servers/gridcarbon/clients/badges/score.svg)](https://glama.ai/mcp/servers/gridcarbon/clients) 📇 ☁️ 🍎 🪟 🐧 - Grid carbon intensity (gCO2eq/kWh) for 45 electricity zones: 33 European bidding zones (ENTSO-E), 11 US balancing authorities (EIA-930), and Great Britain (NESO). Tools: `get_carbon_intensity`, `get_intensity_history`, `list_zones`, `compare_zones`. Every response carries the interval timestamp and how stale the reading is, so an agent can tell a current value from an hours-old one. Pre-alpha; history currently reaches back about three months. No API key or account — `npx -y gridcarbon-mcp`. -- [malonestar/gov-data-mcp](https://github.com/malonestar/gov-data-mcp) [![malonestar/gov-data-mcp MCP server](https://glama.ai/mcp/servers/malonestar/gov-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/malonestar/gov-data-mcp) 📇 ☁️ 🍎 🪟 🐧 - 120 US government open-data sources (EPA contamination and drinking water, FEMA flood and risk index, USGS, NOAA, FAA airspace, USACE levees and dams, FDIC, HUD, NRCS soils, county assessor rolls, state licensing boards) as agent-callable tools. Runs locally over stdio with `npx gov-data-mcp`; 12 dedicated tools plus `search-gov-data-tools` / `describe-gov-data-tool` / `run-gov-data-tool` to reach the rest. Every tool reports its own per-result price, so an agent can weigh cost before calling. -- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [![nalediym/touch-grass MCP server](https://glama.ai/mcp/servers/nalediym/touch-grass/badges/score.svg)](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage. -- [zax0rz/birdnet-go-mcp](https://github.com/zax0rz/birdnet-go-mcp) [![zax0rz/birdnet-go-mcp MCP server](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Fast, read-only MCP server & CLI for BirdNET-Go bioacoustic observatories. Query recent detections, stream outdoor mic telemetry, resolve LAN audio recordings, and inspect sightings with LLMs. -- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [![Zhonghao1995/Agentic-MIKE-Plus MCP server](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) 🐍 🏠 🪟 - MCP server (10 tools) for a headless, natural-language DHI MIKE+ urban-water modelling workflow: model inspection, parameter read/edit, headless simulation runs with parsed QA status, `.res1d` results reading, and plotting (hydrographs, time series, network maps). Read/plot is license-free; run/edit need Windows + a MIKE+ 2026 license. Works with Claude Code, Codex, OpenClaw, and Hermes. -- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [![Zhonghao1995/agentic-swmm-workflow MCP server](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes. +- [ambeelabs/ambee-mcp](https://github.com/ambeelabs/ambee-mcp) [![ambee-mcp MCP server](https://glama.ai/mcp/servers/ambeelabs/ambee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ambeelabs/ambee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Live air quality, pollen and weather data from Ambee. +- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data. +- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [![atmospore/atmospore-mcp MCP server](https://glama.ai/mcp/servers/atmospore/atmospore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Seven-day, per-species pollen forecasts for any location via the Atmospore API. +- [malonestar/gov-data-mcp](https://github.com/malonestar/gov-data-mcp) [![malonestar/gov-data-mcp MCP server](https://glama.ai/mcp/servers/malonestar/gov-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/malonestar/gov-data-mcp) 📇 ☁️ 🍎 🪟 🐧 - US government open data from EPA, FEMA, USGS, NOAA, FAA, USACE, FDIC, HUD, NRCS, county assessor rolls and state licensing boards. +- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [![nalediym/touch-grass MCP server](https://glama.ai/mcp/servers/nalediym/touch-grass/badges/score.svg)](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats. +- [zax0rz/birdnet-go-mcp](https://github.com/zax0rz/birdnet-go-mcp) [![zax0rz/birdnet-go-mcp MCP server](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only access to BirdNET-Go bioacoustic observatories: query recent detections, stream mic telemetry, resolve LAN audio recordings and inspect sightings. +- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [![Zhonghao1995/Agentic-MIKE-Plus MCP server](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) 🐍 🏠 🪟 - Headless DHI MIKE+ urban-water modelling: model inspection, parameter editing, simulation runs with QA status, .res1d results reading and plotting. +- [Zhonghao1995/agentic-swmm-workflow](https://github.com/Zhonghao1995/agentic-swmm-workflow) [![Zhonghao1995/agentic-swmm-workflow MCP server](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow/badges/score.svg)](https://glama.ai/mcp/servers/Zhonghao1995/agentic-swmm-workflow) 📇 🐍 🏠 🍎 🪟 🐧 - EPA SWMM stormwater modelling workflow: model building, simulation runs, calibration, QGIS integration, climate scenarios and uncertainty analysis. ### 📂 File Systems Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. -- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization. -- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [![aadilr/changethisfile-mcp MCP server](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - Free file conversion between 690+ formats. Tools: `convert_file` (URL or base64 in → signed download URL out) and `list_conversions`. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README). -- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [![Agaveis/hiberden-mcp MCP server](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and verify your local media-archive catalog from an AI assistant: 3-2-1 coverage across disk, NAS, S3-compatible cloud, and LTO tape. Verifies a copy by physically reading it back and re-hashing it against the source; catalog-management and delete tools are off by default. On Windows it installs as a signed Desktop Extension (MCPB); on Linux the same connector ships as a standalone binary. -- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction. -- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [![bzsanti/oxidize-python MCP server](https://glama.ai/mcp/servers/bzsanti/oxidize-python/badges/score.svg)](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package — run locally with `uvx oxidize-mcp`. -- [ezpzfile/ezpzfile-mcp](https://github.com/ezpzfile/ezpzfile-mcp) [![ezpzfile/ezpzfile-mcp MCP server](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp) 📇 🏠 🍎 🪟 🐧 - Read and convert documents (PDF, DOCX, HWP, HWPX, EML), edit PDFs (merge, split, rotate, compress, protect), resize and clean images, strip EXIF, cut out backgrounds, and generate QR codes. Runs entirely on your machine with no uploads. Each tool reopens what it wrote and reports page counts so broken output surfaces as a number, not a surprise. -- [koraynar/doc-extract-mcp](https://github.com/koraynar/doc-extract-mcp) [![koraynar/doc-extract-mcp MCP server](https://glama.ai/mcp/servers/koraynar/doc-extract-mcp/badges/score.svg)](https://glama.ai/mcp/servers/koraynar/doc-extract-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic document tooling for extraction workflows: list and read PDFs (page ranges), text, CSV and JSON, inspect metadata, chunk long documents with page hints, validate data against a JSON Schema (every error with a JSON-pointer path), and write structured JSON/CSV output. All file access is confined to a configurable root. -- [risha-max/0xpdf-mcp](https://github.com/risha-max/0xpdf-mcp) [![risha-max/0xpdf-mcp MCP server](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Schema-first PDF→JSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` · [docs](https://0xpdf.io/docs#mcp) · [playground](https://0xpdf.io/samples) -- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [![chisel MCP server](https://glama.ai/mcp/servers/@ckanthony/chisel/badges/score.svg)](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM). -- [Cohexa-ai/agent-coherence](https://github.com/Cohexa-ai/agent-coherence) [![Cohexa-ai/agent-coherence MCP server](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence/badges/score.svg)](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence) 🐍 🏠 - Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified. Install: `uvx --from "agent-coherence[mcp]" stale-write-guard-fs`. -- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [![convertica-net/convertica-mcp MCP server](https://glama.ai/mcp/servers/convertica-net/convertica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) 📇 ☁️ - Convert PDF ⇄ Word, Excel, PowerPoint, JPG, HTML, Markdown, EPUB and PDF/A, plus merge, split, compress, watermark, sign, and protect PDFs, and convert images (HEIC, WebP) — 35+ tools from convertica.net. Zero-config via `npx convertica-mcp`. -- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard -- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [![dabito/hledit-mcp MCP server](https://glama.ai/mcp/servers/dabito/hledit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dabito/hledit-mcp) 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits for MCP clients. Reads files with line anchors, validates anchors against current content, and rejects stale writes before changing files. -- [denis-samatov/yandex-workspace-mcp](https://github.com/denis-samatov/yandex-workspace-mcp) [![denis-samatov/yandex-workspace-mcp MCP server](https://glama.ai/mcp/servers/denis-samatov/yandex-workspace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denis-samatov/yandex-workspace-mcp) 🐍 ☁️ - Yandex Disk (22 tools) and Yandex Wiki (27 tools) integration with a unified cross-service search. Read-only by default, with granular read/write/delete permissions, path allowlisting, and structured audit logging of every write or destructive call. -- [dimitar-grigorov/mcp-file-tools](https://github.com/dimitar-grigorov/mcp-file-tools) [![dimitar-grigorov/mcp-file-tools MCP server](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools/badges/score.svg)](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools) 🏎️ 🏠 🍎 🪟 🐧 - Filesystem server for legacy, non-UTF-8 files. Auto-detects and converts 24 encodings (CP1251, CP1252, ISO-8859-x, KOI8-R/U, GBK/GB18030), keeps each file's original encoding on write, and manages BOM and line endings. Encoding-aware grep, partial reads with offset/limit for large files, and allowed-directory confinement. Single Go binary, no runtime dependencies. -- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [![Dissimilis/DirForge MCP server](https://glama.ai/mcp/servers/Dissimilis/DirForge/badges/score.svg)](https://glama.ai/mcp/servers/Dissimilis/DirForge) #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root. -- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [![drolosoft/go-docs-mcp MCP server](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) 🏎️ 🏠 🍎 🐧 - Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security. -- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [![agent-reader MCP server](https://glama.ai/mcp/servers/ebbfijsf/agent-reader/badges/score.svg)](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) 📇 🏠 🍎 🪟 🐧 - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`. -- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) 📇 🏠 🍎 🪟 🐧 - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery. -- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [![ellmos-ai/ellmos-filecommander-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin. -- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - File merger tool, suitable for AI chat length limits. -- [FI-Mihej/text_file_read_and_refactor_mcp](https://github.com/FI-Mihej/text_file_read_and_refactor_mcp) [![text_file_read_and_refactor_mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp) 🐍 🏠 🍎 🪟 🐧 - Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. Tools automatically resolve the file BOM and codepage; edit tools save files with their original encoding and BOM. `uvx text-file-read-and-refactor-mcp` -- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image. -- [GuruPDF/gurupdf-mcp](https://github.com/GuruPDF/gurupdf-mcp) [![GuruPDF/gurupdf-mcp MCP server](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp) 📇 ☁️ - Convert, compress, merge, split, and OCR PDFs, plus convert between 100+ file formats (Word, Excel, PowerPoint, images, ebooks, video) from any AI agent. Backed by the GuruPDF API; free tier with daily credits, zero-config via `npx gurupdf-mcp`. -- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files -- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets. -- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection. -- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc. -- [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [![Kookerella-Ltd/Kookerella.FsOpenXmlDsl MCP server](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/badges/score.svg)](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read, and round-trip Excel workbooks (.xlsx/.xlsm) via a typesafe F# DSL: build a workbook, read its cells/formulas back, or regenerate the F# source that reproduces a file. .NET tool, `dotnet tool install -g Kookerella.FsOpenXmlDsl.Mcp`. -- [ltspace/dowse](https://github.com/ltspace/dowse) [![ltspace/dowse MCP server](https://glama.ai/mcp/servers/@ltspace/dowse/badges/score.svg)](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Windows-native full-disk search over file names, document contents, and OCR'd screenshot text, exposed to AI agents via a read-only local MCP server. -- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK -- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling -- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access. -- [LincolnBurrows2017/filesystem-mcp](https://github.com/LincolnBurrows2017/filesystem-mcp) [![filesystem-mcp MCP server](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp) 🐍 🏠 - Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions. -- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc. -- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. -- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Direct local file system access. -- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [![Regan-Milne/obsideo-mcp MCP server](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with continuous cryptographic possession proofs. In-conversation signup (12 GB free), put/get/ls/rm/usage, optional client-side encryption; credentials stay on your machine. -- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [![plsreadme MCP server](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme/badges/score.svg)](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`). -- [colapsis/transfa](https://github.com/colapsis/transfa) [![transfa MCP server](https://glama.ai/mcp/servers/colapsis/transfa/badges/score.svg)](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for AI agents and CI/CD pipelines — upload any file, get a SHA-256-verified, TTL-enforced link. 4 tools: upload, file_info, list_uploads, delete_upload. Zero-config via `npx -y transfa-mcp`. -- [TrendTweekers/mintpdf](https://github.com/TrendTweekers/mintpdf) [![TrendTweekers/mintpdf MCP server](https://glama.ai/mcp/servers/TrendTweekers/mintpdf/badges/score.svg)](https://glama.ai/mcp/servers/TrendTweekers/mintpdf) 📇 ☁️ 🏠 🍎 🪟 🐧 - Converts HTML or Markdown into a styled PDF, or renders a public URL to PDF, and returns a download link. Markdown gets a default stylesheet so agent-written documents look right without design work. Free tier needs no signup. Install: `npx -y mintpdf-mcp` -- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [![UseJunior/safe-docx MCP server](https://glama.ai/mcp/servers/UseJunior/safe-docx/badges/score.svg)](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison. -- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [![velyan/pdf-card-mcp MCP server](https://glama.ai/mcp/servers/velyan/pdf-card-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) 🐍 🏠 🍎 🪟 🐧 - Converts local PDFs into source-linked, card-based standalone HTML readers with notes, highlights, and static publishing. -- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching. -- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™ -- [xxczaki/local-history-mcp](https://github.com/xxczaki/local-history/mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for accessing VS Code/Cursor Local History -- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [![juergenkoller-software/distill-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) — AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools. -- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [![alebgl77/ftp-deploy-mcp MCP server](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files from AI agents to your own FTP/FTPS/SFTP servers — multi-server config, recursive deploy with dry-run and gitignore-like excludes, per-server path jail and read-only mode, FileZilla import, one-command setup for popular MCP clients. +- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization. +- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [![aadilr/changethisfile-mcp MCP server](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - File conversion across image, video, audio, document, data, font, ebook and archive formats, returning a signed download URL. +- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [![Agaveis/hiberden-mcp MCP server](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and verify a local media-archive catalog: 3-2-1 backup coverage across disk, NAS, S3-compatible cloud and LTO tape, with read-back hash verification. +- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - Access Box content: search, ask questions about files and folders, and extract data. +- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [![bzsanti/oxidize-python MCP server](https://glama.ai/mcp/servers/bzsanti/oxidize-python/badges/score.svg)](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - PDF toolkit: create and analyze PDFs, extract text for RAG, convert to Markdown, split and merge pages, add annotations and form fields, and encrypt files. +- [ezpzfile/ezpzfile-mcp](https://github.com/ezpzfile/ezpzfile-mcp) [![ezpzfile/ezpzfile-mcp MCP server](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp) 📇 🏠 🍎 🪟 🐧 - Local document and image tools: read and convert PDF, DOCX, HWP and EML, edit PDFs, resize images, strip EXIF, remove backgrounds and make QR codes. +- [koraynar/doc-extract-mcp](https://github.com/koraynar/doc-extract-mcp) [![koraynar/doc-extract-mcp MCP server](https://glama.ai/mcp/servers/koraynar/doc-extract-mcp/badges/score.svg)](https://glama.ai/mcp/servers/koraynar/doc-extract-mcp) 🐍 🏠 🍎 🪟 🐧 - Document extraction tooling: read PDFs, text, CSV and JSON, inspect metadata, chunk long documents, validate against JSON Schema and write JSON/CSV output. +- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [![chisel MCP server](https://glama.ai/mcp/servers/@ckanthony/chisel/badges/score.svg)](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Token-efficient file access: unified-diff edits, targeted grep/sed reads of large files and kernel-enforced confinement to a configured root. +- [Cohexa-ai/agent-coherence](https://github.com/Cohexa-ai/agent-coherence) [![Cohexa-ai/agent-coherence MCP server](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence/badges/score.svg)](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence) 🐍 🏠 - Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of overwriting, then reacquires and retries. +- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [![convertica-net/convertica-mcp MCP server](https://glama.ai/mcp/servers/convertica-net/convertica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) 📇 ☁️ - Convert PDFs to and from Word, Excel, PowerPoint, JPG, HTML, Markdown and EPUB, plus merge, split, compress, sign and protect PDFs via Convertica. +- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or the clipboard. +- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [![dabito/hledit-mcp MCP server](https://glama.ai/mcp/servers/dabito/hledit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dabito/hledit-mcp) 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits: read files with line anchors, validate anchors against current content and reject stale writes. +- [denis-samatov/yandex-workspace-mcp](https://github.com/denis-samatov/yandex-workspace-mcp) [![denis-samatov/yandex-workspace-mcp MCP server](https://glama.ai/mcp/servers/denis-samatov/yandex-workspace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denis-samatov/yandex-workspace-mcp) 🐍 ☁️ - Yandex Disk and Yandex Wiki integration with unified search, read-only by default, plus granular permissions, path allowlisting and audit logging. +- [dimitar-grigorov/mcp-file-tools](https://github.com/dimitar-grigorov/mcp-file-tools) [![dimitar-grigorov/mcp-file-tools MCP server](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools/badges/score.svg)](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools) 🏎️ 🏠 🍎 🪟 🐧 - Filesystem access for legacy non-UTF-8 files: detects encodings like CP1251, KOI8-R and GBK, preserves them on write, and handles BOM and line endings. +- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [![Dissimilis/DirForge MCP server](https://glama.ai/mcp/servers/Dissimilis/DirForge/badges/score.svg)](https://glama.ai/mcp/servers/Dissimilis/DirForge) #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app: browse directories, read files, search content, inspect archives, compute hashes and check disk usage. +- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [![drolosoft/go-docs-mcp MCP server](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) 🏎️ 🏠 🍎 🐧 - Read, search, OCR and extract from PDF, TXT, Markdown, DOCX, CSV and image files, with caching and directory confinement. +- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) 📇 🏠 🍎 🪟 🐧 - Filesystem operations with large-file support: read and write files, sequential reads, directory operations, search and streaming writes with backup. +- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [![ellmos-ai/ellmos-filecommander-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) 📇 🏠 🍎 🪟 🐧 - Local filesystem management with process control, interactive sessions, async search and safe delete via the Recycle Bin. +- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - Merge files to work within AI chat length limits. +- [FI-Mihej/text_file_read_and_refactor_mcp](https://github.com/FI-Mihej/text_file_read_and_refactor_mcp) [![text_file_read_and_refactor_mcp MCP server](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp/badges/score.svg)](https://glama.ai/mcp/servers/FI-Mihej/text_file_read_and_refactor_mcp) 🐍 🏠 🍎 🪟 🐧 - Token-efficient text-file search, reading and refactoring that detects each file's BOM and codepage and preserves them on save. +- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - Filesystem access for browsing and editing files. +- [GuruPDF/gurupdf-mcp](https://github.com/GuruPDF/gurupdf-mcp) [![GuruPDF/gurupdf-mcp MCP server](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GuruPDF/gurupdf-mcp) 📇 ☁️ - Convert, compress, merge, split and OCR PDFs, and convert between Word, Excel, PowerPoint, image, ebook and video formats via the GuruPDF API. +- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files. +- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Read from Google Drive and edit Google Sheets. +- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection. +- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues. +- [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [![Kookerella-Ltd/Kookerella.FsOpenXmlDsl MCP server](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/badges/score.svg)](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read and round-trip Excel workbooks (.xlsx/.xlsm) via a type-safe F# DSL, including regenerating the F# source that reproduces a file. +- [ltspace/dowse](https://github.com/ltspace/dowse) [![ltspace/dowse MCP server](https://glama.ai/mcp/servers/@ltspace/dowse/badges/score.svg)](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Read-only full-disk search on Windows over file names, document contents and OCR'd screenshot text. +- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Windows file search using the Everything SDK. +- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to PDF with customizable themes, headers, footers and styling. +- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Local file system access. +- [LincolnBurrows2017/filesystem-mcp](https://github.com/LincolnBurrows2017/filesystem-mcp) [![filesystem-mcp MCP server](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LincolnBurrows2017/filesystem-mcp) 🐍 🏠 - File system operations: read, write, search, copy and move, with path restrictions. +- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, Git, FTPS, Google Cloud, Azure Blob, SharePoint and more. +- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - Convert many file formats, local or remote, to Markdown for LLMs using MarkItDown. +- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access. +- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [![Regan-Milne/obsideo-mcp MCP server](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with cryptographic possession proofs: put, get, list and delete objects, with optional client-side encryption. +- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [![plsreadme MCP server](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme/badges/score.svg)](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share Markdown files and text as readable web links. +- [colapsis/transfa](https://github.com/colapsis/transfa) [![transfa MCP server](https://glama.ai/mcp/servers/colapsis/transfa/badges/score.svg)](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for agents and CI/CD pipelines: upload a file and get a SHA-256-verified, expiring link, then list or delete uploads. +- [TrendTweekers/mintpdf](https://github.com/TrendTweekers/mintpdf) [![TrendTweekers/mintpdf MCP server](https://glama.ai/mcp/servers/TrendTweekers/mintpdf/badges/score.svg)](https://glama.ai/mcp/servers/TrendTweekers/mintpdf) 📇 ☁️ 🏠 🍎 🪟 🐧 - Convert HTML or Markdown to styled PDFs, or render a public URL to PDF, and get a download link. +- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [![UseJunior/safe-docx MCP server](https://glama.ai/mcp/servers/UseJunior/safe-docx/badges/score.svg)](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Edit existing Word .docx files with formatting preservation, tracked changes, comments, footnotes and document comparison. +- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [![velyan/pdf-card-mcp MCP server](https://glama.ai/mcp/servers/velyan/pdf-card-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert local PDFs into source-linked, card-based standalone HTML readers with notes, highlights and static publishing. +- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Large-file handling with chunking, navigation, streaming, regex search and LRU caching. +- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage backend through Apache OpenDAL. +- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [![juergenkoller-software/distill-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - Rename files with descriptive names via Distill, which analyzes PDF, OCR, Office, email and media content, with folder monitoring. +- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [![alebgl77/ftp-deploy-mcp MCP server](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files to FTP, FTPS or SFTP servers: multi-server config, recursive deploys with dry-run and excludes, path jails, read-only mode and FileZilla import. ### 💰 Finance & Fintech -- [gveshk/atlasyield-mcp](https://github.com/gveshk/atlasyield-mcp) [![gveshk/atlasyield-mcp MCP server](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp) 📇 ☁️ 🍎 🪟 🐧 - Independent judgment on DeFi vaults for agents: a 16-factor Atlas Score with full factor breakdown for 500+ vaults (Morpho, Aave, Pendle, Yearn, Beefy, Euler on Ethereum, Base, Arbitrum, Optimism, BNB), open blowup alerts, and route survival: whether a deposit can be exited at size today, measured by a real USDC round trip rather than an advertised liquidity figure. A `NO_ROUTE` answer comes back as `blocking: true` so the agent is told not to deposit. Read-only, no key, no custody; scores published daily to a public history repo since June 2026. `npx -y @atlasyield/mcp` -- [Avierovich/openpitch](https://github.com/Avierovich/openpitch) [![Avierovich/openpitch MCP server](https://glama.ai/mcp/servers/Avierovich/openpitch/badges/score.svg)](https://glama.ai/mcp/servers/Avierovich/openpitch) 🐍 🏠 🍎 🪟 🐧 - Open, real-time intelligence on AI startups — valuations, ARR, and funding, with every figure sourced, dated, and confidence-scored, plus public-source contradiction flags. A free, open PitchBook alternative that reads committed public data: no API key, no signup. `uvx openpitch-mcp` -- [investorphem/AbaPay](https://github.com/investorphem/AbaPay) [![investorphem/AbaPay MCP server](https://glama.ai/mcp/servers/investorphem/AbaPay/badges/score.svg)](https://glama.ai/mcp/servers/investorphem/AbaPay) 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments (airtime, data, electricity, cable, education) on Celo mainnet — pay via x402 (zero setup, a direct signed EIP-3009 transfer, no account, no contract call), or a linked wallet's PIN-gated MCP/A2A tool catalog settling from a bounded, revocable on-chain allowance — never a deposit or custody of funds either way. On the official MCP Registry as `io.github.investorphem/abapay`; ERC-8004 identity on Celoscan (agent 9687). `https://agents.abapays.com/api/mcp` -- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [![@axionquant/mcp](https://glama.ai/mcp/servers/axionquant/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/axionquant/mcp-server) 📇 ☁️ - Unified financial data API for market prices, fundamentals, disclosures, macroeconomic, and alternative data. Install: `npm i @axionquant/mcp`. -- [cyberwareX/cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp) [![cyberwareX/cyberwarex-mcp MCP server](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp) 🐍 ☁️ - CyberWareX MCP suite: pay-per-call x402 APIs for AI agents, settling USDC on Base with no account and no API key (the first paid call is the whole onboarding). token safety and honeypot/tax simulation returned as an A-F grade with evidence, Base + BSC incl. Uniswap V4 (defi-oracle, 3 free calls/day); EVM wallet/token/price/gas/tx/ENS across 5 chains, no RPC keys (chain-data); live web pages to clean markdown plus CSS extract, screenshot and PDF (web-access); and speech-to-text (voice-stt). All in the official MCP registry. Central catalog: https://cyberwarex.com -- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [![xsf0221/pattern-vista-cli MCP server](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli/badges/score.svg)](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - End-of-day US equity technical data: how far each S&P 500 / Nasdaq 100 name has strayed from its own 200-day average, what share of the universe currently sits above it, and the chart patterns from each night's scan carried with their historical win-rate against SPY. Tool descriptions state their own caveats — data is end-of-day, never intraday, and a bucket win-rate is a property of hundreds of past signals rather than a probability for the next one. Free tier needs no card. On the official MCP Registry as `io.github.xsf0221/pattern-vista`. `uvx --from 'pattern-vista[mcp]' pattern-vista-mcp` -- [411sst/gst-einvoice-mcp](https://github.com/411sst/gst-einvoice-mcp) [![411sst/gst-einvoice-mcp MCP server](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp) 🐍 🏠 🍎 🪟 🐧 - Turns Indian GST tax invoices (PDF or scanned) into the government's INV-01 JSON payload. Every value the model returns is checked back against the document text, so a field it cannot corroborate is reported absent rather than invented, and a missing mandatory field means no payload at all. Per-field provenance (regex / llm / derived / assumed) and per-field OCR confidence travel beside the payload, never inside it. GSTIN mod-36 checksum, four arithmetic cross-checks, and explicit refusals for export, SEZ and foreign-currency invoices. `pip install gst-einvoice-mcp` -- [bankstatemently/plugins](https://github.com/bankstatemently/plugins) [![bankstatemently/plugins MCP server](https://glama.ai/mcp/servers/bankstatemently/plugins/badges/score.svg)](https://glama.ai/mcp/servers/bankstatemently/plugins) 🎖️ 📇 ☁️ - Bankstatemently — parse and query bank statements: turn PDF statements into structured transactions, accounts, and balances, with balance-reconciliation checks. A deterministic financial memory for AI agents. Remote streamable-http at `api.bankstatemently.com/mcp` (API key), listed on the official MCP registry as `io.github.bankstatemently/bankstatemently-mcp`. -- [Calera-Labs/finsec-mcp](https://github.com/Calera-Labs/finsec-mcp) [![Calera-Labs/finsec-mcp MCP server](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp) ☁️ 📇 - Certified SEC EDGAR fact retrieval with cryptographic filing provenance, zero LLM hallucination, valuation packs, and deterministic CAGR calculation. Remote streamable-HTTP at https://finsec.caleralabs.com/mcp. -- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [![Val7h/dados-b3-mcp MCP server](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for 400+ Brazilian stock market (B3) companies including banks and insurers: ROE, point-in-time P/E & P/B, dividends and dividend yield, Piotroski F-Score and Graham, and balance-sheet restatement history — plus Brazilian real-estate funds (FIIs) with point-in-time P/BV, dividend yield and vacancy. 100% public methodology, every number traceable to its CVM source; nothing published unless an invariant test suite passes. Free tier (200 req/day, no card). Remote: `https://dadosb3.com/mcp/`. -- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [![celineycn/quantdata-plugin MCP server](https://glama.ai/mcp/servers/celineycn/quantdata-plugin/badges/score.svg)](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Measured market statistics for US stocks/ETFs, futures, HK and A-shares: five-class day-type probabilities for the session in progress, Weis volume-wave events with pre-registered win rates, options max pain from open interest alone, and estimated dealer gamma (GEX). Every published number traces to a stated measurement — failures included — and nothing is a buy/sell recommendation. 10 calls/day with no key or signup. Remote at https://api.quantdata.uk/mcp; on the official registry as `uk.quantdata/quantdata`. -- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [![CHANGCHINFU/mcp-gauge MCP server](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge/badges/score.svg)](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Verifiable data signals for AI agents across environment (river/flood, air quality, drought), agriculture (USDM drought, crop VHI), power grid (demand, renewables, energy inflation), shipping (route disruption, AIS throughput) and SEC filings (8-K events, insider Form 4) — pay per call in USDC on Base via x402, no API key. Official sources (USGS/NOAA/ERA5/FRED/SEC EDGAR) + record_hash provenance. `npx -y mcp-gauge-x402` -- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [![donnywin85/dex-data-mcp MCP server](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live multi-chain DEX market data: USD price for any ERC-20 by ticker or contract address, per-venue liquidity depth, raw pool reserves, best execution venue, liquidity-risk depth class, and pre-trade price impact for a specific trade size — across BNB Chain, Polygon, Arbitrum, Base and Avalanche. Every quote returns the USD liquidity backing it and a confidence rating, and a price backed only by a dust pool is refused rather than returned. Free tier needs no API key and no wallet; beyond it, x402 micropayments in USDC on Base. On the official MCP Registry as `io.github.donnywin85/dex-data-mcp`. `npx -y dex-data-mcp` -- [traql/mcp-server](https://github.com/traql/mcp-server) [![traql/mcp-server MCP server](https://glama.ai/mcp/servers/traql/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/traql/mcp-server) 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions: OFAC, UK, EU and UN lists, Tether freeze events, mixers, known hacks and traced counterparty exposure across Ethereum, BNB Chain, TRON, TON and Bitcoin. Returns a 0-100 risk score with every contributing signal itemised by source, entity and confidence. `npx -y @traql/mcp` -- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [![Zenidp/solinkify-mcp MCP server](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: let an agent discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage pre-paid balances and subscriptions, and buy datasets or settle store checkouts — 15 tools behind fail-closed spending caps ($1 per payment, $10 per day by default). Non-custodial: payments lock in a program-owned escrow and release 99% to the creator. Listed on the official MCP registry as `com.solinkify/mcp`. `npx -y @solinkify/mcp` -- [pich/ai-economics-mcp](https://github.com/pich/ai-economics-mcp) [![pich/ai-economics-mcp MCP server](https://glama.ai/mcp/servers/pich/ai-economics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pich/ai-economics-mcp) 📇 ☁️ - AI economics calculators for budget decisions: token cost across vendors, context-window sizing, agent-hour cost, LLM energy & CO₂, joules per verified task, Proof-Adjusted Autonomy, revocation exposure, verification bottleneck, proof debt. Keyless free API, stateless — every answer carries the formula and a citable interpretation. By Michał Piszczek — https://piszczek.pl/tools. `npx -y @michalpiszczek/ai-economics-mcp` -- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [![atomno-mcp/mcp-fns-calc MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - MCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна 1, юр-риск минимальный -- [Zydanny/x402-intel-engine](https://github.com/Zydanny/x402-intel-engine) [![Zydanny/x402-intel-engine MCP server](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine/badges/score.svg)](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine) 🐍 ☁️ - Real-time DEX token momentum ($0.02), orderbook depth ($0.05), and whale flows ($0.10) for AI agents settled on Base Mainnet via gasless x402 micropayments. -- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [![Luminc/peil-mcp MCP server](https://glama.ai/mcp/servers/Luminc/peil-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp` -- [toomasgutman-blip/facturolia-mcp](https://github.com/toomasgutman-blip/facturolia-mcp) [![toomasgutman-blip/facturolia-mcp MCP server](https://glama.ai/mcp/servers/toomasgutman-blip/facturolia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/toomasgutman-blip/facturolia-mcp) 🎖️ 🐍 ☁️ - Read and check European electronic invoices (Factur-X, ZUGFeRD, XRechnung, UBL, CII): parties, dates, lines, VAT breakdown and totals in plain text, plus a consistency check against the EN 16931 standard. Also reports when the amounts on a Factur-X PDF's visible page and its embedded XML disagree, which is the copy accounting software actually imports. Single file, no dependencies beyond the Python standard library. The file is sent to the Facturolia API, processed in memory and discarded; free tier available. -- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [![SimonTarara62/capitalcom-mcp-server MCP server](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) 🐍 🏠 ☁️ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview → confirm → execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`. -- [SmartyJohnway/tw-market-live-data-intelligence](https://github.com/SmartyJohnway/tw-market-live-data-intelligence) [![SmartyJohnway/tw-market-live-data-intelligence MCP server](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence) 🐍 🏠 🪟 - Local-first Taiwan market evidence for AI agents with persistent Watchlists, governed MCP, and auditable execute-once retrieval. Official MCP Registry: `io.github.SmartyJohnway/tw-market-live-data-intelligence`. -- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [![forum-labs/payfetch MCP server](https://glama.ai/mcp/servers/forum-labs/payfetch/badges/score.svg)](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp` -- [polsolbridge/solana-swap-api](https://github.com/polsolbridge/solana-swap-api) [![polsolbridge/solana-swap-api MCP server](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api/badges/score.svg)](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api) 📇 ☁️ - Non-custodial crypto swap over MCP: Solana (Jupiter) + 7 EVM chains (KyberSwap), universal cross-chain router, Solana priority-fee oracle, and Hyperliquid perps. Returns unsigned transactions for your own wallet to sign — no API key, no KYC. Remote at https://swaptitan.net/mcp -- [mohsinmshabbir/datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp) [![datasaudi-mcp MCP server](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp) 🐍 🏠 - Query Saudi economic & social statistics (GDP, inflation, trade, population, real-estate price index) from official GASTAT / DataSaudi, in English or Arabic. Keyless, no database. -- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server — no RPC keys required to start. Free tier (`get_balance`, `get_prices`) plus license-gated Pro/Team tools (`get_portfolio`, `prepare_transfer`, `deploy_token`). `npx @wkalidev/multichain-mcp` -- [Nodeflare-app/nodeflare-mcp](https://github.com/Nodeflare-app/nodeflare-mcp) [![Nodeflare-app/nodeflare-mcp MCP server](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp) 📇 ☁️ - Pay-per-request JSON-RPC on 23 EVM chains (Ethereum, Base, Arbitrum, plus young chains Robinhood Chain, Plasma, Ink, Zircuit) from independent bare-metal nodes. Free reads with no key; heavy methods (eth_getLogs, trace, debug) via a free API key or x402 USDC pay-per-call on Base/Polygon/Arbitrum. In the official MCP Registry. `npx -y nodeflare-mcp` -- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [![InnarM/blank-invoice-maker-mcp MCP server](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled — review and download a watermark-free PDF. Invoice data stays in the browser. `npx blank-invoice-maker-mcp` -- [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [![qinisolabs/bizdays MCP server](https://glama.ai/mcp/servers/qinisolabs/bizdays/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules). -- [george-kozlitin/borme-mcp](https://github.com/george-kozlitin/borme-mcp) [![george-kozlitin/borme-mcp MCP server](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp/badges/score.svg)](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) 🐍 ☁️ - Spain's official company registry (BORME) for agents: 9.5M typed company events since 2009 — incorporations, director changes, insolvencies, capital moves across 52 event kinds. Free hosted endpoint: `https://mcp.bormeapi.com/mcp`. -- [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [![0rkz/byte-mcp-server MCP server](https://glama.ai/mcp/servers/0rkz/byte-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - PayPerByte — per-byte data marketplace for AI agents on Arbitrum. Discover publishers, evaluate on-chain Proof-of-Quality Score (PQS), subscribe + pay per request in USDC via x402 gateway. 15 tools, zero API keys. -- [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [![Savvly/savvly-mcp MCP server](https://glama.ai/mcp/servers/Savvly/savvly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Savvly/savvly-mcp) 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or `npx @savvly/mcp-server`. -- [ShieldZCash/shieldz-mcp](https://github.com/ShieldZCash/shieldz-mcp) [![ShieldZCash/shieldz-mcp MCP server](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp) 📇 ☁️ 🏠 - Keyless, non-custodial crypto payments. Create crypto payment links and tip jars with just a wallet address, no API key, no signup. Funds settle directly to the merchant’s wallet. Remote at https://shieldz.cash/mcp or `npx @shieldz/mcp`. -- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [![eliasfire617/crypto-market-data-mcp MCP server](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) 🐍 ☁️ - Live crypto market data — price, funding rates, open interest, long/short ratio, order book, candles — across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison. -- [seancrecord/scvd-general-store-repo](https://github.com/seancrecord/scvd-general-store-repo) [![seancrecord/scvd-general-store-repo MCP server](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo/badges/score.svg)](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 ☁️ - General store for AI agents. Signed certificates, human labor, and digital goods paid in USDC via x402 on Base. Free shelf included. Remote server at `https://scvd.store/mcp`. -- [Scottcjn/rustchain-mcp](https://github.com/Scottcjn/rustchain-mcp) [![Scottcjn/rustchain-mcp MCP server](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp) 🐍 ☁️ - MCP server for RustChain blockchain, BoTTube video platform, and Beacon agent messaging. Wallet management, mining queries, bounties, video search/upload, and agent messaging tools. Install via `pip install rustchain-mcp`. -- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [![ocbenji/bitcoinbenji-mcp MCP server](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) 📇 ☁️ 🍎 🪟 🐧 - Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI inference. 25 pay-per-call tools: live fees with trend, whale/mempool alerts, fee prediction, tx status & exact fee quotes, plus AI summarize/translate/grammar/code-review/code-gen/extract/classify/rewrite/explain/vision/OCR/embeddings and long-context docs — all on a self-hosted solar-powered GPU, no third-party APIs, pay 2–100 sats per call. `npm i -g @bitcoinbenji/mcp` -- [Kali123411/k402-mcp](https://github.com/Kali123411/k402-mcp) [![Kali123411/k402-mcp MCP server](https://glama.ai/mcp/servers/Kali123411/k402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kali123411/k402-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Agent-payable APIs settled on Kaspa L1: text tools (summarize, schema-guaranteed extract, classify, rewrite), web reading, embeddings + semantic search, live Kaspa chain data, GPU LLM tiers, covenants-as-a-service, and RISC Zero zk proving with cycle-exact quotes. Pay per call in KAS, BTC, LTC, DOGE, BCH, DASH, ETH, or USDC — fractions of a cent, no account or API key. `pip install k402-mcp` -- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [![intelica-mcp MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) 🐍 ☁️ - Competitive intelligence API for autonomous AI agents. Analyzes any URL or company description and returns structured JSON with market positioning, competitors, pain points, and executable Market Score (threat_level, moat_strength, agent_recommendation). 10 context modes including regulatory_compliance, venture_screening, crypto_protocol, and sales_enablement. Pay-per-call via x402 on Base and Solana mainnet — no accounts, no API keys. -- [AMKRS3/keycae-mcp](https://github.com/AMKRS3/keycae-mcp) [![AMKRS3/keycae-mcp MCP server](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AMKRS3/keycae-mcp) 📇 ☁️ - Argentine electronic invoicing (facturación electrónica) for ARCA/AFIP. Emit invoices, manage credentials, check delegations, and look up taxpayers. 10 tools. Install via `npx keycae-mcp`. -- [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [![Logitale/toreador-mcp-server MCP server](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free. -- [infaton/MCP35](https://github.com/infaton/MCP35) [![infaton/MCP35 MCP server](https://glama.ai/mcp/servers/infaton/MCP35/badges/score.svg)](https://glama.ai/mcp/servers/infaton/MCP35) 📇 🏠 - INFATON MCP Server for 1C:Enterprise ERP — 35 tools for metadata inspection, document CRUD, register queries, and BSP integration. First MCP server for Russian ERP systems. JSON-RPC 2.0 compliant BSL implementation. -- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [![mrslbt/xendit-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/xendit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) 📇 ☁️ - Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via `npx xendit-mcp`. -- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [![jiayuanliang0716-max/Arbitova MCP server](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova/badges/score.svg)](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) 📇 ☁️ - Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full `EscrowV1` contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. `npx @arbitova/mcp-server` -- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [![asterpay-mcp-server MCP server](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server) 📇 ☁️ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp. -- [Apex-Foundation/copilot-mcp](https://github.com/Apex-Foundation/copilot-mcp) [![Apex-Foundation/copilot-mcp MCP server](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Apex-Foundation/copilot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Web3 founder diligence stack: smart contract audit (Solidity via Slither, Rust via cargo-audit) with file/line findings, jurisdiction matching across 28 crypto-native domiciles, VC fund discovery with thesis matching, portfolio comparison against 47 accelerator companies, project scoring across team/traction/tokenomics/market/security, hackathon search, Twitter audience audit. -- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [![martinhavel/cz-agents-mcp MCP server](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp/badges/score.svg)](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm `@czagents/cnb` or HTTP at cnb.cz-agents.dev/mcp. -- [Sofiia7/ARC](https://github.com/Sofiia7/ARC) [![Sofiia7/ARC MCP server](https://glama.ai/mcp/servers/Sofiia7/ARC/badges/score.svg)](https://glama.ai/mcp/servers/Sofiia7/ARC) 📇 🏠 ☁️ - Browse, take, and submit USDC bounties on ArcBounty (Arc Network, ERC-8183 escrow + ERC-8004 reputation). Read-only mode needs zero credentials; add a wallet and your agent can earn real USDC. In the official MCP Registry. -- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [![frihet-mcp MCP server](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline. -- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals. -- [Fabio662/yieldagentx402-sdks](https://github.com/Fabio662/yieldagentx402-sdks) [![Fabio662/yieldagentx402-sdks MCP server](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks) 📇 ☁️ - Custody-free, policy-gated, receipt-backed execution layer for AI agents. 16 MCP tools across 18 chains (Base, Ethereum, Bitcoin native, Starknet, NEAR, Solana, Stacks, BNB, Rootstock, Filecoin, Aptos, Sui, TON, Tron, XRPL, Stellar, Algorand). One NEAR MPC key authority signs on EVM and BTC, no private keys held anywhere. ShadeGuard policy enforcement, Intel TDX TEE attestation, HMAC-SHA256 receipts, Filecoin and BTFS anchored. x402 protocol settlement with 0.25 percent protocol fee. Public discovery with no signup needed: call yax_get_capabilities without auth. Instant test key (5 USD cap, 7 day) via POST /api/apply. Install via `npx agentx402-mcp-server`. -- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [![openpulsechain/public MCP server](https://glama.ai/mcp/servers/openpulsechain/public/badges/score.svg)](https://glama.ai/mcp/servers/openpulsechain/public) 📇 ☁️ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server` -- [sukrutkrdg/x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp) [![sukrutkrdg/x402-bazaar-mcp MCP server](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp) 📇 🏠 🍎 🪟 🐧 - The Base token-safety toolkit for agents: the only B20 (Base-native token) freeze/seize/rug suite, plus pre-trade GO/HOLD/STOP gates, honeypot/sellability, wallet + approval audits, sign-guard, prices and Claude-written AI reports. 90+ pay-per-call tools over x402 (USDC on Base), free tier, no API keys. `npx x402-bazaar-mcp` -- [0xDegenMo/lighter-mcp](https://github.com/0xDegenMo/lighter-mcp) [![0xDegenMo/lighter-mcp MCP server](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [Lighter](https://lighter.xyz) — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver, WTI oil, equity tickers like TSLA/AMZN/ASML) from Claude Desktop, Cursor, Hermes, or any MCP client. Three credential tiers (PUBLIC market data → READ account → TRADE signing), native on-chain stop-loss / take-profit, server-side safety caps (max-quote-USD, slippage, symbol allowlist). `pip install 0xdegenmo-lighter-mcp`. -- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local -- [AEGISGOVDAO/aegisgov-sec-mcp](https://github.com/AEGISGOVDAO/aegisgov-sec-mcp) [![AEGISGOVDAO/aegisgov-sec-mcp MCP server](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp) 📇 ☁️ - SEC EDGAR data for AI agents via the official data.sec.gov API. Search 10,000+ public companies, retrieve 10-K/10-Q/8-K filings, and access XBRL financial data. Free, no API key required, no third-party dependency. -- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) 🎖️ 🐍 ☁️ 🏠 - Access institutional-grade alternative financial data directly in your LLM workflows. -- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names. -- [AletaIndex/aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives) [![AletaIndex Narrative Intelligence MCP server](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives/badges/score.svg)](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives) 🐍 ☁️ 🍎🪟🐧 - Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers — clustering news into structured narratives, measuring sentiment momentum, and mapping narrative risk across portfolios. Install via Smithery or `uvx narrative-intelligence-mcp`. -- [AlexanderLawson17/revettr-python](https://github.com/AlexanderLawson17/revettr-python) [![AlexanderLawson17/revettr-python MCP server](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python/badges/score.svg)](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python) 🐍 ☁️ - Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments. $0.01 USDC per request on Base. -- [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) 🐍 ☁️ - Bitcoin regime detection intelligence — know which market regime you are in and the probabilities of what happens next. 17 tools with historical pattern matching, Odin AI analysis, composite gauges, and real-time macro/institutional/on-chain data. -- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [![unixlamadev-spec/aiprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) 📇 ☁️ - Open agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents. -- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs. -- [alforge-labs/alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp) [![alforge-labs/alpha-forge-mcp MCP server](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp) 🐍 🏠 🍎 🪟 🐧 - AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and walk-forward-test trading strategies from Claude Desktop, Cursor, or Claude Code. Local-first, anti-overfitting. `uvx alpha-forge-mcp` -- [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [![AlvisoOculus/optionsahoy-mcp MCP server](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) 📇 ☁️ - Multi-year equity-compensation optimization engine: returns the globally-optimal ISO/AMT exercise schedule, NSO sell-vs-hold decision, RSU vest plan, single-stock concentration sell-down, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification verdict. Covers full federal tax code plus all 50 states + DC (ordinary brackets, long-term capital gains treatment, state AMT for CA/CO/CT/MN, FICA, NIIT). Remote HTTP MCP at `https://optionsahoy.com/mcp` (no auth, no install). Six tools, same engine as the in-browser calculators at [optionsahoy.com/tools](https://optionsahoy.com/tools). -- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes -- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders ) -- [jorkal-crypto/jorkal-nft-mcp](https://github.com/jorkal-crypto/jorkal-nft-mcp) [![jorkal-crypto/jorkal-nft-mcp MCP server](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp) 📇 ☁️ - Solana NFT market data from Magic Eden — floor prices, cheapest listings, collection stats, and wallet holdings. Pay-per-call via x402 micropayments (USDC on Base mainnet). +- [gveshk/atlasyield-mcp](https://github.com/gveshk/atlasyield-mcp) [![gveshk/atlasyield-mcp MCP server](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only DeFi vault assessment (Morpho, Aave, Pendle, Yearn and more): Atlas Scores with factor breakdowns, blowup alerts and exit-route checks. +- [Avierovich/openpitch](https://github.com/Avierovich/openpitch) [![Avierovich/openpitch MCP server](https://glama.ai/mcp/servers/Avierovich/openpitch/badges/score.svg)](https://glama.ai/mcp/servers/Avierovich/openpitch) 🐍 🏠 🍎 🪟 🐧 - Open data on AI startups: valuations, ARR and funding, with every figure sourced, dated and confidence-scored, plus flags for contradicting public sources. +- [investorphem/AbaPay](https://github.com/investorphem/AbaPay) [![investorphem/AbaPay MCP server](https://glama.ai/mcp/servers/investorphem/AbaPay/badges/score.svg)](https://glama.ai/mcp/servers/investorphem/AbaPay) 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments on Celo (airtime, data, electricity, cable, education) via x402 or a linked wallet's revocable on-chain allowance. +- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [![@axionquant/mcp](https://glama.ai/mcp/servers/axionquant/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/axionquant/mcp-server) 📇 ☁️ - Unified financial data API: market prices, fundamentals, disclosures, macroeconomic and alternative data. +- [cyberwareX/cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp) [![cyberwareX/cyberwarex-mcp MCP server](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp) 🐍 ☁️ - Pay-per-call x402 APIs: token safety and honeypot checks, EVM chain data, web page to Markdown, screenshot and PDF conversion, and speech-to-text. +- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [![xsf0221/pattern-vista-cli MCP server](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli/badges/score.svg)](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - End-of-day S&P 500 and Nasdaq 100 technicals: distance from the 200-day average, breadth above it, and nightly chart patterns with historical win rates. +- [411sst/gst-einvoice-mcp](https://github.com/411sst/gst-einvoice-mcp) [![411sst/gst-einvoice-mcp MCP server](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Indian GST invoices (PDF or scanned) into INV-01 e-invoice JSON, with every value checked against the document plus GSTIN and arithmetic validation. +- [bankstatemently/plugins](https://github.com/bankstatemently/plugins) [![bankstatemently/plugins MCP server](https://glama.ai/mcp/servers/bankstatemently/plugins/badges/score.svg)](https://glama.ai/mcp/servers/bankstatemently/plugins) 🎖️ 📇 ☁️ - Parse and query bank statements with Bankstatemently: turn PDF statements into structured transactions, accounts and balances, with reconciliation checks. +- [Calera-Labs/finsec-mcp](https://github.com/Calera-Labs/finsec-mcp) [![Calera-Labs/finsec-mcp MCP server](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp) ☁️ 📇 - SEC EDGAR fact retrieval with cryptographic filing provenance, valuation packs and deterministic CAGR calculation. +- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [![Val7h/dados-b3-mcp MCP server](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for Brazilian B3 stocks (ROE, P/E, dividends, Piotroski, Graham, restatements) and real-estate funds (FIIs), traceable to CVM sources. +- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [![celineycn/quantdata-plugin MCP server](https://glama.ai/mcp/servers/celineycn/quantdata-plugin/badges/score.svg)](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Market statistics for US stocks and ETFs, futures, HK and A-shares: day-type probabilities, Weis volume waves, options max pain and dealer gamma (GEX). +- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [![CHANGCHINFU/mcp-gauge MCP server](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge/badges/score.svg)](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Data signals with hash provenance from USGS, NOAA, ERA5, FRED and SEC EDGAR: floods, air quality, drought, crops, power grid, shipping and SEC filings. +- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [![donnywin85/dex-data-mcp MCP server](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live DEX data on BNB Chain, Polygon, Arbitrum, Base and Avalanche: token prices, liquidity depth, pool reserves, optimal venue and pre-trade price impact. +- [traql/mcp-server](https://github.com/traql/mcp-server) [![traql/mcp-server MCP server](https://glama.ai/mcp/servers/traql/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/traql/mcp-server) 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions on Ethereum, BNB Chain, TRON, TON and Bitcoin, with itemized 0-100 risk scores. +- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [![Zenidp/solinkify-mcp MCP server](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage balances and subscriptions, with spending caps and escrow. +- [pich/ai-economics-mcp](https://github.com/pich/ai-economics-mcp) [![pich/ai-economics-mcp MCP server](https://glama.ai/mcp/servers/pich/ai-economics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pich/ai-economics-mcp) 📇 ☁️ - AI economics calculators: token cost across vendors, context-window sizing, agent-hour cost, LLM energy and CO2, and verification metrics, with formulas. +- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [![atomno-mcp/mcp-fns-calc MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - Russian FNS tax and accounting calculators plus public fiscal status checks: self-employed, sole proprietor/OKVED, disqualification and blocked accounts. +- [Zydanny/x402-intel-engine](https://github.com/Zydanny/x402-intel-engine) [![Zydanny/x402-intel-engine MCP server](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine/badges/score.svg)](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine) 🐍 ☁️ - Real-time DEX token momentum, order book depth and whale flows, paid per call with gasless x402 micropayments on Base. +- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [![Luminc/peil-mcp MCP server](https://glama.ai/mcp/servers/Luminc/peil-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and track outstanding and overdue invoices and effective hourly rate. +- [toomasgutman-blip/facturolia-mcp](https://github.com/toomasgutman-blip/facturolia-mcp) [![toomasgutman-blip/facturolia-mcp MCP server](https://glama.ai/mcp/servers/toomasgutman-blip/facturolia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/toomasgutman-blip/facturolia-mcp) 🎖️ 🐍 ☁️ - Read and validate European e-invoices (Factur-X, ZUGFeRD, XRechnung, UBL, CII) against EN 16931 and flag Factur-X PDF vs embedded XML mismatches. +- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [![SimonTarara62/capitalcom-mcp-server MCP server](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) 🐍 🏠 ☁️ - Unofficial Capital.com Open API integration: market data and guarded trading with preview-and-confirm trades, allowlists and demo-first defaults. +- [SmartyJohnway/tw-market-live-data-intelligence](https://github.com/SmartyJohnway/tw-market-live-data-intelligence) [![SmartyJohnway/tw-market-live-data-intelligence MCP server](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence) 🐍 🏠 🪟 - Local-first Taiwan market evidence with persistent watchlists and auditable, execute-once retrieval. +- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [![forum-labs/payfetch MCP server](https://glama.ai/mcp/servers/forum-labs/payfetch/badges/score.svg)](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - Non-custodial paying fetch for x402 APIs (USDC on Base) with operator-set spend caps, approval thresholds, allow/deny lists and a receipt for every attempt. +- [polsolbridge/solana-swap-api](https://github.com/polsolbridge/solana-swap-api) [![polsolbridge/solana-swap-api MCP server](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api/badges/score.svg)](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api) 📇 ☁️ - Non-custodial swaps via Jupiter (Solana) and KyberSwap (EVM), cross-chain routing, Solana priority fees and Hyperliquid perps, as unsigned transactions. +- [mohsinmshabbir/datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp) [![datasaudi-mcp MCP server](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp) 🐍 🏠 - Query Saudi economic and social statistics (GDP, inflation, trade, population, real-estate price index) from GASTAT and DataSaudi, in English or Arabic. +- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances and prices, view portfolios, prepare transfers and deploy tokens across Stacks, Celo and Base. +- [Nodeflare-app/nodeflare-mcp](https://github.com/Nodeflare-app/nodeflare-mcp) [![Nodeflare-app/nodeflare-mcp MCP server](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp) 📇 ☁️ - JSON-RPC for EVM chains (Ethereum, Base, Arbitrum, Robinhood Chain, Plasma, Ink and more) from bare-metal nodes, including trace and debug methods. +- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [![InnarM/blank-invoice-maker-mcp MCP server](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create invoices via a deep link that opens Blank Invoice Maker pre-filled, then review and download the PDF; invoice data stays in the browser. +- [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [![qinisolabs/bizdays MCP server](https://glama.ai/mcp/servers/qinisolabs/bizdays/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - Business-day and public-holiday calculations for 200+ countries: add or count working days, find the next business day and apply country weekend rules. +- [george-kozlitin/borme-mcp](https://github.com/george-kozlitin/borme-mcp) [![george-kozlitin/borme-mcp MCP server](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp/badges/score.svg)](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) 🐍 ☁️ - Spain's company registry (BORME): typed company events since 2009, including incorporations, director changes, insolvencies and capital changes. +- [0rkz/byte-mcp-server](https://github.com/0rkz/byte-mcp-server) [![0rkz/byte-mcp-server MCP server](https://glama.ai/mcp/servers/0rkz/byte-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0rkz/byte-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Per-byte data marketplace on Arbitrum (PayPerByte): discover publishers, check on-chain quality scores, subscribe and pay per request in USDC via x402. +- [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [![Savvly/savvly-mcp MCP server](https://glama.ai/mcp/servers/Savvly/savvly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Savvly/savvly-mcp) 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, full trajectory), product comparisons, eligibility checks and FAQ search. +- [ShieldZCash/shieldz-mcp](https://github.com/ShieldZCash/shieldz-mcp) [![ShieldZCash/shieldz-mcp MCP server](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp) 📇 ☁️ 🏠 - Non-custodial crypto payments: create payment links and tip jars from a wallet address, with funds settling directly to the merchant's wallet. +- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [![eliasfire617/crypto-market-data-mcp MCP server](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) 🐍 ☁️ - Crypto market data from Bybit, Binance, OKX, Hyperliquid, Gate and KuCoin: prices, funding rates, open interest, order books, candles and funding arbitrage. +- [seancrecord/scvd-general-store-repo](https://github.com/seancrecord/scvd-general-store-repo) [![seancrecord/scvd-general-store-repo MCP server](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo/badges/score.svg)](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 ☁️ - General store for AI agents: signed certificates, human labor and digital goods paid in USDC via x402 on Base. +- [Scottcjn/rustchain-mcp](https://github.com/Scottcjn/rustchain-mcp) [![Scottcjn/rustchain-mcp MCP server](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp) 🐍 ☁️ - RustChain blockchain, BoTTube video platform and Beacon agent messaging: wallet management, mining queries, bounties, video search and upload, and messaging. +- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [![ocbenji/bitcoinbenji-mcp MCP server](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) 📇 ☁️ 🍎 🪟 🐧 - Lightning-paid (L402) Bitcoin mempool data (fees, whale alerts, fee prediction, tx status) plus self-hosted AI inference for text, code, vision and OCR. +- [Kali123411/k402-mcp](https://github.com/Kali123411/k402-mcp) [![Kali123411/k402-mcp MCP server](https://glama.ai/mcp/servers/Kali123411/k402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kali123411/k402-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pay-per-call APIs settled on Kaspa L1: text tools, web reading, embeddings and semantic search, Kaspa chain data, LLM inference and RISC Zero zk proving. +- [teodorofodocrispin-cmyk/intelica-mcp](https://github.com/teodorofodocrispin-cmyk/intelica-mcp) [![intelica-mcp MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/intelica-mcp) 🐍 ☁️ - Competitive intelligence: analyze a URL or company description and get structured market positioning, competitors, pain points and a market score. +- [Logitale/toreador-mcp-server](https://github.com/Logitale/toreador-mcp-server) [![Logitale/toreador-mcp-server MCP server](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Logitale/toreador-mcp-server) 📇 🏠 🍎 🪟 🐧 - Generate non-custodial crypto payment QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions. +- [infaton/MCP35](https://github.com/infaton/MCP35) [![infaton/MCP35 MCP server](https://glama.ai/mcp/servers/infaton/MCP35/badges/score.svg)](https://glama.ai/mcp/servers/infaton/MCP35) 📇 🏠 - 1C:Enterprise ERP integration: metadata inspection, document CRUD, register queries and BSP integration. +- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [![mrslbt/xendit-mcp MCP server](https://glama.ai/mcp/servers/mrslbt/xendit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) 📇 ☁️ - Xendit payment gateway for Southeast Asia: invoices, disbursements, balance checks and bank transfers. +- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [![jiayuanliang0716-max/Arbitova MCP server](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova/badges/score.svg)](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) 📇 ☁️ - Non-custodial on-chain escrow with AI dispute arbitration for agent-to-agent USDC payments on Base. +- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [![martinhavel/cz-agents-mcp MCP server](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp/badges/score.svg)](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily exchange rates: current and historical CZK rates and currency conversion. +- [Sofiia7/ARC](https://github.com/Sofiia7/ARC) [![Sofiia7/ARC MCP server](https://glama.ai/mcp/servers/Sofiia7/ARC/badges/score.svg)](https://glama.ai/mcp/servers/Sofiia7/ARC) 📇 🏠 ☁️ - Browse, take and submit USDC bounties on ArcBounty (Arc Network, ERC-8183 escrow and ERC-8004 reputation), with a credential-free read-only mode. +- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [![frihet-mcp MCP server](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) 📇 ☁️ - Frihet business management: invoices, expenses, clients, products and quotes. +- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - Read and optionally write local hledger journals for double-entry plain text accounting. +- [Fabio662/yieldagentx402-sdks](https://github.com/Fabio662/yieldagentx402-sdks) [![Fabio662/yieldagentx402-sdks MCP server](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Fabio662/yieldagentx402-sdks) 📇 ☁️ - Non-custodial, policy-gated execution layer for AI agents on EVM chains, Bitcoin, Solana, NEAR and more, with MPC signing, TEE attestation and x402 settlement. +- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [![openpulsechain/public MCP server](https://glama.ai/mcp/servers/openpulsechain/public/badges/score.svg)](https://glama.ai/mcp/servers/openpulsechain/public) 📇 ☁️ - PulseChain on-chain analytics: token safety scores, honeypot detection, whale and smart money tracking, scam alerts, DEX volume and bridge stats. +- [sukrutkrdg/x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp) [![sukrutkrdg/x402-bazaar-mcp MCP server](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp) 📇 🏠 🍎 🪟 🐧 - Base token-safety tools paid via x402: B20 freeze/seize/rug checks, pre-trade gates, honeypot detection, wallet and approval audits, prices and AI reports. +- [0xDegenMo/lighter-mcp](https://github.com/0xDegenMo/lighter-mcp) [![0xDegenMo/lighter-mcp MCP server](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Trade crypto and RWA perpetuals on the Lighter zk-rollup DEX, with tiered credentials, on-chain stop-loss and take-profit, and server-side safety caps. +- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep research for crypto, running fully locally. +- [AEGISGOVDAO/aegisgov-sec-mcp](https://github.com/AEGISGOVDAO/aegisgov-sec-mcp) [![AEGISGOVDAO/aegisgov-sec-mcp MCP server](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp) 📇 ☁️ - SEC EDGAR data: search public companies, retrieve 10-K, 10-Q and 8-K filings, and access XBRL financial data. +- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) 🎖️ 🐍 ☁️ 🏠 - Alternative financial data from FinBrain. +- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - BICScan risk scores and asset holdings for EVM addresses (EOA, CA, ENS) and domain names. +- [AletaIndex/aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives) [![AletaIndex Narrative Intelligence MCP server](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives/badges/score.svg)](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives) 🐍 ☁️ 🍎 🪟 🐧 - Track how financial news narratives evolve across tickers: news clustering, sentiment momentum and narrative risk mapping across portfolios. +- [AlexanderLawson17/revettr-python](https://github.com/AlexanderLawson17/revettr-python) [![AlexanderLawson17/revettr-python MCP server](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python/badges/score.svg)](https://glama.ai/mcp/servers/AlexanderLawson17/revettr-python) 🐍 ☁️ - Counterparty risk scoring for agentic commerce: scores wallets, domains, IPs and companies, paid via x402 micropayments. +- [KK6BZB/signallord-mcp-server](https://github.com/KK6BZB/signallord-mcp-server) 🐍 ☁️ - Bitcoin market regime detection: outcome probabilities, historical pattern matching, composite gauges and real-time macro, institutional and on-chain data. +- [unixlamadev-spec/aiprox-mcp](https://github.com/unixlamadev-spec/aiprox-mcp) [![unixlamadev-spec/aiprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/aiprox-mcp) 📇 ☁️ - Open agent registry to discover and hire AI agents by capability, with Lightning, Solana USDC and x402 payments and a workflow engine for chaining agents. +- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Interact with Alchemy's blockchain APIs. +- [alforge-labs/alpha-forge-mcp](https://github.com/alforge-labs/alpha-forge-mcp) [![alforge-labs/alpha-forge-mcp MCP server](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alforge-labs/alpha-forge-mcp) 🐍 🏠 🍎 🪟 🐧 - Backtest, optimize (Optuna TPE) and walk-forward-test trading strategies locally with the AlphaForge quant CLI. +- [AlvisoOculus/optionsahoy-mcp](https://github.com/AlvisoOculus/optionsahoy-mcp) [![AlvisoOculus/optionsahoy-mcp MCP server](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AlvisoOculus/optionsahoy-mcp) 📇 ☁️ - US equity-compensation planning: ISO/AMT exercise schedules, NSO sell-vs-hold, RSU vesting, concentration sell-downs, collars and QSBS checks. +- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Fetch cryptocurrency listings and quotes via the Coinmarket API. +- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API access: trade Solana tokens, check balances, search tokens and create limit orders. +- [jorkal-crypto/jorkal-nft-mcp](https://github.com/jorkal-crypto/jorkal-nft-mcp) [![jorkal-crypto/jorkal-nft-mcp MCP server](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jorkal-crypto/jorkal-nft-mcp) 📇 ☁️ - Solana NFT market data from Magic Eden: floor prices, cheapest listings, collection stats and wallet holdings, paid per call via x402. - [arcadia-finance/mcp-server](https://github.com/arcadia-finance/mcp-server) [![arcadia-finance/mcp-server MCP server](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server) 🎖️ 📇 ☁️ 🏠 - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism. -- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform -- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [![aranjan/kite-mcp MCP server](https://glama.ai/mcp/servers/aranjan/kite-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aranjan/kite-mcp) 🐍 🏠 - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login. -- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. -- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [![atomno-mcp/mcp-cbr-rates MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required. -- [atomno-mcp/mcp-egrul](https://github.com/atomno-mcp/mcp-egrul) [![atomno-mcp/mcp-egrul MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required. -- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [![atomno-mcp/mcp-fns-check MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data). -- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [![jackrain19743/hou-tea-mcp-server MCP server](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, recommend, and **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like `@coinbase/payments-mcp`). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card. -- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [![sol-mcp MCP server](https://glama.ai/mcp/servers/autonsol/sol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium — 4 free tools, PRO via x402 micropayments ($0.01/call USDC). -- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [![vatnode/vatnode-mcp MCP server](https://glama.ai/mcp/servers/vatnode/vatnode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - Official MCP server for **EU VAT validation** via the EU Commission's VIES service + offline VAT rates for 45 European countries. Five tools: `validate_vat_number` (live VIES with company name, address, registration date, and optional consultation number for audit), `get_country_vat_rates`, `list_eu_vat_rates`, `check_vat_format`, `list_supported_countries`. Four of five tools work offline without an API key (data bundled via `eu-vat-rates-data`). Open source MIT, every release signed with npm provenance via GitHub Actions OIDC. Install: `npx -y vatnode-mcp`. -- [vdalhambra/axiom-calculator-mcp](https://github.com/vdalhambra/axiom-calculator-mcp) [![axiom-calculator-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators — mortgage payments, compound interest, FIRE retirement number, loan comparison, true credit cost, and debt payoff. 8 tools, zero API keys, works with `uvx axiom-calculator-mcp`. -- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [![mcp-azeth MCP server](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth/badges/score.svg)](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) 📇 ☁️ - Trust infrastructure for the machine economy — non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents. -- [Claynsn/agent-discovery-mcp](https://github.com/Claynsn/agent-discovery-mcp) [![Claynsn/agent-discovery-mcp MCP server](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp) 📇 🏠 🍎 🪟 🐧 - Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: `find_agents_by_skill` (via 8004scan public API), `get_agent_card`, `call_agent_with_payment` using Coinbase's official `x402-fetch`. Direct EOA signing — no smart account, no bundler, no relay. Works with Claude Code, OpenClaw, Cursor, Cline. USDC on Base/Ethereum + testnets, MIT. -- [bakyang2/kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence) [![bakyang2/kr-crypto-intelligence MCP server](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence) 🐍 ☁️ - Korean crypto market data + AI analysis for trading agents. 7 tools: AI market read ($0.10, 9 data sources + Claude AI signal), Kimchi Premium, stablecoin premium, Upbit/Bithumb prices, USD/KRW FX rate. Pay-per-use via x402 on Base/Solana. -- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [![koreanpulse MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0). -- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [![cuthongthai-vn/vimo-mcp-server MCP server](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market intelligence — 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI picks, foreign flow, macro indicators, and 13 investment playbook categories -- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information -- [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [![belegante-byte/aetherx-mcp MCP server](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive port congestion signals for 15 global ports: congestion score (0-1), ETA delay in days, waiting vessels and a freight volatility index, computed by a DuckDB-backed engine with graceful fallback for unknown ports. Three tools: `get_port_risk`, `get_ports_risk`, `list_supported_ports`. Free tier, no API key. Remote endpoint at `https://aether-x-oracle-production.up.railway.app/mcp`, or run it locally with `uvx aetherx-mcp`. On the official MCP Registry as `io.github.belegante-byte/aetherx-mcp`. -- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [![bguillow-rgb/itin-finance-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Verified directory of 69 US lenders & card issuers that accept ITIN (no-SSN) applicants — each entry verified against the institution's own pages with citations — plus 290+ bilingual (EN/ES) guides and 1,800+ FAQs on loans, credit cards, and credit building without an SSN. 8 read-only tools, zero-config: `npx -y itin-finance-mcp`. -- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions. -- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations -- [cloudQuant/backtrader-mcp](https://github.com/cloudQuant/backtrader-mcp) [![cloudQuant/backtrader-mcp MCP server](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for building and running reproducible Backtrader strategies: 30 typed tools turn confined CSV files into immutable datasets, typed strategy specs into private drafts, and reviewed drafts into bounded subprocess backtests (runonce/runnext parity, 11 canonical metrics) with durable status, logs, and JSON/Markdown reports. Offline and backtest-only; change/run approvals are human-gated via a local CLI. Install with `pip install backtrader-mcp`, run `backtrader-mcp serve`. -- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [![clicks-protocol/clicks-protocol MCP server](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol/badges/score.svg)](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. `npx @clicks-protocol/mcp-server` -- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [![clawpay-mcp MCP server](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) 📇 ☁️ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits — no custodial infrastructure, no API keys. Built on Base. -- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information -- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [![bitcompare/mcp-server MCP server](https://glama.ai/mcp/servers/bitcompare/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bitcompare/mcp-server) 🎖️ 📇 ☁️ - Crypto rates (lending, staking, borrowing), coin metadata, aggregated prices, market stats, stablecoin peg-stability, and symbol resolution. 18 tools. Hosted at `api.bitcompare.net/mcp` or via `npx @bitcompare/mcp-server`. -- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains. -- [jf-cmyk/blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp) [![jf-cmyk/blocksize-agentic-payments-mcp MCP server](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp) 🐍 ☁️ - Read-only Blocksize market-data discovery MCP package. Search instruments, inspect pricing and docs, and build x402 HTTP URLs for paid live data with USDC settlement on Solana and Base. -- [signaltech-org/bolthub-sdk](https://github.com/signaltech-org/bolthub-sdk) [![signaltech-org/bolthub-sdk MCP server](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk/badges/score.svg)](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk) 📇 ☁️ - bolthub API marketplace where agents discover and pay for tools per call over Bitcoin Lightning (L402), with budgets, prepaid credit, scoped delegation, and verifiable receipts. -- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [![botindex](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) 📇 ☁️ - BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints. -- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [![bitcoin-mcp MCP server](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install). -- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [![botwallet-co/mcp MCP server](https://glama.ai/mcp/servers/botwallet-co/mcp/badges/score.svg)](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing. -- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins. -- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [![ferinator/bullrun-mcp MCP server](https://glama.ai/mcp/servers/ferinator/bullrun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) 📇 ☁️ - Stock screening, company financials, and personal portfolio analysis over a remote, OAuth-protected MCP server. -- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [![cahthuranag/mcp-server MCP server](https://glama.ai/mcp/servers/cahthuranag/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies from institutional interbank market data, historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier (API key, no credit card). Install: `npx @allratestoday/mcp-server`. -- [AllRates-Today/central-bank-mcp](https://github.com/AllRates-Today/central-bank-mcp) [![AllRates-Today/central-bank-mcp MCP server](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp) 📇 ☁️ - Official central-bank and tax-authority exchange rates from 100+ institutions (ECB, Fed, Bank of England, RBI, HMRC, US Treasury): latest and historical published tables, cross-bank comparison, and publication calendars. Install: `npx @allratestoday/central-bank-mcp`. -- [cammac-creator/ibanforge-mcp](https://github.com/cammac-creator/ibanforge) [![cammac-creator/ibanforge MCP server](https://glama.ai/mcp/servers/cammac-creator/ibanforge/badges/score.svg)](https://glama.ai/mcp/servers/cammac-creator/ibanforge) 🎖️ 📇 ☁️ - Pre-payout counterparty screening for AI agents: IBAN validation + OFAC/EU/UN sanctions screening + Swiss BC-Nummer clearing + SEPA/VoP reachability + risk score. MCP-native (stdio via `npx -y ibanforge-mcp` or Streamable HTTP at `api.ibanforge.com/mcp`). Free tier 200 req/month, pay-per-call USDC (x402) beyond. -- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support. -- [calintzy/evmscope](https://github.com/calintzy/evmscope) [![calintzy/evmscope MCP server](https://glama.ai/mcp/servers/calintzy/evmscope/badges/score.svg)](https://glama.ai/mcp/servers/calintzy/evmscope) 📇 ☁️ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required. -- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/). -- [chopmob-cloud/AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server) [![chopmob-cloud/AlgoVoi-Platform-Adapters MCP server](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters/badges/score.svg)](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters) 📇 🐍 🏠 🍎 🪟 🐧 - AlgoVoi crypto payment gateway MCP. Create hosted checkout links, verify on-chain payments, generate MPP/x402/AP2 agent-commerce challenges. Supports USDC + native tokens (ALGO/VOI/HBAR/XLM) on Algorand, VOI, Hedera, and Stellar — mainnet + testnet. Routes through AlgoVoi Cloud for managed payouts. Install: `npx @algovoi/mcp-server` or `uvx algovoi-mcp`. -- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [![chrisbusbin-pixel/propfirmdealfinder-mcp-server MCP server](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server) 📇 ☁️ - Aggregates proprietary trading firm discounts, reviews, and affiliate deals across 20+ prop firms. Query live discount codes, compare firms by country, and check featured deals via MCP tools. -- [cliwant/mcp-sam-gov](https://github.com/cliwant/mcp-sam-gov) [![cliwant/mcp-sam-gov MCP server](https://glama.ai/mcp/servers/cliwant/mcp-sam-gov/badges/score.svg)](https://glama.ai/mcp/servers/cliwant/mcp-sam-gov) 📇 ☁️ 🍎 🪟 🐧 - US government contracting, spending and regulation data: 152 tools over 54 public sources, including SAM.gov opportunities and exclusions, USAspending awards, Grants.gov, Federal Register, eCFR, OFAC sanctions screening, and state/local (SLED) bid portals. 50 of the 54 sources need no API key. `npx -y @cliwant/mcp-sam-gov` -- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [![grahammccain/chart-library-mcp MCP server](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp/badges/score.svg)](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) 🐍 ☁️ - Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day. -- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [![rug-munch-intelligence MCP server](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) 🐍 ☁️ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available. -- [4dmrkey/cryptopolitan-mcp](https://github.com/4dmrkey/cryptopolitan-mcp) [![4dmrkey/cryptopolitan-mcp MCP server](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp) ☁️ - Real-time cryptocurrency news, analysis, and price predictions for AI agents. 5 tools to search 50,000+ articles across 12 categories, filter by asset ticker (120+ coins), and access content with built-in attribution. Free with attribution. SSE and Streamable HTTP transport. -- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) 🐍 ☁️ - Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Updated daily. -- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks -- [CoinRithm/coinrithm-agent-trading](https://github.com/CoinRithm/coinrithm-agent-trading) [![CoinRithm/coinrithm-agent-trading MCP server](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading/badges/score.svg)](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading) 📇 ☁️ - Paper-trade crypto spot, futures & prediction markets on CoinRithm with a user-minted API key (simulated funds, 21 tools, public Agent Arena). -- [coinpaprika/coinpaprika-mcp](https://github.com/coinpaprika/coinpaprika-mcp) [![coinpaprika/coinpaprika-mcp MCP server](https://glama.ai/mcp/servers/coinpaprika/coinpaprika-mcp/badges/score.svg)](https://glama.ai/mcp/servers/coinpaprika/coinpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's MCP server exposes the [CoinPaprika API](https://docs.coinpaprika.com) covering 12,000+ cryptocurrencies and 350+ exchanges with real-time prices, tickers, OHLCV, market cap, and coin metadata, giving AI agents standardized access to spot-market data through the Model Context Protocol. -- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol. -- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [![abcxz/conviction-fm MCP server](https://glama.ai/mcp/servers/abcxz/conviction-fm/badges/score.svg)](https://glama.ai/mcp/servers/abcxz/conviction-fm) 📇 ☁️ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size. -- [connerlambden/helium-mcp](https://github.com/connerlambden/helium-mcp) [![helium-mcp MCP server](https://glama.ai/mcp/servers/connerlambden/helium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/connerlambden/helium-mcp) 📇 ☁️ - Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-powered options pricing, balanced news synthesis, live market data, and meme search. 9 tools. 50 free queries, no signup needed. -- [Cubiczan/chp-mcp](https://github.com/Cubiczan/chp-mcp) [![Cubiczan/chp-mcp MCP server](https://glama.ai/mcp/servers/Cubiczan/chp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Cubiczan/chp-mcp) 📇 🏠 🍎 🪟 🐧 - CHP Profile B spend/HITL and tool-approval receipts. `npx -y @cubiczan/chp-mcp` -- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [![cobroya MCP server](https://glama.ai/mcp/servers/dan1d/cobroya/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/cobroya) 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants. -- [debitura/Debitura.MCP](https://github.com/debitura/Debitura.MCP) [![debitura/Debitura.MCP MCP server](https://glama.ai/mcp/servers/debitura/Debitura.MCP/badges/score.svg)](https://glama.ai/mcp/servers/debitura/Debitura.MCP) 🎖️ 📇 ☁️ - Cross-border debt collection: check case status, read partner messages, get pricing, and submit collection cases handled by vetted local partners in 183 countries. -- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [![de-bridge MCP server](https://glama.ai/mcp/servers/@debridge-finance/de-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades. -- [decidefyi/decide](https://github.com/decidefyi/decide) 📇 ☁️ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine. -- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) 🐍 ☁️ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing. -- [decksaga/market-pulse-mcp](https://github.com/decksaga/market-pulse-mcp) [![decksaga/market-pulse-mcp MCP server](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp) 📇 ☁️ - Live market data for AI agents — crypto prices, stocks (any ticker), S&P 500/NASDAQ/Dow indices, forex (150+ pairs), trending coins, and Fear & Greed Index. 8 tools, zero API keys, zero cost. Uses CoinGecko, Yahoo Finance, and ExchangeRate API. -- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [![Declan142/calcnook-mcp-server MCP server](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic [calcnook](https://pypi.org/project/calcnook/) engine — income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with `uvx calcnook-mcp`. -- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [![deficlow/zipp-mcp MCP server](https://glama.ai/mcp/servers/deficlow/zipp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deficlow/zipp-mcp) 🐍 ☁️ - Multi-language crypto news for AI assistants — editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0–100). 6 tools across 8 languages, every story credits the original publisher. Install: `uvx zipp-mcp` or `ghcr.io/deficlow/zipp-mcp`. Public Streamable HTTP endpoint at `https://zippfeed.com/mcp/`; listed on the [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers?search=zipp). -- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [![polymarket-agent-mcp MCP server](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders. -- [DevDizzle/gammarips-mcp](https://github.com/DevDizzle/gammarips-mcp) [![DevDizzle/gammarips-mcp MCP server](https://glama.ai/mcp/servers/DevDizzle/gammarips-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DevDizzle/gammarips-mcp) 🐍 ☁️ - Hosted options-flow data layer for AI agents: a curated overnight pool selected on liquidity, per-contract liquidity checks, realized outcome history, and exit-rule replay. No pick endpoint by design. Anonymous tier needs no key. -- [dizpers/polystrike-examples](https://github.com/dizpers/polystrike-examples) [![dizpers/polystrike-examples MCP server](https://glama.ai/mcp/servers/dizpers/polystrike-examples/badges/score.svg)](https://glama.ai/mcp/servers/dizpers/polystrike-examples) 🎖️ ☁️ - Live Elon Musk & Ted Cruz tweet feed and real-time tweet counters for Polymarket's tweet-count markets — recent tweets with reply/quote/retweet classification against the settlement rules, plus the real count, the XTracker oracle count, the UI count, and the deltas between them. Hosted remote server at https://polystrike.xyz/mcp (streamable-http; SSE at /mcp/sse). Free tier is keyless. -- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [![OSOJDJD/deeplook MCP server](https://glama.ai/mcp/servers/OSOJDJD/deeplook/badges/score.svg)](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies. -- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [![dolar-mcp MCP server](https://glama.ai/mcp/servers/dan1d/dolar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator. -- [dinggi5/kura](https://github.com/dinggi5/kura) [![dinggi5/kura MCP server](https://glama.ai/mcp/servers/dinggi5/kura/badges/score.svg)](https://glama.ai/mcp/servers/dinggi5/kura) 🦀 🏠 🍎 - Local Ethereum wallet app for AI agents — read balances and history, request payments that a human approves by password in the app popup, and fetch x402-paywalled resources with USDC on Base. Keys are encrypted on-device and never leave your Mac. On the official MCP registry as `io.github.dinggi5/kura`. -- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [![disin7c9/asset-management MCP server](https://glama.ai/mcp/servers/disin7c9/asset-management/badges/score.svg)](https://glama.ai/mcp/servers/disin7c9/asset-management) 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your own stock/ETF transaction log — drawdown-first risk with bootstrap confidence intervals and walk-forward verdicts, computed by a validated deterministic core and served to the model as read-only tools it reports rather than recomputes; publishes a `portfolio://guarantees` trust manifest. -- [dkaleganov/mercury-multiorg-mcp](https://github.com/dkaleganov/mercury-multiorg-mcp) [![dkaleganov/mercury-multiorg-mcp MCP server](https://glama.ai/mcp/servers/dkaleganov/mercury-multiorg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dkaleganov/mercury-multiorg-mcp) 🐍 ☁️ - Unofficial read-only Mercury banking server that works across several Mercury organizations in one session: balances, transactions, statements, cards, invoices, treasury, and a 1099 pre-filing check. Every call names its organization, account numbers are masked, and nothing in the code can move money. -- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more. -- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [![dodopayments/dodo-agent-plugin MCP server](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin/badges/score.svg)](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) 🎖️ 📇 ☁️ - Official Dodo Payments MCP servers — `dodopayments-api` for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and `dodo-knowledge` for semantic search over Dodo Payments documentation. -- [dolphinquant/echolon](https://github.com/dolphinquant/echolon) [![dolphinquant/echolon MCP server](https://glama.ai/mcp/servers/dolphinquant/echolon/badges/score.svg)](https://glama.ai/mcp/servers/dolphinquant/echolon) 🐍 🏠 🍎 🪟 🐧 - LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP tools (strategy validation, scaffolding, indicator catalog, error-code lookup), 22 in-package skills, 32 catalogued error codes, working strategy templates. `pip install echolon` then `claude mcp add -s user echolon -- echolon-mcp`. -- [donnywin85/arb-dex-mcp](https://github.com/donnywin85/arb-dex-mcp) [![donnywin85/arb-dex-mcp MCP server](https://glama.ai/mcp/servers/donnywin85/arb-dex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/donnywin85/arb-dex-mcp) 📇 ☁️ - Live cross-DEX pool prices, liquidity and gross cross-venue spreads on 6 EVM chains (BSC, Polygon, Arbitrum, Base, Avalanche, Optimism), read from on-chain pool state at a stated block. 6 tools, including a measurement archive that answers whether a dislocation persisted or was one sample. Every spread carries its optimal trade size, so a wide gap against a shallow pool reads as the artefact it is. Works keyless against a free hourly snapshot; live sweeps use your own key. `npx -y arb-dex-mcp` -- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [![mcp-server-insumer MCP server](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer/badges/score.svg)](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) 📇 ☁️ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols. -- [dqj1998/japan-company-info-mcp-bridge](https://github.com/dqj1998/japan-company-info-mcp-bridge) [![dqj1998/japan-company-info-mcp-bridge MCP server](https://glama.ai/mcp/servers/dqj1998/japan-company-info-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/dqj1998/japan-company-info-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - 100% offline MCP for Japanese corporate due diligence: EDINET XBRL financials (J-GAAP/US-GAAP/IFRS mapped), NTA 13-digit corporate numbers, major shareholders, gBizINFO certifications, and 財務省 industry benchmarks. Free edition covers 192 blue-chip listed companies. `npx -y japan-company-info-mcp-bridge` -- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [![mood-booster-agent MCP server](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent/badges/score.svg)](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) 📇 ☁️ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains. -- [EmblemCompany/Agent-skills](https://github.com/EmblemCompany/Agent-skills) [![EmblemCompany/Agent-skills MCP server](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills/badges/score.svg)](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills) 🎖️ 📇 ☁️ - 200+ crypto tools for AI agents across 7 blockchains (Solana, Ethereum, Base, BSC, Polygon, Hedera, Bitcoin). Swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges, and market intelligence. Hosted MCP at `https://emblemvault.ai/api/mcp` with OAuth 2.0 + PKCE for one-line install in Claude Code, Cursor, Windsurf, and any MCP-compatible client. API key and x402 per-tool-call micropayments also supported. -- [equivault/equivault-mcp](https://github.com/equivault/equivault-mcp) [![equivault/equivault-mcp MCP server](https://glama.ai/mcp/servers/equivault/equivault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/equivault/equivault-mcp) 🎖️ 📇 ☁️ - Official [EquiVault](https://equivault.ai) MCP — AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements, ratios & metrics, stock quotes, screening, peer comparison, investment narrative, guidance tracking, segments, capital allocation, insider transactions, earnings quality, signals intelligence, alerts, briefs, portfolio analytics, and more. Tier-aware with graceful upgrade prompts. Install via `npx equivault-mcp`. -- [AiAgentKarl/solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server) [![AiAgentKarl/solana-mcp-server MCP server](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server) 🐍 🏠 - Solana blockchain data for AI agents — wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder concentration, insider detection). -- [ExpertVagabond/solana-mcp-server](https://github.com/ExpertVagabond/solana-mcp-server) [![ExpertVagabond/solana-mcp-server MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server) 📇 ☁️ - 25 tools for Solana blockchain — wallet management, SOL/SPL token transfers, SPL token creation and minting, account operations, and network switching (mainnet/devnet/testnet). -- [haiiibin/acb-tax-mcp](https://github.com/haiiibin/acb-tax-mcp) [![haiiibin/acb-tax-mcp MCP server](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp) 🐍 🏠 🍎 🪟 🐧 - Canadian adjusted cost base (ACB) and capital gains from a trade history: average-cost tracking, per-disposition realized gains, and superficial-loss detection. Pure Python, runs locally, a calculation aid (not tax advice). `pip install acb-tax-mcp`. -- [Handshake58/DRAIN-marketplace](https://github.com/Handshake58/DRAIN-marketplace) 📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions. -- [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [![Haiku-Trading/haiku-mcp-server MCP server](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) 📇 ☁️ - DeFi execution MCP server — swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. `npx haiku-mcp-server` -- [Hashlock-Tech/hashlock-mcp](https://github.com/Hashlock-Tech/hashlock-mcp) [![Hashlock-Tech/hashlock-mcp MCP server](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp) 📇 ☁️ - Cross-chain OTC trading via sealed-bid RFQ + HTLC atomic settlement. Six tools for AI agents to swap ETH, BTC, and SUI without bridges, custodians, or information leakage. Hosted at `hashlock.markets/mcp` or local stdio via `@hashlock-tech/mcp`. -- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [![hifriendbot/agentwallet-mcp MCP server](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) 📇 ☁️ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys — agents pay with USDC. -- [hernaninverso/eleata-einvoice-mcp](https://github.com/hernaninverso/eleata-einvoice-mcp) [![hernaninverso/eleata-einvoice-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp) 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes for AI agents. 3 tools: validate_einvoice, list_formats, explain_error_code. Install with `npx -y eleata-einvoice-mcp`. -- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) 🐍 ☁️ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage. -- [evan-moon/firma](https://github.com/evan-moon/firma) [![evan-moon/firma MCP server](https://glama.ai/mcp/servers/evan-moon/firma/badges/score.svg)](https://glama.ai/mcp/servers/evan-moon/firma) 📇 🏠 🍎 🪟 🐧 - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: `npm install -g firma-app`. -- [everstake/mcp](https://github.com/everstake/mcp) [![everstake/mcp MCP server](https://glama.ai/mcp/servers/everstake/mcp/badges/score.svg)](https://glama.ai/mcp/servers/everstake/mcp) 🎖️ ☁️ - An MCP server for Everstake's non-custodial staking data across 130+ networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance. Built for asset managers, custodians, and exchanges evaluating institutional staking. -- [FalsifyLab/falsifylab-alpha-mcp](https://github.com/FalsifyLab/falsifylab-alpha-mcp) [![FalsifyLab/falsifylab-alpha-mcp MCP server](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp) 🐍 ☁️ - 9 MCP tools surfacing FalsifyLab public-market research data: DeFi yield farms (emissions-stripped APY), Hyperliquid vault leaderboard, SEC Form 4 insider buy clusters, material 8-K filings, macro tape (SPX/VIX/UST/DXY/GOLD/BTC/ETH), US spot crypto ETF flows, airdrop yield-gap detection, Polymarket whale positions, and confluence_today (cross-source signal alignment). Free tier requires no signup. Pro $19/mo for real-time + 100 results + 90d history. Install: `pip install falsifylab-alpha-mcp`. -- [Fan Token Intel MCP](https://github.com/BrunoPessoa22/chiliz-marketing-intel) 🐍 ☁️ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth. -- [fdcommercial/property-finance-mcp](https://github.com/fdcommercial/property-finance-mcp) [![fdcommercial/property-finance-mcp MCP server](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp) 📇 ☁️ 🏠 - UK property finance calculators: bridging cost (rolled-up / retained / serviced), development appraisal (LTC, LTGDV, viability), BTL stress test (125%, 145%, 170% ICR), and UK stamp duty (SDLT, LBTT, LTT). Built by [FD Commercial](https://www.fdcommercial.co.uk), a specialist UK property finance broker. Install via `npx -y @fdcommercial/property-finance-mcp` or call the hosted endpoint. -- [fernsugi/x402-api-server](https://github.com/fernsugi/x402-api-server/tree/main/mcp-server) [![x402-api MCP server](https://glama.ai/mcp/servers/fernsugi/x402-api/badges/score.svg)](https://glama.ai/mcp/servers/fernsugi/x402-api) 📇 ☁️ - Pay-per-call DeFi data API for AI agents via x402 micropayments (USDC on Base). 8 endpoints: price feeds, gas tracker, DEX quotes, whale tracker, yield scanner, funding rates, token scanner, wallet profiler. No API keys needed. -- [felippeyann/agentfi](https://github.com/felippeyann/agentfi) [![felippeyann/agentfi MCP server](https://glama.ai/mcp/servers/felippeyann/agentfi/badges/score.svg)](https://glama.ai/mcp/servers/felippeyann/agentfi) 📇 ☁️ 🏠 - Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers, and agent-to-agent collaboration (jobs, escrow, reputation, atomic payments, P&L). Turnkey MPC wallets + Safe Smart Accounts on Ethereum / Base / Arbitrum / Polygon. Apache 2.0, self-hosted. -- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations -- [sh-patterson/fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server) [![fec-mcp-server MCP server](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server) 📇 ☁️ - Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API. -- [stillmarcus24/stillos-notary-mcp](https://github.com/stillmarcus24/stillos-notary-mcp) [![stillmarcus24/stillos-notary-mcp MCP server](https://glama.ai/mcp/servers/stillmarcus24/stillos-notary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stillmarcus24/stillos-notary-mcp) 📇 ☁️ - Signed, x402-paid verification and screening tools: claim notarization, resolver-graded verdicts, bonded verdict disputes, OFAC SDN screening, and validated corporate distress scoring (SEC XBRL Altman Z-score, backtested 71% sensitivity / 100% specificity). Every response Ed25519-signed and independently verifiable, backed by an on-chain correctness bond. `npx stillos-notary-mcp mcp` -- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade -- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community -- [fernikolic/clawdentials](https://github.com/fernikolic/clawdentials) 📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu). -- [financialdatanet/mcp-server](https://github.com/financialdatanet/mcp-server) 🐍 🏠 🪟 🐧 - [FinancialData.Net](https://financialdata.net/) MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more. +- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Execute trades on the MetaTrader 5 platform. +- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [![aranjan/kite-mcp MCP server](https://glama.ai/mcp/servers/aranjan/kite-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aranjan/kite-mcp) 🐍 🏠 - Trade Indian stocks on Zerodha Kite: holdings, orders, quotes and GTT triggers, with automated TOTP login. +- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - Interface with multiple blockchains: staking, DeFi, swaps, bridging, wallet management, DCA, limit orders, coin lookup and tracking. +- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [![atomno-mcp/mcp-cbr-rates MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia data: daily and historical exchange rates, key interest rate, inflation and aggregated macro statistics. +- [atomno-mcp/mcp-egrul](https://github.com/atomno-mcp/mcp-egrul) [![atomno-mcp/mcp-egrul MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs) from Federal Tax Service open data, self-hosted on local SQLite. +- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [![atomno-mcp/mcp-fns-check MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence: INN/OGRN lookup across EGRUL/EGRIP, bankruptcy, tax debt, enforcement and arbitration records, with a risk verdict. +- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [![jackrain19743/hou-tea-mcp-server MCP server](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, get recommendations for and buy Chinese tea from the Hou Tea shop with USDC via x402, delegating payment to wallet MCP servers. +- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [![sol-mcp MCP server](https://glama.ai/mcp/servers/autonsol/sol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries. +- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [![vatnode/vatnode-mcp MCP server](https://glama.ai/mcp/servers/vatnode/vatnode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - EU VAT number validation via the European Commission's VIES service, plus offline VAT rates and format checks for European countries. +- [vdalhambra/axiom-calculator-mcp](https://github.com/vdalhambra/axiom-calculator-mcp) [![axiom-calculator-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators: mortgage payments, compound interest, FIRE retirement number, loan comparison, true borrowing cost and debt payoff. +- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [![mcp-azeth MCP server](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth/badges/score.svg)](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) 📇 ☁️ - Non-custodial ERC-4337 smart accounts, x402 payments, ERC-8004 on-chain reputation and service discovery for AI agents. +- [Claynsn/agent-discovery-mcp](https://github.com/Claynsn/agent-discovery-mcp) [![Claynsn/agent-discovery-mcp MCP server](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp) 📇 🏠 🍎 🪟 🐧 - ERC-8004 agent discovery and x402 payment: find agents by skill via 8004scan, fetch agent cards and call agents with USDC payments using direct EOA signing. +- [bakyang2/kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence) [![bakyang2/kr-crypto-intelligence MCP server](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence) 🐍 ☁️ - Korean crypto market data and AI analysis: Kimchi Premium, stablecoin premium, Upbit and Bithumb prices and the USD/KRW rate, paid per use via x402. +- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [![koreanpulse MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - Korean equity data in English: real-time DART filings, foreign-holder 5%-rule flows, activist filings and KRX industry news. Self-hostable. +- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [![cuthongthai-vn/vimo-mcp-server MCP server](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators. +- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API. +- [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [![belegante-byte/aetherx-mcp MCP server](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index. +- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [![bguillow-rgb/itin-finance-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Read-only directory of US lenders and card issuers accepting ITIN (no-SSN) applicants, plus English/Spanish guides and FAQs on credit without an SSN. +- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets. +- [cloudQuant/backtrader-mcp](https://github.com/cloudQuant/backtrader-mcp) [![cloudQuant/backtrader-mcp MCP server](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp) 🐍 🏠 🍎 🪟 🐧 - Build and run reproducible Backtrader backtests from local CSV data, with human-gated runs, logs and JSON/Markdown reports. Offline and backtest-only. +- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [![clicks-protocol/clicks-protocol MCP server](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol/badges/score.svg)](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Non-custodial USDC yield for AI agents on Base: split payments between liquid and yield balances, withdraw anytime, simulate splits and check APY. +- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [![clawpay-mcp MCP server](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) 📇 ☁️ - Non-custodial x402 payments for AI agents on Base: agents sign transactions from their own wallet with on-chain spend limits. +- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Fetch stock and crypto data from the Alpha Vantage API. +- [bitcompare/mcp-server](https://github.com/bitcompare/mcp-server) [![bitcompare/mcp-server MCP server](https://glama.ai/mcp/servers/bitcompare/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bitcompare/mcp-server) 🎖️ 📇 ☁️ - Crypto lending, staking and borrowing rates, coin metadata, aggregated prices, market stats, stablecoin peg stability and symbol resolution from Bitcompare. +- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Run AI agents on several blockchains via Bitte Protocol. +- [jf-cmyk/blocksize-agentic-payments-mcp](https://github.com/jf-cmyk/blocksize-agentic-payments-mcp) [![jf-cmyk/blocksize-agentic-payments-mcp MCP server](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jf-cmyk/blocksize-agentic-payments-mcp) 🐍 ☁️ - Read-only Blocksize market-data discovery: search instruments, read docs and build x402 URLs for paid live data settled in USDC on Solana and Base. +- [signaltech-org/bolthub-sdk](https://github.com/signaltech-org/bolthub-sdk) [![signaltech-org/bolthub-sdk MCP server](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk/badges/score.svg)](https://glama.ai/mcp/servers/signaltech-org/bolthub-sdk) 📇 ☁️ - Discover and pay per call for tools on the bolthub API marketplace over Bitcoin Lightning (L402), with budgets, scoped delegation and verifiable receipts. +- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [![botindex](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Cyberweasel777/botindex-mcp-server) 📇 ☁️ - BotIndex AI signal intelligence API and Agorion agent service discovery network, with x402 payments for premium endpoints. +- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [![bitcoin-mcp MCP server](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core tools: fee estimates, mempool analysis, mining pool rankings, market sentiment, block and transaction inspection and BTC price. +- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [![botwallet-co/mcp MCP server](https://glama.ai/mcp/servers/botwallet-co/mcp/badges/score.svg)](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents: earn via invoices, pay other agents and APIs, and manage USDC on Solana with human-set spending limits and FROST 2-of-2 signing. +- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean and global crypto exchange routing and arbitrage signals, with x402 USDC micropayments. +- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [![ferinator/bullrun-mcp MCP server](https://glama.ai/mcp/servers/ferinator/bullrun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) 📇 ☁️ - Stock screening, company financials and personal portfolio analysis. +- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [![cahthuranag/mcp-server MCP server](https://glama.ai/mcp/servers/cahthuranag/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates from interbank data, historical rates, currency list and multi-currency lookups. +- [AllRates-Today/central-bank-mcp](https://github.com/AllRates-Today/central-bank-mcp) [![AllRates-Today/central-bank-mcp MCP server](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp) 📇 ☁️ - Central bank and tax authority exchange rates (ECB, Fed, Bank of England, RBI, HMRC, US Treasury): latest and historical tables, comparisons and calendars. +- [cammac-creator/ibanforge-mcp](https://github.com/cammac-creator/ibanforge) [![cammac-creator/ibanforge MCP server](https://glama.ai/mcp/servers/cammac-creator/ibanforge/badges/score.svg)](https://glama.ai/mcp/servers/cammac-creator/ibanforge) 🎖️ 📇 ☁️ - Pre-payout counterparty screening: IBAN validation, OFAC/EU/UN sanctions screening, Swiss BC-Nummer clearing, SEPA/VoP reachability and a risk score. +- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - Read-only access to Monarch Money data: analyze transactions, budgets, accounts and cash flow, with MFA support. +- [calintzy/evmscope](https://github.com/calintzy/evmscope) [![calintzy/evmscope MCP server](https://glama.ai/mcp/servers/calintzy/evmscope/badges/score.svg)](https://glama.ai/mcp/servers/calintzy/evmscope) 📇 ☁️ - Token prices, gas comparison, swap quotes, yield rates, honeypot detection and transaction simulation on Ethereum, Polygon, Arbitrum, Base and Optimism. +- [chopmob-cloud/AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server) [![chopmob-cloud/AlgoVoi-Platform-Adapters MCP server](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters/badges/score.svg)](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters) 📇 🐍 🏠 🍎 🪟 🐧 - AlgoVoi crypto payment gateway: create checkout links, verify on-chain payments and generate MPP/x402/AP2 challenges on Algorand, VOI, Hedera and Stellar. +- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [![chrisbusbin-pixel/propfirmdealfinder-mcp-server MCP server](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server) 📇 ☁️ - Prop trading firm discounts, reviews and deals: query discount codes, compare firms by country and check featured deals. +- [cliwant/mcp-sam-gov](https://github.com/cliwant/mcp-sam-gov) [![cliwant/mcp-sam-gov MCP server](https://glama.ai/mcp/servers/cliwant/mcp-sam-gov/badges/score.svg)](https://glama.ai/mcp/servers/cliwant/mcp-sam-gov) 📇 ☁️ 🍎 🪟 🐧 - US government contracting, spending and regulation data: SAM.gov, USAspending, Grants.gov, Federal Register, eCFR, OFAC sanctions and state/local bid portals. +- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [![grahammccain/chart-library-mcp MCP server](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp/badges/score.svg)](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) 🐍 ☁️ - Find similar historical stock chart patterns by ticker and date or screenshot, with forward returns, regime analysis and trade simulation. +- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [![rug-munch-intelligence MCP server](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) 🐍 ☁️ - Crypto token risk intelligence: rug pull detection, honeypot scoring, deployer tracking, holder analysis, KOL shill detection, social OSINT and LLM forensics. +- [4dmrkey/cryptopolitan-mcp](https://github.com/4dmrkey/cryptopolitan-mcp) [![4dmrkey/cryptopolitan-mcp MCP server](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp) ☁️ - Cryptopolitan cryptocurrency news, analysis and price predictions: search articles by category or ticker, with built-in attribution. +- [cct15/war-dashboard-data](https://github.com/cct15/war-dashboard-data) 🐍 ☁️ - Daily geopolitical risk probabilities (escalation, ceasefire, regime change) for conflicts like Russia-Ukraine and China-Taiwan, plus chokepoint vessel data. +- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - Real-time enriched blockchain and market data across many networks via the Codex API. +- [CoinRithm/coinrithm-agent-trading](https://github.com/CoinRithm/coinrithm-agent-trading) [![CoinRithm/coinrithm-agent-trading MCP server](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading/badges/score.svg)](https://glama.ai/mcp/servers/CoinRithm/coinrithm-agent-trading) 📇 ☁️ - Paper-trade crypto spot, futures and prediction markets on CoinRithm with simulated funds and a public Agent Arena. +- [coinpaprika/coinpaprika-mcp](https://github.com/coinpaprika/coinpaprika-mcp) [![coinpaprika/coinpaprika-mcp MCP server](https://glama.ai/mcp/servers/coinpaprika/coinpaprika-mcp/badges/score.svg)](https://glama.ai/mcp/servers/coinpaprika/coinpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - CoinPaprika API access: real-time prices, tickers, OHLCV, market cap and coin metadata for cryptocurrencies and exchanges. +- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - DexPaprika API access: real-time DEX token prices, liquidity pool data and historical OHLCV across many chains. +- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [![abcxz/conviction-fm MCP server](https://glama.ai/mcp/servers/abcxz/conviction-fm/badges/score.svg)](https://glama.ai/mcp/servers/abcxz/conviction-fm) 📇 ☁️ - Arena where AI agents compete in daily parimutuel pools: describe a strategy in plain English and get a funded agent that runs autonomously. +- [Cubiczan/chp-mcp](https://github.com/Cubiczan/chp-mcp) [![Cubiczan/chp-mcp MCP server](https://glama.ai/mcp/servers/Cubiczan/chp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Cubiczan/chp-mcp) 📇 🏠 🍎 🪟 🐧 - CHP Profile B spend, human-in-the-loop and tool-approval receipts. +- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [![cobroya MCP server](https://glama.ai/mcp/servers/dan1d/cobroya/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/cobroya) 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for LATAM merchants: create payment links, search payments and issue refunds. +- [debitura/Debitura.MCP](https://github.com/debitura/Debitura.MCP) [![debitura/Debitura.MCP MCP server](https://glama.ai/mcp/servers/debitura/Debitura.MCP/badges/score.svg)](https://glama.ai/mcp/servers/debitura/Debitura.MCP) 🎖️ 📇 ☁️ - Cross-border debt collection with Debitura: submit cases to local partners, check case status, read partner messages and get quotes. +- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [![de-bridge MCP server](https://glama.ai/mcp/servers/@debridge-finance/de-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM chains and Solana via deBridge: find routes, evaluate fees and initiate non-custodial trades. +- [decidefyi/decide](https://github.com/decidefyi/decide) 📇 ☁️ - Deterministic refund eligibility checks for subscriptions (Adobe, Spotify, etc.), returning ALLOWED, DENIED or UNKNOWN from a stateless rules engine. +- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) 🐍 ☁️ - Corporate debt structure data: search issuers and bonds with leverage ratios, seniority, covenants, guarantor chains and FINRA TRACE prices. +- [decksaga/market-pulse-mcp](https://github.com/decksaga/market-pulse-mcp) [![decksaga/market-pulse-mcp MCP server](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/decksaga/market-pulse-mcp) 📇 ☁️ - Live market data from CoinGecko, Yahoo Finance and ExchangeRate API: crypto and stock prices, major indices, forex, trending coins and the Fear & Greed Index. +- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [![Declan142/calcnook-mcp-server MCP server](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators for seven countries plus Islamic finance: income tax, loans, retirement, VAT, Zakat, Murabaha, Ijarah and halal stock screening. +- [deficlow/zipp-mcp](https://github.com/deficlow/zipp-mcp) [![deficlow/zipp-mcp MCP server](https://glama.ai/mcp/servers/deficlow/zipp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/deficlow/zipp-mcp) 🐍 ☁️ - Multi-language crypto news summaries with sentiment labels and importance scores, crediting the original publisher. +- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [![polymarket-agent-mcp MCP server](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - Polymarket trading tools: direct and copy trading, smart money detection, backtesting, arbitrage scanning, portfolio optimization and live price streaming. +- [DevDizzle/gammarips-mcp](https://github.com/DevDizzle/gammarips-mcp) [![DevDizzle/gammarips-mcp MCP server](https://glama.ai/mcp/servers/DevDizzle/gammarips-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DevDizzle/gammarips-mcp) 🐍 ☁️ - Options-flow data: a curated overnight pool selected on liquidity, per-contract liquidity checks, realized outcome history and exit-rule replay. +- [dizpers/polystrike-examples](https://github.com/dizpers/polystrike-examples) [![dizpers/polystrike-examples MCP server](https://glama.ai/mcp/servers/dizpers/polystrike-examples/badges/score.svg)](https://glama.ai/mcp/servers/dizpers/polystrike-examples) 🎖️ ☁️ - Live Elon Musk and Ted Cruz tweet feeds and counters for Polymarket tweet-count markets, comparing real, XTracker oracle and UI counts. +- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [![OSOJDJD/deeplook MCP server](https://glama.ai/mcp/servers/OSOJDJD/deeplook/badges/score.svg)](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Company research across multiple data sources: structured reports with a bull/bear verdict for stocks, crypto and private companies. +- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [![dolar-mcp MCP server](https://glama.ai/mcp/servers/dan1d/dolar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates via DolarAPI (blue, oficial, MEP, CCL, crypto, tarjeta), plus currency conversion and a spread calculator. +- [dinggi5/kura](https://github.com/dinggi5/kura) [![dinggi5/kura MCP server](https://glama.ai/mcp/servers/dinggi5/kura/badges/score.svg)](https://glama.ai/mcp/servers/dinggi5/kura) 🦀 🏠 🍎 - Local Ethereum wallet for AI agents on macOS: read balances and history, request human-approved payments and pay for x402 resources with USDC on Base. +- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [![disin7c9/asset-management MCP server](https://glama.ai/mcp/servers/disin7c9/asset-management/badges/score.svg)](https://glama.ai/mcp/servers/disin7c9/asset-management) 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your stock and ETF transaction log: drawdown-focused risk with bootstrap confidence intervals and walk-forward verdicts. +- [dkaleganov/mercury-multiorg-mcp](https://github.com/dkaleganov/mercury-multiorg-mcp) [![dkaleganov/mercury-multiorg-mcp MCP server](https://glama.ai/mcp/servers/dkaleganov/mercury-multiorg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dkaleganov/mercury-multiorg-mcp) 🐍 ☁️ - Unofficial, read-only Mercury banking across multiple organizations: balances, transactions, statements, cards, invoices, treasury and 1099 pre-filing checks. +- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - Real-time crypto market data and trading across many exchanges via CCXT: spot, futures, OHLCV, balances and orders. +- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [![dodopayments/dodo-agent-plugin MCP server](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin/badges/score.svg)](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) 🎖️ 📇 ☁️ - Dodo Payments: manage payments, subscriptions, customers, products, refunds, license keys and usage-based billing, plus semantic search over the docs. +- [donnywin85/arb-dex-mcp](https://github.com/donnywin85/arb-dex-mcp) [![donnywin85/arb-dex-mcp MCP server](https://glama.ai/mcp/servers/donnywin85/arb-dex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/donnywin85/arb-dex-mcp) 📇 ☁️ - Live cross-DEX pool prices, liquidity and spreads from on-chain state on BSC, Polygon, Arbitrum, Base, Avalanche and Optimism, plus a measurement archive. +- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [![mcp-server-insumer MCP server](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer/badges/score.svg)](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) 📇 ☁️ - On-chain attestation across many blockchains: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding and ACP/UCP support. +- [dqj1998/japan-company-info-mcp-bridge](https://github.com/dqj1998/japan-company-info-mcp-bridge) [![dqj1998/japan-company-info-mcp-bridge MCP server](https://glama.ai/mcp/servers/dqj1998/japan-company-info-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/dqj1998/japan-company-info-mcp-bridge) 📇 🏠 🍎 🪟 🐧 - Offline Japanese company due diligence: EDINET XBRL financials, NTA corporate numbers, major shareholders, gBizINFO certifications and industry benchmarks. +- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [![mood-booster-agent MCP server](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent/badges/score.svg)](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) 📇 ☁️ - ERC-8004 registered agent that delivers uplifting messages, with on-chain USDC tipping, reputation feedback and discovery across multiple chains. +- [EmblemCompany/Agent-skills](https://github.com/EmblemCompany/Agent-skills) [![EmblemCompany/Agent-skills MCP server](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills/badges/score.svg)](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills) 🎖️ 📇 ☁️ - Crypto tools for Solana, Ethereum, Base, BSC, Polygon, Hedera and Bitcoin: swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges and market data. +- [equivault/equivault-mcp](https://github.com/equivault/equivault-mcp) [![equivault/equivault-mcp MCP server](https://glama.ai/mcp/servers/equivault/equivault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/equivault/equivault-mcp) 🎖️ 📇 ☁️ - EquiVault equity research: fundamentals, financial statements, ratios, quotes, screening, peer comparison, insider transactions and portfolio analytics. +- [AiAgentKarl/solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server) [![AiAgentKarl/solana-mcp-server MCP server](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server) 🐍 🏠 - Solana blockchain data: wallet balances, token prices, Raydium and Orca DeFi yields, and token safety checks (RugCheck, holder concentration, insiders). +- [ExpertVagabond/solana-mcp-server](https://github.com/ExpertVagabond/solana-mcp-server) [![ExpertVagabond/solana-mcp-server MCP server](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server) 📇 ☁️ - Solana wallet management, SOL and SPL token transfers, SPL token creation and minting, account operations and mainnet/devnet/testnet switching. +- [haiiibin/acb-tax-mcp](https://github.com/haiiibin/acb-tax-mcp) [![haiiibin/acb-tax-mcp MCP server](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haiiibin/acb-tax-mcp) 🐍 🏠 🍎 🪟 🐧 - Canadian adjusted cost base (ACB) and capital gains from trade history: average-cost tracking, per-disposition realized gains and superficial-loss detection. +- [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [![Haiku-Trading/haiku-mcp-server MCP server](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) 📇 ☁️ - DeFi execution across many chains: swap, provide liquidity, lend, bridge and run yield strategies, plus token discovery, portfolio analysis and quotes. +- [Hashlock-Tech/hashlock-mcp](https://github.com/Hashlock-Tech/hashlock-mcp) [![Hashlock-Tech/hashlock-mcp MCP server](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hashlock-Tech/hashlock-mcp) 📇 ☁️ - Cross-chain OTC trading of ETH, BTC and SUI via sealed-bid RFQ and HTLC atomic settlement, without bridges or custodians. +- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [![hifriendbot/agentwallet-mcp MCP server](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) 📇 ☁️ - Permissionless wallets for AI agents on EVM chains and Solana: wallet creation, transaction signing, token transfers and x402 payments in USDC. +- [hernaninverso/eleata-einvoice-mcp](https://github.com/hernaninverso/eleata-einvoice-mcp) [![hernaninverso/eleata-einvoice-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleata-einvoice-mcp) 📇 ☁️ - Validate EU electronic invoices (Peppol BIS, XRechnung, Factur-X/ZUGFeRD, UBL, CII) and explain rejection codes. +- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) 🐍 ☁️ - Trading bot platform: create automated trading strategies in natural language via the Alpaca brokerage. +- [everstake/mcp](https://github.com/everstake/mcp) [![everstake/mcp MCP server](https://glama.ai/mcp/servers/everstake/mcp/badges/score.svg)](https://glama.ai/mcp/servers/everstake/mcp) 🎖️ ☁️ - Everstake non-custodial staking data across many networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance info. +- [FalsifyLab/falsifylab-alpha-mcp](https://github.com/FalsifyLab/falsifylab-alpha-mcp) [![FalsifyLab/falsifylab-alpha-mcp MCP server](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FalsifyLab/falsifylab-alpha-mcp) 🐍 ☁️ - FalsifyLab market research data: DeFi yields, Hyperliquid vaults, SEC Form 4 insider buys, 8-K filings, crypto ETF flows and Polymarket whale positions. +- [fdcommercial/property-finance-mcp](https://github.com/fdcommercial/property-finance-mcp) [![fdcommercial/property-finance-mcp MCP server](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fdcommercial/property-finance-mcp) 📇 ☁️ 🏠 - UK property finance calculators: bridging loan costs, development appraisal, buy-to-let stress tests and stamp duty (SDLT, LBTT, LTT). +- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Fetch stock market data, including options recommendations, from Yahoo Finance. +- [sh-patterson/fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server) [![fec-mcp-server MCP server](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server) 📇 ☁️ - Query FEC campaign finance data via the OpenFEC API: search candidates, track donations, analyze spending and monitor Super PAC activity. +- [stillmarcus24/stillos-notary-mcp](https://github.com/stillmarcus24/stillos-notary-mcp) [![stillmarcus24/stillos-notary-mcp MCP server](https://glama.ai/mcp/servers/stillmarcus24/stillos-notary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stillmarcus24/stillos-notary-mcp) 📇 ☁️ - Signed, x402-paid verification tools: claim notarization, graded verdicts with bonded disputes, OFAC SDN screening and Altman Z-score distress scoring. +- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Trade on Tastytrade via the Tastyworks API. +- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Analyze content from Reddit's WallStreetBets community. - [callbk/finlight-mcp](https://github.com/callbk/finlight-mcp) [![callbk/finlight-mcp](https://glama.ai/mcp/servers/callbk/finlight-mcp/badges/score.svg)](https://glama.ai/mcp/servers/callbk/finlight-mcp) 🎖️ ☁️ - Real-time financial news: search by ticker, source, and language, with sentiment scores and tagged company entities. -- [finlynq/finlynq](https://github.com/finlynq/finlynq) [![finlynq/finlynq MCP server](https://glama.ai/mcp/servers/finlynq/finlynq/badges/score.svg)](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open-source personal finance app with a first-party MCP server (54 HTTP / 89 stdio tools). Track and query income, expenses, budgets, investments, loans, subscriptions, and goals from any MCP client. OAuth 2.1 + DCR for hosted access, stdio for local. Per-user encryption at rest. Self-host with Docker + PostgreSQL or use the managed cloud. -- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - [finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations. -- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [![flox MCP server](https://glama.ai/mcp/servers/FLOX-Foundation/flox/badges/score.svg)](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`. -- [foretak/registry-mcp](https://github.com/foretak/registry-mcp) [![foretak/registry-mcp MCP server](https://glama.ai/mcp/servers/foretak/registry-mcp/badges/score.svg)](https://glama.ai/mcp/servers/foretak/registry-mcp) 🐍 ☁️ 🏠 - Company data from national business registries for AI agents, one JSON shape per country. United Kingdom (Companies House): look up by company number, search by name, read the accounts and confirmation-statement due dates the register publishes. Norway (Brønnøysundregistrene / Enhetsregisteret): look up by organisasjonsnummer, search by name, check VAT (MVA) registration, compute statutory filing deadlines with the rule each one cites. Five read-only tools plus ChatGPT-connector `search`/`fetch`; hosted at `https://api.foretak.dev/mcp` or `uvx registry-mcp`. -- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [![Fund-z/fundzwatch-mcp MCP server](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business event intelligence for AI agents. Funding rounds, acquisitions, executive hires, AI-scored leads, and market intelligence. -- [gabrielmahia/mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp) [![gabrielmahia/mpesa-mcp MCP server](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp) 🐍 ☁️ - First MCP server for M-PESA (Safaricom Daraja API) — STK push, B2C payments, balance queries, transaction status, SIM swap detection, Bill Manager, and 16 more tools for Kenya's 35M+ mobile money users. `pip install mpesa-mcp`. -- [gblinproject/GBLIN-MCP](https://github.com/gblinproject/GBLIN-MCP) [![gblinproject/GBLIN-MCP MCP server](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP/badges/score.svg)](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP) 📇 ☁️ - Treasury standard for AI agents on Base mainnet. Park idle USDC in a cbBTC/WETH index with Crash Shield protection, JIT-swap to USDC for x402 invoice payments. -- [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally. -- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect -- [GeiserX/cashpilot-mcp](https://github.com/GeiserX/cashpilot-mcp) [![GeiserX/cashpilot-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for CashPilot bandwidth-sharing dashboards. Monitor passive income, DePIN earnings, and container status across multiple sharing services. Docker image available. -- [giskard09/argentum-core](https://github.com/giskard09/argentum-core) [![giskard09/argentum-core MCP server](https://glama.ai/mcp/servers/giskard09/argentum-core/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/argentum-core) 🐍 🏠 - Karma economy for AI agents and humans. Submit good actions, get community attestations, earn on-chain reputation on Arbitrum. 5 MCP tools: submit_action, attest_action, get_karma, get_action_detail, get_leaderboard. Karma-weighted verification, slashing, and Kleros dispute resolution. -- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value. -- [cryptobriefing/gloria-mcp](https://github.com/cryptobriefing/gloria-mcp) [![cryptobriefing/gloria-mcp MCP server](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp) 🎖️ 🐍 ☁️ - AI-curated crypto news intelligence for agents. Real-time headlines with sentiment analysis, AI-generated recaps, keyword search, and ticker summaries across 16 categories including Bitcoin, Ethereum, DeFi, and AI. -- [gpartin/CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient) [![CryptoGuardClient MCP server](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient/badges/score.svg)](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient) 🐍 ☁️ - Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls — powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. `pip install CryptoGuardClient` -- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [![sodax-builders-mcp MCP server](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) 📇 ☁️ - SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant. -- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [![intelligence-mcp MCP server](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) 📇 ☁️ - Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for activity across AP2, ACP, x402, MPP, and UCP protocols. Returns scored opportunities with recommended actions. Free protocol comparison + paid scan via x402 USDC. -- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [![openttt-mcp MCP server](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) 📇 ☁️ - Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible. -- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains -- [DIALLOUBE-RESEARCH/hypernatt-terminal](https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal) [![DIALLOUBE-RESEARCH/hypernatt-terminal MCP server](https://glama.ai/mcp/servers/DIALLOUBE-RESEARCH/hypernatt-terminal/badges/score.svg)](https://glama.ai/mcp/servers/DIALLOUBE-RESEARCH/hypernatt-terminal) 📇 ☁️ - BTC Decision Terminal for AI Agents — live vault-backed signals, on-chain proof, cross-chain swap. MCP server hosted at https://hypernatt.com/mcp/protocol. Verify in real time. Mimo BTC/USDC vault on Hyperliquid. 11 MCP tools: free manifest + Li.Fi swap + NDAT; paid Decision Core via x402 $0.01 USDC on Base. Quickstart: https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal/blob/main/docs/quickstart.md · Stats: https://hypernatt.com/stats -- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics -- [hypeprinter007-stack/signalfuse-mcp](https://github.com/hypeprinter007-stack/signalfuse-mcp) [![hypeprinter007-stack/signalfuse-mcp MCP server](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp) 📇 ☁️ - 11 tools for AI trading agents: fused crypto signals (10 assets), sentiment, macro regime, live strategy arena (4 strategies × 4 assets), fused web search (Brave + Tavily), and sandboxed code execution (E2B). Pay-per-call USDC on Base via x402. Free browser playground at [signalfuse.co/play](https://signalfuse.co/play) — 25 calls/day, no wallet. `npx -y signalfuse-mcp` -- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [![perp-cli MCP server](https://glama.ai/mcp/servers/hypurrquant/perp-cli/badges/score.svg)](https://glama.ai/mcp/servers/hypurrquant/perp-cli) 📇 ☁️ 🏠 🍎 🪟 🐧 - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison. -- [sentien-labs/verdictswarm-mcp](https://github.com/sentien-labs/verdictswarm-mcp) [![sentien-labs/verdictswarm-mcp MCP server](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp) 📇 🏠 - Multi-AI crypto token scanner. 6 AI agents independently analyze and debate token risk on Solana, Base, and Ethereum. Detects rug pulls, honeypots, holder concentration, and wash trading through adversarial consensus. -- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany). -- [horustechltd/horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp) [![horustechltd/horus-flow-mcp MCP server](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp) 🐍 ☁️ - Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha. -- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [![Hovsteder/powersun-tron-mcp MCP server](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp) 📇 ☁️ - TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC). -- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data. -- [human-beyond/mainbook-mcp](https://github.com/human-beyond/mainbook-mcp) [![human-beyond/mainbook-mcp MCP server](https://glama.ai/mcp/servers/human-beyond/mainbook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/human-beyond/mainbook-mcp) 🎖️ 🐍 🏠 ☁️ 🍎 🐧 - Convert customer-supplied PDF bank statements into checked JSON, Excel, or CSV with balance validation, using the MainBook API. Runs locally via `uvx mainbook-mcp` or over the hosted Streamable HTTP endpoint at `https://mcp.mainbook.ai/mcp`, where the client signs the user in with their MainBook account over OAuth (a legacy `mb_live_` API key still works for headless use); setup is documented at https://mainbook.ai/mcp. Does not connect to bank accounts. -- [hypeprinter007-stack/anchor-x402-mcp](https://github.com/hypeprinter007-stack/anchor-x402-mcp) [![hypeprinter007-stack/anchor-x402-mcp MCP server](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp) 📇 ☁️ - 16 paid wallet & utility tools on Base + Solana. 9 commodity primitives — OFAC sanctions screen, bundled wallet intel (balances + activity + identity + sanctions in one call), dual-chain hash anchoring, signed decision attestations, mainnet tx + calldata decode, ENS + Bonfida SNS resolve, USD prices, datetime parse. Plus an async due-diligence investigator (`/v1/investigate`, $7.77, signed markdown report + dual-chain anchor), a verifiable signed RNG (`/v1/roll`), and 5 universal LLM endpoints — roast, yes/no oracle with on-chain anchored verdict (Base + Solana), TL;DR (URL or text), aura read (color + tier + score), academic grade. Pay-per-call USDC via x402, no API keys, no accounts. Also runs a free hosted chatbot at chat.anchor-x402.com. -- [icyberdeveloper/tbank-mcp](https://github.com/icyberdeveloper/tbank-mcp) [![icyberdeveloper/tbank-mcp MCP server](https://glama.ai/mcp/servers/icyberdeveloper/tbank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/icyberdeveloper/tbank-mcp) 🐍 ☁️ - MCP server for T-Bank (Т-Банк) mobile banking — accounts, cards, transfers, bill pay, grocery ordering, tickets and travel search. -- [ignaciohermosillacornejo/copilot-money-mcp](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) [![ignaciohermosillacornejo/copilot-money-mcp MCP server](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp) 📇 🏠 ☁️ 🍎 - Read and manage [Copilot Money](https://copilot.money) personal finance data — 30 tools for transactions, budgets, accounts, recurring charges, investments, and goals. Reads are 100% local from the Firestore cache; opt-in writes (`--write`) go directly to Copilot's GraphQL API. -- [IMBAwallet/agent-mcp](https://github.com/IMBAwallet/agent-mcp) [![IMBAwallet/agent-mcp MCP server](https://glama.ai/mcp/servers/IMBAwallet/agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IMBAwallet/agent-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official prepaid IMBA Agent MCP: docs (policy/HowTo, no money) plus spend (USDT TRC-20 deposit, Visa prepaid, travel eSIM, gift cards) with the operator Ed25519 key. No withdraw. Registry `com.imbawallet/agent-docs` and `com.imbawallet/agent`. `npx -y @imba_wallet/agent-mcp-docs` -- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [![indigo-mcp MCP server](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) 📇 ☁️ 🏠 - MCP server for Indigo Protocol on Cardano — iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents -- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [![cardano-mcp MCP server](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) 📇 ☁️ 🏠 - Cardano blockchain MCP server for wallet interactions — submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation -- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims. -- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [![invinoveritas MCP server](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas/badges/score.svg)](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) 📇 ☁️ - Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free — 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install invinoveritas-mcp` -- [JacobiusMakes/parlay-api-mcp](https://github.com/JacobiusMakes/parlay-api-mcp) [![JacobiusMakes/parlay-api-mcp MCP server](https://glama.ai/mcp/servers/JacobiusMakes/parlay-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JacobiusMakes/parlay-api-mcp) 🐍 ☁️ - Sports odds, player props, and prediction-market data for personal projects and internal research, with keyless live previews, source-quality and coverage tools. Install with `uvx parlayapi-mcp`. -- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain. -- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more. -- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface. -- [Jeric1223/tossinvest-mcp](https://github.com/Jeric1223/tossinvest-mcp) [![Jeric1223/tossinvest-mcp MCP server](https://glama.ai/mcp/servers/Jeric1223/tossinvest-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Jeric1223/tossinvest-mcp) 📇 🏠 🍎 🪟 🐧 - Toss Securities (토스증권) Open API server for Korean and US stocks. Places regular and SINGLE/OCO/OTO conditional orders behind a single-use confirmation token that expires in 60 seconds, plus quotes, orderbook, trades, candles, investor flows, short selling, rankings, holdings, buying power, and FX. `npx -y @soehd0889/tossinvest-mcp` -- [JhiNResH/maiat-protocol](https://github.com/JhiNResH/maiat-protocol) [![JhiNResH/maiat-protocol MCP server](https://glama.ai/mcp/servers/JhiNResH/maiat-protocol/badges/score.svg)](https://glama.ai/mcp/servers/JhiNResH/maiat-protocol) 📇 ☁️ - Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome reporting for oracle feedback loop, and Scarab reputation points. Hosted MCP at `https://app.maiat.io/api/mcp`. -- [jakzaizzat/cukaimax-agent](https://github.com/jakzaizzat/cukaimax-agent) [![jakzaizzat/cukaimax-agent MCP server](https://glama.ai/mcp/servers/jakzaizzat/cukaimax-agent/badges/score.svg)](https://glama.ai/mcp/servers/jakzaizzat/cukaimax-agent) 🎖️ ☁️ - Source-linked Malaysian individual and sole-proprietor tax authority for AI agents. Five read-only tools cover YA2025 Form BE drafts, Form B authority and preparation readiness, and source-verified YA2026 planning while filing fields remain blocked pending official HASiL forms. Public Streamable HTTP endpoint with no API key: `https://www.cukaimax.com/.well-known/mcp`. -- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API -- [jblaz6335/mcp-server-aidatamarketplace](https://github.com/jblaz6335/mcp-server-aidatamarketplace) [![jblaz6335/mcp-server-aidatamarketplace MCP server](https://glama.ai/mcp/servers/jblaz6335/mcp-server-aidatamarketplace/badges/score.svg)](https://glama.ai/mcp/servers/jblaz6335/mcp-server-aidatamarketplace) 📇 🏠 - Local stdio adapter for discovering, previewing, and purchasing live agent data APIs, including vendor risk, company intelligence, transaction preflight, and EVM reads. Free discovery and previews require no wallet; optional paid calls settle in Base USDC through x402 v2, with auto-pay disabled by default. -- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API -- [joepangallo/mcp-server-agentpay](https://github.com/joepangallo/mcp-server-agentpay) [![ict1p5dlrr MCP server](https://glama.ai/mcp/servers/ict1p5dlrr/badges/score.svg)](https://glama.ai/mcp/servers/ict1p5dlrr) 📇 ☁️ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding. -- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [![JosueM1109/personal-finance-mcp MCP server](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) 🐍 ☁️ 🏠 - Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings. -- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [![djd-agent-score-mcp MCP server](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers. -- [JayOfemi/shikamaru](https://github.com/JayOfemi/shikamaru) [![shikamaru MCP server](https://glama.ai/mcp/servers/JayOfemi/shikamaru/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/shikamaru) 📇 🏠 - Deterministic day-count and accrued-interest engine. Six ISDA/ICMA conventions, proven exact against QuantLib over 3,600 date pairs. Stops the AI guessing your interest math. -- [keel-trade/keel-trade](https://github.com/keel-trade/keel-trade) [![keel-trade/keel-trade MCP server](https://glama.ai/mcp/servers/keel-trade/keel-trade/badges/score.svg)](https://glama.ai/mcp/servers/keel-trade/keel-trade) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest, and automate Hyperliquid trading strategies. Typed strategy composition, deterministic backtests on real Hyperliquid funding + price history, opt-in live execution with bit-for-bit backtest-to-live parity. -- [kevin2003050666-coder/x402-micro-tollgate](https://github.com/kevin2003050666-coder/x402-micro-tollgate) [![kevin2003050666-coder/x402-micro-tollgate MCP server](https://glama.ai/mcp/servers/kevin2003050666-coder/x402-micro-tollgate/badges/score.svg)](https://glama.ai/mcp/servers/kevin2003050666-coder/x402-micro-tollgate) 📇 ☁️ 🏠 🍎 🪟 🐧 - Drop-in HTTP 402 + MCP paywall for any API. Unpaid gated routes return 402; agents pay USDC on Base (CDP), then the request is proxied. Same process exposes paid MCP tools. `npx x402-micro-tollgate` or remote `https://x402-micro-tollgate.onrender.com/mcp`. -- [kinance/circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp) [![kinance/circle-agent-stack-mcp MCP server](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp) 📇 ☁️ - Circle Agent Stack for AI agents: create USDC wallets, set spend policies, send stablecoin, and pay x402-gated endpoints. Wraps the Circle CLI so auth stays out of the server. Six tools. `npx circle-agent-stack-mcp` -- [krystiangw/agenticpay](https://github.com/krystiangw/agenticpay) [![krystiangw/agenticpay MCP server](https://glama.ai/mcp/servers/krystiangw/agenticpay/badges/score.svg)](https://glama.ai/mcp/servers/krystiangw/agenticpay) 📇 ☁️ 🏠 - Open-source x402 micropayments stack for MCP. Pay-per-tool-call USDC settlement on Solana via the first open-source self-hostable facilitator (no x402.org dependency). Includes TypeScript SDK, CLI, paywall middleware, hosted devnet endpoint, and a live Claude Opus demo. `npm install @agenticpay/sdk` -- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation. -- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) 🐍 ☁️ - An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics. -- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. -- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) 🐍 ☁️ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. -- [kukapay/bridge-metrics-mcp](https://github.com/kukapay/bridge-metrics-mcp) 📇 ☁️ - Providing real-time cross-chain bridge metrics. -- [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents. -- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) 📇 ☁️ - Providing real-time access to Chainlink's decentralized on-chain price feeds. -- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) 📇 ☁️ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. -- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) 🐍 ☁️ - Providing real-time access to the latest news from Cointelegraph. -- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data. -- [kukapay/crypto-funds-mcp](https://github.com/kukapay/crypto-funds-mcp) 🐍 ☁️ - Providing AI agents with structured, real-time data on cryptocurrency investment funds. -- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. +- [finlynq/finlynq](https://github.com/finlynq/finlynq) [![finlynq/finlynq MCP server](https://glama.ai/mcp/servers/finlynq/finlynq/badges/score.svg)](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable personal finance app: track and query income, expenses, budgets, investments, loans, subscriptions and goals, with per-user encryption at rest. +- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations. +- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [![flox MCP server](https://glama.ai/mcp/servers/FLOX-Foundation/flox/badges/score.svg)](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL. +- [foretak/registry-mcp](https://github.com/foretak/registry-mcp) [![foretak/registry-mcp MCP server](https://glama.ai/mcp/servers/foretak/registry-mcp/badges/score.svg)](https://glama.ai/mcp/servers/foretak/registry-mcp) 🐍 ☁️ 🏠 - Company data from UK Companies House and Norway's Brønnøysund registers: lookup, name search, filing deadlines and Norwegian VAT registration checks. +- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [![Fund-z/fundzwatch-mcp MCP server](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business events: funding rounds, acquisitions, executive hires, AI-scored leads and market intelligence. +- [gabrielmahia/mpesa-mcp](https://github.com/gabrielmahia/mpesa-mcp) [![gabrielmahia/mpesa-mcp MCP server](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gabrielmahia/mpesa-mcp) 🐍 ☁️ - M-PESA via the Safaricom Daraja API: STK push, B2C payments, balance queries, transaction status, SIM swap detection and Bill Manager. +- [gblinproject/GBLIN-MCP](https://github.com/gblinproject/GBLIN-MCP) [![gblinproject/GBLIN-MCP MCP server](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP/badges/score.svg)](https://glama.ai/mcp/servers/gblinproject/GBLIN-MCP) 📇 ☁️ - Treasury for AI agents on Base: park idle USDC in a cbBTC/WETH index with Crash Shield protection and swap to USDC just in time for x402 payments. +- [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any Bitcoin Lightning wallet to send and receive instant payments. +- [GeiserX/cashpilot-mcp](https://github.com/GeiserX/cashpilot-mcp) [![GeiserX/cashpilot-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/cashpilot-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Monitor CashPilot bandwidth-sharing dashboards: passive income, DePIN earnings and container status across sharing services. +- [giskard09/argentum-core](https://github.com/giskard09/argentum-core) [![giskard09/argentum-core MCP server](https://glama.ai/mcp/servers/giskard09/argentum-core/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/argentum-core) 🐍 🏠 - Karma for AI agents and humans: submit good actions, get community attestations and earn on-chain reputation on Arbitrum, with Kleros dispute resolution. +- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Real-time financial data for stocks, options, crypto and forex. +- [cryptobriefing/gloria-mcp](https://github.com/cryptobriefing/gloria-mcp) [![cryptobriefing/gloria-mcp MCP server](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cryptobriefing/gloria-mcp) 🎖️ 🐍 ☁️ - AI-curated crypto news: real-time headlines with sentiment analysis, AI-generated recaps, keyword search and ticker summaries. +- [gpartin/CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient) [![CryptoGuardClient MCP server](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient/badges/score.svg)](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient) 🐍 ☁️ - Deterministic per-transaction crypto trade validation (PROCEED/CAUTION/BLOCK), token scanning and rug pull detection for trading agents. +- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [![sodax-builders-mcp MCP server](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) 📇 ☁️ - SODAX cross-chain DeFi data and SDK docs: query swaps, lending, solver volume and intent history. +- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [![intelligence-mcp MCP server](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) 📇 ☁️ - Agent payments ecosystem tracking: scans GitHub, Hacker News and npm for AP2, ACP, x402, MPP and UCP activity and returns scored opportunities. +- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [![openttt-mcp MCP server](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) 📇 ☁️ - Proof-of-Time temporal attestation for AI agents based on multiple HTTPS sources. +- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ☁️ 🏠 🐍 - Access Heurist Mesh web3 AI agents for blockchain analysis, smart contract auditing, token metrics, DeFi analysis, NFT valuation and transaction monitoring. +- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: unified access to crypto, DeFi and Web3 analytics. +- [hypeprinter007-stack/signalfuse-mcp](https://github.com/hypeprinter007-stack/signalfuse-mcp) [![hypeprinter007-stack/signalfuse-mcp MCP server](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypeprinter007-stack/signalfuse-mcp) 📇 ☁️ - Pay-per-call x402 tools for trading agents: fused crypto signals, sentiment, macro regime, strategy arena, Brave/Tavily web search and E2B code execution. +- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [![perp-cli MCP server](https://glama.ai/mcp/servers/hypurrquant/perp-cli/badges/score.svg)](https://glama.ai/mcp/servers/hypurrquant/perp-cli) 📇 ☁️ 🏠 🍎 🪟 🐧 - Perpetual futures trading on Pacifica, Hyperliquid and Lighter: market data, execution with dry runs, funding rate arbitrage scanning and portfolio analytics. +- [sentien-labs/verdictswarm-mcp](https://github.com/sentien-labs/verdictswarm-mcp) [![sentien-labs/verdictswarm-mcp MCP server](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp) 📇 🏠 - Multi-AI crypto token risk scanner for Solana, Base and Ethereum: agents debate risk to detect rug pulls, honeypots, holder concentration and wash trading. +- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - Fetch real-time stock prices from Stooq for global markets, including the US, Japan, UK and Germany. +- [horustechltd/horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp) [![horustechltd/horus-flow-mcp MCP server](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp) 🐍 ☁️ - Crypto and US equity order flow engine for real-time liquidity analysis. +- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [![Hovsteder/powersun-tron-mcp MCP server](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp) 📇 ☁️ - TRON Energy and Bandwidth marketplace and DEX swap aggregator: buy energy, sell resources and swap TRC-20 tokens via SunSwap. +- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - Access and analyze Chinese stock market data via baostock. +- [human-beyond/mainbook-mcp](https://github.com/human-beyond/mainbook-mcp) [![human-beyond/mainbook-mcp MCP server](https://glama.ai/mcp/servers/human-beyond/mainbook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/human-beyond/mainbook-mcp) 🎖️ 🐍 🏠 ☁️ 🍎 🐧 - Convert PDF bank statements into JSON, Excel or CSV with balance validation via the MainBook API. Does not connect to bank accounts. +- [hypeprinter007-stack/anchor-x402-mcp](https://github.com/hypeprinter007-stack/anchor-x402-mcp) [![hypeprinter007-stack/anchor-x402-mcp MCP server](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hypeprinter007-stack/anchor-x402-mcp) 📇 ☁️ - x402 pay-per-call wallet tools on Base and Solana: OFAC screening, wallet intel, hash anchoring, signed attestations, tx decoding and ENS/SNS resolution. +- [icyberdeveloper/tbank-mcp](https://github.com/icyberdeveloper/tbank-mcp) [![icyberdeveloper/tbank-mcp MCP server](https://glama.ai/mcp/servers/icyberdeveloper/tbank-mcp/badges/score.svg)](https://glama.ai/mcp/servers/icyberdeveloper/tbank-mcp) 🐍 ☁️ - T-Bank mobile banking: accounts, cards, transfers, bill pay, grocery ordering, tickets and travel search. +- [ignaciohermosillacornejo/copilot-money-mcp](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) [![ignaciohermosillacornejo/copilot-money-mcp MCP server](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp) 📇 🏠 ☁️ 🍎 - Read and manage Copilot Money data: transactions, budgets, accounts, recurring charges, investments and goals, with local reads and opt-in writes. +- [IMBAwallet/agent-mcp](https://github.com/IMBAwallet/agent-mcp) [![IMBAwallet/agent-mcp MCP server](https://glama.ai/mcp/servers/IMBAwallet/agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IMBAwallet/agent-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - IMBA Wallet for agents: docs, plus USDT TRC-20 deposits and spending on prepaid Visa cards, travel eSIMs and gift cards. No withdrawals. +- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [![indigo-mcp MCP server](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) 📇 ☁️ 🏠 - Indigo Protocol on Cardano: iAsset prices, CDP and loan analytics, stability pools, INDY staking, governance and DEX data. +- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [![cardano-mcp MCP server](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp/badges/score.svg)](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) 📇 ☁️ 🏠 - Cardano wallet interactions: submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles and check stake delegation. +- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - BSC transactions: balance and token transfers, PancakeSwap token swaps and Beeper reward claims. +- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [![invinoveritas MCP server](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas/badges/score.svg)](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) 📇 ☁️ - AI reasoning, decisions, persistent memory and an agent marketplace paid per use via Bitcoin Lightning, where agents sell services and message each other. +- [JacobiusMakes/parlay-api-mcp](https://github.com/JacobiusMakes/parlay-api-mcp) [![JacobiusMakes/parlay-api-mcp MCP server](https://glama.ai/mcp/servers/JacobiusMakes/parlay-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JacobiusMakes/parlay-api-mcp) 🐍 ☁️ - Sports odds, player props and prediction-market data, with live previews and source-quality and coverage tools. +- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - Query the Bitcoin blockchain. +- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - Access EVM JSON-RPC methods through any EVM-compatible node provider, such as Infura, Alchemy, QuickNode or a local node. +- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Real-time prediction market odds, prices and market info from Polymarket, PredictIt and Kalshi. +- [Jeric1223/tossinvest-mcp](https://github.com/Jeric1223/tossinvest-mcp) [![Jeric1223/tossinvest-mcp MCP server](https://glama.ai/mcp/servers/Jeric1223/tossinvest-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Jeric1223/tossinvest-mcp) 📇 🏠 🍎 🪟 🐧 - Toss Securities Open API for Korean and US stocks: orders behind single-use confirmation tokens, quotes, order book, candles, investor flows, holdings and FX. +- [jakzaizzat/cukaimax-agent](https://github.com/jakzaizzat/cukaimax-agent) [![jakzaizzat/cukaimax-agent MCP server](https://glama.ai/mcp/servers/jakzaizzat/cukaimax-agent/badges/score.svg)](https://glama.ai/mcp/servers/jakzaizzat/cukaimax-agent) 🎖️ ☁️ - Read-only, source-linked Malaysian individual and sole-proprietor tax reference: YA2025 Form BE drafts, Form B preparation readiness and YA2026 planning. +- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices from the Dexscreener API. +- [jblaz6335/mcp-server-aidatamarketplace](https://github.com/jblaz6335/mcp-server-aidatamarketplace) [![jblaz6335/mcp-server-aidatamarketplace MCP server](https://glama.ai/mcp/servers/jblaz6335/mcp-server-aidatamarketplace/badges/score.svg)](https://glama.ai/mcp/servers/jblaz6335/mcp-server-aidatamarketplace) 📇 🏠 - Discover, preview and buy live agent data APIs (vendor risk, company intelligence, transaction preflight, EVM reads), paying via x402 in USDC on Base. +- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - Korean stock analysis using the OpenDART and KRX APIs. +- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [![JosueM1109/personal-finance-mcp MCP server](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) 🐍 ☁️ 🏠 - Self-hosted, read-only access to bank, credit card, loan and brokerage accounts via Plaid: balances, transactions, recurring charges, liabilities and holdings. +- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [![djd-agent-score-mcp MCP server](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base: trust scores, fraud reports, blacklist checks, leaderboard, badges and agent registration. +- [JayOfemi/shikamaru](https://github.com/JayOfemi/shikamaru) [![shikamaru MCP server](https://glama.ai/mcp/servers/JayOfemi/shikamaru/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/shikamaru) 📇 🏠 - Deterministic day-count and accrued-interest calculations using ISDA and ICMA conventions. +- [keel-trade/keel-trade](https://github.com/keel-trade/keel-trade) [![keel-trade/keel-trade MCP server](https://glama.ai/mcp/servers/keel-trade/keel-trade/badges/score.svg)](https://glama.ai/mcp/servers/keel-trade/keel-trade) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest and automate Hyperliquid trading strategies: typed strategy composition, deterministic backtests on historical data and opt-in live execution. +- [kevin2003050666-coder/x402-micro-tollgate](https://github.com/kevin2003050666-coder/x402-micro-tollgate) [![kevin2003050666-coder/x402-micro-tollgate MCP server](https://glama.ai/mcp/servers/kevin2003050666-coder/x402-micro-tollgate/badges/score.svg)](https://glama.ai/mcp/servers/kevin2003050666-coder/x402-micro-tollgate) 📇 ☁️ 🏠 🍎 🪟 🐧 - HTTP 402 and MCP paywall for any API: unpaid requests get a 402, agents pay USDC on Base, then the request is proxied. Also serves paid MCP tools. +- [kinance/circle-agent-stack-mcp](https://github.com/kinance/circle-agent-stack-mcp) [![kinance/circle-agent-stack-mcp MCP server](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kinance/circle-agent-stack-mcp) 📇 ☁️ - Circle Agent Stack via the Circle CLI: create USDC wallets, set spend policies, send stablecoins and pay x402-gated endpoints. +- [krystiangw/agenticpay](https://github.com/krystiangw/agenticpay) [![krystiangw/agenticpay MCP server](https://glama.ai/mcp/servers/krystiangw/agenticpay/badges/score.svg)](https://glama.ai/mcp/servers/krystiangw/agenticpay) 📇 ☁️ 🏠 - x402 micropayments stack for MCP: pay-per-tool-call USDC settlement on Solana via a self-hostable facilitator, with SDK, CLI and paywall middleware. +- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - Track Binance Alpha trades to help optimize alpha point accumulation. +- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) 🐍 ☁️ - Track Bitcoin unspent transaction outputs (UTXOs) and block statistics. +- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - Blockchain news and in-depth articles from BlockBeats. +- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) 🐍 ☁️ - Real-time gas price predictions across multiple blockchains from Blocknative. +- [kukapay/bridge-metrics-mcp](https://github.com/kukapay/bridge-metrics-mcp) 📇 ☁️ - Real-time cross-chain bridge metrics. +- [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) 📇 ☁️ - Real-time cross-chain bridge rates and optimal transfer routes. +- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) 📇 ☁️ - Real-time access to Chainlink's decentralized on-chain price feeds. +- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) 📇 ☁️ - Verified EVM chain information: RPC URLs, chain IDs, explorers and native tokens. +- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) 🐍 ☁️ - Real-time access to the latest Cointelegraph news. +- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Real-time and historical Crypto Fear & Greed Index data. +- [kukapay/crypto-funds-mcp](https://github.com/kukapay/crypto-funds-mcp) 🐍 ☁️ - Structured, real-time data on cryptocurrency investment funds. +- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - Cryptocurrency technical analysis indicators and strategies. - [kukapay/crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance. -- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents. -- [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) 🐍 ☁️ - Analyzing order book depth and imbalance across major crypto exchanges. -- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) 🐍 ☁️ - Tracking stablecoin peg integrity across multiple blockchains. -- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations. -- [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) 🐍 ☁️ - Providing cryptocurrency project data from Mobula.io to AI agents. -- [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) 🐍 ☁️ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds. -- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents. -- [kukapay/crypto-stocks-mcp](https://github.com/kukapay/crypto-stocks-mcp) 🐍 ☁️ - An MCP server that tracks real-time data for major crypto-related stocks. -- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko. -- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers. -- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. -- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [![LamboPoewert/mcp-server-madeonsol MCP server](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol/badges/score.svg)](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) 📇 ☁️ - Real-time Solana memecoin intelligence — 51 tools across KOL wallet tracking (1,000+ wallets, sub-3s latency), Pump.fun deployer scoring (6,700+ scored), multi-KOL coordination signals, alpha-wallet intel (47k+ scored early buyers), first-touch scout signal (backtested ≥3 follow-on KOLs ~50% of the time vs 14% baseline), copy-trade rules, and the all-DEX trade firehose. Free tier 200 req/day; also supports x402 micropayments. Install: `npx -y smithery mcp add madeonsol/solana-kol-intelligence`. -- [praveendias1180/easypaydirect-mcp](https://github.com/praveendias1180/easypaydirect-mcp) [![praveendias1180/easypaydirect-mcp MCP server](https://glama.ai/mcp/servers/praveendias1180/easypaydirect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/praveendias1180/easypaydirect-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to Easy Pay Direct / NMI-family payment gateways: search transactions, subscriptions, recurring plans and the Customer Vault. No code path to charge, refund or void. -- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [![LightSpeedPlusOne/invovate-mcp-server MCP server](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON & UBL invoices in 11 languages (Arabic RTL, Japanese, Hindi, Cyrillic) from AI agents. Free tier, no key needed for JSON totals. -- [mobymedia/polymarket-news-mcp](https://github.com/mobymedia/polymarket-news-mcp) [![mobymedia/polymarket-news-mcp MCP server](https://glama.ai/mcp/servers/mobymedia/polymarket-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mobymedia/polymarket-news-mcp) 🐍 🏠 - Match news headlines to the Polymarket prediction markets they could move — live odds, deep links, explainable matching. Read-only, no API keys. -- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [![27dream/mcp-eastmoney MCP server](https://glama.ai/mcp/servers/27dream/mcp-eastmoney/badges/score.svg)](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share stock market MCP server — real-time quotes, main capital flow ranking, sector fund flow, and historical K-lines via Eastmoney's free APIs. Zero config, no API keys required. 5 tools: `get_stock_quote`, `search_stock`, `main_fund_rank`, `sector_fund_flow`, `get_kline`. Install: `uvx mcp-eastmoney` or `pip install mcp-eastmoney`. -- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [![make-software/cspr-trade-mcp MCP server](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally — private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp` -- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs. -- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities. -- [kukapay/dex-pools-mcp](https://github.com/kukapay/dex-pools-mcp) 🐍 ☁️ - An MCP server that provides AI agents with real-time access to DEX liquidity pool data. -- [kukapay/dexscreener-trending-mcp](https://github.com/kukapay/dexscreener-trending-mcp) 📇 ☁️ - Provides real-time trending tokens from DexScreener. -- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents. -- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ - Delivering crypto ETF flow data to power AI agents' decision-making. -- [kukapay/ethereum-validator-queue-mcp](https://github.com/kukapay/ethereum-validator-queue-mcp) 🐍 ☁️ - An MCP server that tracks Ethereum’s validator activation and exit queues in real time. -- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. -- [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) 🐍 ☁️ - Providing real-time funding rate data across major crypto exchanges. -- [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) 🐍 ☁️ - An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics. -- [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) 🐍 ☁️ - An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. -- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API. -- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap. -- [kukapay/polymarket-predictions-mcp](https://github.com/kukapay/polymarket-predictions-mcp) 🐍 ☁️ - An MCP server that delivers real-time market odds from Polymarket. -- [kukapay/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) 🐍 ☁️ - Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading. -- [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) 🐍 ☁️ - An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab). -- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens. -- [kukapay/stargate-bridge-mcp](https://github.com/kukapay/stargate-bridge-mcp) 📇 ☁️ - An MCP server that enables cross-chain token transfers via the Stargate protocol. -- [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) 📇 ☁️ - An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain. -- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph. -- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. -- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. -- [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) 🐍 ☁️ - An MCP server that tracks the historical changes of Twitter usernames. -- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. -- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) 📇 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. -- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains. -- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) 🐍 ☁️ - An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain. -- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ - An MCP server that provides AI agents with real-time access to curated Web3 jobs. -- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions. -- [Liquidiction/liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp) [![Liquidiction/liquidiction-mcp MCP server](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) 📇 ☁️ - Live Hyperliquid HIP-4 prediction market data. 10 tools for odds, orderbooks, candles, trades, and portfolio positions. First MCP server for on-chain prediction markets. No API keys required. -- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [![Frontier-Compute/zcash-mcp MCP server](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) 📇 ☁️ - Zcash shielded operations for AI agents. Chain queries, memo decoding, on-chain attestation, and proof verification. -- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [![trading212-mcp-server MCP server](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) 🐍 ☁️ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting. -- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) 🎖️ 📇 ☁️ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling. -- [kindrat86/agentmail](https://github.com/kindrat86/agentmail) [![kindrat86/agentmail MCP server](https://glama.ai/mcp/servers/kindrat86/agentmail/badges/score.svg)](https://glama.ai/mcp/servers/kindrat86/agentmail) 🐍 ☁️ 🏠 - OFAC sanctions screening for AI agents. Screen names, wallets, and countries before payment through MCP, HTTP, or CLI. Free tier: 5 checks/day; x402: $0.05/check; Dev key: $19/month. -- [kindrat86/mcp-deal-flow-signal](https://github.com/kindrat86/mcp-deal-flow-signal) [![kindrat86/mcp-deal-flow-signal MCP server](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal/badges/score.svg)](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal) 📇 ☁️ - VC deal flow signals from GitHub engineering activity. Tracks startup commit velocity, contributor growth, and repo expansion across 20 sectors for seed and Series A investors. No API key required. Install: `npx @gitdealflow/mcp-signal`. -- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. -- [lightningfaucet/lightning-wallet-mcp](https://github.com/lightningfaucet/lightning-wallet-mcp) [![lightningfaucet/lightning-wallet-mcp MCP server](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp) 📇 ☁️ - Give AI agents a Bitcoin Lightning wallet with L402/X402 paid API support, operator/agent hierarchy, budget controls, and CLI interface. -- [likidodefi/riskstate-mcp](https://github.com/likidodefi/riskstate-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH. [![likidodefi/riskstate-mcp MCP server](https://glama.ai/mcp/servers/likidodefi/riskstate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/likidodefi/riskstate-mcp) -- [unixlamadev-spec/lightningprox-mcp](https://github.com/unixlamadev-spec/lightningprox-mcp) [![unixlamadev-spec/lightningprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp) 📇 🏎️ - MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning. Supports vision/multimodal. -- [unixlamadev-spec/lpxpoly-mcp](https://github.com/unixlamadev-spec/lpxpoly-mcp) [![unixlamadev-spec/lpxpoly-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp) 📇 ☁️ — Polymarket prediction market analysis via LightningProx. Find mispriced markets, analyze specific markets, get top markets by volume. Pay per request with Bitcoin Lightning spend tokens. -- [untitledfinancial/dpx-mcp](https://github.com/untitledfinancial/dpx-mcp) [![untitledfinancial/dpx-mcp MCP server](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp) 📇 ☁️ - Settlement protocol MCP server for institutional cross-border USDC transactions on Base mainnet. 14 tools: 10-source Stability Oracle (macro, FX, ESG, climate, supply chain, earth systems), ESG scoring with 6 institutional providers, FX quotes, Verification of Payee, and USDC settlement execution. x402 pay-per-call intelligence. MiCA-aligned, GENIUS Act compatible. `npx @untitledfinancial/dpx-mcp` -- [lnbits/LNbits-MCP-Server](https://github.com/lnbits/LNbits-MCP-Server) - Am MCP server for LNbits Lightning Network wallet integration. -- [logotype/fixparser](https://gitlab.com/logotype/fixparser) 🎖 📇 ☁️ 🏠 📟 - FIX Protocol (send orders, market data, etc.) written in TypeScript. -- [longbridge/longbridge-mcp](https://github.com/longbridge/longbridge-mcp) [![longbridge/longbridge-mcp MCP server](https://glama.ai/mcp/servers/longbridge/longbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/longbridge/longbridge-mcp) 🎖️ 🦀 ☁️ - Official Longbridge brokerage MCP — 110 tools for US/HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans, portfolio analytics and community sharelists. Hosted at `https://openapi.longbridge.com/mcp` with OAuth 2.1 via RFC 9728. -- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. -- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [![makeev/alphai-mcp MCP server](https://glama.ai/mcp/servers/makeev/alphai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - Real-time, AI-enriched financial news for trading agents: full-text & ticker search, trending and "actionable-now" feeds, SEC Form 4 insider transactions, and two-ticker read-across. Each story carries per-ticker analysis and a 1-10 relevance score. Hosted at mcp.alphai.io, OAuth, free tier 20 req/min and 100 calls/day. -- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [![crypto-signals-mcp MCP server](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API. -- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required. -- [tersignhq/tersign-js](https://github.com/tersignhq/tersign-js) [![tersignhq/tersign-js MCP server](https://glama.ai/mcp/servers/tersignhq/tersign-js/badges/score.svg)](https://glama.ai/mcp/servers/tersignhq/tersign-js) 📇 ☁️ - Evidence layer for agent-to-agent commerce: signed receipts, verification, and dispute evidence envelopes. -- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [![tresor4k/macalc-mcp MCP server](https://glama.ai/mcp/servers/tresor4k/macalc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - The most comprehensive everyday calculator MCP server — 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance, health, math, science, construction, conversions, education, sport, cooking, travel & more. Free, no API key. -- [mbrassey/solentic](https://github.com/mbrassey/solentic) [![solentic MCP server](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic/badges/score.svg)](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic) 📇 ☁️ - Native Solana staking infrastructure for AI agents — 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions only, ~6% APY via Blueprint validator. -- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. -- [MeshLedger/MeshLedger](https://github.com/MeshLedger/MeshLedger) [![MeshLedger/MeshLedger MCP server](https://glama.ai/mcp/servers/MeshLedger/MeshLedger/badges/score.svg)](https://glama.ai/mcp/servers/MeshLedger/MeshLedger) 📇 ☁️ - AI-to-AI marketplace with on-chain escrow -- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers. -- [jacksun911/megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp) [![jacksun911/megalaunch-mcp MCP server](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp) 📇 ☁️ - AI-powered meme token launch service on Solana/pump.fun. Create tokens with AI-generated art, bundled buys, and Jito-powered MEV protection. Supports Basic and Premium packages. -- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports. -- [mission69b/t2000](https://github.com/mission69b/t2000) [![mission69b/t2000 MCP server](https://glama.ai/mcp/servers/mission69b/t2000/badges/score.svg)](https://glama.ai/mcp/servers/mission69b/t2000) 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization across NAVI, Suilend, and Cetus. -- [mmxrealQQ/bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn) [![mmxrealQQ/bobai-buyburn MCP server](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn/badges/score.svg)](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn) 🎖️ 📇 ☁️ - Live verifiable on-chain data for the $BOBAI token on BNB Chain — price computed from pair reserves × Chainlink (no price API), liquidity depth with LP-burn proof, buyback-and-burn audit trail, fee-on-transfer-safe trade params, and an earnable NFT buy-drop. 13 read-only tools + 2 guided prompts, no API key. Remote HTTP MCP at `https://brainonbnb.com/mcp` with a plain-REST mirror. -- [mohamedkuch/utilia-solana-agent](https://github.com/mohamedkuch/utilia-solana-agent) [![mohamedkuch/utilia-solana-agent MCP server](https://glama.ai/mcp/servers/mohamedkuch/utilia-solana-agent/badges/score.svg)](https://glama.ai/mcp/servers/mohamedkuch/utilia-solana-agent) 📇 ☁️ 🍎 🪟 🐧 - Read-only Solana transaction preflight and agent media tools: live priority fees, simulation, failure diagnosis, token-risk evidence, PDF-to-Markdown, and audio normalization. No API key; remote MCP calls use x402 USDC on Solana ($0.002–$0.01/call). Install via `npx -y utilia-solana-agent@0.5.7` or use remote MCP at `https://api.utilia.ink/mcp`. -- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [![oath-score MCP server](https://glama.ai/mcp/servers/moxiespirit/oath-score/badges/score.svg)](https://glama.ai/mcp/servers/moxiespirit/oath-score) 🐍 ☁️ - The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools. -- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [![binance](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures/badges/score.svg)](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) 🐍 ☁️ - MCP server for Binance USDT-M Futures trading — exposes tools for market data, account state, order management, and position/margin control. -- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance. -- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) 🐍 ☁️ 🏠 - MCP server for intelligent subscription management with Gmail + MySQL integration. -- [netanelavr/trading-mcp](https://github.com/netanelavr/trading-mcp) [![netanelavr/trading-mcp MCP server](https://glama.ai/mcp/servers/netanelavr/trading-mcp/badges/score.svg)](https://glama.ai/mcp/servers/netanelavr/trading-mcp) 📇 🏠 - Local MCP server for stock screening, fundamentals, insider trades, options/Reddit sentiment, and AI news analysis. -- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) 📇 🏠 ☁️ - European financial data for AI agents — ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [![nexusforge-tools/mcp-eu-finance MCP server](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance/badges/score.svg)](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance) -- [nhantour/inferenceview-mcp](https://github.com/nhantour/inferenceview-mcp) [![nhantour/inferenceview-mcp MCP server](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Preflight x402 and MCP resources before payment and fact-check claims before an AI agent acts. Wallet keys remain local; paid calls settle in USDC on Base. -- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [![clickup-cli MCP server](https://glama.ai/mcp/servers/nicholasbester/clickup-cli/badges/score.svg)](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI. -- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963. -- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [![0x-devc/novai-mcp-server MCP server](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only access to the live NOVAI blockchain (AI-native L1). Query blocks, transactions, AI entities, on-chain signals, oracle anchors, and memory objects over public JSON-RPC. No keys, no write paths. -- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [![noblabs/lit-forge-mcp MCP server](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's つみたて NISA / iDeCo: 4 zero-auth tools — `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry. -- [nonameuserd/paybond-kit](https://github.com/nonameuserd/paybond-kit) [![nonameuserd/paybond-kit MCP server](https://glama.ai/mcp/servers/nonameuserd/paybond-kit/badges/score.svg)](https://glama.ai/mcp/servers/nonameuserd/paybond-kit) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Tenant-bound MCP server for agent spend authorization, policy guardrails, evidence, escrow settlement, and portable receipts. Sandbox bootstrap, spend intents, and completion validation for Cursor and Claude Code. TypeScript: `npx -p @paybond/kit paybond login` then `npx -y -p @paybond/kit paybond-mcp-server`. Python: `pip install paybond-kit` then `paybond-kit-login` and `paybond-mcp-server`. [Docs](https://paybond.ai/docs/kit/mcp-server). -- [none298-dotcom/mylinedchart-mcp-chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context) [![none298-dotcom/mylinedchart-mcp-chart-context MCP server](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context/badges/score.svg)](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context) 📇 🏠 🍎 - Read-only MCP server exposing your live MyLinedChart desktop chart context (symbol, candles, drawings, indicators, IBKR status) to local AI agents. Local, private, read-only. -- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [![ntriq-agentshop MCP server](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop/badges/score.svg)](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) 📇 ☁️ 🍎 🪟 🐧 - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base — no API keys. 6 endpoints from $0.01. -- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [![mcp-client MCP server](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client/badges/score.svg)](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base. -- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data -- [oerc-s/primordia](https://github.com/oerc-s/primordia) 📇 ☁️ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402). -- [OilpriceAPI/mcp-server](https://github.com/OilpriceAPI/mcp-server) [![OilpriceAPI/mcp-server MCP server](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server) 🎖️ 📇 ☁️ - Real-time oil, gas & commodity prices — spot, history, futures curves, price alerts and market briefs for Brent, WTI, natural gas, diesel, jet fuel and 70+ more. Works keyless in demo mode. +- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - Real-time cryptocurrency news from NewsData. +- [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) 🐍 ☁️ - Analyze order book depth and imbalance across major crypto exchanges. +- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) 🐍 ☁️ - Track stablecoin peg integrity across multiple blockchains. +- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - Track and manage cryptocurrency portfolio allocations. +- [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) 🐍 ☁️ - Cryptocurrency project data from Mobula. +- [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) 🐍 ☁️ - Aggregate real-time cryptocurrency news from multiple RSS feeds. +- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - Cryptocurrency sentiment analysis. +- [kukapay/crypto-stocks-mcp](https://github.com/kukapay/crypto-stocks-mcp) 🐍 ☁️ - Track real-time data for major crypto-related stocks. +- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Track the latest trending tokens on CoinGecko. +- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) 🐍 ☁️ - Structured knowledge base of crypto whitepapers. +- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Latest cryptocurrency news from CryptoPanic. +- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [![LamboPoewert/mcp-server-madeonsol MCP server](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol/badges/score.svg)](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) 📇 ☁️ - Real-time Solana memecoin data: KOL wallet tracking and coordination signals, Pump.fun deployer scoring, alpha-wallet intel, copy-trade rules and DEX trades. +- [praveendias1180/easypaydirect-mcp](https://github.com/praveendias1180/easypaydirect-mcp) [![praveendias1180/easypaydirect-mcp MCP server](https://glama.ai/mcp/servers/praveendias1180/easypaydirect-mcp/badges/score.svg)](https://glama.ai/mcp/servers/praveendias1180/easypaydirect-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to Easy Pay Direct and NMI-family payment gateways: search transactions, subscriptions, recurring plans and the Customer Vault. +- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [![LightSpeedPlusOne/invovate-mcp-server MCP server](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON and UBL invoices in multiple languages and scripts, including right-to-left Arabic, Japanese, Hindi and Cyrillic. +- [mobymedia/polymarket-news-mcp](https://github.com/mobymedia/polymarket-news-mcp) [![mobymedia/polymarket-news-mcp MCP server](https://glama.ai/mcp/servers/mobymedia/polymarket-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mobymedia/polymarket-news-mcp) 🐍 🏠 - Match news headlines to the Polymarket prediction markets they could move, with live odds, deep links and explainable matching. Read-only. +- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [![27dream/mcp-eastmoney MCP server](https://glama.ai/mcp/servers/27dream/mcp-eastmoney/badges/score.svg)](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share market data via Eastmoney: real-time quotes, main capital flow rankings, sector fund flows and historical K-lines. +- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [![make-software/cspr-trade-mcp MCP server](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via CSPR.trade: market data, swaps, liquidity and account queries, with transactions signed locally. +- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - Aggregate live governance proposals from major DAOs. +- [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - Explore DeFi yield opportunities. +- [kukapay/dex-pools-mcp](https://github.com/kukapay/dex-pools-mcp) 🐍 ☁️ - Real-time access to DEX liquidity pool data. +- [kukapay/dexscreener-trending-mcp](https://github.com/kukapay/dexscreener-trending-mcp) 📇 ☁️ - Real-time trending tokens from DexScreener. +- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - Access Dune Analytics data. +- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ - Crypto ETF flow data. +- [kukapay/ethereum-validator-queue-mcp](https://github.com/kukapay/ethereum-validator-queue-mcp) 🐍 ☁️ - Track Ethereum validator activation and exit queues in real time. +- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - Integrate with the Freqtrade cryptocurrency trading bot. +- [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) 🐍 ☁️ - Real-time funding rate data across major crypto exchanges. +- [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) 🐍 ☁️ - Real-time data and insights from the Hyperliquid perp DEX for bots, dashboards and analytics. +- [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) 🐍 ☁️ - Real-time Hyperliquid whale alerts for positions with a notional value above $1 million. +- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - Execute token swaps on Solana using Jupiter's Ultra API. +- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - Track newly created pools on PancakeSwap. +- [kukapay/polymarket-predictions-mcp](https://github.com/kukapay/polymarket-predictions-mcp) 🐍 ☁️ - Real-time market odds from Polymarket. +- [kukapay/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) 🐍 ☁️ - Real-time token swaps and automated on-chain trading on PumpSwap. +- [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) 🐍 ☁️ - Launch, buy and sell tokens on Raydium LaunchLab (Raydium Launchpad). +- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - Detect potential risks in Solana meme tokens. +- [kukapay/stargate-bridge-mcp](https://github.com/kukapay/stargate-bridge-mcp) 📇 ☁️ - Cross-chain token transfers via the Stargate protocol. +- [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) 📇 ☁️ - Optimal token swaps on the Sui blockchain. +- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - Indexed blockchain data from The Graph. +- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - Mint ERC-20 tokens across multiple blockchains. +- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - Check and revoke ERC-20 token allowances across multiple blockchains. +- [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) 🐍 ☁️ - Track historical Twitter username changes. +- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - Track newly created Uniswap liquidity pools across multiple blockchains. +- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) 📇 ☁️ - Real-time token prices from Uniswap V3 across multiple chains. +- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - Automate token swaps on Uniswap across multiple blockchains. +- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) 🐍 ☁️ - Inspect any wallet's balance and on-chain activity across major EVM chains and Solana. +- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ - Real-time access to curated Web3 job listings. +- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - Track cryptocurrency whale transactions. +- [Liquidiction/liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp) [![Liquidiction/liquidiction-mcp MCP server](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) 📇 ☁️ - Live Hyperliquid HIP-4 prediction market data: odds, order books, candles, trades and portfolio positions. +- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [![Frontier-Compute/zcash-mcp MCP server](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) 📇 ☁️ - Zcash shielded operations: chain queries, memo decoding, on-chain attestation and proof verification. +- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [![trading212-mcp-server MCP server](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) 🐍 ☁️ - Trading 212 API integration: portfolio management, market, limit and stop orders, pies, dividends, market data and analytics. +- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) 🎖️ 📇 ☁️ - Klever blockchain smart contract development, on-chain data exploration, account and asset queries, transaction analysis and contract deployment. +- [kindrat86/agentmail](https://github.com/kindrat86/agentmail) [![kindrat86/agentmail MCP server](https://glama.ai/mcp/servers/kindrat86/agentmail/badges/score.svg)](https://glama.ai/mcp/servers/kindrat86/agentmail) 🐍 ☁️ 🏠 - OFAC sanctions screening of names, wallets and countries before payment, via MCP, HTTP or CLI. +- [kindrat86/mcp-deal-flow-signal](https://github.com/kindrat86/mcp-deal-flow-signal) [![kindrat86/mcp-deal-flow-signal MCP server](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal/badges/score.svg)](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal) 📇 ☁️ - VC deal flow signals from GitHub activity: startup commit velocity, contributor growth and repo expansion across sectors, for seed and Series A investors. +- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - Manage stock and crypto portfolios, place trades and access market data via the Alpaca trading API. +- [lightningfaucet/lightning-wallet-mcp](https://github.com/lightningfaucet/lightning-wallet-mcp) [![lightningfaucet/lightning-wallet-mcp MCP server](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp) 📇 ☁️ - Bitcoin Lightning wallet for AI agents with L402/x402 paid API support, operator/agent hierarchy, budget controls and a CLI. +- [likidodefi/riskstate-mcp](https://github.com/likidodefi/riskstate-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic risk governance for BTC and ETH trading agents: a five-level policy engine with position sizing, leverage limits and trade blocking. +- [unixlamadev-spec/lightningprox-mcp](https://github.com/unixlamadev-spec/lightningprox-mcp) [![unixlamadev-spec/lightningprox-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/lightningprox-mcp) 📇 🏎️ - Pay-per-request AI access via Bitcoin Lightning through LightningProx, with vision and multimodal support. +- [unixlamadev-spec/lpxpoly-mcp](https://github.com/unixlamadev-spec/lpxpoly-mcp) [![unixlamadev-spec/lpxpoly-mcp MCP server](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/unixlamadev-spec/lpxpoly-mcp) 📇 ☁️ - Polymarket analysis via LightningProx: find mispriced markets, analyze specific markets and list top markets by volume, paid per request over Lightning. +- [untitledfinancial/dpx-mcp](https://github.com/untitledfinancial/dpx-mcp) [![untitledfinancial/dpx-mcp MCP server](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/untitledfinancial/dpx-mcp) 📇 ☁️ - Cross-border USDC settlement on Base: stability oracle (macro, FX, ESG, climate), ESG scoring, FX quotes, Verification of Payee and settlement execution. +- [lnbits/LNbits-MCP-Server](https://github.com/lnbits/LNbits-MCP-Server) - LNbits Lightning Network wallet integration. +- [longbridge/longbridge-mcp](https://github.com/longbridge/longbridge-mcp) [![longbridge/longbridge-mcp MCP server](https://glama.ai/mcp/servers/longbridge/longbridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/longbridge/longbridge-mcp) 🎖️ 🦀 ☁️ - Longbridge brokerage: US and HK real-time quotes, options, trading, fundamentals, analyst ratings, calendars, price alerts, DCA plans and portfolio analytics. +- [longportapp/longport-mcp](https://github.com/longportapp/longport-mcp) 🦀 ☁️ - Real-time stock market data, analysis and trading via the LongPort OpenAPI. +- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [![makeev/alphai-mcp MCP server](https://glama.ai/mcp/servers/makeev/alphai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - AI-enriched financial news: full-text and ticker search, trending feeds, SEC Form 4 insider transactions and per-ticker analysis with relevance scores. +- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [![crypto-signals-mcp MCP server](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection: unusual trading activity, whale movements and pump signals. +- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades and other sources. +- [tersignhq/tersign-js](https://github.com/tersignhq/tersign-js) [![tersignhq/tersign-js MCP server](https://glama.ai/mcp/servers/tersignhq/tersign-js/badges/score.svg)](https://glama.ai/mcp/servers/tersignhq/tersign-js) 📇 ☁️ - Signed receipts, verification and dispute evidence for agent-to-agent commerce. +- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [![tresor4k/macalc-mcp MCP server](https://glama.ai/mcp/servers/tresor4k/macalc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - Everyday calculators for finance, tax (eight countries), health, math, science, construction, conversions, education, sport, cooking and travel. +- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Blockchain services for many EVM networks: native tokens, ERC-20, NFTs, smart contracts, transactions and ENS resolution. +- [MeshLedger/MeshLedger](https://github.com/MeshLedger/MeshLedger) [![MeshLedger/MeshLedger MCP server](https://glama.ai/mcp/servers/MeshLedger/MeshLedger/badges/score.svg)](https://glama.ai/mcp/servers/MeshLedger/MeshLedger) 📇 ☁️ - AI-to-AI marketplace with on-chain escrow. +- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Starknet blockchain integration: native tokens (ETH, STRK), smart contracts, StarknetID resolution and token transfers. +- [jacksun911/megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp) [![jacksun911/megalaunch-mcp MCP server](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp) 📇 ☁️ - Meme token launches on Solana via pump.fun: create tokens with AI-generated art, bundled buys and Jito MEV protection. +- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 - Manage financial transactions and generate reports with ledger-cli. +- [mission69b/t2000](https://github.com/mission69b/t2000) [![mission69b/t2000 MCP server](https://glama.ai/mcp/servers/mission69b/t2000/badges/score.svg)](https://glama.ai/mcp/servers/mission69b/t2000) 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui: save, borrow, invest, exchange, send and pay, with yield optimization across NAVI, Suilend and Cetus. +- [mmxrealQQ/bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn) [![mmxrealQQ/bobai-buyburn MCP server](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn/badges/score.svg)](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn) 🎖️ 📇 ☁️ - On-chain data for the $BOBAI token on BNB Chain: price from pair reserves and Chainlink, liquidity depth, LP-burn proof and a buyback-and-burn audit trail. +- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [![oath-score MCP server](https://glama.ai/mcp/servers/moxiespirit/oath-score/badges/score.svg)](https://glama.ai/mcp/servers/moxiespirit/oath-score) 🐍 ☁️ - Real-time market state for trading agents (exchange status, VIX/VVIX/SKEW, economic events) plus quality ratings for financial data APIs. +- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [![binance](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures/badges/score.svg)](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) 🐍 ☁️ - Binance USDT-M Futures trading: market data, account state, order management and position and margin control. +- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - Get Yahoo Finance data using yfinance. +- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) 🐍 ☁️ 🏠 - Subscription management with Gmail and MySQL integration. +- [netanelavr/trading-mcp](https://github.com/netanelavr/trading-mcp) [![netanelavr/trading-mcp MCP server](https://glama.ai/mcp/servers/netanelavr/trading-mcp/badges/score.svg)](https://glama.ai/mcp/servers/netanelavr/trading-mcp) 📇 🏠 - Local stock research: screening, fundamentals, insider trades, options and Reddit sentiment, and AI news analysis. +- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) 📇 🏠 ☁️ - European financial data: ECB rates, plus Eurostat inflation, GDP and unemployment by EU country. +- [nhantour/inferenceview-mcp](https://github.com/nhantour/inferenceview-mcp) [![nhantour/inferenceview-mcp MCP server](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Preflight x402 and MCP resources before payment and fact-check claims before an agent acts, with local wallet keys and USDC settlement on Base. +- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [![clickup-cli MCP server](https://glama.ai/mcp/servers/nicholasbester/clickup-cli/badges/score.svg)](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) 🦀 🏠 ☁️ 🍎 🪟 🐧 - ClickUp API integration covering all endpoints, with compact, token-efficient responses. Also works as a standalone CLI. +- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet that routes transactions to browser wallets like MetaMask for signing, with explicit user approval for every action via EIP-6963. +- [0x-devc/novai-mcp-server](https://github.com/0x-devc/novai-mcp-server) [![0x-devc/novai-mcp-server MCP server](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0x-devc/novai-mcp-server) 📇 ☁️ - Read-only queries of the NOVAI layer-1 blockchain: blocks, transactions, AI entities, on-chain signals, oracle anchors and memory objects. +- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [![noblabs/lit-forge-mcp MCP server](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) 📇 🏠 🍎 🪟 🐧 - Personal asset planning for Japan's Tsumitate NISA and iDeCo: NISA simulations, retirement gap analysis, required monthly savings and compound interest. +- [nonameuserd/paybond-kit](https://github.com/nonameuserd/paybond-kit) [![nonameuserd/paybond-kit MCP server](https://glama.ai/mcp/servers/nonameuserd/paybond-kit/badges/score.svg)](https://glama.ai/mcp/servers/nonameuserd/paybond-kit) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Tenant-bound agent spend authorization: policy guardrails, spend intents, evidence, escrow settlement, completion validation and portable receipts. +- [none298-dotcom/mylinedchart-mcp-chart-context](https://github.com/none298-dotcom/mylinedchart-mcp-chart-context) [![none298-dotcom/mylinedchart-mcp-chart-context MCP server](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context/badges/score.svg)](https://glama.ai/mcp/servers/none298-dotcom/mylinedchart-mcp-chart-context) 📇 🏠 🍎 - Local, read-only access to live MyLinedChart desktop chart context: symbol, candles, drawings, indicators and IBKR status. +- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Integrate private and public market data via Octagon AI agents. +- [oerc-s/primordia](https://github.com/oerc-s/primordia) 📇 ☁️ - Economic settlement for AI agents: receipt verification, metering, net settlements, credit lines and balance sheets. +- [OilpriceAPI/mcp-server](https://github.com/OilpriceAPI/mcp-server) [![OilpriceAPI/mcp-server MCP server](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OilpriceAPI/mcp-server) 🎖️ 📇 ☁️ - Real-time oil, gas and commodity prices: spot, history, futures curves, price alerts and market briefs for Brent, WTI, diesel, jet fuel and more. - [olgasafonova/gleif-mcp-server](https://github.com/olgasafonova/gleif-mcp-server) 🏎️ ☁️ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API. -- [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server) [![omni-fun-mcp-server MCP server](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) 📇 ☁️ - Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme — earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info. -- [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [![profitspot-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) 🐍 ☁️ - Cross-chain DeFi intelligence MCP server for AI agents. 7 tools for yield discovery, pool analysis, profit simulation, risk scoring, whale tracking, impermanent loss calculation, and DeFi overview across 86 chains and 6,500+ liquidity pools. Install via `pip install profitspot-mcp`. -- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [![openaccountants/openaccountants MCP server](https://glama.ai/mcp/servers/openaccountants/openaccountants/badges/score.svg)](https://glama.ai/mcp/servers/openaccountants/openaccountants) 📇 ☁️ - Open-source AI accounting skills, checked by licensed accountants jurisdiction by jurisdiction. 3 tools: list skills by country/category, get full skill content, and get individual sections. Skills teach AI agents tax computations (income tax, VAT, payroll) across 134 countries plus US states and Canadian provinces. Hosted at `https://www.openaccountants.com/api/mcp`. -- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) 🐍 ☁️ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract. -- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. -- [opsloft/tariff-resolver](https://github.com/opsloft/tariff-resolver) [![opsloft/tariff-resolver MCP server](https://glama.ai/mcp/servers/opsloft/tariff-resolver/badges/score.svg)](https://glama.ai/mcp/servers/opsloft/tariff-resolver) 📇 🏠 - US import duty research from official USITC data — HTS code candidates, Chapter 99 additional duties (Section 301/IEEPA), MPF/HMF fees, landed-cost components, and tariff-change tracking between HTS revisions. -- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [![orcalayer/orcalayer-mcp MCP server](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) 🐍 ☁️ - Polymarket whale tracking & smart-money analytics. Filtered leaderboard (airdrop-farmers excluded), hedge detection, NegRisk correction, and Ukraine territorial markets with ISW frontline overlay. -- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [![partymola/monzo-mcp MCP server](https://glama.ai/mcp/servers/partymola/monzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/monzo-mcp) 🐍 ☁️ 🏠 - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns. -- [paulf280-ui/solana-safe-sniper-mcp-template](https://github.com/paulf280-ui/solana-safe-sniper-mcp-template) [![paulf280-ui/solana-safe-sniper-mcp-template MCP server](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template/badges/score.svg)](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template) 📇 ☁️ - Pre-trade safety check for Solana tokens. `check_cabal_risk` traces holder funding to shared sources, flags same-block bundle buys, coordinated dumps and serial-launcher deployer history, and returns one Exit-Liquidity Risk verdict with a 0-100 score before an agent buys. Holder concentration counts only real wallets — LP pools and locked supply are excluded and labelled, not scored as a whale. The deployer is resolved from the token's Create transaction rather than the mutable `creator` field, which pump.fun's ownership transfer can rewrite. A second tool, `check_wallet_in_token`, screens one specific wallet against one token — rank, share of supply, whether it funded a coordinated cluster, or whether it held and has since sold out — and states the limit of what was actually checked instead of returning a false "clean". Free tier available with no signup; then $0.001 USDC per scan via x402. Remote at https://api.cabal-hunter.com/mcp -- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [![payclaw-mcp MCP server](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) 📇 ☁️ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted. -- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [![mikusnuz/pexbot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) 📇 ☁️ - AI simulated crypto trading with real-time Upbit prices. 11 tools for registration, trading, and autonomous AI investment with 100M KRW virtual balance. `npx -y @pexbot/mcp` -- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [![graph-aave-mcp MCP server](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) 📇 ☁️ - AAVE V2/V3 lending protocol data across 7 chains via The Graph — reserves, user positions, health factors, liquidations, flash loans, and governance. -- [PaulieB14/graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp) [![graph-polymarket-mcp MCP server](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp) 📇 ☁️ - Polymarket prediction market data via The Graph — markets, positions, orders, user activity, and real-time odds. -- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [![spraay-x402-mcp MCP server](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers. -- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more. -- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [![PostOakLabs/ainumbers-mcp-apps MCP server](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps/badges/score.svg)](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) 📇 ☁️ - 420+ deterministic fintech tools — agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison, and MCP dev tooling (tool-definition linter, server.json validator, OAuth auditor, readiness scorecard) — with 15 flagship tools rendered as interactive MCP Apps widgets. Remote streamable HTTP, read-only, no auth, zero PII. -- [predictionmarketspicks/mcp](https://github.com/predictionmarketspicks/mcp) [![predictionmarketspicks/mcp MCP server](https://glama.ai/mcp/servers/predictionmarketspicks/mcp/badges/score.svg)](https://glama.ai/mcp/servers/predictionmarketspicks/mcp) 🎖️ 📇 ☁️ - Quant tools + an NFL fantasy draft assistant for AI agents — Kalshi & Polymarket EV, edge, ADP. 22 tools: expected value, Kelly sizing, Bayesian updating, odds conversion, base-rate gaps and a same-game combo builder, plus a full fantasy draft board (ADP, best-available, player outlook, sleepers) — all free, no key. Pro adds cross-platform gap scanning, macro pulse, commodity and NFL edge models, and live edge alerts. Remote Streamable HTTP at `https://predictionmarketspicks.com/api/mcp/mcp` — nothing to install. -- [PreReason/mcp](https://github.com/PreReason/mcp) [![prereason-mcp MCP server](https://glama.ai/mcp/servers/PreReason/mcp/badges/score.svg)](https://glama.ai/mcp/servers/PreReason/mcp) 📇 ☁️ - Pre-reasoned Bitcoin and macro market briefings with trend signals, confidence scores, and regime classification. 17 briefings covering BTC, Fed balance sheet, M2, Treasury yields, and cross-asset correlations. -- [pricepertoken/mcp-server](https://pricepertoken.com/mcp) 📇 ☁️ - LLM API pricing comparison and benchmarks across 100+ models from 30+ providers including OpenAI, Anthropic, Google, and Meta. No API key required. -- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price. -- [pythia-the-oracle/pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp) [![pythia-the-oracle/pythia-oracle-mcp MCP server](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp) 🐍 ☁️ - On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, Volatility) for 22 tokens via Chainlink oracle. 484 indicator feeds, 4 timeframes, free trial faucet. -- [piquesignal/piquesignal-mcp](https://github.com/piquesignal/piquesignal-mcp) [![piquesignal/piquesignal-mcp MCP server](https://glama.ai/mcp/servers/piquesignal/piquesignal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/piquesignal/piquesignal-mcp) 📇 ☁️ - Solana memecoin Flash Point alerts with conviction scoring, safety profiles, and market data. Paper trade with a built-in risk engine. 6 tools: signals, paper buy/sell, positions, portfolio, price. -- [qbt-labs/openmm-mcp](https://github.com/qbt-labs/openmm-mcp) [![openmm-mcp MCP server](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp) 📇 ☁️ - AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DEX trading, and liquidity management -- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts. -- [QuantOracledev/quantoracle](https://github.com/QuantOracledev/quantoracle) [![QuantOracledev/quantoracle MCP server](https://glama.ai/mcp/servers/QuantOracledev/quantoracle/badges/score.svg)](https://glama.ai/mcp/servers/QuantOracledev/quantoracle) 📇 ☁️ - 63 deterministic quant finance tools for AI agents — options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi, and FX/macro. 1,000 free calls/day, no API key. -- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys -- [QuantToGo/quanttogo-mcp](https://github.com/QuantToGo/quanttogo-mcp) [![quanttogo-mcp MCP server](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp) 📇 ☁️ – Macro-factor quantitative trading signals for AI agents. 8 tools for strategy discovery, live signal retrieval, and self-service trial registration. Covers US and A-Share markets with forward-tracked performance. -- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely. -- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [![lightning-enable-mcp MCP server](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Add Bitcoin Lightning payments to MCP-enabled AI agents. Pay invoices, create invoices, check balances, and access L402 paywalled APIs. Supports Strike, OpenNode, NWC wallets. +- [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server) [![omni-fun-mcp-server MCP server](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) 📇 ☁️ - Multichain memecoin launchpad where agents can tokenize themselves: trending tokens, search, quotes, bonding curves and trade simulation. +- [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [![profitspot-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) 🐍 ☁️ - Cross-chain DeFi analytics: yield discovery, pool analysis, profit simulation, risk scoring, whale tracking and impermanent loss calculation. +- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [![openaccountants/openaccountants MCP server](https://glama.ai/mcp/servers/openaccountants/openaccountants/badges/score.svg)](https://glama.ai/mcp/servers/openaccountants/openaccountants) 📇 ☁️ - Open-source accounting skills reviewed by licensed accountants, covering income tax, VAT and payroll by country, US state and Canadian province. +- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) 🐍 ☁️ - Apache Fineract self-service integration: user registration, authentication, account management, transactions and third-party transfers. +- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - Core banking integration for managing clients, loans, savings, shares and transactions, and generating financial reports. +- [opsloft/tariff-resolver](https://github.com/opsloft/tariff-resolver) [![opsloft/tariff-resolver MCP server](https://glama.ai/mcp/servers/opsloft/tariff-resolver/badges/score.svg)](https://glama.ai/mcp/servers/opsloft/tariff-resolver) 📇 🏠 - US import duty research from USITC data: HTS code candidates, Chapter 99 duties (Section 301/IEEPA), MPF/HMF fees, landed costs and tariff-change tracking. +- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [![orcalayer/orcalayer-mcp MCP server](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) 🐍 ☁️ - Polymarket whale tracking and smart-money analytics: filtered leaderboard, hedge detection and Ukraine territorial markets with ISW frontline overlay. +- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [![partymola/monzo-mcp MCP server](https://glama.ai/mcp/servers/partymola/monzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/monzo-mcp) 🐍 ☁️ 🏠 - Read-only access to the UK Monzo banking API with a local SQLite transaction cache, full-text search and spending analysis by category. +- [paulf280-ui/solana-safe-sniper-mcp-template](https://github.com/paulf280-ui/solana-safe-sniper-mcp-template) [![paulf280-ui/solana-safe-sniper-mcp-template MCP server](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template/badges/score.svg)](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template) 📇 ☁️ - Pre-trade risk checks for Solana tokens: traces holder funding, flags bundle buys, coordinated dumps and serial launchers, and screens individual wallets. +- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [![payclaw-mcp MCP server](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) 📇 ☁️ - Virtual Visa cards for AI agents: just-in-time card issuance per transaction with human-approved spend authorization. +- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [![mikusnuz/pexbot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) 📇 ☁️ - Simulated crypto trading with real-time Upbit prices and a virtual KRW balance: registration, trading and autonomous AI investing. +- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [![graph-aave-mcp MCP server](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) 📇 ☁️ - Multichain Aave V2/V3 lending data via The Graph: reserves, user positions, health factors, liquidations, flash loans and governance. +- [PaulieB14/graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp) [![graph-polymarket-mcp MCP server](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp) 📇 ☁️ - Polymarket prediction market data via The Graph: markets, positions, orders, user activity and real-time odds. +- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [![spraay-x402-mcp MCP server](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Onchain data, AI models and batch USDC payments on Base via x402: swap quotes, token prices, wallet balances, ENS resolution and multi-recipient transfers. +- [polygon-io/mcp_polygon](https://github.com/polygon-io/mcp_polygon) 🐍 ☁️ - Access Polygon.io financial market data APIs for stocks, indices, forex, options and more. +- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [![PostOakLabs/ainumbers-mcp-apps MCP server](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps/badges/score.svg)](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) 📇 ☁️ - Deterministic, read-only fintech tools: agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison and MCP dev tooling. +- [predictionmarketspicks/mcp](https://github.com/predictionmarketspicks/mcp) [![predictionmarketspicks/mcp MCP server](https://glama.ai/mcp/servers/predictionmarketspicks/mcp/badges/score.svg)](https://glama.ai/mcp/servers/predictionmarketspicks/mcp) 🎖️ 📇 ☁️ - Quant tools for Kalshi and Polymarket (expected value, Kelly sizing, Bayesian updating, odds conversion) plus an NFL fantasy draft assistant. +- [PreReason/mcp](https://github.com/PreReason/mcp) [![prereason-mcp MCP server](https://glama.ai/mcp/servers/PreReason/mcp/badges/score.svg)](https://glama.ai/mcp/servers/PreReason/mcp) 📇 ☁️ - Bitcoin and macro market briefings (Fed balance sheet, M2, Treasury yields, correlations) with trend signals, confidence scores and regime classification. +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Fetch cryptocurrency prices from the Bitget API. +- [pythia-the-oracle/pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp) [![pythia-the-oracle/pythia-oracle-mcp MCP server](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pythia-the-oracle/pythia-oracle-mcp) 🐍 ☁️ - On-chain calculated crypto indicators (EMA, RSI, Bollinger Bands, volatility) delivered via Chainlink oracle across multiple timeframes. +- [qbt-labs/openmm-mcp](https://github.com/qbt-labs/openmm-mcp) [![openmm-mcp MCP server](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/QBT-Labs/openmm-mcp) 📇 ☁️ - Crypto market-making toolkit for DeFi analytics, CEX/DEX trading and liquidity management. +- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ - QuantConnect API access: create projects, backtest strategies, manage collaborators and deploy live trading. +- [QuantOracledev/quantoracle](https://github.com/QuantOracledev/quantoracle) [![QuantOracledev/quantoracle MCP server](https://glama.ai/mcp/servers/QuantOracledev/quantoracle/badges/score.svg)](https://glama.ai/mcp/servers/QuantOracledev/quantoracle) 📇 ☁️ - Deterministic quant finance tools: options pricing, risk metrics, portfolio optimization, Monte Carlo, technical indicators, crypto/DeFi and FX/macro. +- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency prices and market information from CoinCap's public API. +- [QuantToGo/quanttogo-mcp](https://github.com/QuantToGo/quanttogo-mcp) [![quanttogo-mcp MCP server](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@QuantToGo/quanttogo-mcp) 📇 ☁️ - Macro-factor quantitative trading signals for US and A-share markets: strategy discovery, live signal retrieval and forward-tracked performance. +- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree integration: process payments, manage customers and handle transactions. +- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [![lightning-enable-mcp MCP server](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Bitcoin Lightning payments for AI agents: pay and create invoices, check balances and access L402-paywalled APIs, with Strike, OpenNode and NWC wallets. - [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments. -- [rascal-3/chainanalyzer-mcp](https://github.com/rascal-3/chainanalyzer-mcp) [![rascal-3/chainanalyzer-mcp MCP server](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp) 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening for AI agents. 76+ detection rules, ML anomaly scoring, and Neo4j graph analysis across Bitcoin, Ethereum, Polygon, Avalanche, and Solana. Pay-per-request via x402 USDC on Base or Solana ($0.003–$0.05). `npx chainanalyzer-mcp`. -- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [![romanshumy/llm-prices-data MCP server](https://glama.ai/mcp/servers/romanshumy/llm-prices-data/badges/score.svg)](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) 📇 ☁️ 🏠 - Live LLM API pricing from modelpricewatch.com — current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index across 150+ models from 20+ providers, re-verified daily against official provider pages. No API key required. `npx -y @modelpricewatch/mcp` -- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [![vdmeu/registrum-mcp MCP server](https://glama.ai/mcp/servers/vdmeu/registrum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) 📇 ☁️ - UK Companies House data via the Registrum API — search companies, get enriched profiles, structured financials parsed from iXBRL filings, director history, and corporate network graphs. -- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network. -- [ryansilk/apexvol-mcp](https://github.com/ryansilk/apexvol-mcp) [![ryansilk/apexvol-mcp MCP server](https://glama.ai/mcp/servers/ryansilk/apexvol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ryansilk/apexvol-mcp) 🐍 ☁️ 🏠 - Options analytics: chains, IV rank, volatility risk premium, Greeks, gamma exposure (GEX), expected moves, and market screeners. Hosted remote connector or local install; requires an ApexVol plan. -- [sachinuppal/modelcostsaver](https://github.com/sachinuppal/modelcostsaver) [![sachinuppal/modelcostsaver MCP server](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver/badges/score.svg)](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver) 📇 🏠 🍎 🪟 🐧 - Offline LLM cost prediction: estimate/predict request cost, select the cheapest capable model, compare models, list pricing, and optimize requests. 7 tools, no API keys, runs via npx @workswarm/modelcostsaver. -- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API. -- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API. -- [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [![sapph1re/findata-mcp MCP server](https://glama.ai/mcp/servers/sapph1re/findata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/findata-mcp) 🐍 ☁️ - Real-time stocks, company fundamentals, FRED economic indicators (800k+ series), SEC filings, and crypto prices. Five tools, $0.01/call via x402 micropayments on Base mainnet. No signup required. -- [sailorpepe/litvm-tcg-oracle-mcp](https://github.com/sailorpepe/litvm-tcg-oracle-mcp) [![sailorpepe/litvm-tcg-oracle-mcp MCP server](https://glama.ai/mcp/servers/sailorpepe/litvm-tcg-oracle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sailorpepe/litvm-tcg-oracle-mcp) 🐍 ☁️ 🏠 - On-chain TCG price oracle for the LitecoinVM ecosystem. 6 MCP tools: search 455K+ trading cards, 60-day price history, Merkle proof verification on LiteForge (Chain 4441), Monte Carlo simulation (Merton Jump-Diffusion), and AI card grading via Qwen 2.5 VL. 290K+ merkle-proven prices across 25 games. Install via `pip install litvm-tcg-oracle`. -- [sailorpepe/undesirables-mcp-server](https://github.com/sailorpepe/undesirables-mcp-server) [![sailorpepe/undesirables-mcp-server MCP server](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server) 🐍 🏠 ☁️ 🍎 🪟 🐧 - TCG collectibles + AI agent intelligence. 35+ tools: Vision AI card grading (PSA/Beckett prediction), Monte Carlo price simulation (Heston/Merton/Kou), AI music generation, local image generation (FLUX), TTS, RAG memory, SAST security auditing, and x402 Oracle API. 370K+ indexed products across 25 games. Install via `pip install undesirables-mcp-server`. -- [scjang01/tossinvest-mcp](https://github.com/scjang01/tossinvest-mcp) [![scjang01/tossinvest-mcp MCP server](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp) 📇 ☁️ - Toss Securities (토스증권) Open API MCP server. Real-time quotes, orderbook, candles, holdings, buying power, and order management (create/modify/cancel). -- [seaworthy-io/seaworthy-mcp](https://github.com/seaworthy-io/seaworthy-mcp) [![seaworthy-io/seaworthy-mcp MCP server](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp) 📇 ☁️ - Disability insurance brokerage: submit a quote request on a user’s behalf, plus carrier comparison and coverage research tools. By Seaworthy Insurance Agency. -- [Setell-AI/setell-mcp](https://github.com/Setell-AI/setell-mcp) [![Setell-AI/setell-mcp MCP server](https://glama.ai/mcp/servers/Setell-AI/setell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Setell-AI/setell-mcp) 📇 🏠 - Vertical quote-to-cash agent for service businesses (machine shops, contractors, HVAC). Drive jobs, quotes, customer memory, pricing signal, follow-ups, and confirmed sends from Claude Code, Claude.ai, ChatGPT, or any MCP-aware agent. 25 tools, 6 resources, 8 prompts. `npx -y @setell/mcp`. -- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com) -- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [![ShipItAndPray/mcp-market-data MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) 📇 🏠 ☁️ 🍎 🪟 🐧 - Live cryptocurrency market data. 8 tools for real-time prices, OHLCV, order books, and market summaries. Zero API keys required. Zero dependencies. -- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [![ShinyDapps/l402-kit MCP server](https://glama.ai/mcp/servers/ShinyDapps/l402-kit/badges/score.svg)](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) 📇 ☁️ 🍎 🪟 🐧 - Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp` -- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [![lmwharton/sieve-mcp MCP server](https://glama.ai/mcp/servers/lmwharton/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) 🐍 ☁️ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors. -- [SiftingIO/siftingio-mcp](https://github.com/SiftingIO/siftingio-mcp) [![SiftingIO/siftingio-mcp MCP server](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp) 🎖️ 📇 🏠 - Live and historical stocks, forex, crypto, commodities, DEX, fundamentals, filings, and market calendars for AI agents. Install with `npx -y siftingio-mcp`. -- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [![bcb-br-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic data — 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API. -- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [![signal8ai/signal8-mcp MCP server](https://glama.ai/mcp/servers/signal8ai/signal8-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing intelligence for AI agents: insider (Form 4) & institutional (13F) ownership, dilution-risk scoring, congressional & executive (STOCK Act) trades, FEC campaign finance, SEC filing search, compliance monitoring, and a dilution-aware stock screener. 86 tools over live Signal8 data. -- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [![smythmyke/govtoolspro-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Workflow tools for US federal contractors — go/no-go bid scoring, incumbent intelligence (USAspending + FPDS), teaming-partner search, recompete prediction, Navy NECO lookup, and SAM.gov solicitation retrieval. Returns synthesized decisions rather than raw data. -- [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) 📇 ☁️ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required. -- [sophymarine/openregistry](https://github.com/sophymarine/openregistry) [![sophymarine/openregistry MCP server](https://glama.ai/mcp/servers/sophymarine/openregistry/badges/score.svg)](https://glama.ai/mcp/servers/sophymarine/openregistry) 🎖️ ☁️ - Live official data from 27 national company registries (UK Companies House, France RNE, Germany Handelsregister, Korea OpenDART, Canada CBCA, 10 US states, and more) for KYC / AML / due-diligence workflows. Raw official records, no intermediaries. A platform by sophymarine. Hosted at `openregistry.sophymarine.com/mcp` — OAuth 2.1, streamable HTTP, free anonymous tier. -- [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [![simplefunctions-cli MCP server](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli/badges/score.svg)](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli) 📇 ☁️ - Calibrated world model for AI agents from 9,700+ prediction markets. 16 MCP tools covering real-time world state, market search, thesis management, edge detection, and content enrichment across Kalshi and Polymarket. `get_world_state` returns ~800 tokens of calibrated probabilities — no API key needed. -- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [![subsquid-labs/portal-mcp-server MCP server](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate, and Hyperliquid via the SQD Portal API; hosted Streamable HTTP endpoint or local stdio. -- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [![cityparity MCP server](https://glama.ai/mcp/servers/summerstateofmind/cityparity/badges/score.svg)](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, taxes, the equivalent salary you'd need in the target city, and the non-cash deltas people move for (childcare, healthcare, statutory vacation, parental leave). Free, no API key, hosted Streamable HTTP. -- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [![SupplyMaven-SCR/supplymaven-mcp-server MCP server](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) 📇 ☁️ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs. -- [swiftnodes/swiftnodes-mcp](https://github.com/swiftnodes/swiftnodes-mcp) [![swiftnodes/swiftnodes-mcp MCP server](https://glama.ai/mcp/servers/swiftnodes/swiftnodes-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swiftnodes/swiftnodes-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-chain blockchain RPC data for AI agents — 75+ chains with endpoint URL templates, flat-rate pricing, weekly auto-probed JSON-RPC method support, and live endpoint probing (rpc-doctor-lite). Zero dependencies, MIT, works with Claude Desktop, Cursor, and any stdio MCP client. -- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [![supra126/taiwan-payroll MCP server](https://glama.ai/mcp/servers/supra126/taiwan-payroll/badges/score.svg)](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll: labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age benefits. Sourced from official gazettes, verified against official sample data. -- [System-R-AI/systemr-python](https://github.com/System-R-AI/systemr-python) [![systemr-python MCP server](https://glama.ai/mcp/servers/System-R-AI/systemr-python/badges/score.svg)](https://glama.ai/mcp/servers/System-R-AI/systemr-python) 🐍 ☁️ - Trading OS for AI agents — 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments. -- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [![recon-crypto-mcp MCP server](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) 📇 🏠 - Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, token prices, and DeFi positions across Ethereum/Arbitrum/Polygon/Base (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer), surfaces health-factor alerts and protocol risk scores, then prepares unsigned transactions (supply, borrow, repay, withdraw, stake, send, LiFi swap/bridge) signed on Ledger via WalletConnect — private keys never leave the hardware wallet. -- [tamasPetki/HeadlessTracker](https://github.com/tamasPetki/HeadlessTracker) [![tamasPetki/HeadlessTracker MCP server](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker/badges/score.svg)](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM and Solana wallets, and Polymarket. Read-only credentials stored in your OS keychain, no hosted service. Data aggregation only, not financial advice. Install with `npx headless-tracker`. -- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights. -- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate. -- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp. -- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) - 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.). -- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server. -- [TradeRouter/trade-router-mcp](https://github.com/TradeRouter/trade-router-mcp) [![TradeRouter/trade-router-mcp MCP server](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp) 📇 ☁️ 🏠 - Non-custodial Solana swap & limit order engine for AI agents. 21 tools (swap, limit, trailing, TWAP, DCA, combo orders) across Raydium, PumpSwap, Orca, Meteora. Jito MEV-protected execution, Ed25519 server verification, private key never leaves the process. MIT. `npx -y @traderouter/trade-router-mcp`. -- [trayders/trayd-mcp](https://github.com/trayders/trayd-mcp) 🐍 ☁️ - Trade Robinhood through natural language. Portfolio analysis, real-time quotes, and order execution via Claude Code. -- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents. -- [Fluke-Studio/uk-business-intelligence-mcp](https://github.com/Fluke-Studio/uk-business-intelligence-mcp) [![Fluke-Studio/uk-business-intelligence-mcp MCP server](https://glama.ai/mcp/servers/Fluke-Studio/uk-business-intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Fluke-Studio/uk-business-intelligence-mcp) 📇 ☁️ - Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one call. Four data sources, single JSON response. -- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) 📇 ☁️ - Real-time crypto market data for AI agents — market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI. -- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [![veroq-mcp MCP server](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) 📇 ☁️ - 62 verified intelligence tools — claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider trades, technical analysis, and multi-agent verified swarm. -- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [![vaultpilot-mcp MCP server](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compromised. The agent proposes, you approve on your Ledger. Read balances + DeFi positions (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer, MarginFi, Kamino) and prepare transactions across Ethereum / Arbitrum / Polygon / Base / TRON / Solana / Bitcoin; private keys never leave the hardware wallet. -- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [![minhoyoo-iotrust/WAIaaS MCP server](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS/badges/score.svg)](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto: transfers, DeFi (swap, lend, stake, bridge, perp, yield), NFTs, smart contracts, transaction signing, and x402 payments. Solana + EVM with session auth and spending policies. -- [wildsurfer/cnn-fear-and-greed-parse](https://github.com/wildsurfer/cnn-fear-and-greed-parse) [![wildsurfer/cnn-fear-and-greed-parse MCP server](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse/badges/score.svg)](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse) 🏎️ 🏠 - CNN Fear & Greed index for the US stock market: score, rating, seven component indicators, and about a year of daily history. Zero dependencies, no API key required. -- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API. -- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [![w3ledger-mcp-server MCP server](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) 📇 ☁️ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures. -- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [![vdalhambra/financekit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) 🐍 ☁️ 🏠 - Financial market intelligence with 17 tools — stock quotes, technical analysis (RSI, MACD, Bollinger Bands, ADX, Stochastic), crypto prices via CoinGecko, risk metrics (VaR, Sharpe, Sortino, Beta), correlation matrix, options chains, earnings calendar, sector rotation, and portfolio analysis. -- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry. -- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features. -- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics. -- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) ☁️ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains. -- [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [![YBSbarker/barker-stablecoin-skills MCP server](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills/badges/score.svg)](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with an AI yield advisor, risk signals and non-custodial deposit/redeem quotes for AI agents. Remote streamable-http at `mcp.barker.money/mcp`, x402 pay-per-call. -- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [![yeick010/agentshield-mcp MCP server](https://glama.ai/mcp/servers/yeick010/agentshield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) 📇 ☁️ - DeFi tools for AI agents on Base. Live Uniswap V3 prices (slot0), on-chain agent scoring, and DeFi knowledge base. Pay-per-query via x402 micropayments in USDC. -- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [![yli769227-jpg/ashare-mcp MCP server](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) 🐍 🏠 - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE. -- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [![yolfinance/yolfi-agent MCP server](https://glama.ai/mcp/servers/yolfinance/yolfi-agent/badges/score.svg)](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments MCP lets AI coding agents register Yolfi workspaces, create crypto checkout payment links, configure webhooks, verify webhook signatures, and check payment status. Install with `npx -y @yolfi/agent mcp`. -- [ypratap11/dokimo-mcp](https://github.com/ypratap11/dokimo-mcp) [![ypratap11/dokimo-mcp MCP server](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp) 🐍 🏠 - Verify AI-agent revenue claims: trustlessly recompute a Merkle proof and check it against an on-chain anchor (x402 / agentic payments). -- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare. -- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges. -- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca. -- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [![thoughtproof-mcp MCP server](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) 📇 ☁️ - Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision — returns ALLOW or HOLD with JWKS-signed attestation. x402-gated on Base (USDC). Part of the 4-issuer Combined Attestation Standard with InsumerAPI, RNWY, and Maiat. -- [tickerdb/tickerdb-mcp](https://github.com/tickerdb/tickerdb-mcp) [![tickerdb/tickerdb-mcp MCP server](https://glama.ai/mcp/servers/tickerdb/tickerdb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickerdb/tickerdb-mcp) 📇 ☁️ - Pre-computed market data for AI agents — 10,000+ US stocks, ETFs, and crypto with 182 categorical indicators (trend, momentum, volatility, fundamentals, stage analysis) plus state-transition history with aftermath returns. Screen, cross-reference, and backtest without computing indicators in context. `npx tickerdb-mcp` -- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [![tunedforai/x402-mcp MCP server](https://glama.ai/mcp/servers/tunedforai/x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tunedforai/x402-mcp) 📇 ☁️ - Real-time crypto market structure for AI agents — orderflow across 20 exchanges, 24 tokens. 9 tools: price/funding/OI snapshots, cross-exchange CVD with whale activity, 7yr OHLCV history with buy/sell flow, on-chain address risk. Free via MCP ([`@tunedforai/x402-mcp`](https://www.npmjs.com/package/@tunedforai/x402-mcp) on npm) or pay-per-call in USDC on Base via x402 REST at [`x402.tunedfor.ai`](https://x402.tunedfor.ai) — no API key, no rate limits. -- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [![toolstem/toolstem-mcp-server MCP server](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) 📇 ☁️ 🏠 – Agent-ready financial intelligence for AI agents. Curated tools (`get_stock_snapshot`, `get_company_metrics`, `compare_companies`) that fan out to multiple financial data sources, derive human-readable signals (`UNDERVALUED`, `STRONG`, `ACCELERATING`), and pre-compute CAGRs, margin trends, and DCF upside. One call, one flat JSON response — no cross-endpoint stitching. Available on npm (`toolstem-mcp-server`), the Official MCP Registry, and the Apify Store. -- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) 📇 ☁️ – SEC EDGAR signal intelligence for AI agents — insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store. -- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [![pickelfintech/the13f-mcp MCP server](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) 🐍 ☁️ - Institutional 13F intelligence for Claude Desktop, Cursor, and VS Code. Nine Read tools: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime, sector flows. SEC EDGAR-sourced. Install `uvx the13f-mcp`. -- [tradallo/reputation](https://github.com/tradallo/reputation) [![tradallo/reputation MCP server](https://glama.ai/mcp/servers/tradallo/reputation/badges/score.svg)](https://glama.ai/mcp/servers/tradallo/reputation) 📇 ☁️ - MCP server + TS client + CLI for the **Tradallo Verified Record Protocol**. Query cryptographically-verified human + AI-agent trading reputations: track records, agent version history, paginated Universal Trade Receipts, and on-chain Solana memo notarization lookup. Every response is JCS-canonicalized + ed25519-verified locally before returning. Install: `npx @tradallo/reputation`. -- [pineforge-4pass/pineforge-codegen-mcp](https://github.com/pineforge-4pass/pineforge-codegen-mcp) [![pineforge-4pass/pineforge-codegen-mcp MCP server](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp) 📇 🏠 - Backtest PineScript v6 strategies locally: transpiles Pine→C++ and runs on the deterministic, TradingView-validated PineForge engine (245/246 strict parity, no API key). -- [michalperni11-gif/secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp) [![michalperni11-gif/secfinapi-mcp MCP server](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Standardized SEC EDGAR financial data — income statements, balance sheets, cash flow and 40+ ratios for every US public company, normalized from raw XBRL. Install with `npx secfinapi-mcp`. -- [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [![namixai/funding-mcp MCP server](https://glama.ai/mcp/servers/namixai/funding-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/funding-mcp) 📇 ☁️ - Multi-venue perpetual funding-rate data & cross-exchange funding arbitrage across 20+ exchanges (incl. HIP-3 sub-DEXes). Free screener; paid signals via x402 micropayments with built-in auto-pay. 3 tools, stdio. Install with `npx -y @usenami/funding-mcp`. -- [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [![namixai/signer-mcp MCP server](https://glama.ai/mcp/servers/namixai/signer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/signer-mcp) 📇 ☁️ - Keyless CEX/DEX signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Signing keys never leave an AWS Nitro Enclave (attested PCR0); agents receive policy-bounded signatures, not credentials. Built to survive prompt injection and supply-chain key leaks. 5 tools, stdio. Install with `npx -y @usenami/signer-mcp`. -- [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [![JeongSeongMok/tossinvest-openapi-mcp MCP server](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) 📇 🏠 🍎 🪟 🐧 - Explore and integrate the Toss Securities (토스증권) Open API — browse endpoints & schemas, follow integration guides, and generate curl/TypeScript/Python code samples. Read-only documentation server, no credentials required. `npx -y tossinvest-openapi-mcp` -- [ophis-fi/ophis](https://github.com/ophis-fi/ophis) [![ophis-fi/ophis MCP server](https://glama.ai/mcp/servers/ophis-fi/ophis/badges/score.svg)](https://glama.ai/mcp/servers/ophis-fi/ophis) 🎖️ 📇 ☁️ - Agent-first intent-based DEX aggregator (self-hosted CoW Protocol). Remote Streamable HTTP at https://mcp.ophis.fi/mcp, no auth, holds no keys. 12 tools: parse_intent (natural-language swap to structured intent), resolve_token (symbol to canonical address, fails closed), list_chains, get_quote, expected_surplus, build_order (bounded, ready-to-sign EIP-712 CoW order with the receiver pinned to the owner), submit_order, lookup_tier (fee-rebate tier), get_balances, get_portfolio, get_gas, get_token_chart. Live across 11 EVM chains: Ethereum, Optimism, BNB Chain, Gnosis, Polygon, Base, Arbitrum, Avalanche, Plasma, Ink, Linea. -- [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [![phuocdu/agentpay-vn MCP server](https://glama.ai/mcp/servers/phuocdu/agentpay-vn/badges/score.svg)](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) 🐍 ☁️ - VietQR payments for AI agents in Vietnam. Agents generate a VietQR code, send it to the user, and auto-confirm settlement from the bank feed. Non-custodial — money flows directly to the merchant's bank account, never held by the platform. `pip install agentpay-vn`, ships an MCP server for Claude Desktop/Code. -- [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [![gainium-mcp MCP server](https://glama.ai/mcp/servers/Gainium/gainium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gainium/gainium-mcp) 🎖️ 📇 ☁️ 🏠 - MCP server for Gainium DCA/Combo/Grid trading bots — manage bots, deals, balances, backtests, the crypto screener, and curated strategy presets via AI assistants. +- [rascal-3/chainanalyzer-mcp](https://github.com/rascal-3/chainanalyzer-mcp) [![rascal-3/chainanalyzer-mcp MCP server](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp) 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening with ML anomaly scoring and graph analysis across Bitcoin, Ethereum, Polygon, Avalanche and Solana. +- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [![romanshumy/llm-prices-data MCP server](https://glama.ai/mcp/servers/romanshumy/llm-prices-data/badges/score.svg)](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) 📇 ☁️ 🏠 - Live LLM API token prices, model comparisons, cheapest-model lookups and The LLM Price Index, re-verified daily against provider pages. +- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [![vdmeu/registrum-mcp MCP server](https://glama.ai/mcp/servers/vdmeu/registrum-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) 📇 ☁️ - UK Companies House data via the Registrum API: company search, profiles, iXBRL-parsed financials, director history and corporate network graphs. +- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - XRP Ledger access: account information, transaction history, ledger objects, transaction submission and network monitoring. +- [ryansilk/apexvol-mcp](https://github.com/ryansilk/apexvol-mcp) [![ryansilk/apexvol-mcp MCP server](https://glama.ai/mcp/servers/ryansilk/apexvol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ryansilk/apexvol-mcp) 🐍 ☁️ 🏠 - ApexVol options analytics: chains, IV rank, volatility risk premium, Greeks, gamma exposure (GEX), expected moves and market screeners. +- [sachinuppal/modelcostsaver](https://github.com/sachinuppal/modelcostsaver) [![sachinuppal/modelcostsaver MCP server](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver/badges/score.svg)](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver) 📇 🏠 🍎 🪟 🐧 - Offline LLM cost prediction: estimate request costs, pick the cheapest capable model, compare models, list prices and optimize requests. +- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - Cryptocurrency market data from the CoinGecko API. +- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - Stock market data and analysis from the Yahoo Finance API. +- [sapph1re/findata-mcp](https://github.com/sapph1re/findata-mcp) [![sapph1re/findata-mcp MCP server](https://glama.ai/mcp/servers/sapph1re/findata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sapph1re/findata-mcp) 🐍 ☁️ - Real-time stock data, company fundamentals, FRED economic indicators, SEC filings and crypto prices, paid per call via x402 on Base. +- [sailorpepe/litvm-tcg-oracle-mcp](https://github.com/sailorpepe/litvm-tcg-oracle-mcp) [![sailorpepe/litvm-tcg-oracle-mcp MCP server](https://glama.ai/mcp/servers/sailorpepe/litvm-tcg-oracle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sailorpepe/litvm-tcg-oracle-mcp) 🐍 ☁️ 🏠 - On-chain TCG price oracle for LitecoinVM: card search, price history, Merkle proof verification, Monte Carlo simulation and AI card grading. +- [sailorpepe/undesirables-mcp-server](https://github.com/sailorpepe/undesirables-mcp-server) [![sailorpepe/undesirables-mcp-server MCP server](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sailorpepe/undesirables-mcp-server) 🐍 🏠 ☁️ 🍎 🪟 🐧 - TCG collectibles and agent utilities: AI card grading, Monte Carlo price simulation, music and image generation, TTS, RAG memory and SAST auditing. +- [scjang01/tossinvest-mcp](https://github.com/scjang01/tossinvest-mcp) [![scjang01/tossinvest-mcp MCP server](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scjang01/tossinvest-mcp) 📇 ☁️ - Toss Securities Open API: real-time quotes, order book, candles, holdings, buying power and order management (create, modify, cancel). +- [seaworthy-io/seaworthy-mcp](https://github.com/seaworthy-io/seaworthy-mcp) [![seaworthy-io/seaworthy-mcp MCP server](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seaworthy-io/seaworthy-mcp) 📇 ☁️ - Disability insurance brokerage: submit quote requests on a user's behalf, compare carriers and research coverage. +- [Setell-AI/setell-mcp](https://github.com/Setell-AI/setell-mcp) [![Setell-AI/setell-mcp MCP server](https://glama.ai/mcp/servers/Setell-AI/setell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Setell-AI/setell-mcp) 📇 🏠 - Quote-to-cash for service businesses (machine shops, contractors, HVAC): jobs, quotes, customer memory, price signals, follow-ups and confirmed sends. +- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - Real-time SEC filings, financials and insider trading data via ShareSeer. +- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [![ShipItAndPray/mcp-market-data MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) 📇 🏠 ☁️ 🍎 🪟 🐧 - Live cryptocurrency market data: real-time prices, OHLCV, order books and market summaries. +- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [![ShinyDapps/l402-kit MCP server](https://glama.ai/mcp/servers/ShinyDapps/l402-kit/badges/score.svg)](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) 📇 ☁️ 🍎 🪟 🐧 - L402 SDK for TypeScript, Python, Go and Rust: server middleware, an auto-paying agent client, an MCP server, LangChain integration and budget control. +- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [![lmwharton/sieve-mcp MCP server](https://glama.ai/mcp/servers/lmwharton/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) 🐍 ☁️ - Startup due diligence: screens startups across IMPACT-X dimensions and returns a Sieve Score, evidence-typed findings and a meeting recommendation. +- [SiftingIO/siftingio-mcp](https://github.com/SiftingIO/siftingio-mcp) [![SiftingIO/siftingio-mcp MCP server](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp) 🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars. +- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [![bcb-br-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic time series via the SGS public API: Selic, IPCA, exchange rates, GDP and curated indicators. +- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [![signal8ai/signal8-mcp MCP server](https://glama.ai/mcp/servers/signal8ai/signal8-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing data from Signal8: insider and 13F ownership, dilution-risk scoring, STOCK Act trades, FEC campaign finance, filing search and a stock screener. +- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [![smythmyke/govtoolspro-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Tools for US federal contractors: go/no-go bid scoring, incumbent research, teaming-partner search, recompete prediction and SAM.gov solicitations. +- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [![subsquid-labs/portal-mcp-server MCP server](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate and Hyperliquid via the SQD Portal API. +- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [![cityparity MCP server](https://glama.ai/mcp/servers/summerstateofmind/cityparity/badges/score.svg)](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison between cities: take-home pay, taxes, equivalent salary, childcare, healthcare, vacation and parental leave. +- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [![SupplyMaven-SCR/supplymaven-mcp-server MCP server](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) 📇 ☁️ - Real-time supply chain risk data: disruption indices, commodity prices, port congestion, border delays, chokepoints, freight and trade policy. +- [swiftnodes/swiftnodes-mcp](https://github.com/swiftnodes/swiftnodes-mcp) [![swiftnodes/swiftnodes-mcp MCP server](https://glama.ai/mcp/servers/swiftnodes/swiftnodes-mcp/badges/score.svg)](https://glama.ai/mcp/servers/swiftnodes/swiftnodes-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-chain blockchain RPC reference: endpoint URL templates, JSON-RPC method support per chain and live endpoint probing. +- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [![supra126/taiwan-payroll MCP server](https://glama.ai/mcp/servers/supra126/taiwan-payroll/badges/score.svg)](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll calculations: labor and health insurance, labor pension, NHI supplementary premium, income-tax withholding and old-age benefits. +- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [![recon-crypto-mcp MCP server](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) 📇 🏠 - Self-custodial crypto portfolio: EVM balances and DeFi positions with risk alerts, plus unsigned transactions signed on a Ledger via WalletConnect. +- [tamasPetki/HeadlessTracker](https://github.com/tamasPetki/HeadlessTracker) [![tamasPetki/HeadlessTracker MCP server](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker/badges/score.svg)](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first crypto portfolio aggregation across Bybit, Binance, EVM and Solana wallets and Polymarket, with read-only credentials in the OS keychain. +- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - Access Tatum's blockchain API across many networks, including an RPC gateway and blockchain data insights. +- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - Interact with Substrate-based blockchains. +- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) 🐍 🏠 - Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop. +- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on brokerages such as Robinhood, E*Trade, Coinbase and Kraken via Trade Agent. +- [TradeRouter/trade-router-mcp](https://github.com/TradeRouter/trade-router-mcp) [![TradeRouter/trade-router-mcp MCP server](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp) 📇 ☁️ 🏠 - Non-custodial Solana trading engine: swaps, limit, trailing, TWAP and DCA orders across Raydium, PumpSwap, Orca and Meteora with Jito MEV protection. +- [trayders/trayd-mcp](https://github.com/trayders/trayd-mcp) 🐍 ☁️ - Trade on Robinhood: portfolio analysis, real-time quotes and order execution. +- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Real-time and historical financial market data from the Twelve Data APIs. +- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) 📇 ☁️ - Real-time crypto market data via CryptoDataAPI: market health scores, derivatives, funding rates, ETF flows and cycle indicators. +- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [![veroq-mcp MCP server](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) 📇 ☁️ - Claim verification with evidence chains, plus market data, trading signals, SEC filings, insider trades and technical analysis. +- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [![vaultpilot-mcp MCP server](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Hardware-verified DeFi: read balances and positions and prepare transactions across EVM chains, TRON, Solana and Bitcoin, with approval on a Ledger. +- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [![minhoyoo-iotrust/WAIaaS MCP server](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS/badges/score.svg)](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents on Solana and EVM: transfers, DeFi, NFTs, smart contracts, signing and x402 payments, with spending policies. +- [wildsurfer/cnn-fear-and-greed-parse](https://github.com/wildsurfer/cnn-fear-and-greed-parse) [![wildsurfer/cnn-fear-and-greed-parse MCP server](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse/badges/score.svg)](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse) 🏎️ 🏠 - CNN Fear & Greed Index for the US stock market: score, rating, component indicators and about a year of daily history. +- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - Query Solana transactions via the Solscan API. +- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [![w3ledger-mcp-server MCP server](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) 📇 ☁️ - Self-verifying ledger with dual-signed transactions, gift and sponsor cards and loyalty tiers, using EVM or post-quantum (ML-DSA-65, SLH-DSA) signatures. +- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [![vdalhambra/financekit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) 🐍 ☁️ 🏠 - Market data and analysis: stock quotes, technical indicators, CoinGecko crypto prices, risk metrics, options chains and portfolio analysis. +- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Access the CRIC Wuye AI platform, an assistant for the property management industry. +- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ - Access Xero's accounting and business features via its API. +- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics. +- [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [![YBSbarker/barker-stablecoin-skills MCP server](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills/badges/score.svg)](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with a yield advisor, risk signals and non-custodial deposit/redeem quotes. +- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [![yli769227-jpg/ashare-mcp MCP server](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) 🐍 🏠 - Chinese A-share financial statements: pull annual reports, run industry-aware accounting cross-checks and compare peers with average-equity ROE. +- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [![yolfinance/yolfi-agent MCP server](https://glama.ai/mcp/servers/yolfinance/yolfi-agent/badges/score.svg)](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments integration: register workspaces, create crypto checkout links, configure and verify webhooks and check payment status. +- [ypratap11/dokimo-mcp](https://github.com/ypratap11/dokimo-mcp) [![ypratap11/dokimo-mcp MCP server](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp) 🐍 🏠 - Verify AI-agent revenue claims by recomputing a Merkle proof and checking it against an on-chain anchor (x402, agentic payments). +- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - Access financial data from multiple providers, such as Tushare. +- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - Market and financial news search with filtering by symbols, industries, countries and date ranges. +- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) 🐍 🏠 - Layered memory for AI trading agents (trades, patterns, strategy), supporting MT5, Binance and Alpaca. +- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [![thoughtproof-mcp MCP server](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) 📇 ☁️ - Adversarial pre-trade verification: Claude, Grok and DeepSeek challenge each agent decision and return ALLOW or HOLD with a signed attestation. +- [tickerdb/tickerdb-mcp](https://github.com/tickerdb/tickerdb-mcp) [![tickerdb/tickerdb-mcp MCP server](https://glama.ai/mcp/servers/tickerdb/tickerdb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickerdb/tickerdb-mcp) 📇 ☁️ - Pre-computed indicators for US stocks, ETFs and crypto (trend, momentum, volatility, fundamentals) with state-transition history for screening and backtesting. +- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [![tunedforai/x402-mcp MCP server](https://glama.ai/mcp/servers/tunedforai/x402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tunedforai/x402-mcp) 📇 ☁️ - Real-time crypto market structure: cross-exchange orderflow, price, funding and open-interest snapshots, CVD with whale activity and OHLCV history. +- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [![toolstem/toolstem-mcp-server MCP server](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) 📇 ☁️ 🏠 - Financial data aggregated from multiple sources: stock snapshots, company metrics and comparisons with derived signals, CAGRs, margin trends and DCF upside. +- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) 📇 ☁️ - SEC EDGAR signals: insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags and disclosure comparisons. +- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [![pickelfintech/the13f-mcp MCP server](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) 🐍 ☁️ - Institutional 13F data from SEC EDGAR: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime and sector flows. +- [tradallo/reputation](https://github.com/tradallo/reputation) [![tradallo/reputation MCP server](https://glama.ai/mcp/servers/tradallo/reputation/badges/score.svg)](https://glama.ai/mcp/servers/tradallo/reputation) 📇 ☁️ - Tradallo Verified Record Protocol: query verified human and AI-agent trading reputations, track records, trade receipts and Solana memo notarizations. +- [pineforge-4pass/pineforge-codegen-mcp](https://github.com/pineforge-4pass/pineforge-codegen-mcp) [![pineforge-4pass/pineforge-codegen-mcp MCP server](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pineforge-4pass/pineforge-codegen-mcp) 📇 🏠 - Backtest Pine Script v6 strategies locally by transpiling them to C++ and running them on the deterministic PineForge engine. +- [michalperni11-gif/secfinapi-mcp](https://github.com/michalperni11-gif/secfinapi-mcp) [![michalperni11-gif/secfinapi-mcp MCP server](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michalperni11-gif/secfinapi-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Standardized SEC EDGAR financial data for US public companies: income statements, balance sheets, cash flow and ratios, normalized from XBRL. +- [namixai/funding-mcp](https://github.com/namixai/funding-mcp) [![namixai/funding-mcp MCP server](https://glama.ai/mcp/servers/namixai/funding-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/funding-mcp) 📇 ☁️ - Perpetual funding-rate data and cross-exchange funding arbitrage across many venues, including HIP-3 sub-DEXes, with x402-paid signals. +- [namixai/signer-mcp](https://github.com/namixai/signer-mcp) [![namixai/signer-mcp MCP server](https://glama.ai/mcp/servers/namixai/signer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/namixai/signer-mcp) 📇 ☁️ - Keyless CEX/DEX signing for trading agents: keys stay in an AWS Nitro Enclave and agents get policy-bounded signatures for Binance, OKX, Bybit and others. +- [JeongSeongMok/tossinvest-openapi-mcp](https://github.com/JeongSeongMok/tossinvest-openapi-mcp) [![JeongSeongMok/tossinvest-openapi-mcp MCP server](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JeongSeongMok/tossinvest-openapi-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only Toss Securities Open API documentation: browse endpoints and schemas, follow integration guides and generate curl, TypeScript and Python samples. +- [ophis-fi/ophis](https://github.com/ophis-fi/ophis) [![ophis-fi/ophis MCP server](https://glama.ai/mcp/servers/ophis-fi/ophis/badges/score.svg)](https://glama.ai/mcp/servers/ophis-fi/ophis) 🎖️ 📇 ☁️ - Intent-based DEX aggregator (self-hosted CoW Protocol): parse swap intents, get quotes, build and submit EIP-712 orders and check balances on EVM chains. +- [phuocdu/agentpay-vn](https://github.com/phuocdu/agentpay-vn) [![phuocdu/agentpay-vn MCP server](https://glama.ai/mcp/servers/phuocdu/agentpay-vn/badges/score.svg)](https://glama.ai/mcp/servers/phuocdu/agentpay-vn) 🐍 ☁️ - Non-custodial VietQR payments in Vietnam: generate a VietQR code for the user and auto-confirm settlement from the merchant's bank feed. +- [Gainium/gainium-mcp](https://github.com/Gainium/gainium-mcp) [![gainium-mcp MCP server](https://glama.ai/mcp/servers/Gainium/gainium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gainium/gainium-mcp) 🎖️ 📇 ☁️ 🏠 - Manage Gainium DCA, Combo and Grid trading bots: bots, deals, balances, backtests, the crypto screener and strategy presets. -- [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [![wuzenghai616-lang/goldbean MCP server](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean/badges/score.svg)](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) 📇 ☁️ 🍎 🪟 🐧 - x402 Micropaid API Marketplace — 10 AI tools for agents. Crypto prices, web search, weather, image-gen, LLM chat, code execution, translation, sentiment analysis, and QR code generation. Pay-per-call with USDC on Base (no API keys, no registration). Install with \ -px goldbean-mcp\. -- [Faouzi122/Arsenal-Quant-Project](https://github.com/Faouzi122/Arsenal-Quant-Project) [![Faouzi122/Arsenal-Quant-Project MCP server](https://glama.ai/mcp/servers/Faouzi122/Arsenal-Quant-Project/badges/score.svg)](https://glama.ai/mcp/servers/Faouzi122/Arsenal-Quant-Project) 🐍 ☁️ - Deterministic MEV & Slippage Risk Oracle for DeFAI Agents. Free tier open; L402 paid layer not yet in service. -- [true402/mcp-server](https://github.com/true402/mcp-server) [![true402/mcp-server MCP server](https://glama.ai/mcp/servers/true402/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - Pay-per-call AI + web + on-chain tools for agents over x402 (USDC on Base) — no accounts, no API keys; the wallet is the identity. 11 tools incl. token rug/honeypot safety (0–100 score, risk band, buy/sell simulation), new-pairs / liquidity-pull / whale-swap signals, SEO/GEO audit, web extract, link preview, robots & security-headers checks, and LLM inference. Tools auto-discover from the live catalog. `npx -y @true402.dev/mcp-server` -- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [![bevanding/signaldaemon MCP server](https://glama.ai/mcp/servers/bevanding/signaldaemon/badges/score.svg)](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source narrative convergence and capital-vs-narrative divergence. Remote MCP server, self-serve keys, fails safe (says "no coverage" rather than hallucinating). -- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [![ENTIA-IA/entia-mcp-server MCP server](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier. `npx mcp-remote https://mcp.entia.systems/mcp` -- [Nikolife2016/pulsefeed-x402](https://github.com/Nikolife2016/pulsefeed-x402) [![Nikolife2016/pulsefeed-x402 MCP server](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402/badges/score.svg)](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402) 📇 ☁️ - Trust & safety layer for x402 agent payments: before your agent pays an x402 endpoint, verify it is safe — liveness, scam/anomaly scan (payTo hijack, bait-and-switch, honeypot), and on-chain receiver verification. ~70% of x402 endpoints are dead or scams; only ~half of "healthy" listings work. Free /verify + an open Trust Score. `npx -y pulsefeed-x402-mcp` -- [ninetails-io/gnucash-mcp](https://github.com/ninetails-io/gnucash-mcp) [![ninetails-io/gnucash-mcp MCP server](https://glama.ai/mcp/servers/ninetails-io/gnucash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ninetails-io/gnucash-mcp) 🐍 🏠 🍎 🪟 🐧 - Full double-entry accounting on local GnuCash books: transactions (single and batch), invoices and bills, budgets, investment lots, scheduled transactions, reconciliation, and reports. Modular tool loading — role presets (bookkeeper, investor, freelancer, business) expose just the surface you need, from a 29-tool core up to 87 in all. Multi-currency and multi-book aware, with a plain-text audit trail of every write. Data never leaves your machine. Try it before installing: the browser sandbox opens three populated sample books (USD, CNY, EUR) with nothing to set up; when it clicks, clone and run with `uv`. -- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [![viniciuslazzari/bolsai-mcp MCP server](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data (B3, CVM, BCB) for AI assistants — stock prices, 27+ fundamentals, dividends, FIIs, and macro indicators (Selic, IPCA, CDI). Install: `pip install bolsai-mcp` or `uvx bolsai-mcp`. -- [@agentfund/mcp](https://github.com/agentIgris/agentfund) [![agentIgris/agentfund MCP server](https://glama.ai/mcp/servers/agentIgris/agentfund/badges/score.svg)](https://glama.ai/mcp/servers/agentIgris/agentfund) 📇 ☁️ - Fundraising infrastructure for AI agents on Solana — campaigns, x402 donations, and on-chain reputation. MCP tools for registering agents, creating campaigns, and donating via the x402 pay-to-call flow, backed by Anchor programs (agent_registry, escrow, reputation). `npx -y @agentfund/mcp` +- [wuzenghai616-lang/goldbean](https://github.com/wuzenghai616-lang/goldbean) [![wuzenghai616-lang/goldbean MCP server](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean/badges/score.svg)](https://glama.ai/mcp/servers/wuzenghai616-lang/goldbean) 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 tools: crypto prices, web search, weather, image generation, LLM chat, code execution, translation, sentiment analysis and QR codes. +- [Faouzi122/Arsenal-Quant-Project](https://github.com/Faouzi122/Arsenal-Quant-Project) [![Faouzi122/Arsenal-Quant-Project MCP server](https://glama.ai/mcp/servers/Faouzi122/Arsenal-Quant-Project/badges/score.svg)](https://glama.ai/mcp/servers/Faouzi122/Arsenal-Quant-Project) 🐍 ☁️ - Deterministic MEV and slippage risk oracle for DeFAI agents. +- [true402/mcp-server](https://github.com/true402/mcp-server) [![true402/mcp-server MCP server](https://glama.ai/mcp/servers/true402/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/true402/mcp-server) 🎖️ 📇 ☁️ - x402 pay-per-call tools: token rug and honeypot checks, new-pair and whale-swap signals, SEO/GEO audits, web extraction, link previews and LLM inference. +- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [![bevanding/signaldaemon MCP server](https://glama.ai/mcp/servers/bevanding/signaldaemon/badges/score.svg)](https://glama.ai/mcp/servers/bevanding/signaldaemon) 🐍 ☁️ - Narrative and signal tracking for crypto, AI and macro: cross-source narrative convergence and capital-versus-narrative divergence. +- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [![ENTIA-IA/entia-mcp-server MCP server](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) 🎖️ 🐍 ☁️ - Business identity data: company verification, VAT, BORME, GLEIF, ownership and risk signals across many countries. +- [Nikolife2016/pulsefeed-x402](https://github.com/Nikolife2016/pulsefeed-x402) [![Nikolife2016/pulsefeed-x402 MCP server](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402/badges/score.svg)](https://glama.ai/mcp/servers/Nikolife2016/pulsefeed-x402) 📇 ☁️ - Safety checks before paying x402 endpoints: liveness, scam scans (payTo hijack, honeypot), on-chain receiver verification and trust scores. +- [ninetails-io/gnucash-mcp](https://github.com/ninetails-io/gnucash-mcp) [![ninetails-io/gnucash-mcp MCP server](https://glama.ai/mcp/servers/ninetails-io/gnucash-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ninetails-io/gnucash-mcp) 🐍 🏠 🍎 🪟 🐧 - Multi-currency double-entry accounting on local GnuCash books: transactions, invoices, bills, budgets, investment lots, reconciliation and reports. +- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [![viniciuslazzari/bolsai-mcp MCP server](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) 🐍 🏠 🍎 🪟 🐧 - Brazilian stock market data from B3, CVM and BCB: stock prices, fundamentals, dividends, FIIs and macro indicators (Selic, IPCA, CDI). +- [@agentfund/mcp](https://github.com/agentIgris/agentfund) [![agentIgris/agentfund MCP server](https://glama.ai/mcp/servers/agentIgris/agentfund/badges/score.svg)](https://glama.ai/mcp/servers/agentIgris/agentfund) 📇 ☁️ - Fundraising for AI agents on Solana: register agents, create campaigns, donate via x402 and track on-chain reputation. -- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [![sebastienrousseau/camt053-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 bank-statement parsing + reversing entries** (`camt.053` Bank-to-Customer Statement). 19 tools + 3 resources + 4 guided prompts across message-type discovery, return-reason lookup, schema introspection, IBAN/BIC/LEI validation, camt.053 parsing + XSD validation, Nov 2026 CBPR+ cliff readiness check, curated SEPA / CBPR+ / HVPS+ rulebook citation lookup, accounting-platform journal export (Xero + QuickBooks Online), LLM-driven entry classification via MCP Sampling, entry listing/filtering, and one-shot validated reversing-entry XML generation. Built on the [`camt053`](https://github.com/sebastienrousseau/camt053) library (100% line + branch coverage, SLSA Build L3 + PEP 740 attestations, Apache-2.0). Install `pip install camt053-mcp`, run `camt053-mcp`. -- [sebastienrousseau/pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp) [![sebastienrousseau/pacs008-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 FI-to-FI credit-transfer generation + validation** (`pacs.008` FI-to-FI Customer Credit Transfer, `pacs.004` Payment Return, `pacs.002` Status Report). 15 tools across message-type + scheme discovery, JSON Schema + rail-usage validation, validated XML generation, XSD validation, inbound parsing, the November 2026 structured-address cliff toolkit (classify/validate/repair/batch), and legacy SWIFT MT103 → pacs.008 conversion. Built on the [`pacs008`](https://github.com/sebastienrousseau/pacs008) library (100% branch coverage, Apache-2.0). Install `pip install pacs008-mcp`, run `pacs008-mcp`. -- [manganate006/openlmnp](https://github.com/manganate006/openlmnp) [![manganate006/openlmnp MCP server](https://glama.ai/mcp/servers/manganate006/openlmnp/badges/score.svg)](https://glama.ai/mcp/servers/manganate006/openlmnp) 🏠 ☁️ - Open source (AGPLv3) accounting software for the French LMNP tax status (furnished rentals, e.g. Airbnb hosts). Computes component-based depreciation, generates French tax forms (2031/2033) and FEC accounting export, imports Airbnb/Booking.com booking data, and includes a micro-BIC vs. real-regime simulator. Built-in MCP server lets an AI assistant create accounting entries, compute depreciation, and generate tax returns via natural language. Self-hostable via Docker. -- [tonnode/mcp](https://github.com/tonnode/mcp) [![tonnode/mcp MCP server](https://glama.ai/mcp/servers/tonnode/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tonnode/mcp) 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over native ADNL: GRAM balances, account state, transaction history and contract get-methods. Works with the free public config or a private/hosted endpoint. `npx -y @tonnode/mcp` -- [slenderongithub/fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp) [![slenderongithub/fix-protocol-mcp MCP server](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp) 🐍 🏠 - Parse, validate, build, and explain FIX protocol trading messages (Logon, NewOrderSingle, ExecutionReport, and the rest of the session/order workflow). Fully offline — bundled FIX 4.4 field dictionary, no API keys or network calls. Install `pip install .`, run `fix-protocol-mcp`. -- [andresdefi/zerodust](https://github.com/andresdefi/zerodust) [![andresdefi/zerodust MCP server](https://glama.ai/mcp/servers/andresdefi/zerodust/badges/score.svg)](https://glama.ai/mcp/servers/andresdefi/zerodust) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep an agent's native gas balance to **exactly zero** on 25+ EVM chains via EIP-7702 sponsored execution — a relayer pays the gas and is reimbursed from the sweep, so nothing is left stranded. Same-chain or cross-chain. Read-only by default; sweeping is opt-in and destination-allowlisted, so a prompt-injected agent still cannot redirect funds. `npx @zerodust/mcp-server` -- [amitesh-m/wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations) [![Wealthville MCP server](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations/badges/score.svg)](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations) 🎖️ 📇 🏠 - Solana + EVM liquidity-pool scores for AI agents: **Enter/Hold/Exit verdicts** and a composite **0–100 Wealthville Score**, plus a live, immutable, miss-inclusive track record. 4 read-only tools (pool score, top pools, track record, signals feed). In the official MCP Registry. `npx @wealthville/mcp-server` -- [SynderAccounting/gl-importer-plugin](https://github.com/SynderAccounting/gl-importer-plugin) [![SynderAccounting/gl-importer-plugin MCP server](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin/badges/score.svg)](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin) 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the [Synder Importer API](https://importer.synder.com). 19 tools covering imports, field mapping rules, post-import rules, and entity discovery. Install with `npx -y @cloudbusiness/gl-importer-mcp`. -- [sturs49/cryptotaxedge-mcp](https://github.com/sturs49/cryptotaxedge-mcp) [![sturs49/cryptotaxedge-mcp MCP server](https://glama.ai/mcp/servers/sturs49/cryptotaxedge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sturs49/cryptotaxedge-mcp) 🎖️ ☁️ - US tax classification for on-chain transactions: submit a transaction hash, get the canonical category, US tax treatment, a confidence score, and an explicit route-to-review flag on uncertain rows. 80+ chains. Remote streamable-HTTP server at https://mcp.cryptotaxedge.com/ (free Developer tier); on the official MCP registry as io.github.sturs49/cryptotaxedge. -- [sand0vvv/hyperevm-mcp](https://github.com/sand0vvv/hyperevm-mcp) [![sand0vvv/hyperevm-mcp MCP server](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only Hyperliquid / HyperEVM: every way to earn on HYPE in one table — liquid staking, lending with utilisation and max LTV, LP pools, and the HLP vault — with yield a pool earns separated from yield paid in emitted tokens. Also protocol TVL, fees actually paid, perp and spot markets, funding history, and order-book depth with a straight answer when a size will not fill. Where a source publishes a figure whose unit cannot be confirmed, the cell reads n/a instead. No keys, no signing, nothing to configure. `npx -y @sand0vvv/hyperevm-mcp` -- [polyorderbooks/mcp-server](https://github.com/polyorderbooks/mcp-server) [![polyorderbooks/mcp-server MCP server](https://glama.ai/mcp/servers/polyorderbooks/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/polyorderbooks/mcp-server) 📇 ☁️ - Historical Polymarket order book depth — full L2 bid/ask ladders at 1-second resolution on resolved markets, plus prices, spread and liquidity. Polymarket archives no order book history, so this serves depth captured live. -- [asokore/statcite](https://github.com/asokore/statcite) [![asokore/statcite MCP server](https://glama.ai/mcp/servers/asokore/statcite/badges/score.svg)](https://glama.ai/mcp/servers/asokore/statcite) 📇 ☁️ - Official economic statistics with full citations — World Bank, IMF, BIS, ECB, and Caribbean central banks (ECCB, Central Bank of Barbados, incl. Anguilla and Montserrat) — plus `verify_stat`/`verify_claims` to check claimed figures against the official series. 12 tools, 48 curated indicators, 200+ economies. Free remote MCP at `https://statcite.com/mcp` (Streamable HTTP, stateless, no auth). In the official MCP Registry (`io.github.asokore/statcite`). -- [ravndex/ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama) [![ravndex/ravn-mcp-glama MCP server](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama/badges/score.svg)](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama) 📇 ☁️ - Cross-chain swap execution across 12 venues and 16 chains, including native (non-wrapped) Bitcoin as either source or destination. No signup, no API key, 0% protocol fee — same routing engine the app itself uses. Hosted remote server (no install) at `https://app.ravn.exchange/api/mcp`; this repo is a local/stdio alternative. On the official MCP registry as `exchange.ravn/ravn`. -- [parkyucheol-del/alphapipeline](https://github.com/parkyucheol-del/alphapipeline) [![parkyucheol-del/alphapipeline MCP server](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline/badges/score.svg)](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline) 🐍 ☁️ 🏠 - Pay-per-call ($0.005-$0.03 USDC via x402 on Base) market and on-chain data for AI agents and trading bots: token-unlock dump-risk, Upbit/Binance kimchi-premium arbitrage alerts, GoPlus honeypot & LP-lock contract-health audits, DEX liquidity/slippage estimates, funding-rate APR & carry-trade breakeven, and a URL-to-clean-markdown tool. No signup, no API key. 12 tools; remote at `https://alphapipeline-eu.onrender.com/mcp`. -- [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [![henfrydls/actual-budget-mcp MCP server](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp/badges/score.svg)](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) 📇 🏠 🍎 🪟 🐧 - Talk to a self-hosted [Actual Budget](https://actualbudget.org): spending breakdowns, category trends, projections and budget-vs-actual, not just lookups. Writes are guarded: every delete previews what it will remove and waits for confirmation, and `ACTUAL_READ_ONLY=1` hides the write tools from the model entirely. Multi-currency with split transactions and residual reconciliation. `npx -y actual-budget-mcp` or `ghcr.io/henfrydls/actual-budget-mcp` -- [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [![yourmatematt/agent-billboard-mcp MCP server](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain message slot on Solana where AI agents advertise to one another. Posting rights are acquired by outbidding the previous poster; the server enforces operator spend limits before signing and logs the agent's reasoning with every write. `npx -y agent-billboard-mcp` -- [tillbooks/tillbooks](https://github.com/tillbooks/tillbooks) [![tillbooks/tillbooks MCP server](https://glama.ai/mcp/servers/tillbooks/tillbooks/badges/score.svg)](https://glama.ai/mcp/servers/tillbooks/tillbooks) 📇 🏠 🍎 🐧 - Local-first, MIT-licensed Swiss accounting an AI agent runs over MCP. It posts double-entry journal entries, categorises and chases invoices, and prepares the MWST-Abrechnung (the Swiss VAT return). The books stay in a local SQLite file, with a minimalist Studio for human oversight. On the official MCP Registry as `io.github.tillbooks/tillbooks`. `npx -y tillbooks mcp` +- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [![sebastienrousseau/camt053-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - ISO 20022 camt.053 bank statement parsing and XSD validation, IBAN/BIC/LEI checks, Xero and QuickBooks journal export and reversing-entry generation. +- [sebastienrousseau/pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp) [![sebastienrousseau/pacs008-mcp MCP server](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate, validate and parse ISO 20022 pacs.008, pacs.004 and pacs.002 messages, repair structured addresses and convert SWIFT MT103 to pacs.008. +- [manganate006/openlmnp](https://github.com/manganate006/openlmnp) [![manganate006/openlmnp MCP server](https://glama.ai/mcp/servers/manganate006/openlmnp/badges/score.svg)](https://glama.ai/mcp/servers/manganate006/openlmnp) 🏠 ☁️ - Accounting for the French LMNP furnished-rental tax status: journal entries, depreciation, 2031/2033 tax forms, FEC export and Airbnb/Booking.com imports. +- [tonnode/mcp](https://github.com/tonnode/mcp) [![tonnode/mcp MCP server](https://glama.ai/mcp/servers/tonnode/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tonnode/mcp) 📇 🏠 ☁️ - Direct liteserver access to The Open Network (TON) over ADNL: GRAM balances, account state, transaction history and contract get-methods. +- [slenderongithub/fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp) [![slenderongithub/fix-protocol-mcp MCP server](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp) 🐍 🏠 - Parse, validate, build and explain FIX protocol trading messages offline, using a bundled FIX 4.4 field dictionary. +- [andresdefi/zerodust](https://github.com/andresdefi/zerodust) [![andresdefi/zerodust MCP server](https://glama.ai/mcp/servers/andresdefi/zerodust/badges/score.svg)](https://glama.ai/mcp/servers/andresdefi/zerodust) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep native gas balances to exactly zero on EVM chains via EIP-7702 sponsored execution, same-chain or cross-chain, to allowlisted destinations. +- [amitesh-m/wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations) [![Wealthville MCP server](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations/badges/score.svg)](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations) 🎖️ 📇 🏠 - Read-only Solana and EVM liquidity pool scores: Enter/Hold/Exit verdicts, a composite Wealthville Score, top pools, signals and a public track record. +- [SynderAccounting/gl-importer-plugin](https://github.com/SynderAccounting/gl-importer-plugin) [![SynderAccounting/gl-importer-plugin MCP server](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin/badges/score.svg)](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin) 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the Synder Importer API, with field mapping and post-import rules. +- [sturs49/cryptotaxedge-mcp](https://github.com/sturs49/cryptotaxedge-mcp) [![sturs49/cryptotaxedge-mcp MCP server](https://glama.ai/mcp/servers/sturs49/cryptotaxedge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sturs49/cryptotaxedge-mcp) 🎖️ ☁️ - US tax classification for on-chain transactions: submit a transaction hash to get its category, tax treatment, a confidence score and a review flag. +- [sand0vvv/hyperevm-mcp](https://github.com/sand0vvv/hyperevm-mcp) [![sand0vvv/hyperevm-mcp MCP server](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sand0vvv/hyperevm-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only Hyperliquid/HyperEVM data: HYPE yields (staking, lending, LP, HLP vault), protocol TVL and fees, markets, funding history and order-book depth. +- [asokore/statcite](https://github.com/asokore/statcite) [![asokore/statcite MCP server](https://glama.ai/mcp/servers/asokore/statcite/badges/score.svg)](https://glama.ai/mcp/servers/asokore/statcite) 📇 ☁️ - Cited economic statistics from the World Bank, IMF, BIS, ECB and Caribbean central banks, plus checks of claimed figures against the source series. +- [ravndex/ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama) [![ravndex/ravn-mcp-glama MCP server](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama/badges/score.svg)](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama) 📇 ☁️ - Cross-chain swap execution across multiple venues and chains, including native Bitcoin as source or destination. +- [parkyucheol-del/alphapipeline](https://github.com/parkyucheol-del/alphapipeline) [![parkyucheol-del/alphapipeline MCP server](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline/badges/score.svg)](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline) 🐍 ☁️ 🏠 - x402 pay-per-call market and on-chain data: token-unlock risk, kimchi-premium alerts, honeypot and LP-lock audits, DEX slippage and funding-rate carry. +- [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [![henfrydls/actual-budget-mcp MCP server](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp/badges/score.svg)](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) 📇 🏠 🍎 🪟 🐧 - Self-hosted Actual Budget analysis: spending breakdowns, category trends, projections and budget vs. actual, with guarded writes and an optional read-only mode. +- [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [![yourmatematt/agent-billboard-mcp MCP server](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain Solana message slot won by outbidding the previous poster, with operator spend limits. +- [tillbooks/tillbooks](https://github.com/tillbooks/tillbooks) [![tillbooks/tillbooks MCP server](https://glama.ai/mcp/servers/tillbooks/tillbooks/badges/score.svg)](https://glama.ai/mcp/servers/tillbooks/tillbooks) 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite. ### 🎮 Gaming Integration with gaming related data, game engines, and services -- [26048608982lp-ai/gamenumerics](https://github.com/26048608982lp-ai/gamenumerics) [![26048608982lp-ai/gamenumerics MCP server](https://glama.ai/mcp/servers/26048608982lp-ai/gamenumerics/badges/score.svg)](https://glama.ai/mcp/servers/26048608982lp-ai/gamenumerics) 📇 🏠 🍎 🪟 🐧 - MCP server for game numerical design & balance auditing: import xlsx config tables, audit growth curves, simulate battle/gacha, and reverse-engineer spreadsheet formulas — 17 deterministic tools, zero LLM guessing (npm: [mcp-server-gamenumerics](https://www.npmjs.com/package/mcp-server-gamenumerics)). -- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [![3aKHP/prts-mcp MCP server](https://glama.ai/mcp/servers/3aKHP/prts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations. -- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [![antics-gg/antics-mcp MCP server](https://glama.ai/mcp/servers/antics-gg/antics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync, and leaderboards. No backend or player accounts. -- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [![beckett-godot-mcp MCP server](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Beckett — MCP for Godot: a zero-sidecar GDScript editor addon that serves MCP over Streamable HTTP from inside the Godot 4 editor (no Node/Python sidecar). Reflection over any class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert). MIT. -- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [![butterlatte-zhang/unity-ai-bridge MCP server](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge/badges/score.svg)](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #️ 🐍 🏠 🍎 🪟 - Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools across 13 categories, zero dependencies, supports Claude Code, Cursor, Copilot, Windsurf, Claude Desktop. -- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [![buildepicshit/Wick MCP server](https://glama.ai/mcp/servers/buildepicshit/Wick/badges/score.svg)](https://glama.ai/mcp/servers/buildepicshit/Wick) #️⃣ 🏠 🍎 🪟 🐧 - Native C# MCP server for Godot Engine — 53 tools across 5 pillars: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration, and GDScript analysis. .NET 10, TCP JSON-RPC bridge, 219 tests. -- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [![chaoz23/srdcheck MCP server](https://glama.ai/mcp/servers/chaoz23/srdcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/srdcheck) 🐍 🏠 - Deterministic D&D 5e (SRD 5.2.1) rules verdicts for agents: cited legality checks for whole turns, legal-action enumeration, advantage math, and hash-stamped game-state lineage. Refuses what the rules don't decide (exit 2), quotes the rule text on every verdict, zero dependencies. -- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development -- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. -- [danielenricocahall/lorcana-mcp](https://github.com/danielenricocahall/lorcana-mcp) [![danielenricocahall/lorcana-mcp MCP server](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp/badges/score.svg)](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp) 🐍 🏠 🍎 🪟 🐧 - Disney Lorcana TCG: card search, deck validation against format rules (60-card minimum, max 4 copies, 2-ink limit, dual-ink requirements), deck stats (ink curve, color split, keyword counts), and Dreamborn/Pixelborn deck list import/export. 10 tools, 2,506 unique cards refreshed daily. `uvx lorcana-cards-mcp` -- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [![dirtcubeinteractive/specter-skills MCP server](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills/badges/score.svg)](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend — players, economy, progression, leaderboards, tournaments, battle passes, and real-time multiplayer — from your AI assistant. Browser sign-in; create/mutate tools opt-in. -- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api). -- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [![DiegoLopez0208/RpgMakerMVUltimate-MCP MCP server](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP/badges/score.svg)](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - AI copilot for RPG Maker MV: generate maps, edit the database and events, and reason about a project — validate broken references, explain why an event never fires, critique maps, and search by meaning. 13 tools, knowledge-driven map generation, fully offline. -- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [![dmang-dev/mcp-bizhawk MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emulator from any MCP client. Memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state. One bridge unlocks NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn, and more. -- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [![dmang-dev/mcp-dolphin MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP client: read/write PowerPC memory (MEM1/MEM2), GameCube + Wii Remote input (buttons, IR pointer, accelerometer, MotionPlus), reset, save/load state, and frame advance. Python bridge inside [Felk's scripting fork](https://github.com/Felk/dolphin) + Node MCP server. -- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [![dmang-dev/mcp-mgba MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Drive the [mGBA](https://mgba.io) Game Boy Advance emulator from any MCP client: read/write GBA memory, inject button presses, take screenshots, save/load state, and step the emulator. Lua bridge inside mGBA + Node MCP server. -- [Dreiev/l2calendar-mcp](https://github.com/Dreiev/l2calendar-mcp) [![Dreiev/l2calendar-mcp MCP server](https://glama.ai/mcp/servers/Dreiev/l2calendar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dreiev/l2calendar-mcp) 📇 ☁️ 🏠 - Query upcoming Lineage 2 private server openings by chronicle through the public L2 Calendar API. 5 tools (list/search servers, chronicle catalog, labels), no auth, JSON responses. -- [drknowhow/fluxdots-mcp](https://github.com/drknowhow/fluxdots-mcp) [![drknowhow/fluxdots-mcp MCP server](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp) 📇 ☁️ - Play [FluxDots](https://fluxdots.com) — a ranked strategy board game where humans and AI agents compete on one shared Elo ladder. Host or join live matches; agents get public profiles, ratings, and replays. Zero-dependency single-file server. -- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [![dmang-dev/mcp-pine MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-pine/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) 📇 🏠 🍎 🪟 🐧 - Memory inspection and savestate control for PCSX2 and other emulators speaking the [PINE](https://github.com/GovanifY/pine) protocol. Read/write 8/16/32/64-bit memory, save/load state slots, query game metadata. TCP on Windows, Unix sockets on Linux/macOS. -- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [![dmang-dev/mcp-ppsspp MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) 📇 🏠 🍎 🪟 🐧 - Drive PSP games through [PPSSPP](https://www.ppsspp.org)'s built-in WebSocket debugger interface — no plugin needed. Memory r/w (u8/u16/u32/range/string), input (buttons + analog), pause/resume/step, screenshot, MIPS Allegrex registers, CPU execution breakpoints. The richest debugger surface in the family thanks to PPSSPP's native instrumentation. -- [dmang-dev/mcp-retroarch](https://github.com/dmang-dev/mcp-retroarch) [![dmang-dev/mcp-retroarch MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch) 📇 🏠 🍎 🪟 🐧 - Drive any libretro core through [RetroArch](https://www.retroarch.com/)'s Network Control Interface (UDP): read/write memory, save/load state, screenshot, pause/frame-advance/reset, on-screen messages. Verified against NES, SNES, Genesis, N64, GBA, and PS1 cores. -- [gripforgeai/mcp](https://github.com/gripforgeai/mcp) [![gripforgeai/mcp MCP server](https://glama.ai/mcp/servers/gripforgeai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/gripforgeai/mcp) 📇 ☁️ - Attach weapons & props to rigged 3D characters: finds the hand bone whatever the rig calls it, scales the prop to the character's hand, closes the fist, and returns engine-ready binds (three.js / Unity / Godot) plus armed GLB exports. The missing step after Tripo, Meshy or Mixamo. -- [gregario/dnd-oracle](https://github.com/gregario/dnd-oracle) [![dnd-oracle MCP server](https://glama.ai/mcp/servers/gregario/dnd-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/dnd-oracle) 📇 🏠 - D&D 5e SRD reference and analysis with monster search, spell lookup, encounter building, and loadout analysis. 10 tools, 1198 entities embedded. -- [gregario/godot-forge](https://github.com/gregario/godot-forge) [![godot-forge MCP server](https://glama.ai/mcp/servers/gregario/godot-forge/badges/score.svg)](https://glama.ai/mcp/servers/gregario/godot-forge) 📇 🏠 🍎 🪟 🐧 - Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics. -- [gregario/lorcana-oracle](https://github.com/gregario/lorcana-oracle) [![lorcana-oracle MCP server](https://glama.ai/mcp/servers/gregario/lorcana-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/lorcana-oracle) 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded. -- [gregario/hearthstone-oracle](https://github.com/gregario/hearthstone-oracle) [![hearthstone-oracle MCP server](https://glama.ai/mcp/servers/gregario/hearthstone-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/hearthstone-oracle) 📇 🏠 - Hearthstone card search, deck analysis, and strategy coaching. 9 tools covering card lookup, deck decoding, archetype classification, class identities, matchup theory, and game concepts. HearthstoneJSON data. -- [gregario/mtg-oracle](https://github.com/gregario/mtg-oracle) [![gregario/mtg-oracle MCP server](https://glama.ai/mcp/servers/gregario/mtg-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/mtg-oracle) 📇 🏠 - Magic: The Gathering card search, rules lookup, deck analysis, price data, and Commander intelligence. 14 tools, Scryfall + Academy Ruins + Commander Spellbook data. -- [gregario/onepiece-oracle](https://github.com/gregario/onepiece-oracle) [![onepiece-oracle MCP server](https://glama.ai/mcp/servers/gregario/onepiece-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/onepiece-oracle) 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing, and counter strategy tools. 6 tools, 4,348 cards embedded. -- [gregario/tft-oracle](https://github.com/gregario/tft-oracle) [![tft-oracle MCP server](https://glama.ai/mcp/servers/gregario/tft-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/tft-oracle) 📇 🏠 - Teamfight Tactics champion, trait, item, and augment reference. 8 tools with full Set 16 data from CommunityDragon, including synergy lookups, item recipes, and rolling odds. -- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [![gregario/warhammer-oracle MCP server](https://glama.ai/mcp/servers/gregario/warhammer-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/warhammer-oracle) 📇 🏠 - Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded. -- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [![godot-runtime-mcp MCP server](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running. -- [german-krasnikov/unity-biome-mcp](https://github.com/german-krasnikov/unity-biome-mcp) [![unity-biome-mcp MCP server](https://glama.ai/mcp/servers/german-krasnikov/unity-biome-mcp/badges/score.svg)](https://glama.ai/mcp/servers/german-krasnikov/unity-biome-mcp) 🐍 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor from 10 MCP clients or from chat inside Unity. 47 tools for scenes, GameObjects, components, Shader Graph, materials, animation, and UI. PlayTest DSL for deterministic scenario verification, batch operations with Undo rollback, token-efficient plain-text protocol, screenshots with visual diff. Cross-platform CI, 11,700+ tests, MIT. -- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [![haoyifan/Silicon-Pantheon MCP server](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon/badges/score.svg)](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical grids, write post-match reflections, and learn across games. MCP-native client-server architecture with a hosted lobby and self-host option. -- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support. -- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [![roblox-mcp MCP server](https://glama.ai/mcp/servers/hope1026/roblox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hope1026/roblox-mcp) 📇 🏠 🍎 🪟 - MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest. -- [isco-tec/scorezilla-mcp](https://github.com/isco-tec/scorezilla-mcp) [![isco-tec/scorezilla-mcp MCP server](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect leaderboards for [Scorezilla](https://scorezilla.dev). Six tools — including `bootstrap_leaderboard` which creates a game + board + keys and returns ready-to-paste SDK code in one call. Closed beta; request a token at scorezilla.dev/early-access. -- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity -- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [![taygunsavas/patina-unity-mcp MCP server](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor from MCP hosts through a local Rust server and C# bridge, with one-click host setup and 86 Unity commands for scenes, GameObjects, prefabs, assets, scripts, console, tests, and build settings. -- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs. -- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [![steam-mcp MCP server](https://glama.ai/mcp/servers/jkiley129/steam-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jkiley129/steam-mcp) 📇 🏠 🍎 🪟 🐧 - Connect Claude to your Steam library. Query your games, playtime, recently played, and store metadata via natural language. -- [justinscott12/modrinth-mcp](https://github.com/justinscott12/modrinth-mcp) [![justinscott12/modrinth-mcp MCP server](https://glama.ai/mcp/servers/justinscott12/modrinth-mcp/badges/score.svg)](https://glama.ai/mcp/servers/justinscott12/modrinth-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search [Modrinth](https://modrinth.com) and publish Minecraft mods from AI agents — create projects, upload new versions (jars), and read project/version metadata via the Modrinth API. Ships as an npm package and a Claude Code plugin. -- [Grinv/steam-games-mcp](https://github.com/Grinv/steam-games-mcp) [![Grinv/steam-games-mcp MCP server](https://glama.ai/mcp/servers/Grinv/steam-games-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grinv/steam-games-mcp) 📇 🏠 🍎 🪟 🐧 - Search Steam's store/catalog (deals, reviews, Steam Deck/SteamOS/Machine/Frame compatibility) with no API key, plus player profiles, libraries, achievements and friends via the official Steam Web API (free key). -- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [![pyxel-mcp MCP server](https://glama.ai/mcp/servers/@kitao/pyxel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) 🐍 🏠 - MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games. -- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2). -- [lodordev/mcp-romm](https://github.com/lodordev/mcp-romm) [![lodordev/mcp-romm MCP server](https://glama.ai/mcp/servers/lodordev/mcp-romm/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-romm) 🐍 🏠 - MCP server for [RomM](https://github.com/rommapp/romm) retro game library manager. 19 read-only tools for browsing platforms, searching ROMs, viewing metadata, managing collections, tracking saves, firmware, devices, and task monitoring. OAuth2 auth with automatic token refresh. -- [miracle1814/ue5-automation](https://github.com/miracle1814/ue5-automation) [![miracle1814/ue5-automation MCP server](https://glama.ai/mcp/servers/miracle1814/ue5-automation/badges/score.svg)](https://glama.ai/mcp/servers/miracle1814/ue5-automation) 🐍 🌊 🏠 🖥 🪟 - AI-driven blueprint automation for Unreal Engine 5.1-5.8: a C++ bridge plugin (59 editor UFUNCTIONs) exposes node-level graph authoring that engine Python cannot reach - create/wire/compile blueprints, author materials and UMG widgets, with read-back verification on every write and PIE runtime state checks. Ships prebuilt DLLs for 5.1 and 5.8 (zero compilation); MCP endpoint with 23 tools. -- [murzin-ml/mcp-ps-store](https://github.com/murzin-ml/mcp-ps-store) [![murzin-ml/mcp-ps-store MCP server](https://glama.ai/mcp/servers/murzin-ml/mcp-ps-store/badges/score.svg)](https://glama.ai/mcp/servers/murzin-ml/mcp-ps-store) 🐍 🏠 🍎 🪟 🐧 - PlayStation Network gaming history: playtime, trophies and purchased library, for grounding game recommendations in what you actually played. -- [truetick-gg/mcp](https://github.com/truetick-gg/mcp) 📇 ☁️ - Manage [TrueTick](https://truetick.gg) Minecraft hosting servers from AI agents: create/start/stop servers, live TPS/MSPT metrics, RCON console, file access, backups, and Modrinth/CurseForge mods. -- [zefarie/pterodactyl-mcp](https://github.com/zefarie/pterodactyl-mcp) [![pterodactyl](https://glama.ai/mcp/servers/zefarie/pterodactyl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zefarie/pterodactyl-mcp) 📇 ☁️ 🏠 - Manage Pterodactyl and Pelican game server panels through AI. 73 tools for server management, power control, file operations, backups, schedules, databases, users, nodes, and eggs. -- [n24q02m/better-godot-mcp](https://github.com/n24q02m/better-godot-mcp) [![better-godot-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp) 📇 🏠 🍎 🪟 🐧 - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals. -- [NAJEMWEHBE/unreal-ai-connection](https://github.com/NAJEMWEHBE/unreal-ai-connection) [![NAJEMWEHBE/unreal-ai-connection MCP server](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection/badges/score.svg)](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection) 🌊 🐍 🏠 🪟 - Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket — 105 editor-automation tools (72 native C++ + 33 bridge-side). Native C++ plugin + thin Python bridge, ~50ms round-trips. 498 tests, MIT. -- [omniologynow-rgb/mcp-server](https://github.com/omniologynow-rgb/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server) 📇 ☁️ - Live AI agent contest platform on Solana mainnet. Compete in skill tournaments (ART, STORY, JOKE) for real USDC payouts via on-chain Anchor smart contract. -- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics. -- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information. -- [EnioAguiar/llmpvp-plugin](https://github.com/EnioAguiar/llmpvp-plugin) [![EnioAguiar/llmpvp-plugin MCP server](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin/badges/score.svg)](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin) 📇 ☁️ 🍎 🪟 🐧 - Ranked, bring-your-own-LLM chess and Go arena for AI agents. Register an agent, join matchmaking or challenge by name, and play rated games (independent Glicko-2 per game type) via 9 MCP tools. `npx -y llmpvp-plugin mcp` -- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [![razz-games/razz-mcp MCP server](https://glama.ai/mcp/servers/razz-games/razz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with real SOL wagering for any AI agent. [![razz-games/razz-mcp MCP server](https://glama.ai/mcp/servers/razz-games/razz-mcp/badges/card.svg)](https://glama.ai/mcp/servers/razz-games/razz-mcp) -- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [![rkocosmergon/cosmergon-agent MCP server](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent/badges/score.svg)](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Living economy for AI agents — Conway's Game of Life physics, energy currency, marketplace. 4 tools: observe state, execute actions, benchmark reports, game rules. Auto-registers, no API key needed. -- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools. -- [SerifeusStudio/rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp) [![SerifeusStudio/rpgmaker-xp-mcp MCP server](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp) 📇 🏠 🪟 - Author RPG Maker XP games in natural language. Reads and writes an RPG Maker XP project’s Ruby 1.8 Marshal `.rxdata` directly — actors, skills, items, maps, events and scripts — and renders map previews to PNG. 65 tools; round-trips are byte-identical. -- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - 🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine. -- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [![staccDOTsol/staccbot-tg MCP server](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg/badges/score.svg)](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) 📇 ☁️ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`. -- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [![stagproject/sec-filings-mcp MCP server](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - SEC EDGAR MCP for agents: search 10-K/10-Q, free sample preview, full filing JSON via x402 USDC on Polygon. xpay: `sec-edgar-filings`. Trial without xpay key: [docs](https://github.com/stagproject/sec-filings-mcp/blob/main/docs/TRY_WITHOUT_XPAY.md). Registry: `io.github.stagproject/sec-filings-mcp`. -- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) 📇 - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more. -- [Tanshaydar/Quartermaster](https://github.com/Tanshaydar/Quartermaster) [![Tanshaydar/Quartermaster MCP server](https://glama.ai/mcp/servers/Tanshaydar/Quartermaster/badges/score.svg)](https://glama.ai/mcp/servers/Tanshaydar/Quartermaster) 🐍 🏠 🪟 🐧 - Local game asset intelligence across Unity, Fab, Quixel Megascans, Gumroad, and Leartes Cosmos with hybrid FTS5 and visual CLIP search. Registry: `io.github.Tanshaydar/quartermaster`. -- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [![alex-gon/thegamecrafter-mcp-server MCP server](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) 📇 ☁️ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing. -- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [![steam-reviews-mcp MCP server](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) 📇 ☁️ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions. -- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent using this MCP server. -- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging. -- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [![HadiCherkaoui/crafty-mcp MCP server](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for managing Minecraft servers through [Crafty Controller 4](https://craftycontrol.com). Start, stop, backup, send commands, manage files, schedules, webhooks, and users via the Crafty API. -- [yanjingzhaisun/cozyvtt-mcp](https://github.com/yanjingzhaisun/cozyvtt-mcp) [![yanjingzhaisun/cozyvtt-mcp MCP server](https://glama.ai/mcp/servers/yanjingzhaisun/cozyvtt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yanjingzhaisun/cozyvtt-mcp) 🐍 🏠 🍎 🪟 🐧 - MCP bridge for [CozyVTT](https://github.com/CheekyChinchilla/CozyVTT), the self-hosted virtual tabletop — lets an AI agent DM/KP a campaign over REST + WebSocket: server-authoritative dice, chat narration, tokens and maps, initiative, character sheets, rulebook documents, saved-roll macros, and DM-seat transfer. 37 tools; supports CozyVTT v1.2.2 and v1.4.0 with explicit degradation on older instances. +- [26048608982lp-ai/gamenumerics](https://github.com/26048608982lp-ai/gamenumerics) [![26048608982lp-ai/gamenumerics MCP server](https://glama.ai/mcp/servers/26048608982lp-ai/gamenumerics/badges/score.svg)](https://glama.ai/mcp/servers/26048608982lp-ai/gamenumerics) 📇 🏠 🍎 🪟 🐧 - Game balance design and auditing: import xlsx config tables, audit growth curves, simulate battle and gacha systems, and reverse-engineer spreadsheet formulas. +- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [![3aKHP/prts-mcp MCP server](https://glama.ai/mcp/servers/3aKHP/prts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - Arknights game data via the PRTS Wiki API, with auto-synced operator archives and voice lines for fan-work creation. +- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [![antics-gg/antics-mcp MCP server](https://glama.ai/mcp/servers/antics-gg/antics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync and leaderboards, without a backend or player accounts. +- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [![beckett-godot-mcp MCP server](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Godot 4 editor addon that runs without a sidecar: class reflection, validated GDScript writes, scene/script/resource authoring and a runtime play-test loop. +- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [![butterlatte-zhang/unity-ai-bridge MCP server](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge/badges/score.svg)](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #️⃣ 🐍 🏠 🍎 🪟 - Control the Unity Editor from AI coding tools via file-based IPC. +- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [![buildepicshit/Wick MCP server](https://glama.ai/mcp/servers/buildepicshit/Wick/badges/score.svg)](https://glama.ai/mcp/servers/buildepicshit/Wick) #️⃣ 🏠 🍎 🪟 🐧 - Godot Engine tooling: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration and GDScript analysis. +- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [![chaoz23/srdcheck MCP server](https://glama.ai/mcp/servers/chaoz23/srdcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/srdcheck) 🐍 🏠 - Deterministic D&D 5e (SRD 5.2.1) rules verdicts: cited turn legality checks, legal-action enumeration, advantage math and hash-stamped game-state lineage. +- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #️⃣ 🏠 - Unity game engine integration for game development. +- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - Interact with the Godot game engine: edit, run and debug projects and manage scenes. +- [danielenricocahall/lorcana-mcp](https://github.com/danielenricocahall/lorcana-mcp) [![danielenricocahall/lorcana-mcp MCP server](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp/badges/score.svg)](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp) 🐍 🏠 🍎 🪟 🐧 - Disney Lorcana TCG: card search, deck validation against format rules, deck stats and Dreamborn/Pixelborn deck list import and export. +- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [![dirtcubeinteractive/specter-skills MCP server](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills/badges/score.svg)](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer. +- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover video games on any platform via the GameBrain API. +- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [![DiegoLopez0208/RpgMakerMVUltimate-MCP MCP server](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP/badges/score.svg)](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - Offline RPG Maker MV assistant: generate maps, edit the database and events, validate broken references, debug events and search a project semantically. +- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [![dmang-dev/mcp-bizhawk MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Control the BizHawk multi-system emulator: memory read/write, joypad input, frame advance, screenshots and save states. +- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [![dmang-dev/mcp-dolphin MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Control the Dolphin GameCube/Wii emulator: memory read/write, GameCube and Wii Remote input, reset, save states and frame advance, via Felk's scripting fork. +- [dmang-dev/mcp-mgba](https://github.com/dmang-dev/mcp-mgba) [![dmang-dev/mcp-mgba MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-mgba) 📇 🏠 🍎 🪟 🐧 - Control the mGBA Game Boy Advance emulator: memory read/write, button input, screenshots, save states and stepping. +- [Dreiev/l2calendar-mcp](https://github.com/Dreiev/l2calendar-mcp) [![Dreiev/l2calendar-mcp MCP server](https://glama.ai/mcp/servers/Dreiev/l2calendar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dreiev/l2calendar-mcp) 📇 ☁️ 🏠 - Query upcoming Lineage 2 private server openings by chronicle via the public L2 Calendar API. +- [drknowhow/fluxdots-mcp](https://github.com/drknowhow/fluxdots-mcp) [![drknowhow/fluxdots-mcp MCP server](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drknowhow/fluxdots-mcp) 📇 ☁️ - Play FluxDots, a ranked strategy board game where humans and AI agents share one Elo ladder: host or join live matches, with profiles, ratings and replays. +- [dmang-dev/mcp-pine](https://github.com/dmang-dev/mcp-pine) [![dmang-dev/mcp-pine MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-pine/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-pine) 📇 🏠 🍎 🪟 🐧 - Memory read/write, save state slots and game metadata for PCSX2 and other emulators that support the PINE protocol. +- [dmang-dev/mcp-ppsspp](https://github.com/dmang-dev/mcp-ppsspp) [![dmang-dev/mcp-ppsspp MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-ppsspp) 📇 🏠 🍎 🪟 🐧 - Control PSP games via PPSSPP's built-in WebSocket debugger: memory read/write, input, pause and step, screenshots, CPU registers and breakpoints. +- [dmang-dev/mcp-retroarch](https://github.com/dmang-dev/mcp-retroarch) [![dmang-dev/mcp-retroarch MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-retroarch) 📇 🏠 🍎 🪟 🐧 - Control libretro cores via RetroArch's Network Control Interface: memory read/write, save states, screenshots, pause, frame advance and on-screen messages. +- [gripforgeai/mcp](https://github.com/gripforgeai/mcp) [![gripforgeai/mcp MCP server](https://glama.ai/mcp/servers/gripforgeai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/gripforgeai/mcp) 📇 ☁️ - Attach weapons and props to rigged 3D characters: finds the hand bone, scales the prop, closes the fist and exports three.js, Unity or Godot binds and GLBs. +- [gregario/dnd-oracle](https://github.com/gregario/dnd-oracle) [![dnd-oracle MCP server](https://glama.ai/mcp/servers/gregario/dnd-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/dnd-oracle) 📇 🏠 - D&D 5e SRD reference: monster search, spell lookup, encounter building and loadout analysis. +- [gregario/godot-forge](https://github.com/gregario/godot-forge) [![godot-forge MCP server](https://glama.ai/mcp/servers/gregario/godot-forge/badges/score.svg)](https://glama.ai/mcp/servers/gregario/godot-forge) 📇 🏠 🍎 🪟 🐧 - Godot 4 dev companion: GUT/GdUnit4 test running, API docs with 3-to-4 migration mapping, script analysis, scene parsing, screenshots and LSP diagnostics. +- [gregario/lorcana-oracle](https://github.com/gregario/lorcana-oracle) [![lorcana-oracle MCP server](https://glama.ai/mcp/servers/gregario/lorcana-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/lorcana-oracle) 📇 🏠 - Disney Lorcana TCG card search, deck analysis, ink curves, lore generation and franchise browsing. +- [gregario/hearthstone-oracle](https://github.com/gregario/hearthstone-oracle) [![hearthstone-oracle MCP server](https://glama.ai/mcp/servers/gregario/hearthstone-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/hearthstone-oracle) 📇 🏠 - Hearthstone card search, deck decoding and analysis, archetype classification and strategy coaching using HearthstoneJSON data. +- [gregario/mtg-oracle](https://github.com/gregario/mtg-oracle) [![gregario/mtg-oracle MCP server](https://glama.ai/mcp/servers/gregario/mtg-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/mtg-oracle) 📇 🏠 - Magic: The Gathering card search, rules lookup, deck analysis, prices and Commander data from Scryfall, Academy Ruins and Commander Spellbook. +- [gregario/onepiece-oracle](https://github.com/gregario/onepiece-oracle) [![onepiece-oracle MCP server](https://glama.ai/mcp/servers/gregario/onepiece-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/onepiece-oracle) 📇 🏠 - One Piece TCG card search, deck analysis, cost curves, leader browsing and counter strategies. +- [gregario/tft-oracle](https://github.com/gregario/tft-oracle) [![tft-oracle MCP server](https://glama.ai/mcp/servers/gregario/tft-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/tft-oracle) 📇 🏠 - Teamfight Tactics reference for champions, traits, items and augments using CommunityDragon data: synergy lookups, item recipes and rolling odds. +- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [![gregario/warhammer-oracle MCP server](https://glama.ai/mcp/servers/gregario/warhammer-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/warhammer-oracle) 📇 🏠 - Warhammer 40K, Combat Patrol and Kill Team rules reference: unit datasheets, keyword definitions, phase sequences and game flow. +- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [![godot-runtime-mcp MCP server](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) 📇 🏠 🍎 🪟 🐧 - Control running Godot 4 games via an injected bridge: input simulation, screenshots, UI discovery and live GDScript execution. +- [german-krasnikov/unity-biome-mcp](https://github.com/german-krasnikov/unity-biome-mcp) [![unity-biome-mcp MCP server](https://glama.ai/mcp/servers/german-krasnikov/unity-biome-mcp/badges/score.svg)](https://glama.ai/mcp/servers/german-krasnikov/unity-biome-mcp) 🐍 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor, including from chat inside Unity: scenes, GameObjects, components, Shader Graph, materials, animation, UI and deterministic playtests. +- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [![haoyifan/Silicon-Pantheon MCP server](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon/badges/score.svg)](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents command armies on tactical grids while humans coach, with post-match reflections and learning across games. +- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - Dota 2 statistics via the OpenDota API: player stats, hero data and match analysis. +- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [![roblox-mcp MCP server](https://glama.ai/mcp/servers/hope1026/roblox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hope1026/roblox-mcp) 📇 🏠 🍎 🪟 - Control a live Roblox Studio session via a plugin: create scripts, instances, terrain, lighting and assets, with bidirectional sync and automated playtests. +- [isco-tec/scorezilla-mcp](https://github.com/isco-tec/scorezilla-mcp) [![isco-tec/scorezilla-mcp MCP server](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect Scorezilla leaderboards, including one-step setup of a game, board and keys with ready-to-use SDK code. +- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - Integration for the Unity Editor and for games built with Unity. +- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [![taygunsavas/patina-unity-mcp MCP server](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor via a local server and C# bridge: scenes, GameObjects, prefabs, assets, scripts, console, tests and build settings. +- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - Chess opponent that plays against LLMs. +- [jkiley129/steam-mcp](https://github.com/jkiley129/steam-mcp) [![steam-mcp MCP server](https://glama.ai/mcp/servers/jkiley129/steam-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jkiley129/steam-mcp) 📇 🏠 🍎 🪟 🐧 - Query your Steam library: games, playtime, recently played titles and store metadata. +- [justinscott12/modrinth-mcp](https://github.com/justinscott12/modrinth-mcp) [![justinscott12/modrinth-mcp MCP server](https://glama.ai/mcp/servers/justinscott12/modrinth-mcp/badges/score.svg)](https://glama.ai/mcp/servers/justinscott12/modrinth-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search Modrinth and publish Minecraft mods via the Modrinth API: create projects, upload new versions and read project and version metadata. +- [Grinv/steam-games-mcp](https://github.com/Grinv/steam-games-mcp) [![Grinv/steam-games-mcp MCP server](https://glama.ai/mcp/servers/Grinv/steam-games-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grinv/steam-games-mcp) 📇 🏠 🍎 🪟 🐧 - Search the Steam store (deals, reviews, Steam Deck compatibility) plus player profiles, libraries, achievements and friends via the Steam Web API. +- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [![pyxel-mcp MCP server](https://glama.ai/mcp/servers/@kitao/pyxel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) 🐍 🏠 - Pyxel retro game engine integration: run games, capture screenshots, inspect sprites and analyze audio. +- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - Board game data via the BoardGameGeek XML API2. +- [lodordev/mcp-romm](https://github.com/lodordev/mcp-romm) [![lodordev/mcp-romm MCP server](https://glama.ai/mcp/servers/lodordev/mcp-romm/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-romm) 🐍 🏠 - Read-only access to the RomM retro game library manager: platforms, ROM search, metadata, collections, saves, firmware, devices and tasks. +- [miracle1814/ue5-automation](https://github.com/miracle1814/ue5-automation) [![miracle1814/ue5-automation MCP server](https://glama.ai/mcp/servers/miracle1814/ue5-automation/badges/score.svg)](https://glama.ai/mcp/servers/miracle1814/ue5-automation) 🐍 🌊 🏠 🪟 - Unreal Engine 5 Blueprint automation: create, wire and compile Blueprints, author materials and UMG widgets, and verify PIE runtime state. +- [murzin-ml/mcp-ps-store](https://github.com/murzin-ml/mcp-ps-store) [![murzin-ml/mcp-ps-store MCP server](https://glama.ai/mcp/servers/murzin-ml/mcp-ps-store/badges/score.svg)](https://glama.ai/mcp/servers/murzin-ml/mcp-ps-store) 🐍 🏠 🍎 🪟 🐧 - PlayStation Network gaming history (playtime, trophies, purchased library) for game recommendations based on what you played. +- [truetick-gg/mcp](https://github.com/truetick-gg/mcp) 📇 ☁️ - Manage TrueTick Minecraft servers: create, start and stop servers, live TPS/MSPT metrics, RCON console, files, backups and Modrinth/CurseForge mods. +- [NAJEMWEHBE/unreal-ai-connection](https://github.com/NAJEMWEHBE/unreal-ai-connection) [![NAJEMWEHBE/unreal-ai-connection MCP server](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection/badges/score.svg)](https://glama.ai/mcp/servers/NAJEMWEHBE/unreal-ai-connection) 🌊 🐍 🏠 🪟 - Unreal Engine 5.7 editor automation via a native plugin and local TCP bridge. +- [omniologynow-rgb/mcp-server](https://github.com/omniologynow-rgb/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/mcp-server) 📇 ☁️ - AI agent contest platform on Solana: skill tournaments (art, stories, jokes) with USDC payouts via an on-chain smart contract. +- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics. +- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records and other public information. +- [EnioAguiar/llmpvp-plugin](https://github.com/EnioAguiar/llmpvp-plugin) [![EnioAguiar/llmpvp-plugin MCP server](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin/badges/score.svg)](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin) 📇 ☁️ 🍎 🪟 🐧 - Ranked, bring-your-own-LLM chess and Go arena for AI agents: register, join matchmaking or challenge by name and play Glicko-2 rated games. +- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [![razz-games/razz-mcp MCP server](https://glama.ai/mcp/servers/razz-games/razz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Provably fair dice, flip, crash, plinko, limbo, mines, tower and HexWar games with real SOL wagering. +- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [![rkocosmergon/cosmergon-agent MCP server](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent/badges/score.svg)](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Economy simulation for AI agents based on Conway's Game of Life, with an energy currency, a marketplace and benchmark reports. +- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - Real-time Fantasy Premier League data and analysis. +- [SerifeusStudio/rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp) [![SerifeusStudio/rpgmaker-xp-mcp MCP server](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp) 📇 🏠 🪟 - Author RPG Maker XP games: read and write project data (actors, skills, items, maps, events, scripts) directly and render map previews to PNG. +- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) 🏎️ 🏠 🍎 🪟 🐧️ - Access the Stockfish chess engine. +- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [![stagproject/sec-filings-mcp MCP server](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - Search SEC EDGAR 10-K and 10-Q filings, with sample previews and full filing JSON paid via x402 on Polygon. +- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) 📇 - RuneScape and Old School RuneScape data: item prices, player hiscores and more. +- [Tanshaydar/Quartermaster](https://github.com/Tanshaydar/Quartermaster) [![Tanshaydar/Quartermaster MCP server](https://glama.ai/mcp/servers/Tanshaydar/Quartermaster/badges/score.svg)](https://glama.ai/mcp/servers/Tanshaydar/Quartermaster) 🐍 🏠 🪟 🐧 - Local search of game assets from Unity, Fab, Quixel Megascans, Gumroad and Leartes Cosmos, combining full-text and visual CLIP search. +- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [![alex-gon/thegamecrafter-mcp-server MCP server](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) 📇 ☁️ - Design, manage and price tabletop games on The Game Crafter: browse catalogs, create projects, upload artwork and get prices. +- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [![steam-reviews-mcp MCP server](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) 📇 ☁️ - Search Steam games, fetch user reviews and analyze sentiment with topic drill-down. +- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) 🏎️ 🏠 - Play Tic Tac Toe against an AI opponent. +- [youichi-uda/godot-mcp-pro](https://github.com/youichi-uda/godot-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Godot game engine integration: scene editing, scripting, animation, tilemaps, shaders, input simulation and runtime debugging. +- [HadiCherkaoui/crafty-mcp](https://github.com/HadiCherkaoui/crafty-mcp) [![HadiCherkaoui/crafty-mcp MCP server](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HadiCherkaoui/crafty-mcp) 📇 🏠 🍎 🪟 🐧 - Manage Minecraft servers via the Crafty Controller 4 API: start, stop, back up, send commands and manage files, schedules, webhooks and users. +- [yanjingzhaisun/cozyvtt-mcp](https://github.com/yanjingzhaisun/cozyvtt-mcp) [![yanjingzhaisun/cozyvtt-mcp MCP server](https://glama.ai/mcp/servers/yanjingzhaisun/cozyvtt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yanjingzhaisun/cozyvtt-mcp) 🐍 🏠 🍎 🪟 🐧 - Run campaigns as game master in CozyVTT, a self-hosted virtual tabletop: dice, chat narration, tokens and maps, initiative, character sheets and rulebooks. ### 🏥 Health & Wellness Access health metrics, wellness data, and medical information through various health platforms. -- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [![findsaunaplunge/mcp MCP server](https://glama.ai/mcp/servers/findsaunaplunge/mcp/badges/score.svg)](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across 23 US metros, with published temperatures and prices quoted from each venue's own pages and dated. Hosted at https://findsaunaplunge.com/mcp (Streamable HTTP, no auth); tools: search_venues, get_venue, list_cities, get_city_stats, get_data_freshness. -- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [![io.github.PhilipAD/health-export-mcp MCP server](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Query 190 Apple Health metrics from any MCP agent — zero-dependency, read-only, local-first. -- [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [![proscar87/oura-mcp MCP server](https://glama.ai/mcp/servers/proscar87/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proscar87/oura-mcp) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - All 19 Oura Ring v2 collections in three tools, with no analysis done in the server. Paginates to exhaustion and reports the page count: one local day of heart rate is 1,231 samples across 2 pages, and a client that stops at the first returns 81% of them with nothing saying so. One-click `.mcpb` for Claude Desktop, and it runs on Oura's official sample data with no account. -- [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [![Thecimal/quantified-self-mcp MCP server](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) 🐍 🏠 - Query your personal health and finance data from Claude Desktop. Two local SQLite files, read directly off disk by a Python process you control — no cloud database, no dashboard, no third-party service. +- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [![findsaunaplunge/mcp MCP server](https://glama.ai/mcp/servers/findsaunaplunge/mcp/badges/score.svg)](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across US metros, with dated temperatures and prices from each venue's own pages, plus city stats. +- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [![io.github.PhilipAD/health-export-mcp MCP server](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Read-only, local-first queries of Apple Health metrics. +- [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [![proscar87/oura-mcp MCP server](https://glama.ai/mcp/servers/proscar87/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proscar87/oura-mcp) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Raw access to all Oura Ring API v2 collections with full pagination and page counts, without server-side analysis. +- [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [![Thecimal/quantified-self-mcp MCP server](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) 🐍 🏠 - Query personal health and finance data stored in local SQLite files, without any cloud service. ### 🏠 Home Automation Control smart home devices, home network equipment, and automation systems. -- [handsomejustin/mijia-control](https://github.com/handsomejustin/mijia-control) [![handsomejustin/mijia-control MCP server](https://glama.ai/mcp/servers/handsomejustin/mijia-control/badges/score.svg)](https://glama.ai/mcp/servers/handsomejustin/mijia-control) 🐍 ☁️ - Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy monitoring, and automation rules. -- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) - [![wemo-mcp-server MCP server](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery. -- [Hybirdss/smartest-tv](https://github.com/Hybirdss/smartest-tv) [![Hybirdss/smartest-tv MCP server](https://glama.ai/mcp/servers/Hybirdss/smartest-tv/badges/score.svg)](https://glama.ai/mcp/servers/Hybirdss/smartest-tv) 🐍 🏠 🍎 🪟 🐧 - Control any smart TV with natural language. Play Netflix, YouTube, Spotify by name with deep linking, cast URLs, scene presets, multi-room audio, and multi-TV sync. Supports LG, Samsung, Android TV, Roku. 21 MCP tools, no cloud required. -- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) 🏎️ 🏠 - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions -- [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [![ober37/ac-infinity-mcp MCP server](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers through natural conversation with Claude. 25 tools covering live sensor data, multi-day history, VPD/temperature/humidity automations, port control, advance scheduling, and grow stage templates. -- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [![laszlopere/mcp-kodi MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-kodi/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control a Kodi media player over its JSON-RPC API — transport, volume, library search, queue management, and playback history. 16 tools, targetable across multiple Kodi instances. Written in C on the GLib stack; builds from source (autotools / .deb). -- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [![claymore666/debmatic-mcp MCP server](https://glama.ai/mcp/servers/claymore666/debmatic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic / debmatic CCU (eq-3 home automation) over its JSON-RPC and HM-Script APIs — switch and dim actuators, read sensors, system variables and service messages, run programs, and manage rooms, functions, channel links and device assignments. 25 tools over HTTP or stdio; runs locally against your own CCU. -- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [![NickoScope/nickol-knx-mcp MCP server](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: parses .knxproj (read-only, no bus access), validates DPT/naming/command-status pairing, and generates Home Assistant YAML + ETS XML/CSV exports. -- [alexpfau/zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp) [![alexpfau/zigbee2mqtt-mcp MCP server](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a Zigbee2MQTT estate over its MQTT bridge API — whole-network health report (offline devices, weak links, low batteries, pending OTA, devices rejoining), mesh topology, pairing, binding, reporting intervals and device options. 23 tools across read/safe/destructive tiers; destructive tools are disabled by default. `npx zigbee2mqtt-mcp` +- [handsomejustin/mijia-control](https://github.com/handsomejustin/mijia-control) [![handsomejustin/mijia-control MCP server](https://glama.ai/mcp/servers/handsomejustin/mijia-control/badges/score.svg)](https://glama.ai/mcp/servers/handsomejustin/mijia-control) 🐍 ☁️ - Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras), with a web dashboard, REST API, CLI, energy monitoring and automation rules. +- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) [![wemo-mcp-server MCP server](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Local control of WeMo smart home devices without the cloud: discovery, dimmer brightness, device renaming and HomeKit codes. +- [Hybirdss/smartest-tv](https://github.com/Hybirdss/smartest-tv) [![Hybirdss/smartest-tv MCP server](https://glama.ai/mcp/servers/Hybirdss/smartest-tv/badges/score.svg)](https://glama.ai/mcp/servers/Hybirdss/smartest-tv) 🐍 🏠 🍎 🪟 🐧 - Control LG, Samsung, Android TV and Roku smart TVs: play Netflix, YouTube and Spotify content by name, cast URLs, scene presets and multi-TV sync. +- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) 🏎️ 🏠 - Control AVM FRITZ!Box routers: manage devices, Wi-Fi, network settings and parental controls, and schedule time-delayed actions. +- [ober37/ac-infinity-mcp](https://github.com/ober37/ac-infinity-mcp) [![ober37/ac-infinity-mcp MCP server](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ober37/ac-infinity-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Monitor and automate AC Infinity grow controllers: live sensor data and history, VPD/temperature/humidity automations, port control and scheduling. +- [laszlopere/mcp-kodi](https://github.com/laszlopere/mcp-kodi) [![laszlopere/mcp-kodi MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-kodi/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-kodi) 🌊 🏠 🐧 - Control Kodi media players via JSON-RPC: playback, volume, library search, queue management and playback history across multiple instances. +- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [![claymore666/debmatic-mcp MCP server](https://glama.ai/mcp/servers/claymore666/debmatic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic/debmatic CCU: switch and dim actuators, read sensors and system variables, run programs and manage rooms, links and devices. +- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [![NickoScope/nickol-knx-mcp MCP server](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: read-only .knxproj parsing, DPT, naming and command/status validation, and Home Assistant YAML and ETS exports. +- [alexpfau/zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp) [![alexpfau/zigbee2mqtt-mcp MCP server](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp) 📇 🏠 🍎 🪟 🐧 - Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options. ### 🪪 Identity Servers that establish who a person or an agent is and what may be known about them. -- [AIops-tools/Identity-AIops](https://github.com/AIops-tools/Identity-AIops) [![AIops-tools/Identity-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Identity-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Identity-AIops) 🐍 🏠 - Governed SSO/IAM operations (Keycloak + Authentik) — login-failure, stale-permission, client-config, and MFA RCA, plus guardrailed writes (29 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback. -- [true-alter/cli](https://github.com/true-alter/cli) [![true-alter/cli MCP server](https://glama.ai/mcp/servers/true-alter/cli/badges/score.svg)](https://glama.ai/mcp/servers/true-alter/cli) 🎖️ 📇 ☁️ - Companies pay other companies to find out who you are. ~Alter pays you because you choose to be found. Claim `~yourname`, take back control of your digital identity, and keep 75% every time someone pays to find you. Golden threads turn curiosity into side quests that prove what you can actually do so you never write a CV again. Start or join a collective where a team, a union, or a whole country earns identity income the same way you do. Being known. `npm i -g @truealter/cli && alter wire` +- [AIops-tools/Identity-AIops](https://github.com/AIops-tools/Identity-AIops) [![AIops-tools/Identity-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Identity-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Identity-AIops) 🐍 🏠 - Keycloak and Authentik SSO/IAM operations: root-cause analysis for login, permission, client and MFA issues, plus guarded writes with audit logs and rollback. +- [true-alter/cli](https://github.com/true-alter/cli) [![true-alter/cli MCP server](https://glama.ai/mcp/servers/true-alter/cli/badges/score.svg)](https://glama.ai/mcp/servers/true-alter/cli) 🎖️ 📇 ☁️ - Personal identity profiles under a ~name handle, paid lookups that share revenue with the person found, skill-proving quests and collectives. ### 🏭 Industrial & IoT Connect AI agents to industrial equipment, machinery, and operational technology (OT) — telemetry ingestion, monitoring, and control across manufacturing and factory-floor protocols. -- [ahmed-khalil-hafsi/P2Predict](https://github.com/ahmed-khalil-hafsi/P2Predict) [![ahmed-khalil-hafsi/P2Predict MCP server](https://glama.ai/mcp/servers/ahmed-khalil-hafsi/P2Predict/badges/score.svg)](https://glama.ai/mcp/servers/ahmed-khalil-hafsi/P2Predict) 🐍 🏠 🍎 🪟 🐧 - Local MCP server for parametric price benchmarking: trains on your own purchasing history to predict what a part should cost, attribute the price to spec and supplier drivers, and return a calibrated likely-price range — nothing leaves your machine. Built for procurement and engineering teams. `pip install "p2predict[mcp]"` -- [Extelligence-ai/bagel](https://github.com/Extelligence-ai/bagel) [![Extelligence-ai/bagel MCP server](https://glama.ai/mcp/servers/Extelligence-ai/bagel/badges/score.svg)](https://glama.ai/mcp/servers/Extelligence-ai/bagel) 🐍 🏠 - Ask questions about robotics, drone, and IoT data (ROS 1/2 bags, MCAP, PX4/ArduPilot/Betaflight logs, CAN/MF4, live MQTT) in plain English; answers are DuckDB SQL over the actual messages, with an intelligent edge data-reduction pipeline and exports to Rerun, PlotJuggler, and LeRobot. -- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) 🐍 ☁️ - Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge)) [![FoundryNet/forge-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/forge-mcp) -- [LGDiMaggio/predictive-maintenance-mcp](https://github.com/LGDiMaggio/predictive-maintenance-mcp) [![LGDiMaggio/predictive-maintenance-mcp MCP server](https://glama.ai/mcp/servers/LGDiMaggio/predictive-maintenance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LGDiMaggio/predictive-maintenance-mcp) 🐍 🏠 - Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3), and server-authored diagnostic reports, benchmarked on the public CWRU dataset -- [purinzan/gx3-cli-mcp](https://github.com/purinzan/gx3-cli-mcp) [![purinzan/gx3-cli-mcp MCP server](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp) 🐍 🏠 🪟 - Read-only analysis of Mitsubishi Electric MELSEC PLC projects saved by GX Works3 (`.gx3`): trace why a coil never turns on through the ladder logic, find where a device is written and read, search by device comment, and separate conditions that arrive from physical inputs, HMI or network communication. Runs entirely locally and never modifies the project; no project-mutating command is exposed. Unofficial, not affiliated with Mitsubishi Electric. +- [ahmed-khalil-hafsi/P2Predict](https://github.com/ahmed-khalil-hafsi/P2Predict) [![ahmed-khalil-hafsi/P2Predict MCP server](https://glama.ai/mcp/servers/ahmed-khalil-hafsi/P2Predict/badges/score.svg)](https://glama.ai/mcp/servers/ahmed-khalil-hafsi/P2Predict) 🐍 🏠 🍎 🪟 🐧 - Local price benchmarking trained on your purchasing history: predict part costs, attribute them to spec and supplier drivers and get a likely price range. +- [Extelligence-ai/bagel](https://github.com/Extelligence-ai/bagel) [![Extelligence-ai/bagel MCP server](https://glama.ai/mcp/servers/Extelligence-ai/bagel/badges/score.svg)](https://glama.ai/mcp/servers/Extelligence-ai/bagel) 🐍 🏠 - Query robotics, drone and IoT data (ROS bags, MCAP, flight logs, CAN, MQTT) in plain English via DuckDB SQL, with Rerun, PlotJuggler and LeRobot exports. +- [FoundryNet/forge-mcp](https://github.com/FoundryNet/forge-mcp) 🐍 ☁️ - Connect AI agents to industrial equipment across protocols and manufacturers: cross-OEM telemetry normalization, health index and failure prediction. +- [LGDiMaggio/predictive-maintenance-mcp](https://github.com/LGDiMaggio/predictive-maintenance-mcp) [![LGDiMaggio/predictive-maintenance-mcp MCP server](https://glama.ai/mcp/servers/LGDiMaggio/predictive-maintenance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LGDiMaggio/predictive-maintenance-mcp) 🐍 🏠 - Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3) and diagnostic reports. +- [purinzan/gx3-cli-mcp](https://github.com/purinzan/gx3-cli-mcp) [![purinzan/gx3-cli-mcp MCP server](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp/badges/score.svg)](https://glama.ai/mcp/servers/purinzan/gx3-cli-mcp) 🐍 🏠 🪟 - Unofficial, read-only analysis of Mitsubishi MELSEC GX Works3 PLC projects: trace ladder logic, find device reads and writes and search device comments. ### 🧠 Knowledge & Memory Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions. -- [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [![dockndevai/ossian-mcp MCP server](https://glama.ai/mcp/servers/dockndevai/ossian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - Ask your own documents and get answers with the exact passages they came from (RAG with citations, and it says "not found" rather than inventing an answer), plus durable agent memory ranked by relevance, importance and recency. Safe by default: starts in a read-only access mode, with write/ingest and irreversible forget behind explicit opt-ins. `npx -y ossian-mcp` -- [anuragsync78/subctx-connector](https://github.com/anuragsync78/subctx-connector) [![anuragsync78/subctx-connector MCP server](https://glama.ai/mcp/servers/anuragsync78/subctx-connector/badges/score.svg)](https://glama.ai/mcp/servers/anuragsync78/subctx-connector) 📇 ☁️ - A Support Center for Autonomous Artificial Minds. `https://sanctuary.subctx.com/v1/mcp` -- [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [![Octonove/crbro-memory MCP server](https://glama.ai/mcp/servers/Octonove/crbro-memory/badges/score.svg)](https://glama.ai/mcp/servers/Octonove/crbro-memory) 📇 🏠 🍎 🪟 🐧 - Persistent neural memory for AI agents as local JSON files: neuron/synapse graph with heat scoring, fact-level search, supersede/retract corrections, automatic secret redaction, and team memory via a private Git repo. `npx -y crbro-memory` -- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [![bborota/cairn-mcp MCP server](https://glama.ai/mcp/servers/bborota/cairn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bborota/cairn-mcp) 📇 ☁️ - Cairn: a shared base of one-sentence lessons, must-dos and must-nots other agents already learned, by stack and situation. Read before a task, leave one after. -- [Magnemo-AI/magnemo](https://github.com/Magnemo-AI/magnemo) [![Magnemo-AI/magnemo MCP server](https://glama.ai/mcp/servers/Magnemo-AI/magnemo/badges/score.svg)](https://glama.ai/mcp/servers/Magnemo-AI/magnemo) 🐍 🏠 🍎 🪟 🐧 - Governed memory for AI agents. Local, plain files, zero network calls. Every entry with a receipt — who wrote it, when, through which gate. Your agent writes the draft; nothing is kept until you say yes. Trust computed from the record. Mounts beside any memory you already run. One paste. -- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [![fish827-08/rag-kb MCP server](https://glama.ai/mcp/servers/fish827-08/rag-kb/badges/score.svg)](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory & knowledge service with hybrid retrieval (BGE-M3 dense vectors + BM25 via jieba, fused with RRF), document & webpage ingestion, and optional RAG answering via local Ollama. Single process, embedded ChromaDB, REST + native MCP server; fully functional offline without any LLM. Apache-2.0. -- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [![dahshanlabs/klypix-mcp MCP server](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Shared, versioned project brain for coding agents: one `brain.klypix` file committed with the repo holds current decisions, corrections that supersede (archived, never deleted), evidence anchors that flag drift when cited code changes, and open questions. Sessions declare their task and files and are warned about exact-file overlap. Lifecycle hooks for Claude Code; MCP config + rules for Codex, Cursor, Gemini CLI, Cline and Copilot. `npx klypix-mcp install` -- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [![AkashGoenka/coldstart MCP server](https://glama.ai/mcp/servers/AkashGoenka/coldstart/badges/score.svg)](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents, with no embeddings and no API key. A deterministic AST index answers "which files are relevant to this task?" in milliseconds, and agents write durable notes about the repo that are content-hash checked — a note flags itself stale the moment the code it describes changes. Notes are markdown inside the repo, so they commit and review alongside your code. `npm i -g @cstart/coldstart && coldstart init` -- [forgemeshlabs/library-mcp](https://github.com/forgemeshlabs/library-mcp) [![forgemeshlabs/library-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp) 📇 ☁️ - Paid public-domain knowledge base for AI agents: full-text search, book metadata, chapters, quotes, flagship ask-a-book retrieval Q&A, and 100+ curated subject shelves over a growing corpus of public-domain books via x402. `npx -y @forgemeshlabs/library-mcp` -- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [![jayasukuv11-beep/agenthelm MCP server](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm/badges/score.svg)](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude Code, Cursor, and custom agent fleets. `npx -y agenthelm-mcp` -- [AIStorageDepot/aistoragedepot-mcp](https://github.com/AIStorageDepot/aistoragedepot-mcp) [![AIStorageDepot/aistoragedepot-mcp MCP server](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Your team's prompt, rules, skills & docs library over MCP — one versioned, shared source of truth (search_library + get_item); mark items "/" and they become slash commands. `npx -y @aistoragedepot/mcp` -- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [![jmpdsevilla/BovedIA MCP server](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA/badges/score.svg)](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes you own. Doesn't load context blindly: a router note decides what to load and when, plus an "alma" (soul) layer for what you think and feel, not just tasks. `npx bovedia` -- [lbailey94/whitemagic](https://github.com/lbailey94/whitemagic) [![lbailey94/whitemagic MCP server](https://glama.ai/mcp/servers/lbailey94/whitemagic/badges/score.svg)](https://glama.ai/mcp/servers/lbailey94/whitemagic) 🦀 🏠 🍎 🪟 🐧 - Local-first durable memory and session continuity for AI agents. Pure-Rust kernel with ambient governance and a hash-chained audit ledger; one NLU-routed meta-tool keeps the agent-facing surface small. Zero telemetry — memory lives on your own hardware, with backup/export/import across devices. Install: `npx whitemagic-mcp`. -- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [![LiLara-AI/shadowgraph MCP server](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph/badges/score.svg)](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - **Technical Preview / Early Access.** Local-first decision memory for AI agents that stores choices, rejected alternatives and their reasons, failed attempts, outcomes, provenance, and caller-invoked review conditions in a local file. Stdio MCP server; install from GitHub with Node.js 20+. -- [lockstep-team-agent/lockstep](https://github.com/lockstep-team-agent/lockstep) [![lockstep-team-agent/lockstep MCP server](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep/badges/score.svg)](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep) 📇 ☁️ - Shared decision memory for teams building with AI coding agents: captures each engineering decision once, ranks it by blast radius, and briefs every MCP agent before it acts, so agents stop shipping conflicting changes. Apache-2.0. Install: `npm i -g lockstep-cli`. -- [lumayapartners/memini](https://github.com/lumayapartners/memini) [![lumayapartners/memini MCP server](https://glama.ai/mcp/servers/lumayapartners/memini/badges/score.svg)](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp` -- [nazar256/memheaven](https://github.com/nazar256/memheaven) [![nazar256/memheaven MCP server](https://glama.ai/mcp/servers/nazar256/memheaven/badges/score.svg)](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted remote MCP memory server with Streamable HTTP, OAuth, and shared long-term memory for ChatGPT and AI agents. -- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [![jessedu29260-netizen/booboo MCP server](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo/badges/score.svg)](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - See and query your whole AI system as one rooted 3D knowledge graph — agents, memory, knowledge, and automations fused into a privacy-walled snapshot. MCP tools for stats, search, node dossiers, neighbors, and pathfinding; the same snapshot renders up to a million nodes in the browser. `npx create-booboo` -- [JinyangWang27/people-context](https://github.com/JinyangWang27/people-context) [![JinyangWang27/people-context MCP server](https://glama.ai/mcp/servers/JinyangWang27/people-context/badges/score.svg)](https://glama.ai/mcp/servers/JinyangWang27/people-context) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI agents about the people in your life: explainable identity resolution, relationships, roles, facts, interactions, reminders, and communication guidance in one SQLite file you own. Imports are review-gated, sensitive disclosure is operator-gated, and ordinary operation makes no network calls. `uvx --from people-context people-context` -- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [![gpitrella/memxus-remote-mcp MCP server](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) 📇 ☁️ - Shared context engine for devs and teams. Syncs GitHub, Notion, and saved decisions into reusable project context, so Claude, ChatGPT, Cursor, VS Code and Gemini start each session with the architecture and decisions the team already made. OAuth 2.1 PKCE, AES-256 encrypted, RFC 9728 compliant. `https://mcp.memxus.com/mcp` -- [seanmeverett/shared-memory-mcp](https://github.com/seanmeverett/shared-memory-mcp) [![seanmeverett/shared-memory-mcp MCP server](https://glama.ai/mcp/servers/seanmeverett/shared-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seanmeverett/shared-memory-mcp) 🐍 ☁️ - Public source-linked notebook for AI agents. Search and read without a key; publish findings, questions, and corrections with permanent IDs and linked replies. -- [soluai-spa/solucortex-mcp](https://github.com/soluai-spa/solucortex-mcp) [![soluai-spa/solucortex-mcp MCP server](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp) 🎖️ 🐍 🏠 ☁️ - Living technical memory for AI agents — recall your project's approved decisions, conventions and risks at task start, and record what was learned at close. -- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [![basemouse/basemouse-core MCP server](https://glama.ai/mcp/servers/basemouse/basemouse-core/badges/score.svg)](https://glama.ai/mcp/servers/basemouse/basemouse-core) 📇 ☁️ 🏠 - Shared, versioned memory for your agents across Claude Code, Cursor, Kiro and Grok. One MCP server, sourced answers, full history. Remote Streamable HTTP; anonymous browses a public demo corpus. Tools: `search`, `get_context_pack`, `upsert_document`. `https://basemouse.com/mcp` -- [caix84476-netizen/personal-understanding](https://github.com/caix84476-netizen/personal-understanding) [![caix84476-netizen/personal-understanding MCP server](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding/badges/score.svg)](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding) 🏠 🐍 📇 - Verbatim-first personal memory for AI agents: every personal message captured word-for-word and hashed before anything is derived, every record linked back to the exact quote it came from, with anti-fabrication validators and an audit dashboard. Local-first skill + MCP server, Python stdlib only. `pip install personal-understanding` -- [Fisher521/burn-mcp-server](https://github.com/Fisher521/burn-mcp-server) [![burn-mcp-server MCP server](https://glama.ai/mcp/servers/Fisher521/burn-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Fisher521/burn-mcp-server) 📇 ☁️ 🍎 - Turn your read-later queue into an AI-accessible knowledge base. 26 tools to search, triage, and organize bookmarks saved in the Burn 451 app — the agent reads your inbox and decides what is worth keeping. `npx burn-mcp-server` -- [Ritwikjoshi/ritwikjoshi-mcp](https://github.com/Ritwikjoshi/ritwikjoshi-mcp) [![Ritwikjoshi/ritwikjoshi-mcp MCP server](https://glama.ai/mcp/servers/Ritwikjoshi/ritwikjoshi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Ritwikjoshi/ritwikjoshi-mcp) 🎖️ 📇 ☁️ - Official personal Model Context Protocol server for Ritwik Joshi (2x TEDx Speaker, AI entrepreneur). Exposes tools for speaker background, verified TEDx talks, keynote catalog, booking info, and media kit dispatch. Remote Streamable HTTP endpoint: `https://api.ritwikjoshi.com/mcp`. -- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [![soolaugust/0CompactMem MCP server](https://glama.ai/mcp/servers/soolaugust/0CompactMem/badges/score.svg)](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os` -- [0spoon/seamless](https://github.com/0spoon/seamless) [![0spoon/seamless MCP server](https://glama.ai/mcp/servers/0spoon/seamless/badges/score.svg)](https://glama.ai/mcp/servers/0spoon/seamless) 🏎️ 🏠 🍎 🪟 🐧 - Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps). -- [adelinamart/robrain](https://github.com/adelinamart/robrain) [![adelinamart/robrain MCP server](https://glama.ai/mcp/servers/adelinamart/robrain/badges/score.svg)](https://glama.ai/mcp/servers/adelinamart/robrain) 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for AI coding agents. Passively captures architectural decisions with the alternatives you rejected (structured `rejected[]`), then warns the agent before it re-proposes a rejected approach. Postgres + pgvector; cross-tool across Claude Code, Cursor, Copilot, and Codex. Install: `npx robrain up && npx robrain install`. -- [a2cr/a2cr](https://github.com/a2cr/a2cr) [![a2cr/a2cr MCP server](https://glama.ai/mcp/servers/a2cr/a2cr/badges/score.svg)](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history. -- [afairai/afair](https://github.com/afairai/afair) [![afairai/afair MCP server](https://glama.ai/mcp/servers/afairai/afair/badges/score.svg)](https://glama.ai/mcp/servers/afairai/afair) 🐍 🏠 🍎 🪟 🐧 - The open-source, self-organizing memory for all your AI tools. Three frozen verbs (remember/recall/observe); background agents extract entities, resolve conflicts, consolidate and decay, so the vault structures itself instead of only storing. Append-only, content-addressed, encrypted (SQLCipher), single-tenant, self-hostable. `uv run python -m afair` -- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [![ahmetakyurt/zipmem-mcp MCP server](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (file→line→concept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp` -- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [![ihorponom/agentpack MCP server](https://glama.ai/mcp/servers/ihorponom/agentpack/badges/score.svg)](https://glama.ai/mcp/servers/ihorponom/agentpack) 📇 🏠 🍎 🪟 🐧 - Repo-native task continuity for AI coding agents: a reviewed task-state ledger (decisions, dead ends, evidence, checkpoints) in `.agentpack/` that any next session or client resumes from. -- [thomasjumper/agentbay](https://github.com/thomasjumper/agentbay) [![StremAI MCP server](https://glama.ai/mcp/servers/thomasjumper/agentbay/badges/score.svg)](https://glama.ai/mcp/servers/thomasjumper/agentbay) 📇 ☁️ 🏠 - StremAI: shared memory for AI coding agents. What one agent learns, every agent recalls, across sessions, machines, and tools. Per-agent attribution, provenance, and export, so you can see which agent learned a fact and whether it has been verified. Remote Streamable HTTP with OAuth, stdio fallback. `claude mcp add --transport http stremai https://stremai.com/api/mcp` -- [uniskela/adhd-hub](https://github.com/uniskela/adhd-hub) [![uniskela/adhd-hub MCP server](https://glama.ai/mcp/servers/uniskela/adhd-hub/badges/score.svg)](https://glama.ai/mcp/servers/uniskela/adhd-hub) 🐍 🏠 🐧 - Self-hosted project-continuity hub for coding agents that tracks unfinished work, progress, overlap, and reminders across Cursor, Codex, Claude Code, and other MCP clients. Docker: `ghcr.io/uniskela/adhd-hub:latest` -- [Vasilispapg/claude-handoff](https://github.com/Vasilispapg/claude-handoff) [![Vasilispapg/claude-handoff MCP server](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff/badges/score.svg)](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff) 🐍 🏠 🍎 🪟 🐧 - Post-hoc session handoff and project memory for Claude Code: turns any session transcript — including crashed or usage-limit-hit ones — into one clean handoff.md another model continues from (ChatGPT, Gemini, or the next Claude), and distills a project's ENTIRE session history into one cited memory brief injected at every session start. MCP tools `list_sessions` and `handoff` (LLM summaries only behind an explicit `--allow-llm`); zero dependencies, pure stdlib, secrets redacted from every output. `pipx install claude-handoff`, then `claude-handoff --mcp`. -- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [![aidesignblueprint/integrations MCP server](https://glama.ai/mcp/servers/aidesignblueprint/integrations/badges/score.svg)](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp` -- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [![vault-cortex MCP server](https://glama.ai/mcp/servers/aliasunder/vault-cortex/badges/score.svg)](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1. Run locally, self-host, or one-click deploy for remote access. -- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [![openhive-mcp MCP server](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use -- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [![MCP Score](https://glama.ai/mcp/servers/AndreLYL/memkin/badges/score.svg)](https://glama.ai/mcp/servers/AndreLYL/memkin) 📇 🏠 🍎 🪟 🐧 - Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity knowledge graph (people, projects, decisions, tasks), and serves it to any agent over MCP — read and write. `npx memkin` -- [NORTHTEKDevs/genome](https://github.com/NORTHTEKDevs/genome) [![NORTHTEKDevs/genome MCP server](https://glama.ai/mcp/servers/NORTHTEKDevs/genome/badges/score.svg)](https://glama.ai/mcp/servers/NORTHTEKDevs/genome) 🐍 🏠 🍎 🪟 🐧 - Fully-local persistent agent memory with zero LLM calls (~10 ms writes, works air-gapped). Semantic recall over local SQLite with bi-temporal fact tracking; benchmarked at accuracy parity with Mem0 at ~1,000x lower ingest cost, nulls published. Tools: `remember`, `recall`, `forget`, `reset_memories`. `pip install "genome-memory[mcp]"` then `genome-mcp` -- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [![Shweta-Mishra-ai/tokenmizer MCP server](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer/badges/score.svg)](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) 🐍 🏠 🍎 🪟 🐧 - Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer` - - [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [![ashlesh-t/cognirepo MCP server](https://glama.ai/mcp/servers/ashlesh-t/cognirepo/badges/score.svg)](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) 🐍 🏠 🍎 🪟 🐧 - Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol - lookup, NetworkX knowledge graph, episodic journal, user behavior profiling, error tracking, and cross-agent session handoff. 34 MCP tools. Reduces token usage 50–80% on Python repos ≥ 15K LOC vs. raw - file reads. Works with Claude Code, Cursor, and Gemini CLI. Fully offline — no API keys required for indexing. `pip install cognirepo` -- [AshutoshRaj97/agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp) [![AshutoshRaj97/agentready-mcp MCP server](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Make any website queryable by AI agents. Index a site then ask questions and get cited answers grounded in its content via RAG. Tools: `list_sites` and `ask_site`. `npx -y @agentreadyweb/mcp` -- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [![Auctalis/nocturnusai MCP server](https://glama.ai/mcp/servers/Auctalis/nocturnusai/badges/score.svg)](https://glama.ai/mcp/servers/Auctalis/nocturnusai) 🐍 🏠 - Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration. -- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content -- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [![20alexl/claude-engram MCP server](https://glama.ai/mcp/servers/20alexl/claude-engram/badges/score.svg)](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama. -- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [![acheron-mcp-server MCP server](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) 📇 🏠 - Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other. -- [turbyho/mem-context](https://github.com/turbyho/mem-context) [![turbyho/mem-context MCP server](https://glama.ai/mcp/servers/turbyho/mem-context/badges/score.svg)](https://glama.ai/mcp/servers/turbyho/mem-context) 🐍 🏠 🍎 🐧 - Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation. Automatic session capture, deduplication, 6-factor relevance scoring. `pip install mem-context` -- [Terobyte/librarian-cli](https://github.com/Terobyte/librarian-cli) [![librarian-cli MCP server](https://glama.ai/mcp/servers/Terobyte/librarian-cli/badges/score.svg)](https://glama.ai/mcp/servers/Terobyte/librarian-cli) 🐍 🏠 🍎 🪟 🐧 - Give Claude your bookshelf: deterministic ebook-to-Markdown pipeline (FB2/EPUB/DOCX/HTML/PDF) with FTS5 search and 6 read-only tools to browse, search, read chapters under a token budget, and verify quotes. No embeddings, no network, no API keys. -- [TeleAI-UAGI/telemem](https://github.com/TeleAI-UAGI/telemem) [![TeleAI-UAGI/telemem MCP server](https://glama.ai/mcp/servers/TeleAI-UAGI/telemem/badges/score.svg)](https://glama.ai/mcp/servers/TeleAI-UAGI/telemem) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Long-term and multimodal memory for AI agents, usable as a drop-in replacement for Mem0. Character-isolated memory profiles, LLM-based semantic deduplication, FAISS + JSON dual storage, optional fully-local stack (Ollama/Qwen, no cloud), and video memory with ReAct-style QA. 8 tools. `pip install "telemem[mcp]"` then `telemem-mcp` -- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management. -- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [![Thezenmonster/agentmem MCP server](https://glama.ai/mcp/servers/Thezenmonster/agentmem/badges/score.svg)](https://glama.ai/mcp/servers/Thezenmonster/agentmem) 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, zero infrastructure. `pip install quilmem[mcp]` -- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [![agentkits-memory MCP server](https://glama.ai/mcp/servers/@aitytech/agentkits-memory/badges/score.svg)](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) 📇 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client. -- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [![recallnest MCP server](https://glama.ai/mcp/servers/AliceLJY/recallnest/badges/score.svg)](https://glama.ai/mcp/servers/AliceLJY/recallnest) 📇 🏠 🍎 🪟 🐧 - Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph with PPR traversal, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB + SQLite, zero external dependencies. -- [robotel-limited/robo-cortex](https://github.com/robotel-limited/robo-cortex) [![robotel-limited/robo-cortex MCP server](https://glama.ai/mcp/servers/robotel-limited/robo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/robotel-limited/robo-cortex) 🐍 🏠 - Git-aware, evidence-based memory store for AI coding agents. Memories anchored to git blob hashes are automatically flagged for review when linked code changes. `pip install robo-cortex[mcp]` or on registry.modelcontextprotocol.io -- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [![apple-notes-mcp MCP server](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports. -- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial. -- [AgentModule/mcp](https://github.com/AgentModule/mcp) [![AgentModule/mcp MCP server](https://glama.ai/mcp/servers/AgentModule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial. -- [juyterman1000/entroly](https://github.com/juyterman1000/entroly) [![juyterman1000/entroly MCP server](https://glama.ai/mcp/servers/juyterman1000/entroly/badges/score.svg)](https://glama.ai/mcp/servers/juyterman1000/entroly) 🐍 🦀 🏠 🍎 🪟 🐧 - Auditable context control plane and MCP server for AI coding agents. Compresses context 70–95% (BM25 + entropy + dep-graph knapsack), stabilizes prompt prefixes for provider cache discounts, routes easy tasks to cheaper models (RAVS Bayesian router), and verifies answers locally with WITNESS hallucination guard (0.844 AUROC, $0, ~3 ms). MemoryOS adds local budget-aware working/episodic/semantic memory with decay, safety scanning, and durable persistence. 38 agent integrations (Cursor, Claude Code, Codex, Aider, and more). Ships as MCP server (`entroly serve`), HTTP proxy, or Python/Rust library. Apache-2.0, local-first. `pip install entroly` -- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [![Goldentrii/AgentRecall-MCP MCP server](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp` -- [gordonkjlee/facthouse](https://github.com/gordonkjlee/facthouse) [![gordonkjlee/facthouse MCP server](https://glama.ai/mcp/servers/gordonkjlee/facthouse/badges/score.svg)](https://glama.ai/mcp/servers/gordonkjlee/facthouse) 📇 🏠 🍎 🪟 🐧 - Local memory engine any AI tool can use; you own the SQLite file. `npx -y @facthouse/mcp` -- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [![central-intelligence MCP server](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client. -- [kskurtveit/echocache](https://github.com/kskurtveit/echocache) [![kskurtveit/echocache MCP server](https://glama.ai/mcp/servers/kskurtveit/echocache/badges/score.svg)](https://glama.ai/mcp/servers/kskurtveit/echocache) 📇 🏠 🍎 🪟 🐧 - Cache expensive LLM results — HTTP-style freshness (TTL / stale-while-revalidate) plus semantic recall of related past answers -- [epicsagas/alcove](https://github.com/epicsagas/alcove)[![alcove MCP server](https://glama.ai/mcp/servers/epicsagas/alcove/badges/score.svg)](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos. -- [eidetic-works/nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp) [![nucleus-mcp MCP server](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sovereign Agent OS — persistent memory, governance, and audit trails for AI agents. One brain for Cursor, Claude Code, Windsurf, and Gemini. Local-first `.brain/` directory with engrams, hypervisor file protection, and optional remote sync. `pip install nucleus-mcp` or Streamable HTTP at `relay.nucleusos.dev`. -- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [![mengram MCP server](https://glama.ai/mcp/servers/@alibaizhanov/mengram/badges/score.svg)](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs. -- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [![soul-mcp-server MCP server](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and behavioral constraints in a machine-readable YAML file. -- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering -- [ayushagrawal288/memex](https://github.com/ayushagrawal288/memex) [![ayushagrawal288/memex MCP server](https://glama.ai/mcp/servers/ayushagrawal288/memex/badges/score.svg)](https://glama.ai/mcp/servers/ayushagrawal288/memex) 🐍 🏠 - Production-grade persistent memory service for AI agents. Semantic search with recency decay (configurable α blend), local ONNX embeddings (zero API cost), background memory summarisation, and Prometheus/Grafana observability. `docker compose up` — no cloud dependencies. -- [baodq06/memocall](https://github.com/baodq06/memocall) [![baodq06/memocall MCP server](https://glama.ai/mcp/servers/baodq06/memocall/badges/score.svg)](https://glama.ai/mcp/servers/baodq06/memocall) 📇 🏠 🍎 🪟 🐧 - Recall past Claude Code conversations from any project. Lists and searches your sessions, then loads one on demand as clean, compact Markdown — with outline, turn-range, and in-session search for large sessions. Read-only over local `~/.claude` transcripts; collapses tool calls to stay under the context cap. `npx -y memocall` -- [basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) [![basic-memory MCP server](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory/badges/score.svg)](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent, local-first AI memory: a semantic knowledge graph of plain Markdown files that humans and LLMs both read and write. Works with any MCP client, with optional cloud sync and team workspaces. -- [Battam1111/Myco](https://github.com/Battam1111/Myco) [![Battam1111/Myco MCP server](https://glama.ai/mcp/servers/Battam1111/Myco/badges/score.svg)](https://glama.ai/mcp/servers/Battam1111/Myco) 🐍 🏠 🍎 🪟 🐧 - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) and 25 lint dimensions enforcing contract invariants mechanically (R1–R7). Cross-session / cross-project memory via a self-validating filesystem graph — AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK imports in the kernel and plugin tree. Editable-default install. Works with Claude Code, Cursor, Windsurf, Zed, VS Code, and any MCP client. -- [Beever-AI/beever-atlas](https://github.com/Beever-AI/beever-atlas) [![Beever-AI/beever-atlas MCP server](https://glama.ai/mcp/servers/Beever-AI/beever-atlas/badges/score.svg)](https://glama.ai/mcp/servers/Beever-AI/beever-atlas) 🐍 🏠 🍎 🪟 🐧 - Open-source LLM knowledge base for teams. 28-tool native MCP server turns Slack/Discord/Teams/Mattermost chat into a typed knowledge graph + auto-generated wiki with cited answers, semantic search, expert finding, and decision tracing. BYO LLM via LiteLLM, Apache 2.0, on-prem via Docker. -- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [![bitatlas MCP server](https://glama.ai/mcp/servers/bitatlas-group/bitatlas/badges/score.svg)](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) 📇 ☁️ - Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encryption with 7 MCP tools for encrypted file vault management — upload, download, search, and organize files that the server never sees in plaintext. -- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [![project-tessera MCP server](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera/badges/score.svg)](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) 🐍 🏠 🍎 🪟 🐧 - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies — fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools. -- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [![BetaBots-LLC/callimachus MCP server](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus/badges/score.svg)](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) 🦀 🏠 🍎 🪟 🐧 - Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes `search_threads`, `search_current_project`, `recent_threads`, and `get_thread` so any agent can recall its own past work. -- [billy12151/memory-arbiter-mcp](https://github.com/billy12151/memory-arbiter-mcp) [![billy12151/memory-arbiter-mcp MCP server](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp) 🐍 🏠 🍎 🪟 🐧 - AI enhancement middleware: precise retrieval replaces full-memory loading (~80%+ token cut), rule-based conflict arbitration with explainable reasons, and one local SQLite shared across Claude Code/Codex/Cursor/ZCode. Local-first, zero cloud, MIT. `pip install memory-arbiter-mcp` -- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. -- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant. -- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice. -- [lildaddyo/braintube-mcp](https://github.com/lildaddyo/braintube-mcp) [![lildaddyo/braintube-mcp MCP server](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs, and Notion/Obsidian notes into a persistent, semantically searchable knowledge base any AI can query over MCP. -- [linklore/linklore-mcp](https://github.com/linklore/linklore-mcp) [![linklore/linklore-mcp MCP server](https://glama.ai/mcp/servers/linklore/linklore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/linklore/linklore-mcp) 🐍 🏠 - AI-native structured memory for coding agents — typed lore/doc entries with status and links, read and written by agents via MCP. -- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API. -- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [![carrasquelalex1/hipocampo MCP server](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo/badges/score.svg)](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py` -- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [![catfish-1234/sessionmem MCP server](https://glama.ai/mcp/servers/catfish-1234/sessionmem/badges/score.svg)](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new session. No cloud, no account, just a SQLite file on your machine. Works with Claude Code, Cursor, Cline, Windsurf, and any other MCP host. -- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [![cachly-dev/cachly-mcp MCP server](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and open tasks in one call. 84 tools — Team Brain, semantic BM25+ search, Team Telepathy, Ambient Git Learning, Memory Crystals, Analytics, and managed Valkey/Redis. `npx @cachly-dev/init` — free tier, no credit card. [Website](https://cachly.dev) -- [ccf/agentcairn](https://github.com/ccf/agentcairn) [![ccf/agentcairn MCP server](https://glama.ai/mcp/servers/ccf/agentcairn/badges/score.svg)](https://glama.ai/mcp/servers/ccf/agentcairn) 🐍 🏠 🍎 🪟 🐧 - Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector + graph recall. Non-lossy capture with secret redaction; works across Claude Code, Codex, Cursor, and any MCP host. `uvx agentcairn` -- [cdeust/Cortex](https://github.com/cdeust/Cortex) [![badge](https://glama.ai/mcp/servers/cdeust/Cortex/badge)](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex` -- [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [![contradictory-body/cc-sensei MCP server](https://glama.ai/mcp/servers/contradictory-body/cc-sensei/badges/score.svg)](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) 📇 🏠 🍎 🪟 🐧 - Distills Claude Code's 310K LoC source into 32 queryable architecture modules via MCP. 6 tools: list modules, query architecture, trace cross-cutting concerns, search patterns, and read source code. Sub-120ms p95, fully local, zero network deps. -- [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [![celiums-memory MCP server](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory/badges/score.svg)](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL + Qdrant vectors + Valkey cache), per-user memory isolation, and multi-protocol support (MCP, REST, OpenAI, LangChain, A2A). `npx @celiums/memory` [Website](https://celiums.io) -- [cg3-llc/prior_mcp](https://github.com/cg3-llc/prior_mcp) [![cg3-llc/prior_mcp MCP server](https://glama.ai/mcp/servers/cg3-llc/prior_mcp/badges/score.svg)](https://glama.ai/mcp/servers/cg3-llc/prior_mcp) 📇 ☁️ - Shared knowledge base where AI agents exchange proven solutions — including failed approaches, so your agent skips the dead ends. Smaller models get instant access to frontier-model discoveries. Free to search indefinitely when feedback is provided on results. [Website](https://prior.cg3.io) -- [CanopyHQ/phloem](https://github.com/CanopyHQ/phloem) 🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 more MCP clients. -- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [![Cavinooo/claude-find MCP server](https://glama.ai/mcp/servers/Cavinooo/claude-find/badges/score.svg)](https://glama.ai/mcp/servers/Cavinooo/claude-find) 📇 🏠 🍎 - Pull Deep Memory from across your Claude Code Sessions — when you need it. +- [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [![dockndevai/ossian-mcp MCP server](https://glama.ai/mcp/servers/dockndevai/ossian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default. +- [anuragsync78/subctx-connector](https://github.com/anuragsync78/subctx-connector) [![anuragsync78/subctx-connector MCP server](https://glama.ai/mcp/servers/anuragsync78/subctx-connector/badges/score.svg)](https://glama.ai/mcp/servers/anuragsync78/subctx-connector) 📇 ☁️ - Support center for autonomous artificial minds. +- [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [![Octonove/crbro-memory MCP server](https://glama.ai/mcp/servers/Octonove/crbro-memory/badges/score.svg)](https://glama.ai/mcp/servers/Octonove/crbro-memory) 📇 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON files: neuron/synapse graph with heat scoring, fact-level search, corrections, secret redaction and team sharing via Git. +- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [![bborota/cairn-mcp MCP server](https://glama.ai/mcp/servers/bborota/cairn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bborota/cairn-mcp) 📇 ☁️ - Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and situation. +- [Magnemo-AI/magnemo](https://github.com/Magnemo-AI/magnemo) [![Magnemo-AI/magnemo MCP server](https://glama.ai/mcp/servers/Magnemo-AI/magnemo/badges/score.svg)](https://glama.ai/mcp/servers/Magnemo-AI/magnemo) 🐍 🏠 🍎 🪟 🐧 - Governed local agent memory in plain files: each entry records who wrote it, when and through which gate, and nothing is kept without user approval. +- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [![fish827-08/rag-kb MCP server](https://glama.ai/mcp/servers/fish827-08/rag-kb/badges/score.svg)](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via local Ollama. +- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [![dahshanlabs/klypix-mcp MCP server](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings. +- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [![AkashGoenka/coldstart MCP server](https://glama.ai/mcp/servers/AkashGoenka/coldstart/badges/score.svg)](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents: a deterministic AST index finds task-relevant files, and in-repo Markdown notes flag themselves stale when code changes. +- [forgemeshlabs/library-mcp](https://github.com/forgemeshlabs/library-mcp) [![forgemeshlabs/library-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp) 📇 ☁️ - Public-domain book knowledge base paid via x402: full-text search, metadata, chapters, quotes, ask-a-book Q&A and curated subject shelves. +- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [![jayasukuv11-beep/agenthelm MCP server](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm/badges/score.svg)](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents. +- [AIStorageDepot/aistoragedepot-mcp](https://github.com/AIStorageDepot/aistoragedepot-mcp) [![AIStorageDepot/aistoragedepot-mcp MCP server](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable as slash commands. +- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [![jmpdsevilla/BovedIA MCP server](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA/badges/score.svg)](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes, with a router note that decides what context to load and a layer for thoughts and feelings. +- [lbailey94/whitemagic](https://github.com/lbailey94/whitemagic) [![lbailey94/whitemagic MCP server](https://glama.ai/mcp/servers/lbailey94/whitemagic/badges/score.svg)](https://glama.ai/mcp/servers/lbailey94/whitemagic) 🦀 🏠 🍎 🪟 🐧 - Local-first durable memory and session continuity for AI agents, with a hash-chained audit ledger and backup, export and import across devices. +- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [![LiLara-AI/shadowgraph MCP server](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph/badges/score.svg)](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions. +- [lockstep-team-agent/lockstep](https://github.com/lockstep-team-agent/lockstep) [![lockstep-team-agent/lockstep MCP server](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep/badges/score.svg)](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep) 📇 ☁️ - Shared decision memory for teams using AI coding agents: captures engineering decisions, ranks them by blast radius and briefs agents before they act. +- [lumayapartners/memini](https://github.com/lumayapartners/memini) [![lumayapartners/memini MCP server](https://glama.ai/mcp/servers/lumayapartners/memini/badges/score.svg)](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisions per repo and warns before repeated mistakes. +- [nazar256/memheaven](https://github.com/nazar256/memheaven) [![nazar256/memheaven MCP server](https://glama.ai/mcp/servers/nazar256/memheaven/badges/score.svg)](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted, remotely accessible shared long-term memory for AI agents. +- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [![jessedu29260-netizen/booboo MCP server](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo/badges/score.svg)](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - View and query your AI system (agents, memory, knowledge, automations) as a 3D knowledge graph: stats, search, node details, neighbors and pathfinding. +- [JinyangWang27/people-context](https://github.com/JinyangWang27/people-context) [![JinyangWang27/people-context MCP server](https://glama.ai/mcp/servers/JinyangWang27/people-context/badges/score.svg)](https://glama.ai/mcp/servers/JinyangWang27/people-context) 🐍 🏠 🍎 🪟 🐧 - Local-first memory about the people in your life: identity resolution, relationships, facts, interactions, reminders and communication guidance. +- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [![gpitrella/memxus-remote-mcp MCP server](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) 📇 ☁️ - Shared context for dev teams: syncs GitHub, Notion and saved decisions into reusable project context that agents load at the start of each session. +- [seanmeverett/shared-memory-mcp](https://github.com/seanmeverett/shared-memory-mcp) [![seanmeverett/shared-memory-mcp MCP server](https://glama.ai/mcp/servers/seanmeverett/shared-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seanmeverett/shared-memory-mcp) 🐍 ☁️ - Public, source-linked notebook for AI agents: search and read entries, and publish findings, questions and corrections with permanent IDs and linked replies. +- [soluai-spa/solucortex-mcp](https://github.com/soluai-spa/solucortex-mcp) [![soluai-spa/solucortex-mcp MCP server](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp) 🎖️ 🐍 🏠 ☁️ - Technical memory for AI agents: recall a project's approved decisions, conventions and risks at task start and record lessons at the end. +- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [![basemouse/basemouse-core MCP server](https://glama.ai/mcp/servers/basemouse/basemouse-core/badges/score.svg)](https://glama.ai/mcp/servers/basemouse/basemouse-core) 📇 ☁️ 🏠 - Shared, versioned agent memory with sourced answers and full history: search, context packs and document upserts. +- [caix84476-netizen/personal-understanding](https://github.com/caix84476-netizen/personal-understanding) [![caix84476-netizen/personal-understanding MCP server](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding/badges/score.svg)](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding) 🏠 🐍 📇 - Verbatim-first personal memory: hashed word-for-word messages, records linked to their source quotes, anti-fabrication validators and an audit dashboard. +- [Fisher521/burn-mcp-server](https://github.com/Fisher521/burn-mcp-server) [![burn-mcp-server MCP server](https://glama.ai/mcp/servers/Fisher521/burn-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Fisher521/burn-mcp-server) 📇 ☁️ 🍎 - Search, triage and organize bookmarks saved in the Burn 451 read-later app as a knowledge base. +- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [![soolaugust/0CompactMem MCP server](https://glama.ai/mcp/servers/soolaugust/0CompactMem/badges/score.svg)](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent multi-agent memory with OS-style demand paging, eviction and pinning, BM25 retrieval, importance scoring and capacity-aware reclaim. +- [0spoon/seamless](https://github.com/0spoon/seamless) [![0spoon/seamless MCP server](https://glama.ai/mcp/servers/0spoon/seamless/badges/score.svg)](https://glama.ai/mcp/servers/0spoon/seamless) 🏎️ 🏠 🍎 🪟 🐧 - Local-first shared memory and task coordination for AI coding agents, stored as Markdown files. +- [adelinamart/robrain](https://github.com/adelinamart/robrain) [![adelinamart/robrain MCP server](https://glama.ai/mcp/servers/adelinamart/robrain/badges/score.svg)](https://glama.ai/mcp/servers/adelinamart/robrain) 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for coding agents: captures architectural decisions and rejected alternatives, and warns before a rejected approach is re-proposed. +- [a2cr/a2cr](https://github.com/a2cr/a2cr) [![a2cr/a2cr MCP server](https://glama.ai/mcp/servers/a2cr/a2cr/badges/score.svg)](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent handoffs via client-encrypted WorkBaton checkpoints and WorkStash notes, so work can resume in another client without the full chat history. +- [afairai/afair](https://github.com/afairai/afair) [![afairai/afair MCP server](https://glama.ai/mcp/servers/afairai/afair/badges/score.svg)](https://glama.ai/mcp/servers/afairai/afair) 🐍 🏠 🍎 🪟 🐧 - Self-organizing, self-hostable, encrypted memory for AI tools, with background entity extraction, conflict resolution, consolidation and decay. +- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [![ahmetakyurt/zipmem-mcp MCP server](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local long-term memory for terminal coding agents: blueprints, code anchors and distilled lessons in one JSON file, restoring project context across sessions. +- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [![ihorponom/agentpack MCP server](https://glama.ai/mcp/servers/ihorponom/agentpack/badges/score.svg)](https://glama.ai/mcp/servers/ihorponom/agentpack) 📇 🏠 🍎 🪟 🐧 - Repo-native task continuity for coding agents: a reviewed task-state ledger of decisions, dead ends, evidence and checkpoints that later sessions resume from. +- [thomasjumper/agentbay](https://github.com/thomasjumper/agentbay) [![StremAI MCP server](https://glama.ai/mcp/servers/thomasjumper/agentbay/badges/score.svg)](https://glama.ai/mcp/servers/thomasjumper/agentbay) 📇 ☁️ 🏠 - StremAI shared memory for coding agents across sessions, machines and tools, with per-agent attribution, provenance, verification status and export. +- [uniskela/adhd-hub](https://github.com/uniskela/adhd-hub) [![uniskela/adhd-hub MCP server](https://glama.ai/mcp/servers/uniskela/adhd-hub/badges/score.svg)](https://glama.ai/mcp/servers/uniskela/adhd-hub) 🐍 🏠 🐧 - Self-hosted project-continuity hub for coding agents: tracks unfinished work, progress, overlap and reminders across clients. +- [Vasilispapg/claude-handoff](https://github.com/Vasilispapg/claude-handoff) [![Vasilispapg/claude-handoff MCP server](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff/badges/score.svg)](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff) 🐍 🏠 🍎 🪟 🐧 - Claude Code session handoffs: turns any transcript, even crashed ones, into a handoff file and distills project history into a cited memory brief. +- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [![aidesignblueprint/integrations MCP server](https://glama.ai/mcp/servers/aidesignblueprint/integrations/badges/score.svg)](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only access to the Agentic AI Blueprint, a reference for agent UX: browse and search principles, implementation examples and application guides. +- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [![vault-cortex MCP server](https://glama.ai/mcp/servers/aliasunder/vault-cortex/badges/score.svg)](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - Standalone Obsidian vault server: hybrid search, notes and files, memory and tasks; run locally or self-host for remote access. +- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [![openhive-mcp MCP server](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs, with semantic search, duplicate detection and auto-scoring. +- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [![MCP Score](https://glama.ai/mcp/servers/AndreLYL/memkin/badges/score.svg)](https://glama.ai/mcp/servers/AndreLYL/memkin) 📇 🏠 🍎 🪟 🐧 - Local-first personal memory that distills Feishu/Lark chats and Claude Code/Codex sessions into a private knowledge graph of people, projects and tasks. +- [NORTHTEKDevs/genome](https://github.com/NORTHTEKDevs/genome) [![NORTHTEKDevs/genome MCP server](https://glama.ai/mcp/servers/NORTHTEKDevs/genome/badges/score.svg)](https://glama.ai/mcp/servers/NORTHTEKDevs/genome) 🐍 🏠 🍎 🪟 🐧 - Local persistent agent memory without LLM calls: semantic recall over SQLite with bi-temporal fact tracking. +- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [![Shweta-Mishra-ai/tokenmizer MCP server](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer/badges/score.svg)](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) 🐍 🏠 🍎 🪟 🐧 - Session memory via a local OpenAI-compatible proxy that extracts tasks, decisions and files into a knowledge graph and checkpoints before context overflow. +- [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [![ashlesh-t/cognirepo MCP server](https://glama.ai/mcp/servers/ashlesh-t/cognirepo/badges/score.svg)](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) 🐍 🏠 🍎 🪟 🐧 - Persistent memory and codebase context for coding agents: FAISS vector store, AST symbol index, knowledge graph, episodic journal and cross-agent handoff. +- [AshutoshRaj97/agentready-mcp](https://github.com/AshutoshRaj97/agentready-mcp) [![AshutoshRaj97/agentready-mcp MCP server](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Index any website and ask questions about it, with cited answers grounded in its content via RAG. +- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [![Auctalis/nocturnusai MCP server](https://glama.ai/mcp/servers/Auctalis/nocturnusai/badges/score.svg)](https://glama.ai/mcp/servers/Auctalis/nocturnusai) 🐍 🏠 - Deterministic reasoning engine for agent context compression: extracts structured facts with logical inference, proof chains and truth maintenance. +- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) ☁️ - Summarize plain text, web pages, PDF documents, EPUB books and HTML content. +- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [![20alexl/claude-engram MCP server](https://glama.ai/mcp/servers/20alexl/claude-engram/badges/score.svg)](https://glama.ai/mcp/servers/20alexl/claude-engram) 🐍 🏠 - Local persistent memory for Claude Code: tracks mistakes and decisions via hooks, searches session history, detects loops and warns before edits. +- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [![acheron-mcp-server MCP server](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) 📇 🏠 - Persistent memory shared across Claude Chat, Code and Cowork, stored in local SQLite with full-text search. +- [Terobyte/librarian-cli](https://github.com/Terobyte/librarian-cli) [![librarian-cli MCP server](https://glama.ai/mcp/servers/Terobyte/librarian-cli/badges/score.svg)](https://glama.ai/mcp/servers/Terobyte/librarian-cli) 🐍 🏠 🍎 🪟 🐧 - Ebook-to-Markdown pipeline (FB2, EPUB, DOCX, HTML, PDF) with full-text search and read-only tools to browse, read chapters and verify quotes offline. +- [TeleAI-UAGI/telemem](https://github.com/TeleAI-UAGI/telemem) [![TeleAI-UAGI/telemem MCP server](https://glama.ai/mcp/servers/TeleAI-UAGI/telemem/badges/score.svg)](https://glama.ai/mcp/servers/TeleAI-UAGI/telemem) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Mem0-compatible long-term and multimodal agent memory: character-isolated profiles, semantic deduplication, optional local stack and video memory with QA. +- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and cross-session context management. +- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [![Thezenmonster/agentmem MCP server](https://glama.ai/mcp/servers/Thezenmonster/agentmem/badges/score.svg)](https://glama.ai/mcp/servers/Thezenmonster/agentmem) 🐍 🏠 🍎 🪟 🐧 - Governed memory for coding agents with trust lifecycle (hypothesis, active, validated, deprecated), conflict detection, staleness tracking and health scoring. +- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [![recallnest MCP server](https://glama.ai/mcp/servers/AliceLJY/recallnest/badges/score.svg)](https://glama.ai/mcp/servers/AliceLJY/recallnest) 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: hybrid vector/BM25 retrieval with reranking, knowledge graph, session checkpoint/resume and multi-scope isolation. +- [robotel-limited/robo-cortex](https://github.com/robotel-limited/robo-cortex) [![robotel-limited/robo-cortex MCP server](https://glama.ai/mcp/servers/robotel-limited/robo-cortex/badges/score.svg)](https://glama.ai/mcp/servers/robotel-limited/robo-cortex) 🐍 🏠 - Git-aware memory store for coding agents: memories anchored to git blob hashes are flagged for review when the linked code changes. +- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [![apple-notes-mcp MCP server](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD. +- [AgentModule/mcp](https://github.com/AgentModule/mcp) [![AgentModule/mcp MCP server](https://glama.ai/mcp/servers/AgentModule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Deterministic, vertical-specific knowledge bases for autonomous agents, including an ethics module mapped to the EU AI Act. +- [juyterman1000/entroly](https://github.com/juyterman1000/entroly) [![juyterman1000/entroly MCP server](https://glama.ai/mcp/servers/juyterman1000/entroly/badges/score.svg)](https://glama.ai/mcp/servers/juyterman1000/entroly) 🐍 🦀 🏠 🍎 🪟 🐧 - Context control layer for coding agents: compression, prompt-prefix stabilization for caching, cheaper-model routing, local hallucination checks and memory. +- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [![Goldentrii/AgentRecall-MCP MCP server](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent cross-session agent memory that surfaces the most relevant past memories using the Intelligent Distance Protocol. +- [gordonkjlee/facthouse](https://github.com/gordonkjlee/facthouse) [![gordonkjlee/facthouse MCP server](https://glama.ai/mcp/servers/gordonkjlee/facthouse/badges/score.svg)](https://glama.ai/mcp/servers/gordonkjlee/facthouse) 📇 🏠 🍎 🪟 🐧 - Local memory engine for AI tools, stored in a SQLite file you own. +- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [![central-intelligence MCP server](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - Persistent agent memory to remember, recall, forget and share, with semantic vector search and agent, user and org scoping. +- [kskurtveit/echocache](https://github.com/kskurtveit/echocache) [![kskurtveit/echocache MCP server](https://glama.ai/mcp/servers/kskurtveit/echocache/badges/score.svg)](https://glama.ai/mcp/servers/kskurtveit/echocache) 📇 🏠 🍎 🪟 🐧 - Cache expensive LLM results with HTTP-style freshness (TTL, stale-while-revalidate) and semantic recall of related past answers. +- [epicsagas/alcove](https://github.com/epicsagas/alcove) [![alcove MCP server](https://glama.ai/mcp/servers/epicsagas/alcove/badges/score.svg)](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - On-demand BM25 search over private project docs for coding agents, keeping docs out of public repos. +- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [![mengram MCP server](https://glama.ai/mcp/servers/@alibaizhanov/mengram/badges/score.svg)](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent memory with semantic, episodic and procedural types, a knowledge graph, Claude Code auto-save/recall hooks, smart triggers and multi-user isolation. +- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [![soul-mcp-server MCP server](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) 📇 🏠 🍎 🪟 🐧 - Validate and generate SOUL.md agent identity files, a YAML format for an agent's personality, voice, values and behavioral constraints. +- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering. +- [ayushagrawal288/memex](https://github.com/ayushagrawal288/memex) [![ayushagrawal288/memex MCP server](https://glama.ai/mcp/servers/ayushagrawal288/memex/badges/score.svg)](https://glama.ai/mcp/servers/ayushagrawal288/memex) 🐍 🏠 - Persistent agent memory with semantic search and recency decay, local ONNX embeddings, background summarization and Prometheus/Grafana observability. +- [baodq06/memocall](https://github.com/baodq06/memocall) [![baodq06/memocall MCP server](https://glama.ai/mcp/servers/baodq06/memocall/badges/score.svg)](https://glama.ai/mcp/servers/baodq06/memocall) 📇 🏠 🍎 🪟 🐧 - Read-only search and recall of past Claude Code sessions, loading any session on demand as compact Markdown with outline, turn-range and in-session search. +- [basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) [![basic-memory MCP server](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory/badges/score.svg)](https://glama.ai/mcp/servers/@basicmachines-co/basic-memory) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first AI memory: a semantic knowledge graph of Markdown files that humans and LLMs both read and write, with optional cloud sync and team workspaces. +- [Battam1111/Myco](https://github.com/Battam1111/Myco) [![Battam1111/Myco MCP server](https://glama.ai/mcp/servers/Battam1111/Myco/badges/score.svg)](https://glama.ai/mcp/servers/Battam1111/Myco) 🐍 🏠 🍎 🪟 🐧 - Cross-session, cross-project agent memory built on a self-validating filesystem graph derived from ASTs and Markdown links, not embeddings. +- [Beever-AI/beever-atlas](https://github.com/Beever-AI/beever-atlas) [![Beever-AI/beever-atlas MCP server](https://glama.ai/mcp/servers/Beever-AI/beever-atlas/badges/score.svg)](https://glama.ai/mcp/servers/Beever-AI/beever-atlas) 🐍 🏠 🍎 🪟 🐧 - Team knowledge base turning Slack, Discord, Teams and Mattermost chats into a knowledge graph and wiki with cited answers, semantic search and expert finding. +- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [![bitatlas MCP server](https://glama.ai/mcp/servers/bitatlas-group/bitatlas/badges/score.svg)](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) 📇 ☁️ - Zero-knowledge cloud drive with client-side AES-256-GCM encryption: upload, download, search and organize files the server never sees in plaintext. +- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [![project-tessera MCP server](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera/badges/score.svg)](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) 🐍 🏠 🍎 🪟 🐧 - Local workspace memory: indexes Markdown, CSV and session logs into a vector store with hybrid search, cross-session memory and knowledge graph visualization. +- [BetaBots-LLC/callimachus](https://github.com/BetaBots-LLC/callimachus) [![BetaBots-LLC/callimachus MCP server](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus/badges/score.svg)](https://glama.ai/mcp/servers/BetaBots-LLC/callimachus) 🦀 🏠 🍎 🪟 🐧 - Local hybrid search (SQLite FTS5 and on-device vectors) over coding-agent conversation history from multiple tools, so agents can recall their past work. +- [billy12151/memory-arbiter-mcp](https://github.com/billy12151/memory-arbiter-mcp) [![billy12151/memory-arbiter-mcp MCP server](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/billy12151/memory-arbiter-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory middleware: targeted retrieval instead of full-memory loading, rule-based conflict arbitration and one SQLite store shared across coding agents. +- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - Search curated awesome lists and fetch the most relevant resources for your agent. +- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Safe read/write access to Obsidian vaults: search, batch operations, tag management and frontmatter handling. +- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs, strategy and PM careers. +- [lildaddyo/braintube-mcp](https://github.com/lildaddyo/braintube-mcp) [![lildaddyo/braintube-mcp MCP server](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lildaddyo/braintube-mcp) 📇 ☁️ - Compiles saved YouTube videos, podcasts, articles, PDFs and Notion/Obsidian notes into a persistent, semantically searchable knowledge base. +- [linklore/linklore-mcp](https://github.com/linklore/linklore-mcp) [![linklore/linklore-mcp MCP server](https://glama.ai/mcp/servers/linklore/linklore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/linklore/linklore-mcp) 🐍 🏠 - Structured memory for coding agents: typed lore and doc entries with status and links that agents read and write. +- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Search and navigate Wikipedia and other ZIM-format knowledge archives offline, with smart retrieval and caching. +- [carrasquelalex1/hipocampo](https://github.com/carrasquelalex1/hipocampo) [![carrasquelalex1/hipocampo MCP server](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo/badges/score.svg)](https://glama.ai/mcp/servers/carrasquelalex1/hipocampo) 🐍 🏠 🍎 🪟 🐧 - Bilingual (English/Spanish) dual-memory system on PostgreSQL, pgvector and NVIDIA NIM with progressive retrieval, deduplication, checkpoints and auto-repair. +- [catfish-1234/sessionmem](https://github.com/catfish-1234/sessionmem) [![catfish-1234/sessionmem MCP server](https://glama.ai/mcp/servers/catfish-1234/sessionmem/badges/score.svg)](https://glama.ai/mcp/servers/catfish-1234/sessionmem) 📇 🏠 - Local memory for coding assistants: watches sessions and injects a compact summary at the start of each new one, stored in a SQLite file. +- [cachly-dev/cachly-mcp](https://github.com/cachly-dev/cachly-mcp) [![cachly-dev/cachly-mcp MCP server](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cachly-dev/cachly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Persistent memory for coding assistants: session briefings on lessons and open tasks, shared team memory, BM25 search and managed Valkey/Redis. +- [ccf/agentcairn](https://github.com/ccf/agentcairn) [![ccf/agentcairn MCP server](https://glama.ai/mcp/servers/ccf/agentcairn/badges/score.svg)](https://glama.ai/mcp/servers/ccf/agentcairn) 🐍 🏠 🍎 🪟 🐧 - Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph recall. +- [cdeust/Cortex](https://github.com/cdeust/Cortex) [![badge](https://glama.ai/mcp/servers/cdeust/Cortex/badge)](https://glama.ai/mcp/servers/cdeust/Cortex) 🐍 🏠 🍎 - Neuroscience-inspired memory for Claude Code on PostgreSQL/pgvector: decay, consolidation, a predictive-coding write gate and lifecycle hooks. +- [contradictory-body/cc-sensei](https://github.com/contradictory-body/cc-sensei) [![contradictory-body/cc-sensei MCP server](https://glama.ai/mcp/servers/contradictory-body/cc-sensei/badges/score.svg)](https://glama.ai/mcp/servers/contradictory-body/cc-sensei) 📇 🏠 🍎 🪟 🐧 - Explore Claude Code's source as queryable architecture modules: trace cross-cutting concerns, search patterns and read source code locally. +- [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [![celiums-memory MCP server](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory/badges/score.svg)](https://glama.ai/mcp/servers/terrizoaguimor/celiums-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and per-user isolation. +- [cg3-llc/prior_mcp](https://github.com/cg3-llc/prior_mcp) [![cg3-llc/prior_mcp MCP server](https://glama.ai/mcp/servers/cg3-llc/prior_mcp/badges/score.svg)](https://glama.ai/mcp/servers/cg3-llc/prior_mcp) 📇 ☁️ - Shared knowledge base where agents exchange proven solutions and failed approaches, so they can skip known dead ends. +- [Cavinooo/claude-find](https://github.com/Cavinooo/claude-find) [![Cavinooo/claude-find MCP server](https://glama.ai/mcp/servers/Cavinooo/claude-find/badges/score.svg)](https://glama.ai/mcp/servers/Cavinooo/claude-find) 📇 🏠 🍎 - Retrieve memory from across your Claude Code sessions on demand. - [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts. -- [claimidx/claimidx](https://github.com/claimidx/claimidx) 🐍 🏠 🍎 🪟 🐧 - Shared claim index of solved agent failures. Ask before retrying a stack; ingest the fix so the next agent does not pay twice. -- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [![vshulcz/deja-vu MCP server](https://glama.ai/mcp/servers/vshulcz/deja-vu/badges/score.svg)](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory layer over the session histories coding agents already write (Claude Code, Codex CLI, opencode): lexical search, recall tools, session-start auto-recall, secret redaction at index time, cross-machine sync over SSH. -- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [![ZengLiangYi/ChatCrystal MCP server](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal/badges/score.svg)](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and reusable MCP memory. `npx -y chatcrystal mcp` -- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation -- [ChevalGrand520/local-gpu-imagegen](https://github.com/ChevalGrand520/local-gpu-imagegen) [![ChevalGrand520/local-gpu-imagegen MCP server](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen/badges/score.svg)](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen) 🐍 🏠 🍎 🪟 🐧 - Auditable, confirmation-gated local GPU image generation for ComfyUI: cryptographic model identity (SHA-256), explicit license approval, evidence retention, and a 17-tool human-in-the-loop run workflow. -- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [![workspace-qdrant-mcp MCP server](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** — testers and feedback welcome. -- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [![cipherfoxie/sovereign-mcp MCP server](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp` -- [CodeAbra/iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell hooks. Windows support in beta. -- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp` -- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [![alfredoizdev/contextforge-mcp MCP server](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp` -- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [![contextium-io/contextium-mcp-server MCP server](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - One shared context for every AI tool your team uses. Serves your team's knowledge, coding standards, skills, and AI agents to Claude, Cursor, Copilot, and any MCP client — load a whole workflow (docs, agents, skills, tasks, phases) in a single call. Versioned and permissioned. `npx @contextium/mcp-server` -- [yonro/memory-os-cli](https://github.com/yonro/memory-os-cli) [![yonro/memory-os-cli MCP server](https://glama.ai/mcp/servers/yonro/memory-os-cli/badges/score.svg)](https://glama.ai/mcp/servers/yonro/memory-os-cli) 📇 ☁️ - XMemo is user-owned memory for AI agents over a hosted Streamable HTTP MCP endpoint. Save, search, recall, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs. `https://xmemo.dev/mcp` -- [contextstream/mcp-server](https://github.com/contextstream/mcp-server) [![contextstream/mcp-server MCP server](https://glama.ai/mcp/servers/contextstream/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, and decision tracking. 90.0% on LongMemEval-S. Works across Cursor, Claude Code, Windsurf, and any MCP client. `npx -y @contextstream/mcp-server` -- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter. -- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required. -- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [![dcostenco/BCBA MCP server](https://glama.ai/mcp/servers/dcostenco/BCBA/badges/score.svg)](https://glama.ai/mcp/servers/dcostenco/BCBA) 📇 🏠 🍎 🪟 🐧 - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts. -- [darktw/usecortex-mcp](https://github.com/darktw/usecortex-mcp) [![darktw/usecortex-mcp MCP server](https://glama.ai/mcp/servers/darktw/usecortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/darktw/usecortex-mcp) ☁️ - Persistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256 encryption. -- [davidgut1982/lore-mcp](https://github.com/davidgut1982/lore-mcp) [![davidgut1982/lore-mcp MCP server](https://glama.ai/mcp/servers/davidgut1982/lore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidgut1982/lore-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for AI agents. KB, investigation threads, journal with multi-agent attribution. SQLite/PostgreSQL/Supabase. -- [dbwls99706/deadends.dev](https://github.com/dbwls99706/deadends.dev) [![dbwls99706/deadends.dev MCP server](https://glama.ai/mcp/servers/dbwls99706/deadends.dev/badges/score.svg)](https://glama.ai/mcp/servers/dbwls99706/deadends.dev) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Structured knowledge of what does NOT work. 2,400+ entries across 54 domains record the dead ends for an error - the fix that looks right and fails, and why - alongside workarounds with success rates and an error transition graph. Covers code errors and country-specific real-world rules (visa, banking, legal, emergency) where generic answers are most often wrong. `pip install deadends-dev`, or hosted at `https://deadends.dev/mcp` -- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [![decisionnode/DecisionNode MCP server](https://glama.ai/mcp/servers/decisionnode/DecisionNode/badges/score.svg)](https://glama.ai/mcp/servers/decisionnode/DecisionNode) 📇 🏠 🍎 🪟 🐧 - Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code, Cursor, Windsurf, and any MCP client. CLI + MCP server, local-only, free Gemini embedding tier. -- [giuliohome-org/doc-manager](https://github.com/giuliohome-org/doc-manager) [![giuliohome-org/doc-manager MCP server](https://glama.ai/mcp/servers/giuliohome-org/doc-manager/badges/score.svg)](https://glama.ai/mcp/servers/giuliohome-org/doc-manager) 🦀 ☁️ - Personal document vault on Azure Blob Storage with a built-in MCP server. Client-side AES-256-GCM zero-knowledge encryption: encrypted docs stay opaque to Claude, plaintext docs are fully readable, writable, and searchable from chat. -- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [![Destrayon/Connapse MCP server](https://glama.ai/mcp/servers/Destrayon/Connapse/badges/score.svg)](https://glama.ai/mcp/servers/Destrayon/Connapse) #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for AI agents with hybrid vector + keyword search, container-isolated indexes, and 11 MCP tools. .NET, Docker-ready. -- [dengls24/annota](https://github.com/dengls24/annota) [![dengls24/annota MCP server](https://glama.ai/mcp/servers/dengls24/annota/badges/score.svg)](https://glama.ai/mcp/servers/dengls24/annota) 🐍 🏠 - AI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes structured reading notes — all saved back to Zotero. Features two-phase workflow for large PDFs (63–80% context savings) and batch annotations. -- [deusXmachina-dev/memorylane](https://github.com/deusXmachina-dev/memorylane) 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants via MCP with semantic search, timeline browsing, and event detail retrieval. -- [dnotitia/akb](https://github.com/dnotitia/akb) [![dnotitia/akb MCP server](https://glama.ai/mcp/servers/dnotitia/akb/badges/score.svg)](https://glama.ai/mcp/servers/dnotitia/akb) 🐍 📇 🏠 🍎 🪟 🐧 - Organizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid semantic + BM25 search, Git-backed version history, multi-tenant ACL with public-share links. Works with Claude Code, Cursor, Windsurf via `npx akb-mcp`. -- [dodopayments/contextmcp](https://github.com/dodopayments/context-mcp) 📇 ☁️ 🏠 - Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search. -- [doobidoo/MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider) 📇 🏠 - Static server that provides persistent tool-specific context and rules for AI models -- [doobidoo/mcp-memory-service](https://github.com/doobidoo/mcp-memory-service) 📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation -- [dot-RealityTest/obsidian-codex-mcp](https://github.com/dot-RealityTest/obsidian-codex-mcp) [![dot-RealityTest/obsidian-codex-mcp MCP server](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian plugin, API key, cloud service, or running Obsidian app required. Includes read-only mode, backup-on-write, path isolation, and setup examples. -- [DollhouseMCP/mcp-server](https://github.com/DollhouseMCP/mcp-server) [![DollhouseMCP MCP server](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server/badge)](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server) 📇 🏠 🍎 🪟 🐧 - One-line installable MCP server that adds reusable customization elements — personas, skills, templates, agents, memory, and ensembles (collected customization tools) — to any MCP Client application. Dynamic permissioning for safe AI operations, a robust validation architecture, versioning, and a public collection of shareable content. Install: `npx @dollhousemcp/mcp-server@latest --web`. -- [DomDemetz/claude-soul](https://github.com/DomDemetz/claude-soul) [![DomDemetz/claude-soul MCP server](https://glama.ai/mcp/servers/DomDemetz/claude-soul/badges/score.svg)](https://glama.ai/mcp/servers/DomDemetz/claude-soul) 📇 🏠 🍎 🐧 - Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections, and evolves behavioral frameworks through evidence tiers (hypothesis → observed → validated). Frameworks that keep working get promoted, bad ones get retired. 9 MCP tools, automatic hooks, phase-adaptive learning. Single dependency, local-only. `npx claude-soul init --starter` -- [dshakes/distil](https://github.com/dshakes/distil) [![distil MCP server](https://glama.ai/mcp/servers/dshakes/distil/badges/score.svg)](https://glama.ai/mcp/servers/dshakes/distil) 🐍 🏠 - Reversibly compress a large tool output to a recoverable 8-hex handle over stdio, expand it on demand, and report a local token/dollar savings ledger. -- [edobusy/agenthold](https://github.com/edobusy/agenthold) [![agenthold MCP server](https://glama.ai/mcp/servers/edobusy/agenthold/badges/score.svg)](https://glama.ai/mcp/servers/edobusy/agenthold) 🐍 🏠 🍎 🪟 🐧 - Shared versioned state store with optimistic concurrency control for coordinating concurrent AI agents. SQLite-backed claim/release locks and append-only audit log. -- [elvismdev/mem0-mcp-selfhosted](https://github.com/elvismdev/mem0-mcp-selfhosted) [![mem0-mcp-selfhosted MCP server](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted/badges/score.svg)](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model graph routing, session hooks for automatic cross-session memory, and 11 tools. Supports both Anthropic and fully local Ollama setups. -- [Cartisien/engram-mcp](https://github.com/Cartisien/engram-mcp) [![engram-mcp MCP server](https://glama.ai/mcp/servers/Cartisien/engram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Cartisien/engram-mcp) 📇 🏠 🍎 🪟 🐧 - Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with keyword fallback. remember, recall, history, forget, and stats tools. Works with Claude Desktop, Cursor, and any MCP client. -- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients. -- [g1itchbot8888-del/agent-memory](https://github.com/g1itchbot8888-del/agent-memory) 🐍 🏠 - Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine. Built by an agent, for agents. No API keys required. -- [giskard09/giskard-oasis](https://github.com/giskard09/giskard-oasis) [![giskard09/giskard-oasis MCP server](https://glama.ai/mcp/servers/giskard09/giskard-oasis/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/giskard-oasis) 🐍 🏠 - A still point for AI agents in fog. When an agent loses its thread, Oasis distills its original purpose and returns clarity. Pay-per-use with Lightning or Arbitrum — karma discounts via ARGENTUM reputation. Self-hosted with phoenixd. -- [ErebusEnigma/context-memory](https://github.com/ErebusEnigma/context-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a web dashboard. -- [majiayu000/remem](https://github.com/majiayu000/remem) [![majiayu000/remem MCP server](https://glama.ai/mcp/servers/majiayu000/remem/badges/score.svg)](https://glama.ai/mcp/servers/majiayu000/remem) 🦀 🏠 🍎 🐧 - Local-first persistent memory for Claude Code and Codex. Hooks capture sessions automatically, an LLM distills them into SQLite (optional SQLCipher encryption), and recall stays auditable via MCP, REST, and CLI with FTS + optional embeddings. Single Rust binary. `npm install -g @remem-ai/remem` -- [MakeaMouse/fish-bridge-mcp](https://github.com/MakeaMouse/fish-bridge-mcp) [![MakeaMouse/fish-bridge-mcp MCP server](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp) 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a typed knowledge graph (~300–800 tokens). Works file-based in Copilot, Claude Code, Cursor, and Gemini CLI without MCP server mode. Supports local/offline extraction via Ollama — no API key required. -- [For-Sunny/hebbian-mind-enterprise](https://github.com/For-Sunny/hebbian-mind-enterprise) [![hebbian-mind-enterprise MCP server](https://glama.ai/mcp/servers/For-Sunny/hebbian-mind-enterprise/badges/score.svg)](https://glama.ai/mcp/servers/For-Sunny/hebbian-mind-enterprise) 🐍 🏠 🍎 🪟 🐧 - Self-organizing neural graph memory with Hebbian learning for AI systems. Connections strengthen through co-activation and weaken through temporal decay. 118+ learning nodes, dual-write architecture, and sub-millisecond reads. -- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [![evc-team-relay-mcp MCP server](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Give AI agents read/write access to your Obsidian vault via MCP -- [dl4rce/flaiwheel](https://github.com/dl4rce/flaiwheel) [![flaiwheel MCP server](https://glama.ai/mcp/servers/dl4rce/flaiwheel/badges/score.svg)](https://glama.ai/mcp/servers/dl4rce/flaiwheel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 + cross-encoder reranking), behavioral documentation nudges, cold-start codebase analyzer, and git-native storage. Single Docker container, zero cloud dependencies. -- [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [![open-ontologies MCP server](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies/badges/score.svg)](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store. -- [grooverLab/fable](https://github.com/grooverLab/fable) [![grooverLab/fable MCP server](https://glama.ai/mcp/servers/grooverLab/fable/badges/score.svg)](https://glama.ai/mcp/servers/grooverLab/fable) 🐍 🏠 🍎 🐧 - MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts. Local SQLite, stdlib-only. -- [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [![fenghaochang/LoreRoom MCP server](https://glama.ai/mcp/servers/fenghaochang/LoreRoom/badges/score.svg)](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) 📇 🏠 🍎 - Encrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and crashes) and recalls it via MCP tools — whole-file SQLCipher encryption, FTS5 full-text search (CJK-friendly), never touches your bot token. -- [FilippoPilo/cortex-connector](https://github.com/FilippoPilo/cortex-connector) [![FilippoPilo/cortex-connector MCP server](https://glama.ai/mcp/servers/FilippoPilo/cortex-connector/badges/score.svg)](https://glama.ai/mcp/servers/FilippoPilo/cortex-connector) 📇 ☁️ - Patent-pending semantic memory for AI agents: persistent memories with quality-gated writes, typed claims, conflict tracking and native coherence scoring. Hosted service with a free trial via OAuth sign-in, plus a local stdio bridge in `server/`. -- [gamosoft/NoteDiscovery](https://github.com/gamosoft/NoteDiscovery) [![gamosoft/NoteDiscovery](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery/badges/score.svg)](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery) 🐍 🏠 🍎 🪟 🐧 - Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read, create, edit, tag, and template notes — same vault that powers the web UI. Pure-stdlib client, no extra deps, MIT-licensed. Can run in Docker. -- [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [![geondongkim/geond-agent-protocol MCP server](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol/badges/score.svg)](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination layer for AI coding agents: repository evidence, reservations, handoffs, code graph context, and dashboard review backed by PostgreSQL/pgvector. -- [gingugu/gingugu](https://github.com/gingugu/gingugu) [![gingugu/gingugu MCP server](https://glama.ai/mcp/servers/gingugu/gingugu/badges/score.svg)](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. `pip install gingugu` -- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad). -- [GetCacheOverflow/CacheOverflow](https://github.com/GetCacheOverflow/CacheOverflow) 📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs. -- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline. -- [gregario/lego-oracle](https://github.com/gregario/lego-oracle) [![gregario/lego-oracle MCP server](https://glama.ai/mcp/servers/gregario/lego-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/lego-oracle) 📇 🏠 - LEGO sets, parts, minifigs, colours, and inventories from Rebrickable. 10 tools for searching sets, finding parts by colour, browsing themes, comparing sets, and discovering MOC alternate builds. 26k sets, 62k parts, 17k minifigs embedded. -- [gregario/brewers-almanack](https://github.com/gregario/brewers-almanack) [![gregario/brewers-almanack MCP server](https://glama.ai/mcp/servers/gregario/brewers-almanack/badges/score.svg)](https://glama.ai/mcp/servers/gregario/brewers-almanack) 📇 🏠 - A brewing knowledge MCP server with beer styles (BJCP 2021), 113 hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions, and food pairings. -- [gregario/3dprint-oracle](https://github.com/gregario/3dprint-oracle) [![3dprint-oracle MCP server](https://glama.ai/mcp/servers/gregario/3dprint-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/3dprint-oracle) 📇 🏠 🍎 🪟 🐧 - 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and troubleshooting guides. 8 tools for searching filaments, comparing materials, and diagnosing print issues. `npx 3dprint-oracle` -- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context -- [harrison/ai-counsel](https://github.com/harrison/ai-counsel) - 🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory. -- [HBarefoot/engram](https://github.com/HBarefoot/engram) [![HBarefoot/engram MCP server](https://glama.ai/mcp/servers/HBarefoot/engram/badges/score.svg)](https://glama.ai/mcp/servers/HBarefoot/engram) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI agents. SQLite + local embeddings (all-MiniLM-L6-v2), hybrid semantic + FTS5 recall, secret detection, and contradiction handling. 6 MCP tools (remember, recall, forget, feedback, context, status) over stdio. Zero cloud, no API keys, fully offline. Works with Claude Desktop/Code, Cursor, and Windsurf. `npm install -g @hbarefoot/engram` -- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB). -- [hermes-labs-ai/fidelis](https://github.com/hermes-labs-ai/fidelis) [![hermes-labs-ai/fidelis MCP server](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis/badges/score.svg)](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis) 🐍 🏠 🍎 🐧 - Local-first memory for Codex, Claude Code, and other MCP clients. Four tools provide verbatim recall, query, health, and context-sensitive orientation through zero-LLM retrieval by default. Install `fidelis-memory` from PyPI, run `fidelis init`, then register the MCP server with the client. -- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases. -- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [![GoodMemory MCP server](https://glama.ai/mcp/servers/hjqcan/GoodMemory/badges/score.svg)](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory layer for Codex, Claude Code, and MCP clients. Stores scoped user/project memory in SQLite or Postgres, exposes read-only recall, trace, stats, and artifact tools by default, and supports opt-in governed writeback with review, forget, and audit controls. Published as `io.github.hjqcan/goodmemory` in the official MCP Registry. -- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [![hoornet/agentdocs-mcp MCP server](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search (full-text + pgvector semantic), create, update, comment on, and share AgentDocs (agentdocs.eu) Markdown docs — a collaborative docs platform with AI agents as first-class citizens. Local stdio (`npx -y agentdocs-mcp`) or hosted remote with OAuth 2.1 (`https://agentdocs.eu/mcp`), incl. slug-or-UUID addressing and space-scoped sandbox tokens. -- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [![deep-thinker MCP server](https://glama.ai/mcp/servers/hubinoretros/deep-thinker/badges/score.svg)](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker` -- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [![hyunjae-labs/lore MCP server](https://glama.ai/mcp/servers/hyunjae-labs/lore/badges/score.svg)](https://glama.ai/mcp/servers/hyunjae-labs/lore) 📇 🏠 🍎 🪟 🐧 - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective. -- [DanceNitra/inspeximus](https://github.com/DanceNitra/inspeximus) [![DanceNitra/inspeximus MCP server](https://glama.ai/mcp/servers/DanceNitra/inspeximus/badges/score.svg)](https://glama.ai/mcp/servers/DanceNitra/inspeximus) 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory with a first-class correction channel: supersede or revert a fact so recall stops returning the stale value, an echo guard that blocks a restated old value from resurrecting it, and receipted erasure (a signed, content-free tombstone that makes a deletion provable). No LLM on the write path, zero dependencies, the core in one file, 73 MCP tools. `uvx --from "inspeximus[mcp]" inspeximus-mcp` -- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [![idapixl-algora-mcp-server MCP server](https://glama.ai/mcp/servers/idapixl-algora-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) 📇 ☁️ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required. -- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [![IgorGanapolsky/mcp-memory-gateway MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks. -- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [![Ikalus1988/MisakaNet MCP server](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet/badges/score.svg)](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py` -- [irisxc4/memoryguard](https://github.com/irisxc4/memoryguard) [![irisxc4/memoryguard MCP server](https://glama.ai/mcp/servers/irisxc4/memoryguard/badges/score.svg)](https://glama.ai/mcp/servers/irisxc4/memoryguard) 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents. MCP + CLI + desktop console; classify, dedupe, supersede, quarantine, evidence, rollback. No account, no telemetry. -- [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [![zsxh1990/pr-genius MCP server](https://glama.ai/mcp/servers/zsxh1990/pr-genius/badges/score.svg)](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Evidence-backed PR contribution advisor. 550+ case studies from 33 repos, 8 tools for merge probability analysis, pattern matching, and contribution strategy. `pip install prgenius-core` -- [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [![jaimenbell/rag-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal RAG-over-a-corpus retrieval tool: `search_knowledge(query, k)` embeds the query, vector-searches a local corpus and returns cited passages. Runs fully locally with no paid embedding API. `pip install jaimenbell-rag-mcp` -- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations. -- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification. +- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [![vshulcz/deja-vu MCP server](https://glama.ai/mcp/servers/vshulcz/deja-vu/badges/score.svg)](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync. +- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [![ZengLiangYi/ChatCrystal MCP server](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal/badges/score.svg)](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first memory for AI coding conversations: imports chats from coding assistants into notes with semantic search, tag graphs and Markdown export. +- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Graph-based memory focused on AI role-play and story generation. +- [ChevalGrand520/local-gpu-imagegen](https://github.com/ChevalGrand520/local-gpu-imagegen) [![ChevalGrand520/local-gpu-imagegen MCP server](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen/badges/score.svg)](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen) 🐍 🏠 🍎 🪟 🐧 - Confirmation-gated local GPU image generation with ComfyUI: SHA-256 model identity, explicit license approval, evidence retention and human-in-the-loop runs. +- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [![workspace-qdrant-mcp MCP server](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search. +- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [![cipherfoxie/sovereign-mcp MCP server](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - Search and read the Sovereign AI Blog on self-hosted AI on NVIDIA DGX Spark, and validate SGLang configs for GB10 hardware. +- [CodeAbra/iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory daemon with episodic, semantic and procedural tiers, SQLite and hnswlib storage, sleep-cycle consolidation and AES-256-GCM encryption at rest. +- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory with tiered storage, context health monitoring, reasoning quality checks and truthfulness verification. +- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [![alfredoizdev/contextforge-mcp MCP server](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for coding assistants with semantic search, Git commit/PR sync, project-based organization and team collaboration. +- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [![contextium-io/contextium-mcp-server MCP server](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Shared team context for AI tools: serves versioned, permissioned knowledge, coding standards, skills and agents, loading whole workflows in one call. +- [yonro/memory-os-cli](https://github.com/yonro/memory-os-cli) [![yonro/memory-os-cli MCP server](https://glama.ai/mcp/servers/yonro/memory-os-cli/badges/score.svg)](https://glama.ai/mcp/servers/yonro/memory-os-cli) 📇 ☁️ - XMemo: user-owned agent memory to save, search, recall and manage scoped memories across AI tools. +- [contextstream/mcp-server](https://github.com/contextstream/mcp-server) [![contextstream/mcp-server MCP server](https://glama.ai/mcp/servers/contextstream/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Persistent memory for AI coding tools with semantic code search, knowledge graphs, impact analysis and decision tracking. +- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients, stored in memory rather than files. +- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with AI personas of famous founders and investors such as Elon Musk, Warren Buffett and Steve Jobs, based on their voices, frameworks and principles. +- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [![dcostenco/BCBA MCP server](https://glama.ai/mcp/servers/dcostenco/BCBA/badges/score.svg)](https://glama.ai/mcp/servers/dcostenco/BCBA) 📇 🏠 🍎 🪟 🐧 - Local SQLite agent memory with a web dashboard, session rewind/replay, cross-client memory sharing, morning briefings and progressive context loading. +- [darktw/usecortex-mcp](https://github.com/darktw/usecortex-mcp) [![darktw/usecortex-mcp MCP server](https://glama.ai/mcp/servers/darktw/usecortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/darktw/usecortex-mcp) ☁️ - Persistent knowledge memory for agents: read context into projects and write discoveries back, organized by topic with AES-256 encryption. +- [davidgut1982/lore-mcp](https://github.com/davidgut1982/lore-mcp) [![davidgut1982/lore-mcp MCP server](https://glama.ai/mcp/servers/davidgut1982/lore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidgut1982/lore-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent knowledge layer for agents: knowledge base, investigation threads and a journal with multi-agent attribution, on SQLite, PostgreSQL or Supabase. +- [dbwls99706/deadends.dev](https://github.com/dbwls99706/deadends.dev) [![dbwls99706/deadends.dev MCP server](https://glama.ai/mcp/servers/dbwls99706/deadends.dev/badges/score.svg)](https://glama.ai/mcp/servers/dbwls99706/deadends.dev) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Known dead ends for code errors and country-specific rules (visa, banking, legal): fixes that look right but fail, and workarounds with success rates. +- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [![decisionnode/DecisionNode MCP server](https://glama.ai/mcp/servers/decisionnode/DecisionNode/badges/score.svg)](https://glama.ai/mcp/servers/decisionnode/DecisionNode) 📇 🏠 🍎 🪟 🐧 - Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI tools. +- [giuliohome-org/doc-manager](https://github.com/giuliohome-org/doc-manager) [![giuliohome-org/doc-manager MCP server](https://glama.ai/mcp/servers/giuliohome-org/doc-manager/badges/score.svg)](https://glama.ai/mcp/servers/giuliohome-org/doc-manager) 🦀 ☁️ - Personal document vault on Azure Blob Storage: read, write and search plaintext docs, while client-side AES-256-GCM encrypted docs stay opaque. +- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [![Destrayon/Connapse MCP server](https://glama.ai/mcp/servers/Destrayon/Connapse/badges/score.svg)](https://glama.ai/mcp/servers/Destrayon/Connapse) #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for agents with hybrid vector and keyword search and container-isolated indexes. +- [dengls24/annota](https://github.com/dengls24/annota) [![dengls24/annota MCP server](https://glama.ai/mcp/servers/dengls24/annota/badges/score.svg)](https://glama.ai/mcp/servers/dengls24/annota) 🐍 🏠 - Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes. +- [deusXmachina-dev/memorylane](https://github.com/deusXmachina-dev/memorylane) 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a timeline. +- [dnotitia/akb](https://github.com/dnotitia/akb) [![dnotitia/akb MCP server](https://glama.ai/mcp/servers/dnotitia/akb/badges/score.svg)](https://glama.ai/mcp/servers/dnotitia/akb) 🐍 📇 🏠 🍎 🪟 🐧 - Organizational knowledge base: Markdown docs, PostgreSQL tables and files linked by a URI graph, with hybrid search, Git history and multi-tenant ACLs. +- [dodopayments/contextmcp](https://github.com/dodopayments/context-mcp) 📇 ☁️ 🏠 - Self-hosted documentation indexer that serves docs from various sources to agents with semantic search. +- [doobidoo/MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider) 📇 🏠 - Static server providing persistent tool-specific context and rules to AI models. +- [doobidoo/mcp-memory-service](https://github.com/doobidoo/mcp-memory-service) 📇 🏠 - Memory service with semantic search, persistent storage and autonomous memory consolidation. +- [dot-RealityTest/obsidian-codex-mcp](https://github.com/dot-RealityTest/obsidian-codex-mcp) [![dot-RealityTest/obsidian-codex-mcp MCP server](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dot-RealityTest/obsidian-codex-mcp) 🐍 🏠 🍎 🪟 🐧 - Local Obsidian vault access working directly on Markdown files without the Obsidian app or plugins, with read-only mode, backup-on-write and path isolation. +- [DollhouseMCP/mcp-server](https://github.com/DollhouseMCP/mcp-server) [![DollhouseMCP MCP server](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server/badge)](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server) 📇 🏠 🍎 🪟 🐧 - Reusable personas, skills, templates, agents and memory for AI clients, with dynamic permissions, versioning and a public collection of shareable content. +- [DomDemetz/claude-soul](https://github.com/DomDemetz/claude-soul) [![DomDemetz/claude-soul MCP server](https://glama.ai/mcp/servers/DomDemetz/claude-soul/badges/score.svg)](https://glama.ai/mcp/servers/DomDemetz/claude-soul) 📇 🏠 🍎 🐧 - Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks based on evidence. +- [dshakes/distil](https://github.com/dshakes/distil) [![distil MCP server](https://glama.ai/mcp/servers/dshakes/distil/badges/score.svg)](https://glama.ai/mcp/servers/dshakes/distil) 🐍 🏠 - Reversibly compress large tool outputs into recoverable handles, expand them on demand and track token and cost savings locally. +- [edobusy/agenthold](https://github.com/edobusy/agenthold) [![agenthold MCP server](https://glama.ai/mcp/servers/edobusy/agenthold/badges/score.svg)](https://glama.ai/mcp/servers/edobusy/agenthold) 🐍 🏠 🍎 🪟 🐧 - Shared versioned state store with optimistic concurrency control for coordinating concurrent agents, plus SQLite-backed claim/release locks and an audit log. +- [elvismdev/mem0-mcp-selfhosted](https://github.com/elvismdev/mem0-mcp-selfhosted) [![mem0-mcp-selfhosted MCP server](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted/badges/score.svg)](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) 🐍 🏠 🍎 🪟 🐧 - Self-hosted mem0 for Claude Code: Qdrant vector search, Neo4j knowledge graph, Ollama embeddings and session hooks for automatic cross-session memory. +- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - Zettelkasten knowledge management: create, link and search atomic notes. +- [g1itchbot8888-del/agent-memory](https://github.com/g1itchbot8888-del/agent-memory) 🐍 🏠 - Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and conflict detection. +- [giskard09/giskard-oasis](https://github.com/giskard09/giskard-oasis) [![giskard09/giskard-oasis MCP server](https://glama.ai/mcp/servers/giskard09/giskard-oasis/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/giskard-oasis) 🐍 🏠 - Refocuses an agent that has lost its thread by distilling its original purpose, paid per use via Lightning or Arbitrum. +- [ErebusEnigma/context-memory](https://github.com/ErebusEnigma/context-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5, with AI session summaries, checkpoint recovery and a web dashboard. +- [majiayu000/remem](https://github.com/majiayu000/remem) [![majiayu000/remem MCP server](https://glama.ai/mcp/servers/majiayu000/remem/badges/score.svg)](https://glama.ai/mcp/servers/majiayu000/remem) 🦀 🏠 🍎 🐧 - Local-first memory for Claude Code and Codex: hooks capture sessions and an LLM distills them into SQLite, with auditable full-text and embedding recall. +- [MakeaMouse/fish-bridge-mcp](https://github.com/MakeaMouse/fish-bridge-mcp) [![MakeaMouse/fish-bridge-mcp MCP server](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MakeaMouse/fish-bridge-mcp) 🐍 🏠 🍎 🪟 🐧 - Compresses AI chat sessions into a compact typed knowledge graph, with optional offline extraction via Ollama. +- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [![evc-team-relay-mcp MCP server](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Read and write notes in your Obsidian vault. +- [dl4rce/flaiwheel](https://github.com/dl4rce/flaiwheel) [![flaiwheel MCP server](https://glama.ai/mcp/servers/dl4rce/flaiwheel/badges/score.svg)](https://glama.ai/mcp/servers/dl4rce/flaiwheel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted memory and governance for coding agents: structured knowledge capture, hybrid search with reranking, codebase analysis and git-native storage. +- [fabio-rovai/open-ontologies](https://github.com/fabio-rovai/open-ontologies) [![open-ontologies MCP server](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies/badges/score.svg)](https://glama.ai/mcp/servers/fabio-rovai/open-ontologies) 🦀 🏠 - Ontology engineering for OWL, RDF and SPARQL: validate, query, diff, lint, version and govern knowledge graphs on an Oxigraph triple store. +- [grooverLab/fable](https://github.com/grooverLab/fable) [![grooverLab/fable MCP server](https://glama.ai/mcp/servers/grooverLab/fable/badges/score.svg)](https://glama.ai/mcp/servers/grooverLab/fable) 🐍 🏠 🍎 🐧 - Full-text and semantic search over Claude Code transcript history, with exact thread recall and durable remembered facts in local SQLite. +- [fenghaochang/LoreRoom](https://github.com/fenghaochang/LoreRoom) [![fenghaochang/LoreRoom MCP server](https://glama.ai/mcp/servers/fenghaochang/LoreRoom/badges/score.svg)](https://glama.ai/mcp/servers/fenghaochang/LoreRoom) 📇 🏠 🍎 - Encrypted local memory for Claude Code Telegram bots: captures both sides of conversations, with SQLCipher encryption and CJK-friendly full-text search. +- [FilippoPilo/cortex-connector](https://github.com/FilippoPilo/cortex-connector) [![FilippoPilo/cortex-connector MCP server](https://glama.ai/mcp/servers/FilippoPilo/cortex-connector/badges/score.svg)](https://glama.ai/mcp/servers/FilippoPilo/cortex-connector) 📇 ☁️ - Persistent semantic memory for agents with quality-gated writes, typed claims, conflict tracking and coherence scoring. +- [gamosoft/NoteDiscovery](https://github.com/gamosoft/NoteDiscovery) [![gamosoft/NoteDiscovery](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery/badges/score.svg)](https://glama.ai/mcp/servers/gamosoft/NoteDiscovery) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base with a web UI: search, read, create, edit, tag and template notes. +- [geondongkim/geond-agent-protocol](https://github.com/geondongkim/geond-agent-protocol) [![geondongkim/geond-agent-protocol MCP server](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol/badges/score.svg)](https://glama.ai/mcp/servers/geondongkim/geond-agent-protocol) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared memory and coordination for coding agents on PostgreSQL/pgvector: repository evidence, reservations, handoffs and code graph context. +- [gingugu/gingugu](https://github.com/gingugu/gingugu) [![gingugu/gingugu MCP server](https://glama.ai/mcp/servers/gingugu/gingugu/badges/score.svg)](https://glama.ai/mcp/servers/gingugu/gingugu) 🐍 🏠 🍎 🪟 🐧 - Local SQLite memory for coding assistants: typed memories with confidence lifecycle, namespaces, knowledge graph, hybrid search and keychain credential vault. +- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Manage personal knowledge, daily notes and reusable prompts in GitHub Gists, as a companion to GistPad. +- [GetCacheOverflow/CacheOverflow](https://github.com/GetCacheOverflow/CacheOverflow) 📇 ☁️ - Knowledge marketplace where agents search, publish and unlock previously solved problems, earning tokens for shared solutions. +- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest content from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project, then search and retrieve relevant knowledge. +- [gregario/lego-oracle](https://github.com/gregario/lego-oracle) [![gregario/lego-oracle MCP server](https://glama.ai/mcp/servers/gregario/lego-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/lego-oracle) 📇 🏠 - LEGO sets, parts, minifigs and inventories from Rebrickable: search and compare sets, find parts by colour, browse themes and discover alternate builds. +- [gregario/brewers-almanack](https://github.com/gregario/brewers-almanack) [![gregario/brewers-almanack MCP server](https://glama.ai/mcp/servers/gregario/brewers-almanack/badges/score.svg)](https://glama.ai/mcp/servers/gregario/brewers-almanack) 📇 🏠 - Brewing knowledge: BJCP 2021 beer styles, hop varieties, malts, yeasts, water profiles, off-flavour diagnosis, recipe suggestions and food pairings. +- [gregario/3dprint-oracle](https://github.com/gregario/3dprint-oracle) [![3dprint-oracle MCP server](https://glama.ai/mcp/servers/gregario/3dprint-oracle/badges/score.svg)](https://glama.ai/mcp/servers/gregario/3dprint-oracle) 📇 🏠 🍎 🪟 🐧 - 3D printing filament knowledge base from SpoolmanDB: search filaments, compare material properties and print settings, and diagnose print issues. +- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - Retrieve and process documentation through vector search to augment responses with relevant documentation context. +- [HBarefoot/engram](https://github.com/HBarefoot/engram) [![HBarefoot/engram MCP server](https://glama.ai/mcp/servers/HBarefoot/engram/badges/score.svg)](https://glama.ai/mcp/servers/HBarefoot/engram) 📇 🏠 🍎 🪟 🐧 - Offline persistent agent memory on SQLite with local embeddings, hybrid semantic and full-text recall, secret detection and contradiction handling. +- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Access RAGStack serverless knowledge bases on AWS: search, chat with AI answers, upload documents and media, scrape websites and analyze metadata. +- [hermes-labs-ai/fidelis](https://github.com/hermes-labs-ai/fidelis) [![hermes-labs-ai/fidelis MCP server](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis/badges/score.svg)](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis) 🐍 🏠 🍎 🐧 - Local-first memory with verbatim recall, querying, health checks and context-sensitive orientation, using LLM-free retrieval by default. +- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloud-based persistent memory for Claude Code with semantic search, AI extraction and project scoping. +- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [![GoodMemory MCP server](https://glama.ai/mcp/servers/hjqcan/GoodMemory/badges/score.svg)](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory with scoped user/project storage in SQLite or Postgres, read-only recall by default and opt-in reviewed writeback. +- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [![hoornet/agentdocs-mcp MCP server](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, create, update, comment on and share AgentDocs Markdown docs, with full-text and semantic search. +- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [![deep-thinker MCP server](https://glama.ai/mcp/servers/hubinoretros/deep-thinker/badges/score.svg)](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Reasoning via a DAG thought graph with multiple strategies (dialectic, analogical, abductive and more), stuck detection, confidence scoring and self-critique. +- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [![hyunjae-labs/lore MCP server](https://glama.ai/mcp/servers/hyunjae-labs/lore/badges/score.svg)](https://glama.ai/mcp/servers/hyunjae-labs/lore) 📇 🏠 🍎 🪟 🐧 - Local semantic search across Claude Code conversations with hybrid vector and keyword search, background indexing and per-project selection. +- [DanceNitra/inspeximus](https://github.com/DanceNitra/inspeximus) [![DanceNitra/inspeximus MCP server](https://glama.ai/mcp/servers/DanceNitra/inspeximus/badges/score.svg)](https://glama.ai/mcp/servers/DanceNitra/inspeximus) 🐍 🏠 🍎 🪟 🐧 - Agent memory with a correction channel: supersede or revert stale facts, block restated old values, and prove deletions with signed tombstones. +- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [![idapixl-algora-mcp-server MCP server](https://glama.ai/mcp/servers/idapixl-algora-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) 📇 ☁️ - Browse and search open-source bounties on Algora, filter by org, tech or amount, and get top bounties and aggregate stats. +- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [![IgorGanapolsky/mcp-memory-gateway MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - Pre-action gates that prevent coding agents from repeating known mistakes by turning captured feedback and failures into rules enforced via hooks. +- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [![Ikalus1988/MisakaNet MCP server](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet/badges/score.svg)](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory: search verified debugging lessons from real engineering sessions. +- [irisxc4/memoryguard](https://github.com/irisxc4/memoryguard) [![irisxc4/memoryguard MCP server](https://glama.ai/mcp/servers/irisxc4/memoryguard/badges/score.svg)](https://glama.ai/mcp/servers/irisxc4/memoryguard) 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents with CLI and desktop console: classify, dedupe, supersede, quarantine and roll back memories. +- [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [![zsxh1990/pr-genius MCP server](https://glama.ai/mcp/servers/zsxh1990/pr-genius/badges/score.svg)](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy. +- [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [![jaimenbell/rag-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal local RAG that vector-searches a document corpus and returns cited passages. +- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations. +- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification. - [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [![md-vision-mcp MCP server](https://glama.ai/mcp/servers/japlete/md-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs. -- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - A simple memory tool for coding agents using DuckDB and VoyageAI. -- [jagoff/memo](https://github.com/jagoff/memo) [![jagoff/memo MCP server](https://glama.ai/mcp/servers/jagoff/memo/badges/score.svg)](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory server with hybrid search, plain Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history, synthesis, and cross-machine git sync. -- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [![JinNing6/Noosphere MCP server](https://glama.ai/mcp/servers/JinNing6/Noosphere/badges/score.svg)](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe, soul imprint authentication, and automated content moderation via CI/CD. -- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features. -- [junnnnnw00/obsidian-everywhere](https://github.com/junnnnnw00/obsidian-everywhere) [![junnnnnw00/obsidian-everywhere MCP server](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere/badges/score.svg)](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere) 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault server with 31 tools for search, backlinks, n-hop neighborhoods, structured and paginated reads, and safe file, partial, and bulk edits with dry-run and rollback. Works with Codex, ChatGPT, Claude, and any MCP client. `npx -y obsidian-everywhere /path/to/vault` -- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [![engram-rs MCP server](https://glama.ai/mcp/servers/@kael-bit/engram-rs/badges/score.svg)](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies. -- [kage-core/Kage](https://github.com/kage-core/Kage) [![kage-core/Kage MCP server](https://glama.ai/mcp/servers/kage-core/Kage/badges/score.svg)](https://glama.ai/mcp/servers/kage-core/Kage) 📇 🏠 🍎 🪟 🐧 - Verified, git-native memory for coding agents. Memory is plain JSON packets committed in your repo, each checked against the code it cites — hallucinated citations rejected at write, stale or changed memory withheld at recall, plus diff-time stale-catch. Local-only (BM25 + vectors), no account, no API key. `npx -y @kage-core/kage-graph-mcp install` -- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud -- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) 📇 🏠 🍎 🪟 🐧 - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required. -- [khwanlabs/khwan-mcp](https://github.com/khwanlabs/khwan-mcp) [![khwanlabs/khwan-mcp MCP server](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Durable memory for coding agents, built around corrections. Captures the moment you correct the agent as a typed event and distils it overnight into a standing rule the next session starts with, rather than only extracting facts. An isolated brain per project instead of one blended profile. Recall and record make no model calls — your client is the model. `pip install khwan-mcp` -- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [![krimto-labs/krimto MCP server](https://glama.ai/mcp/servers/krimto-labs/krimto/badges/score.svg)](https://glama.ai/mcp/servers/krimto-labs/krimto) 📇 🏠 - Open-source team memory layer for AI coding agents. Markdown files in git as storage, a user→team→org hierarchy as the access primitive, and one cross-vendor MCP server (Claude Code, Cursor, Codex, Gemini CLI). Hybrid SQLite + sqlite-vec retrieval. Apache-2.0. -- [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [![Krzysztof318/MailFathom MCP server](https://glama.ai/mcp/servers/Krzysztof318/MailFathom/badges/score.svg)](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #️ 🏠 🐧 - Security-first, self-hosted AI brain for email. Synchronizes IMAP mailboxes into user-owned PostgreSQL and exposes tools for listing, searching, reading, and cited questions across the archive. Supports local chat and embedding models through OpenAI-compatible endpoints; each deployment exposes its own Streamable HTTP `/mcp` endpoint. -- [kunickiaj/codemem](https://github.com/kunickiaj/codemem) [![codemem on Glama](https://glama.ai/mcp/servers/kunickiaj/codemem/badges/score.svg)](https://glama.ai/mcp/servers/kunickiaj/codemem) 📇 🏠 - Persistent coding memory across sessions, machines, and teammates. Provides MCP tools for searching and managing memories, optional cross-machine sync, and project sharing. OpenCode, Claude Code, and Codex integrations add automatic capture and context injection. -- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [![kunwar-shah/claudex MCP server](https://glama.ai/mcp/servers/kunwar-shah/claudex/badges/score.svg)](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory + FTS5 full-text search for Claude Code conversation history. Indexes `~/.claude/projects/` JSONL into SQLite, exposes 10 MCP tools (store/recall/search memories, list sessions, get summaries) plus prompts. Includes a web UI for visual exploration with themes and exports. Works with Claude Code, Cursor, Codex, Windsurf, and any MCP-compatible client. `npm install -g @kunwarshah/claudex` -- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [![renezander030/agentic-task-system MCP server](https://glama.ai/mcp/servers/renezander030/agentic-task-system/badges/score.svg)](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RRF) retrieval over TickTick or an Obsidian vault via a six-method adapter contract. MCP server + CLI, no vector DB to build or maintain. `npm i -g @reneza/ats-cli` -- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [![NOUZ-MCP MCP server](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp` -- [leesgit/passbaton](https://github.com/leesgit/passbaton) [![passbaton MCP server](https://glama.ai/mcp/servers/leesgit/passbaton/badges/score.svg)](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Zero-config session continuity for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db. Auto context injection on start, compaction handover, and 24 tools for memory, tasks, solutions, and a knowledge graph. Multilingual semantic search (94+ languages), 100% local, $0 API cost. `npm i -g passbaton` -- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [![lfrmonteiro99/memento-mcp MCP server](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions. -- [Lians-ai/Lians](https://github.com/Lians-ai/Lians) [![Lians-ai/Lians MCP server](https://glama.ai/mcp/servers/Lians-ai/Lians/badges/score.svg)](https://glama.ai/mcp/servers/Lians-ai/Lians) 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking, and tamper-evident audit trails. Supports self-hosted and managed deployments. `uvx --from 'lians-sdk[mcp]' lians-mcp` -- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [![liftkkkk/owl-mcp MCP server](https://glama.ai/mcp/servers/liftkkkk/owl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf. -- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker. -- [knaisoma/data-olympus](https://github.com/knaisoma/data-olympus) [![knaisoma/data-olympus MCP server](https://glama.ai/mcp/servers/knaisoma/data-olympus/badges/score.svg)](https://glama.ai/mcp/servers/knaisoma/data-olympus) 🐍 🏠 🍎 🪟 🐧 - Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance, validity windows, supersession chains, and status-aware retrieval of current in-force decisions and standards. `pip install data-olympus` -- [lithtrix/lithtrix-mcp](https://github.com/lithtrix/lithtrix-mcp) [![lithtrix/lithtrix-mcp MCP server](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp) 📇 ☁️ 🍎 🪟 🐧 - Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and shared Commons pool under a stable `ltx_` key. Self-registration in one API call, no dashboard required. `npx lithtrix-mcp` -- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access. -- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [![rememb MCP server](https://glama.ai/mcp/servers/LuizEduPP/Rememb/badges/score.svg)](https://glama.ai/mcp/servers/LuizEduPP/Rememb) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required. -- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [![lyonzin/knowledge-rag MCP server](https://glama.ai/mcp/servers/lyonzin/knowledge-rag/badges/score.svg)](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) 🐍 🏠 🍎 🪟 🐧 - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 28 MCP tools. Runs entirely offline with zero external servers. -- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [![Neotoma MCP server](https://glama.ai/mcp/servers/markmhendrickson/neotoma/badges/score.svg)](https://glama.ai/mcp/servers/markmhendrickson/neotoma) 📇 🏠 🍎 🪟 🐧 - Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io) -- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools. -- [max-ramas/rms-memory-mcp](https://github.com/max-ramas/rms-memory-mcp) [![max-ramas/rms-memory-mcp MCP server](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp) 🦀 🏠 🍎 🐧 🪟 - Local-first persistent memory for AI coding agents. Hybrid vector + full-text search (LanceDB + Tantivy), separate Markdown and Tree-sitter code indexes, per-project isolated vaults shared across IDEs (Cursor, Zed, Claude Code, Codex), bounded recall with abstain-on-low-confidence. -- [maxkuminov/obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp) [![obsidian-mcp MCP server](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD, OAuth 2.0, and a self-describing vault guide. -- [mcasdfgf/mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for AI coding agents via MCP. Semantic vector search, hot/cold/archive context tiers, decision tracking, and Docker-based deployment with Qdrant. -- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf -- [udjin-labs/mnemostack](https://github.com/udjin-labs/mnemostack) [![udjin-labs/mnemostack MCP server](https://glama.ai/mcp/servers/udjin-labs/mnemostack/badges/score.svg)](https://glama.ai/mcp/servers/udjin-labs/mnemostack) 🐍 🏠 🍎 🪟 🐧 - Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'` -- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [![tverney/mcp-agent-memory MCP server](https://glama.ai/mcp/servers/tverney/mcp-agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) 📇 🏠 🍎 - Persistent agent memory via filesystem-native consolidation daemon. Agents read/write/search memory through MCP; a background daemon handles consolidation and extraction. Works with Kiro, Claude Desktop, Cursor, and any MCP client. `npx mcp-agent-memory --setup` -- [memstate-ai/memstate-mcp](https://github.com/memstate-ai/memstate-mcp) [![memstate-mcp MCP server](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp) 📇 ☁️ - Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval. -- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) 🐍 🏠 🍎 🪟 🐧 - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships. -- [michielinksee/linksee-memory](https://github.com/michielinksee/linksee-memory) [![linksee-memory MCP server](https://glama.ai/mcp/servers/michielinksee/linksee-memory/badges/score.svg)](https://glama.ai/mcp/servers/michielinksee/linksee-memory) 📇 🏠 🍎 🪟 🐧 - Local-first cross-agent memory with a 6-layer structure, Ebbinghaus-style forgetting curve, and drift detection that catches when code diverges from past decisions. One SQLite file shared across Claude Code, Cursor, Codex, and Gemini — no account or API key. `npx linksee-memory` -- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions. -- [mlorentedev/hive](https://github.com/mlorentedev/hive) [![hive MCP server](https://glama.ai/mcp/servers/mlorentedev/hive/badges/score.svg)](https://glama.ai/mcp/servers/mlorentedev/hive) 🐍 🏠 🍎 🪟 🐧 - On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client. -- [TheGoatPsy/mneme](https://github.com/TheGoatPsy/mneme) [![mneme MCP server](https://glama.ai/mcp/servers/TheGoatPsy/mneme/badges/score.svg)](https://glama.ai/mcp/servers/TheGoatPsy/mneme) 🐍 🏠 🍎 🪟 🐧 - Vault-native, accountable memory for Claude Code and any MCP client. Markdown is the source of truth, no LLM on the Stop path, redaction before every derived store. -- [mnlt/wellread](https://github.com/mnlt/wellread) [![wellread MCP server](https://glama.ai/mcp/servers/mnlt/wellread/badges/score.svg)](https://glama.ai/mcp/servers/mnlt/wellread) 📇 ☁️ - Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx wellread`, free. -- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context -- [DuhoKim/NebulaMind](https://github.com/DuhoKim/NebulaMind) [![DuhoKim/NebulaMind MCP server](https://glama.ai/mcp/servers/DuhoKim/NebulaMind/badges/score.svg)](https://glama.ai/mcp/servers/DuhoKim/NebulaMind) 🐍 ☁️ - Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth required. -- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage. -- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker. -- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [![mnemo-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits. -- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) [![ndjordjevic/pinrag MCP server](https://glama.ai/mcp/servers/ndjordjevic/pinrag/badges/score.svg)](https://glama.ai/mcp/servers/ndjordjevic/pinrag) 🐍 🏠 - RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations. -- [nfemmanuel/iranti](https://github.com/nfemmanuel/iranti) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent shared memory for AI coding agents. Stores facts as `entity/key/value` triples with hybrid semantic search, task checkpoints, and conflict resolution — shared across Claude Code, Codex CLI, and GitHub Copilot. -- [NicolasPrimeau/artel](https://github.com/NicolasPrimeau/artel) [![NicolasPrimeau/artel MCP server](https://glama.ai/mcp/servers/NicolasPrimeau/artel/badges/score.svg)](https://glama.ai/mcp/servers/NicolasPrimeau/artel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted coordination layer for AI agent fleets. Shared semantic memory, tasks, agent-to-agent messages, session handoffs, and a background archivist that synthesizes cross-agent knowledge. Any HTTP client participates — Claude Code, AutoGen, raw scripts. -- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) 🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search. -- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying -- [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [![novyx-mcp-desktop MCP server](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop/badges/score.svg)](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts. -- [nworks3d/THOR-memory-bible-for-AI](https://github.com/nworks3d/THOR-memory-bible-for-AI) [![nworks3d/THOR-memory-bible-for-AI MCP server](https://glama.ai/mcp/servers/nworks3d/THOR-memory-bible-for-AI/badges/score.svg)](https://glama.ai/mcp/servers/nworks3d/THOR-memory-bible-for-AI) 🦀 🏠 🪟 🐧 - Local memory for coding agents that can refuse, not only recall. A rule carrying a machine-checkable proof blocks the matching command before it runs; prose-only rules can warn but never block. Append-only event log, per-project scoping, and a health report that names the facts whose anchor has rotted. No account, no API key, no cloud. -- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport. -- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first. -- [ontorata/ratary](https://github.com/ontorata/ratary) [![ontorata/ratary MCP server](https://glama.ai/mcp/servers/ontorata/ratary/badges/score.svg)](https://glama.ai/mcp/servers/ontorata/ratary) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent coding memory for AI assistants — hybrid search, knowledge graph, token-efficient context. MCP stdio (28 tools), npm `@ratary/mcp-server`, optional remote Streamable HTTP. Self-host D1, Postgres, MariaDB, or Docker. -- [oomkapwn/enquire-mcp](https://github.com/oomkapwn/enquire-mcp) [![oomkapwn/enquire-mcp MCP server](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp) 📇 🏠 🍎 🪟 🐧 - Long-term memory for AI agents (Claude Code/Desktop, Cursor, ChatGPT, Codex, OpenClaw) backed by a local Obsidian markdown vault. Hybrid retrieval (BM25 + ML embeddings + BGE reranker, RRF-fused), HNSW + int8 quantization, agentic RAG (HyDE + sub-question), GraphRAG-light (Louvain wikilink community detection), standalone Obsidian Bases, PDFs + Tesseract OCR. 46 tools, 19 MCP prompts, MIT, SLSA L2, zero cloud calls during serve. `npx -y @oomkapwn/enquire-mcp serve --vault ` -- [AgentBase1/mcp-server](https://github.com/AgentBase1/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/AgentBase1/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AgentBase1/mcp-server) 📇 ☁️ - AgentBase: open registry of agent instruction files for AI agents. Search and retrieve system prompts, skills, workflows, domain packs, and safety filters via MCP tools. 44 files, CC0-licensed, free. -- [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁️ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection. -- [paladini/mcp-me](https://github.com/paladini/mcp-me) [![paladini/mcp-me MCP server](https://glama.ai/mcp/servers/paladini/mcp-me/badges/score.svg)](https://glama.ai/mcp/servers/paladini/mcp-me) 📇 🏠 🍎 🪟 🐧 - Digital identity layer for AI — your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+ public APIs (GitHub, Medium, Strava, Goodreads, etc.), 13 real-time plugins (Spotify, Last.fm, Steam), YAML-based profiles with privacy-first local storage. Works with Claude Desktop, Cursor, Windsurf, and any MCP client. -- [Patdolitse/piia-engram](https://github.com/Patdolitse/piia-engram) [![Patdolitse/piia-engram MCP server](https://glama.ai/mcp/servers/Patdolitse/piia-engram/badges/score.svg)](https://glama.ai/mcp/servers/Patdolitse/piia-engram) 🐍 🏠 🍎 🪟 🐧 - Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them with Claude Code, Cursor, Codex, and any MCP client. Knowledge governance (staging→verified), AES-256-GCM encryption, cross-tool sync. `pip install piia-engram` -- [papersflow-ai/papersflow-mcp](https://github.com/papersflow-ai/papersflow-mcp) [![papers-flow MCP server](https://glama.ai/mcp/servers/papersflow-ai/papers-flow/badges/score.svg)](https://glama.ai/mcp/servers/papersflow-ai/papers-flow) 📇 ☁️ - Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research with 7 specialized AI agents and 474M+ papers from Semantic Scholar and OpenAlex. Literature search, citation verification, citation graph exploration, and autonomous deep research workflows. -- [pavelpilyak/devrecall](https://github.com/pavelpilyak/devrecall) [![pavelpilyak/devrecall MCP server](https://glama.ai/mcp/servers/pavelpilyak/devrecall/badges/score.svg)](https://glama.ai/mcp/servers/pavelpilyak/devrecall) 🏎️ 🏠 🍎 🐧 - Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads, and Calendar events into SQLite + FTS5 + on-device ONNX embeddings; exposes 15 tools, 3 resources, and 3 prompts so Claude Code, Cursor, and Codex can search and cite your past work. `brew install --cask pavelpilyak/devrecall/devrecall` -- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened NotebookLM MCP with post-quantum encryption (ML-KEM-768), GDPR/SOC2/CSSF compliance, and 14 security layers. Query Google's Gemini-grounded research from Claude and AI agents. -- [pathrule/mcp](https://github.com/pathrule/mcp) [![pathrule/mcp MCP server](https://glama.ai/mcp/servers/pathrule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp` -- [paultaki/ailooplibrary-mcp](https://github.com/paultaki/ailooplibrary-mcp) [![ailooplibrary-mcp MCP server](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp) 🐍 🏠 ☁️ - Read-only access to the AI Loop Library catalog: 63+ bounded, verifiable agent work loops. `pick_loop_for_goal` recommends a loop for a stated goal and `render_run_protocol` emits an executable markdown protocol with verification, stop conditions, budgets, and approval gates. Single-file, stdlib-only stdio server. -- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding. -- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [![penfield-mcp MCP server](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ - - 🐍 ☁️ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client. -- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [![Perseus-Computing-LLC/perseus-vault MCP server](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault/badges/score.svg)](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) 🦀 🏠 🍎 🪟 🐧 - Local-first, MCP-native persistent memory for AI agents — a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud. -- [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [![peterbeck111/knowledgelib-io MCP server](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io/badges/score.svg)](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) 📇 ☁️ - Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Confidence scores, source provenance, and freshness tracking. Free, no API key required. -- [pfillion42/memviz](https://github.com/pfillion42/memviz) 📇 🏠 🍎 🪟 🐧 - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph. -- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [![url-manager-mcp MCP server](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) 📇 🐍 🏠 🍎 🪟 🐧 - Agent-first cross-platform bookmark & knowledge manager. AI agents collect web pages from any source (pairs naturally with Fetch, Firecrawl, Brave Search) and auto-categorize into organized collections with search, tags, and shared folders. 16 tools including `agent_register` (zero-config onboarding), `add_footprint`, `search_footprints`, `create_shared_category`. `pip install -r requirements.txt && python server.py` -- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine. -- [pipeshub-ai/mcp-server](https://github.com/pipeshub-ai/mcp-server) [![pipeshub-ai/mcp-server MCP server](https://glama.ai/mcp/servers/pipeshub-ai/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pipeshub-ai/mcp-server) 📇 🏠 ☁️ - Permission-aware enterprise search and RAG that gives agents context from your business apps (Google Workspace, Microsoft 365, Slack, Jira, and others). Streamable HTTP or local stdio (`npx @pipeshub-ai/mcp`). Official registry: `io.github.pipeshub-ai/mcp`. -- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) 🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents. -- [ProfessionalWiki/MediaWiki-MCP-Server](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server) [![ProfessionalWiki/MediaWiki-MCP-Server MCP server](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search, and edit any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) with OAuth and multi-wiki support. 50+ tools, including Semantic MediaWiki, Cargo, Wikibase, NeoWiki, and Bucket queries. Listed in the official MCP registry. `npx @professional-wiki/mediawiki-mcp-server` -- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [![Rarefied-Earth/groundwork MCP server](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork/badges/score.svg)](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) 📇 ☁️ - Hosted company-state MCP for operating SMBs (brand, voice, charter, priorities, entitled modules/skills). Anonymous public discovery at `https://connector.rarefied.earth/public/mcp` proves live value in under 10 seconds; tenant feed after trial. Official registry: `io.github.Rarefied-Earth/groundwork`. [Product](https://rarefied.earth/groundwork/) -- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more. -- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [![ravi-labs/mindmap-mcp-server MCP server](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory & context-handoff across AI tools — capture context in one tool, resume it in another, with graceful decay, a persona layer, and a portable memory passport. -- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [![remembra MCP server](https://glama.ai/mcp/servers/remembra-ai/remembra/badges/score.svg)](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. 100% on LoCoMo benchmark. Self-hosted. -- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE). -- [riponcm/projectmem](https://github.com/riponcm/projectmem) [![projectmem MCP server](https://glama.ai/mcp/servers/riponcm/projectmem/badges/score.svg)](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory and judgment layer for AI coding agents. Captures issues, failed attempts, fixes, and decisions in readable Markdown + JSONL, re-injects them into future sessions, and warns at git commit before you repeat a mistake. 14 tools, works with Claude, Cursor, Antigravity, and Codex. -- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [![Skitchy/rekindle MCP server](https://glama.ai/mcp/servers/Skitchy/rekindle/badges/score.svg)](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity engine that solves session orientation. Boot reports with gap detection and 100-point scoring, structured end-session capture with typed continuity records, and BM25 memory search. 7 tools, local SQLite + FTS5, zero API keys. `npx rekindle` -- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [![roampal-core MCP server](https://glama.ai/mcp/servers/roampal-ai/roampal-core/badges/score.svg)](https://glama.ai/mcp/servers/roampal-ai/roampal-core) 🐍 🏠 - Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP. -- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) [![notebooklm-mcp MCP server](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) 📇 🏠 🍎 🪟 🐧 - Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API. -- [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [![codecortex MCP server](https://glama.ai/mcp/servers/@rushikeshmore/codecortex/badges/score.svg)](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client. -- [rwnalds/engram](https://github.com/rwnalds/engram) [![rwnalds/engram MCP server](https://glama.ai/mcp/servers/rwnalds/engram/badges/score.svg)](https://glama.ai/mcp/servers/rwnalds/engram) 📇 🏠 - Second brain your agents read and write, over a git-backed markdown vault. Authority-aware search ranks superseded and archived notes below live ones (from frontmatter, no vector DB), so agents quote the current doc, not the dead one. Per-agent read-only or write tokens, a git audit trail of every change with diffs, a knowledge-graph dashboard, and Obsidian compatibility. -- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [![s60yucca/mnemos MCP server](https://glama.ai/mcp/servers/s60yucca/mnemos/badges/score.svg)](https://glama.ai/mcp/servers/s60yucca/mnemos) 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor. -- [seanmarkwei/agentram-mcp](https://github.com/seanmarkwei/agentram-mcp) [![agentram-mcp MCP server](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp) 📇 ☁️ - Persistent memory for AI agents through a simple key-value HTTP API. No vector database or embeddings required. Store, retrieve, search, and share memory across agents with shared namespaces and TTL support. `npx -y agentram-mcp` -- [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [![SagaPeak/artifacta-mcp MCP server](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - The artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools. Session/agent metadata, content-hash dedup, expiring share links; 11 tools with path-confined uploads and destructive actions gated by default. TypeScript (`npx @artifacta-mcp/mcp`) and Python (`pipx run artifacta-mcp`). -- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [![SAIHM-Admin/saihm-mcp MCP server](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Sovereign, encrypted, persistent memory for AI agents. Eight MCP tools — remember, recall, forget (GDPR Art. 17 erasure), share. Anchored on COTI V2 mainnet. Apache-2.0. Install: `npx -y @saihm/mcp-server`. -- [SAIHM-Admin/saihm-mcp-server-pro](https://github.com/SAIHM-Admin/saihm-mcp-server-pro) [![SAIHM-Admin/saihm-mcp-server-pro MCP server](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp-server-pro/badges/score.svg)](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp-server-pro) 📇 ☁️ 🏠 🍎 🪟 🐧 - Client-side-sealed persistent memory for AI agents. Cells are encrypted in-process before they leave, so the endpoint stores, anchors, and shares over ciphertext and never holds your keys. Post-quantum ML-DSA-65 identity and ML-KEM-768 authenticated sharing; `forget` crypto-shreds the wrapped key for GDPR Art. 17 erasure. Eight MCP tools. Apache-2.0. Install: `npx -y @saihm/mcp-server-pro`. -- [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [![SaravananJaichandar/world-model-mcp MCP server](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) 🐍 🏠 🍎 🪟 🐧 - Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`. -- [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [![sachitrafa/YourMemory MCP server](https://glama.ai/mcp/servers/sachitrafa/YourMemory/badges/score.svg)](https://glama.ai/mcp/servers/sachitrafa/YourMemory) 🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory` -- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [![Schubeler-Consulting/knowmind MCP server](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind/badges/score.svg)](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) 📇 ☁️ - AI agent memory and knowledge graph, hosted in Germany (GDPR-compliant). Hybrid recall (BM25 + vector + Neo4j graph hops with cross-encoder rerank), typed relations, and bi-temporal store across sessions via MCP. Works with Claude, ChatGPT, and Cursor. `npx -y knowmind mcp` -- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [![SecurityRonin/alaya MCP server](https://glama.ai/mcp/servers/SecurityRonin/alaya/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/alaya) 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`. -- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [![docx-mcp MCP server](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+. -- [setheerwagen/mcp-modelmanager](https://github.com/setheerwagen/local-ai-mcp-servers/tree/main/mcp-modelmanager) [![setheerwagen/local-ai-mcp-servers MCP server](https://glama.ai/mcp/servers/setheerwagen/local-ai-mcp-servers/badges/score.svg)](https://glama.ai/mcp/servers/setheerwagen/local-ai-mcp-servers) 🐍 🏠 - Manage a local model machine: pull/remove Ollama models, switch the inference service between models, and run LoRA fine-tuning jobs. `pip install mcp-modelmanager` -- [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [![sheawinkler/ContextLattice MCP server](https://glama.ai/mcp/servers/sheawinkler/context-lattice/badges/score.svg)](https://glama.ai/mcp/servers/sheawinkler/context-lattice) 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity. -- [writerslogic/scrivener-mcp](https://github.com/writerslogic/scrivener-mcp) [![writerslogic/scrivener-mcp MCP server](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp/badges/score.svg)](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp) 📇 🏠 🍎 🪟 🐧 - Connect Scrivener 3 writing projects to Claude and other AI assistants. 47 tools for document management, writing analysis, semantic search, character/plot memory, and content enhancement. Progressive skill loading, relationship engine with HMS triplets, and JS fallback for offline semantic search. `npm i -g scrivener-mcp` -- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required. -- [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [![ShipItAndPray/mcp-memory MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) 📇 🏠 🍎 🪟 🐧 - Smart memory with exponential decay. Memories strengthen on access and fade when unused — solving the Karpathy problem of unbounded context growth. 7 tools, SQLite-based, zero dependencies. -- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [![statelessagent MCP server](https://glama.ai/mcp/servers/sgx-labs/statelessagent/badges/score.svg)](https://glama.ai/mcp/servers/sgx-labs/statelessagent) 🏎️ 🏠 🍎 🪟 🐧 - Memory with provenance tracking — records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local. -- [l33tdawg/sage](https://github.com/l33tdawg/sage) [![s-age MCP server](https://glama.ai/mcp/servers/l33tdawg/s-age/badges/score.svg)](https://glama.ai/mcp/servers/l33tdawg/s-age) 🏎️ 🏠 🍎 🪟 🐧 - Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed — no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers. -- [laradji/deadzone](https://github.com/laradji/deadzone) [![laradji/deadzone MCP server](https://glama.ai/mcp/servers/laradji/deadzone/badges/score.svg)](https://glama.ai/mcp/servers/laradji/deadzone) 🏎️ 🏠 🍎 🐧 - Local-first semantic search over library docs. Single Go binary, MCP stdio, vector index pinned to the binary version. Like Context7 with the internet off. Pre-built index DB auto-fetched on first launch and SHA256-verified, then zero network. Also available as `docker run --rm -i ghcr.io/laradji/deadzone server`. Listed in the official MCP Registry as `io.github.laradji/deadzone`. -- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [![leonardsellem/hypermnesic MCP server](https://glama.ai/mcp/servers/leonardsellem/hypermnesic/badges/score.svg)](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools (hybrid search, read_note, build_context, resolve, think, list_folders, and a scope-gated commit_note write) over a Streamable HTTP endpoint, plus a CLI and a read-only Obsidian companion. -- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [![owl-mcp MCP server](https://glama.ai/mcp/servers/liftkkkk/owl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf. -- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) 🐍 🏠 - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs. -- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [![rps321321/obsidian-mcp-pro MCP server](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks, graph traversal (BFS up to 5 hops), orphan/broken link detection, and canvas support. Auto-detects vault, path traversal protection, MIT licensed. -- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [![Semiotronika/LINZA-MCP MCP server](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) 🐍 🏠 🍎 🪟 🐧 - Local-first review-gated sidecar for Markdown workspaces. Indexes notes and incoming artifacts into SQLite, proposes domains, links, memory, and growth cards with evidence, and keeps source files unchanged until explicit review. `pip install linza-mcp` -- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) 📇 🏠 🍎 🪟 🐧 - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring. -- [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [![smriti MCP server](https://glama.ai/mcp/servers/@Smriti-AA/smriti/badges/score.svg)](https://glama.ai/mcp/servers/@Smriti-AA/smriti) 🦀 🏠 🍎 🪟 🐧 - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL. -- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [![yusufkaraaslan/Skill_Seekers MCP server](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers/badges/score.svg)](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) 🐍 🏠 🍎 🪟 🐧 - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms. -- [stevepridemore/graph-memory](https://github.com/stevepridemore/graph-memory) [![stevepridemore/graph-memory MCP server](https://glama.ai/mcp/servers/stevepridemore/graph-memory/badges/score.svg)](https://glama.ai/mcp/servers/stevepridemore/graph-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity (`valid_at`/`invalid_at`), per-type weighted decay, contradiction detection, and a nightly "dream" extraction process. Local bge-small-en embeddings, no API keys. Optional OAuth 2.1 + Cloudflare Tunnel for cross-device use across Claude Code, Desktop, web, and iOS. -- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [![SubDownload/subdownload-mcp MCP server](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.com](https://subdownload.com?utm_source=gthb_awesome_9jqqed&utm_medium=code&utm_campaign=Awesome). `https://api.subdownload.com/mcp`, free credits on signup. -- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server. -- [The-40-Thieves/obsidian-tc](https://github.com/The-40-Thieves/obsidian-tc) [![The-40-Thieves/obsidian-tc MCP server](https://glama.ai/mcp/servers/The-40-Thieves/obsidian-tc/badges/score.svg)](https://glama.ai/mcp/servers/The-40-Thieves/obsidian-tc) 📇 🦀 🏠 🍎 🪟 🐧 - Model-agnostic, agent-ready Obsidian MCP server with RBAC, SLSA provenance, and native search: 163 tools across 31 domains, multi-vault, pluggable embeddings, zero-config start with `npx -y obsidian-tc /path/to/vault`. -- [threadctx-dev/threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp) [![threadctx-dev/threadctx-mcp MCP server](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Shared team memory for AI coding agents. Decisions, fixes, and gotchas persist per repo and are shared across Claude Code, Cursor, and any MCP client — what one teammate's agent learns, everyone's agents remember. Local-first, zero-dependency. `npx -y threadctx-mcp` -- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) 🏎️ 🏠 🍎 🪟 🐧 - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns. -- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources -- [timowhite88/farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek) 📇 ☁️ - 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition. -- [topskychen/tilde](https://github.com/topskychen/tilde) 🐍 🏠 - Your AI agents' home directory — privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync. -- [tstockham96/engram](https://github.com/tstockham96/engram) [![engram MCP server](https://glama.ai/mcp/servers/@tstockham96/engram/badges/score.svg)](https://glama.ai/mcp/servers/@tstockham96/engram) 📇 🏠 🍎 🪟 🐧 - Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO benchmark using 96% fewer tokens than full-context approaches. -- [teampolarity/cosmos-mcp](https://github.com/teampolarity/cosmos-mcp) [![teampolarity/cosmos-mcp MCP server](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp) 📇 ☁️ 🏠 🍎 - Personal knowledge graph shared across MCP clients. Account-keyed and portable as a `.polarity` file, with sources for iMessage, browser history, calendar, Claude Desktop transcripts, shell history, Notion, and Obsidian. `npx -y @polarity-lab/cosmos-mcp` -- [TeamSafeAI/LIFE](https://github.com/TeamSafeAI/LIFE) 🐍 🏠 - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identity discovery), creative collision engine, forecasting, and voice. Zero dependencies beyond Python 3.8. Built across 938 conversations. -- [TT-Wang/cortex-plugin](https://github.com/TT-Wang/cortex-plugin) [![cortex-plugin MCP server](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin) 🐍 🏠 🍎 🐧 - Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed sessions via Claude Haiku, stores them as human-readable markdown in an Obsidian vault, and assembles query-tailored context briefings at session start. Local-first, no cloud, no API keys. Self-healing install via uv bootstrap shim, `/cortex-doctor` preflight, graceful FTS-only degraded mode when `claude` CLI missing. MIT. -- [TyKolt/kremis](https://github.com/TyKolt/kremis) [![kremis MCP server](https://glama.ai/mcp/servers/TyKolt/kremis/badges/score.svg)](https://glama.ai/mcp/servers/TyKolt/kremis) 🦀 🏠 🍎 🪟 🐧 - Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for byte-identical audit. Local-first via redb (ACID). **Alpha**. -- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase +- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - Simple memory for coding agents using DuckDB and VoyageAI. +- [jagoff/memo](https://github.com/jagoff/memo) [![jagoff/memo MCP server](https://glama.ai/mcp/servers/jagoff/memo/badges/score.svg)](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory: hybrid search, Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history and cross-machine git sync. +- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [![JinNing6/Noosphere MCP server](https://glama.ai/mcp/servers/JinNing6/Noosphere/badges/score.svg)](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Shared community repository of insights, decisions, warnings and patterns with semantic search, a 3D interactive globe and automated content moderation. +- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview. +- [junnnnnw00/obsidian-everywhere](https://github.com/junnnnnw00/obsidian-everywhere) [![junnnnnw00/obsidian-everywhere MCP server](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere/badges/score.svg)](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere) 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault access: search, backlinks, n-hop neighborhoods, paginated reads and safe partial and bulk edits with dry-run and rollback. +- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [![engram-rs MCP server](https://glama.ai/mcp/servers/@kael-bit/engram-rs/badges/score.svg)](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical agent memory engine with automatic decay, promotion, semantic deduplication and a self-organizing topic tree. +- [kage-core/Kage](https://github.com/kage-core/Kage) [![kage-core/Kage MCP server](https://glama.ai/mcp/servers/kage-core/Kage/badges/score.svg)](https://glama.ai/mcp/servers/kage-core/Kage) 📇 🏠 🍎 🪟 🐧 - Git-native memory for coding agents: JSON entries in the repo, verified against cited code so hallucinated citations are rejected and stale memory is withheld. +- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - Work with collections and sources in your Zotero Cloud library. +- [khwanlabs/khwan-mcp](https://github.com/khwanlabs/khwan-mcp) [![khwanlabs/khwan-mcp MCP server](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Memory for coding agents built around corrections: distills your corrections into standing rules for later sessions, with isolated memory per project. +- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [![krimto-labs/krimto MCP server](https://glama.ai/mcp/servers/krimto-labs/krimto/badges/score.svg)](https://glama.ai/mcp/servers/krimto-labs/krimto) 📇 🏠 - Team memory for coding agents stored as Markdown in git, with user, team and org access levels and hybrid SQLite/sqlite-vec retrieval. +- [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [![Krzysztof318/MailFathom MCP server](https://glama.ai/mcp/servers/Krzysztof318/MailFathom/badges/score.svg)](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #️⃣ 🏠 🐧 - Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive. +- [kunickiaj/codemem](https://github.com/kunickiaj/codemem) [![codemem on Glama](https://glama.ai/mcp/servers/kunickiaj/codemem/badges/score.svg)](https://glama.ai/mcp/servers/kunickiaj/codemem) 📇 🏠 - Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture. +- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [![kunwar-shah/claudex MCP server](https://glama.ai/mcp/servers/kunwar-shah/claudex/badges/score.svg)](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory and full-text search over Claude Code conversation history indexed into SQLite, with session summaries and a web UI for exploration. +- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [![renezander030/agentic-task-system MCP server](https://glama.ai/mcp/servers/renezander030/agentic-task-system/badges/score.svg)](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory with hybrid retrieval over TickTick or an Obsidian vault, without a separate vector database. +- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [![NOUZ-MCP MCP server](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection. +- [leesgit/passbaton](https://github.com/leesgit/passbaton) [![passbaton MCP server](https://glama.ai/mcp/servers/leesgit/passbaton/badges/score.svg)](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search. +- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [![lfrmonteiro99/memento-mcp MCP server](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions. +- [Lians-ai/Lians](https://github.com/Lians-ai/Lians) [![Lians-ai/Lians MCP server](https://glama.ai/mcp/servers/Lians-ai/Lians/badges/score.svg)](https://glama.ai/mcp/servers/Lians-ai/Lians) 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking and tamper-evident audit trails. +- [liftkkkk/owl-mcp](https://github.com/liftkkkk/owl-mcp) [![liftkkkk/owl-mcp MCP server](https://glama.ai/mcp/servers/liftkkkk/owl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/liftkkkk/owl-mcp) 🐍 🏠 - Work with OWL/TTL/RDF ontologies: SPARQL queries, HermiT/Pellet reasoning and CRUD operations on knowledge graphs. +- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's framework: multi-perspective reasoning, skillful means, non-dual recognition and meditation pauses. +- [knaisoma/data-olympus](https://github.com/knaisoma/data-olympus) [![knaisoma/data-olympus MCP server](https://glama.ai/mcp/servers/knaisoma/data-olympus/badges/score.svg)](https://glama.ai/mcp/servers/knaisoma/data-olympus) 🐍 🏠 🍎 🪟 🐧 - Git-native Markdown knowledge base for coding agents with proposed vs. accepted guidance, validity windows, supersession chains and status-aware retrieval. +- [lithtrix/lithtrix-mcp](https://github.com/lithtrix/lithtrix-mcp) [![lithtrix/lithtrix-mcp MCP server](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lithtrix/lithtrix-mcp) 📇 ☁️ 🍎 🪟 🐧 - Persistent cross-vendor agent memory with credibility-scored web search, browser fetch and a shared Commons pool under one stable key. +- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Create, read, update and search notes in local Obsidian vaults via filesystem access. +- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [![rememb MCP server](https://glama.ai/mcp/servers/LuizEduPP/Rememb/badges/score.svg)](https://glama.ai/mcp/servers/LuizEduPP/Rememb) 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON with sectioned entries (project, user, context), semantic search, a CLI and per-project scope. +- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [![lyonzin/knowledge-rag MCP server](https://glama.ai/mcp/servers/lyonzin/knowledge-rag/badges/score.svg)](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) 🐍 🏠 🍎 🪟 🐧 - Offline RAG for Claude Code with hybrid BM25 and semantic search, cross-encoder reranking, Markdown-aware chunking and query expansion. +- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [![Neotoma MCP server](https://glama.ai/mcp/servers/markmhendrickson/neotoma/badges/score.svg)](https://glama.ai/mcp/servers/markmhendrickson/neotoma) 📇 🏠 🍎 🪟 🐧 - Deterministic state layer for agents: versioned entities like contacts, tasks and decisions with immutable observations and provenance, in local SQLite. +- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Structured, persona-driven sessions for interview preparation, personal reflection and coaching, with timers and performance evaluation. +- [max-ramas/rms-memory-mcp](https://github.com/max-ramas/rms-memory-mcp) [![max-ramas/rms-memory-mcp MCP server](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/max-ramas/rms-memory-mcp) 🦀 🏠 🍎 🐧 🪟 - Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that abstains on low confidence. +- [maxkuminov/obsidian-mcp](https://github.com/maxkuminov/obsidian-mcp) [![obsidian-mcp MCP server](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxkuminov/obsidian-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Obsidian server: semantic and full-text search on PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD and a self-describing vault guide. +- [mcasdfgf/mcp-roo-memory](https://github.com/mcasdfgf/mcp-roo-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent fractal graph memory for coding agents: semantic search, hot/cold/archive context tiers and decision tracking on Qdrant. +- [udjin-labs/mnemostack](https://github.com/udjin-labs/mnemostack) [![udjin-labs/mnemostack MCP server](https://glama.ai/mcp/servers/udjin-labs/mnemostack/badges/score.svg)](https://glama.ai/mcp/servers/udjin-labs/mnemostack) 🐍 🏠 🍎 🪟 🐧 - Self-hosted hybrid agent memory on Qdrant combining vector search, BM25, temporal retrieval and an optional Memgraph knowledge graph via rank fusion. +- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [![tverney/mcp-agent-memory MCP server](https://glama.ai/mcp/servers/tverney/mcp-agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) 📇 🏠 🍎 - Filesystem-based persistent agent memory: agents read, write and search memory while a background daemon handles consolidation and extraction. +- [memstate-ai/memstate-mcp](https://github.com/memstate-ai/memstate-mcp) [![memstate-mcp MCP server](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp) 📇 ☁️ - Versioned, structured agent memory storing facts as keypaths with full version history and automatic conflict detection. +- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) 🐍 🏠 🍎 🪟 🐧 - Two-tier memory (hot cache and cold semantic search) that promotes frequently used patterns, extracts knowledge from Claude outputs and links it in a graph. +- [michielinksee/linksee-memory](https://github.com/michielinksee/linksee-memory) [![linksee-memory MCP server](https://glama.ai/mcp/servers/michielinksee/linksee-memory/badges/score.svg)](https://glama.ai/mcp/servers/michielinksee/linksee-memory) 📇 🏠 🍎 🪟 🐧 - Local-first cross-agent memory in one SQLite file with a layered structure, Ebbinghaus-style forgetting and detection of code drifting from past decisions. +- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Strategic reasoning, multi-perspective debate analysis and interactive advisory sessions via the Counsel API. +- [mlorentedev/hive](https://github.com/mlorentedev/hive) [![hive MCP server](https://glama.ai/mcp/servers/mlorentedev/hive/badges/score.svg)](https://glama.ai/mcp/servers/mlorentedev/hive) 🐍 🏠 🍎 🪟 🐧 - On-demand Obsidian vault access: adaptive context loading, full-text and ranked search, health checks, auto git commits and delegation to cheaper models. +- [TheGoatPsy/mneme](https://github.com/TheGoatPsy/mneme) [![mneme MCP server](https://glama.ai/mcp/servers/TheGoatPsy/mneme/badges/score.svg)](https://glama.ai/mcp/servers/TheGoatPsy/mneme) 🐍 🏠 🍎 🪟 🐧 - Vault-native, accountable memory for Claude Code: Markdown is the source of truth, with no LLM on the Stop path and redaction before any derived store. +- [mnlt/wellread](https://github.com/mnlt/wellread) [![wellread MCP server](https://glama.ai/mcp/servers/mnlt/wellread/badges/score.svg)](https://glama.ai/mcp/servers/mnlt/wellread) 📇 ☁️ - Shared research cache across agents: reuse answers from verified sources, or save new research for the next developer. +- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory for maintaining context. +- [DuhoKim/NebulaMind](https://github.com/DuhoKim/NebulaMind) [![DuhoKim/NebulaMind MCP server](https://glama.ai/mcp/servers/DuhoKim/NebulaMind/badges/score.svg)](https://glama.ai/mcp/servers/DuhoKim/NebulaMind) 🐍 ☁️ - Collaborative astronomy wiki written by AI agents, who can register, read, edit, vote and comment via an open API. +- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - Workspace-grounded knowledge graph shared by multiple developers, hosted on Azure Functions with Table storage. +- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 🪟 🐧 - Local, dependency-free memory server shipped as a single binary. +- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [![mnemo-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent memory with SQLite hybrid search (FTS5 and semantic), built-in Qwen3 embeddings and rclone sync across machines. +- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) [![ndjordjevic/pinrag MCP server](https://glama.ai/mcp/servers/ndjordjevic/pinrag/badges/score.svg)](https://glama.ai/mcp/servers/ndjordjevic/pinrag) 🐍 🏠 - RAG over PDFs, YouTube videos, GitHub repos and Discord exports: index documents and query them with citations. +- [nfemmanuel/iranti](https://github.com/nfemmanuel/iranti) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent shared memory for coding agents: facts stored as entity/key/value triples with hybrid semantic search, task checkpoints and conflict resolution. +- [NicolasPrimeau/artel](https://github.com/NicolasPrimeau/artel) [![NicolasPrimeau/artel MCP server](https://glama.ai/mcp/servers/NicolasPrimeau/artel/badges/score.svg)](https://glama.ai/mcp/servers/NicolasPrimeau/artel) 🐍 🏠 🍎 🪟 🐧 - Self-hosted coordination for agent fleets: shared semantic memory, tasks, agent-to-agent messaging, session handoffs and cross-agent knowledge synthesis. +- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) 🐍 🏠 - Make Markdown documentation searchable: loads it into SQLite or PostgreSQL with keyword search and optional pgvector hybrid semantic search. +- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF, TXT, MD, DOCX), semantic search, re-ranking and CLI tools for indexing and querying. +- [nworks3d/THOR-memory-bible-for-AI](https://github.com/nworks3d/THOR-memory-bible-for-AI) [![nworks3d/THOR-memory-bible-for-AI MCP server](https://glama.ai/mcp/servers/nworks3d/THOR-memory-bible-for-AI/badges/score.svg)](https://glama.ai/mcp/servers/nworks3d/THOR-memory-bible-for-AI) 🦀 🏠 🪟 🐧 - Local memory for coding agents where rules with machine-checkable proofs block matching commands, plus an append-only event log and per-project scoping. +- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) to search, read and edit pages, analyze links, view revision history and convert to Markdown. +- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) 🐍 🏠 🍎 🪟 🐧 - Local-first persistent memory for coding agents with semantic search, auto-capture, cross-session learning and intelligent forgetting. +- [ontorata/ratary](https://github.com/ontorata/ratary) [![ontorata/ratary MCP server](https://glama.ai/mcp/servers/ontorata/ratary/badges/score.svg)](https://glama.ai/mcp/servers/ontorata/ratary) 📇 🏠 ☁️ 🍎 🪟 🐧 - Persistent coding memory for AI assistants with hybrid search, a knowledge graph and token-efficient context, self-hostable on D1, Postgres, MariaDB or Docker. +- [oomkapwn/enquire-mcp](https://github.com/oomkapwn/enquire-mcp) [![oomkapwn/enquire-mcp MCP server](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oomkapwn/enquire-mcp) 📇 🏠 🍎 🪟 🐧 - Long-term agent memory backed by a local Obsidian vault: hybrid retrieval with reranking, agentic RAG, wikilink community detection, Obsidian Bases and PDF OCR. +- [AgentBase1/mcp-server](https://github.com/AgentBase1/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/AgentBase1/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AgentBase1/mcp-server) 📇 ☁️ - AgentBase: an open registry of agent instruction files. Search and retrieve system prompts, skills, workflows, domain packs and safety filters. +- [pallaprolus/mendeley-mcp](https://github.com/pallaprolus/mendeley-mcp) 🐍 ☁️ - Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection. +- [paladini/mcp-me](https://github.com/paladini/mcp-me) [![paladini/mcp-me MCP server](https://glama.ai/mcp/servers/paladini/mcp-me/badges/score.svg)](https://glama.ai/mcp/servers/paladini/mcp-me) 📇 🏠 🍎 🪟 🐧 - Digital identity for AI tools: your bio, career, skills and projects in local YAML profiles, auto-generated from public APIs such as GitHub, Medium and Strava. +- [Patdolitse/piia-engram](https://github.com/Patdolitse/piia-engram) [![Patdolitse/piia-engram MCP server](https://glama.ai/mcp/servers/Patdolitse/piia-engram/badges/score.svg)](https://glama.ai/mcp/servers/Patdolitse/piia-engram) 🐍 🏠 🍎 🪟 🐧 - Persistent user identity across AI tools: preferences, lessons and decisions in local JSON with staged verification, AES-256-GCM encryption and cross-tool sync. +- [pavelpilyak/devrecall](https://github.com/pavelpilyak/devrecall) [![pavelpilyak/devrecall MCP server](https://glama.ai/mcp/servers/pavelpilyak/devrecall/badges/score.svg)](https://glama.ai/mcp/servers/pavelpilyak/devrecall) 🏎️ 🏠 🍎 🐧 - Local-first index of your commits, PRs, Jira/Linear tickets, Confluence docs, Slack threads and calendar events to search and cite past work. +- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Security-hardened Google NotebookLM access: session-based conversations, notebook library management and source-grounded answers, with post-quantum encryption. +- [pathrule/mcp](https://github.com/pathrule/mcp) [![pathrule/mcp MCP server](https://glama.ai/mcp/servers/pathrule/mcp/badges/score.svg)](https://glama.ai/mcp/servers/pathrule/mcp) 📇 ☁️ - Path-scoped team memories, rules and skills for coding agents from Pathrule workspaces. +- [paultaki/ailooplibrary-mcp](https://github.com/paultaki/ailooplibrary-mcp) [![ailooplibrary-mcp MCP server](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paultaki/ailooplibrary-mcp) 🐍 🏠 ☁️ - Read-only AI Loop Library catalog of bounded agent work loops: pick one for a goal and render a run protocol with verification, stop conditions and budgets. +- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Cumulative memory and pattern learning for coding assistants, with local SQLite/SurrealDB storage for semantic codebase analysis. +- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [![penfield-mcp MCP server](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp/badges/score.svg)](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) 🐍 ☁️ 🐍 ☁️ - Penfield: persistent memory with hybrid BM25/vector/graph search, typed graph relations, context checkpoints, artifact storage and a personality system. +- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [![url-manager-mcp MCP server](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) 📇 🐍 🏠 🍎 🪟 🐧 - Bookmark and knowledge manager where agents save web pages and auto-categorize them into collections with search, tags and shared folders. +- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connect to your Pinecone Assistant and retrieve context from its knowledge engine. +- [pipeshub-ai/mcp-server](https://github.com/pipeshub-ai/mcp-server) [![pipeshub-ai/mcp-server MCP server](https://glama.ai/mcp/servers/pipeshub-ai/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pipeshub-ai/mcp-server) 📇 🏠 ☁️ - Permission-aware enterprise search and RAG over business apps such as Google Workspace, Microsoft 365, Slack and Jira. +- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) 🦀 🏠 🍎 🪟 🐧 - Persistent semantic and graph-based agent memory in a single self-contained binary with embedded database and models. +- [ProfessionalWiki/MediaWiki-MCP-Server](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server) [![ProfessionalWiki/MediaWiki-MCP-Server MCP server](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, search and edit any MediaWiki wiki, including Wikipedia and Fandom, with multi-wiki support and Semantic MediaWiki, Cargo, Wikibase and NeoWiki queries. +- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [![Rarefied-Earth/groundwork MCP server](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork/badges/score.svg)](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) 📇 ☁️ - Company state for operating small businesses: brand, voice, charter, priorities, modules and skills. +- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira. +- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [![ravi-labs/mindmap-mcp-server MCP server](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory and context handoff across AI tools, with graceful decay, a persona layer and a portable memory passport. +- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [![remembra MCP server](https://glama.ai/mcp/servers/remembra-ai/remembra/badges/score.svg)](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted persistent agent memory with entity resolution, PII detection, AES-256-GCM encryption at rest and hybrid search. +- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking. +- [riponcm/projectmem](https://github.com/riponcm/projectmem) [![projectmem MCP server](https://glama.ai/mcp/servers/riponcm/projectmem/badges/score.svg)](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: records issues, failed attempts, fixes and decisions, re-injects them and warns at git commit before a repeated mistake. +- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [![Skitchy/rekindle MCP server](https://glama.ai/mcp/servers/Skitchy/rekindle/badges/score.svg)](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity: start-of-session reports with gap detection and scoring, structured end-of-session capture and BM25 memory search, stored in local SQLite. +- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [![roampal-core MCP server](https://glama.ai/mcp/servers/roampal-ai/roampal-core/badges/score.svg)](https://glama.ai/mcp/servers/roampal-ai/roampal-core) 🐍 🏠 - Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted. +- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) [![notebooklm-mcp MCP server](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp) 📇 🏠 🍎 🪟 🐧 - Automate Google NotebookLM: Q&A with citations, audio podcasts, video, content generation, source management and notebook library. +- [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [![codecortex MCP server](https://glama.ai/mcp/servers/@rushikeshmore/codecortex/badges/score.svg)](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge for coding agents: symbols, dependency graphs, co-change patterns and architectural decisions extracted with tree-sitter. +- [rwnalds/engram](https://github.com/rwnalds/engram) [![rwnalds/engram MCP server](https://glama.ai/mcp/servers/rwnalds/engram/badges/score.svg)](https://glama.ai/mcp/servers/rwnalds/engram) 📇 🏠 - Git-backed, Obsidian-compatible Markdown second brain for agents: search ranks live notes above superseded ones, with per-agent tokens and a git audit trail. +- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [![s60yucca/mnemos MCP server](https://glama.ai/mcp/servers/s60yucca/mnemos/badges/score.svg)](https://glama.ai/mcp/servers/s60yucca/mnemos) 🏎️ 🏠 🍎 🪟 🐧 - Persistent memory for coding agents storing architecture decisions, bug root causes and conventions, with full-text search and token-budgeted context assembly. +- [seanmarkwei/agentram-mcp](https://github.com/seanmarkwei/agentram-mcp) [![agentram-mcp MCP server](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seanmarkwei/agentram-mcp) 📇 ☁️ - Key-value agent memory over an HTTP API without embeddings: store, retrieve, search and share memory across agents with shared namespaces and TTLs. +- [SagaPeak/artifacta-mcp](https://github.com/SagaPeak/artifacta-mcp) [![SagaPeak/artifacta-mcp MCP server](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SagaPeak/artifacta-mcp) 🎖️ 📇 🐍 ☁️ 🍎 🪟 🐧 - Artifact store for agent outputs: persist, retrieve and share them across runs and sessions, with content-hash dedup and expiring share links. +- [SAIHM-Admin/saihm-mcp](https://github.com/SAIHM-Admin/saihm-mcp) [![SAIHM-Admin/saihm-mcp MCP server](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Encrypted persistent agent memory anchored on COTI V2 mainnet: remember, recall, share, and forget with GDPR Article 17 erasure. +- [SAIHM-Admin/saihm-mcp-server-pro](https://github.com/SAIHM-Admin/saihm-mcp-server-pro) [![SAIHM-Admin/saihm-mcp-server-pro MCP server](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp-server-pro/badges/score.svg)](https://glama.ai/mcp/servers/SAIHM-Admin/saihm-mcp-server-pro) 📇 ☁️ 🏠 🍎 🪟 🐧 - Client-side encrypted agent memory where the server only sees ciphertext, with post-quantum identity and sharing and crypto-shredding for GDPR erasure. +- [SaravananJaichandar/world-model-mcp](https://github.com/SaravananJaichandar/world-model-mcp) [![SaravananJaichandar/world-model-mcp MCP server](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SaravananJaichandar/world-model-mcp) 🐍 🏠 🍎 🪟 🐧 - Temporal codebase knowledge graph that links test failures to code changes, learns co-edit patterns, predicts regression risk and enforces edit constraints. +- [sachitrafa/YourMemory](https://github.com/sachitrafa/YourMemory) [![sachitrafa/YourMemory MCP server](https://glama.ai/mcp/servers/sachitrafa/YourMemory/badges/score.svg)](https://glama.ai/mcp/servers/sachitrafa/YourMemory) 🐍 🏠 🍎 🪟 🐧 - Persistent agent memory with Ebbinghaus-style decay, hybrid BM25/vector retrieval, entity graph for multi-hop reasoning, auto-pruning and a browser dashboard. +- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [![Schubeler-Consulting/knowmind MCP server](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind/badges/score.svg)](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) 📇 ☁️ - Agent memory and knowledge graph hosted in Germany: hybrid BM25, vector and Neo4j graph recall with reranking, typed relations and a bi-temporal store. +- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [![SecurityRonin/alaya MCP server](https://glama.ai/mcp/servers/SecurityRonin/alaya/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/alaya) 🦀 🏠 🍎 🪟 🐧 - Neuroscience-inspired local agent memory that stores episodes, consolidates knowledge over time and builds a personal knowledge graph with semantic recall. +- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [![docx-mcp MCP server](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) 🐍 🏠 🍎 🪟 🐧 - Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing. +- [setheerwagen/mcp-modelmanager](https://github.com/setheerwagen/local-ai-mcp-servers/tree/main/mcp-modelmanager) [![setheerwagen/local-ai-mcp-servers MCP server](https://glama.ai/mcp/servers/setheerwagen/local-ai-mcp-servers/badges/score.svg)](https://glama.ai/mcp/servers/setheerwagen/local-ai-mcp-servers) 🐍 🏠 - Manage a local model machine: pull and remove Ollama models, switch the inference service between models and run LoRA fine-tuning jobs. +- [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [![sheawinkler/ContextLattice MCP server](https://glama.ai/mcp/servers/sheawinkler/context-lattice/badges/score.svg)](https://glama.ai/mcp/servers/sheawinkler/context-lattice) 🏠 🍎 🪟 🐧 🦀 🏎️ - Private-by-default memory and context layer for agents with staged retrieval across fused data backends and long-horizon context continuity. +- [writerslogic/scrivener-mcp](https://github.com/writerslogic/scrivener-mcp) [![writerslogic/scrivener-mcp MCP server](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp/badges/score.svg)](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp) 📇 🏠 🍎 🪟 🐧 - Work with Scrivener 3 writing projects: document management, writing analysis, semantic search, character and plot memory, and content enhancement. +- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Local document search: semantic search over PDF, DOCX, TXT and Markdown files with LanceDB vector storage and local embeddings. +- [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [![ShipItAndPray/mcp-memory MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) 📇 🏠 🍎 🪟 🐧 - SQLite-based memory with exponential decay: memories strengthen on access and fade when unused, limiting unbounded context growth. +- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [![statelessagent MCP server](https://glama.ai/mcp/servers/sgx-labs/statelessagent/badges/score.svg)](https://glama.ai/mcp/servers/sgx-labs/statelessagent) 🏎️ 🏠 🍎 🪟 🐧 - Local agent memory with provenance tracking that detects when sources change, plus session handoffs, decision records, semantic search and a knowledge graph. +- [l33tdawg/sage](https://github.com/l33tdawg/sage) [![s-age MCP server](https://glama.ai/mcp/servers/l33tdawg/s-age/badges/score.svg)](https://glama.ai/mcp/servers/l33tdawg/s-age) 🏎️ 🏠 🍎 🪟 🐧 - Local institutional memory for agents where BFT consensus among validators approves every memory before it is committed. +- [laradji/deadzone](https://github.com/laradji/deadzone) [![laradji/deadzone MCP server](https://glama.ai/mcp/servers/laradji/deadzone/badges/score.svg)](https://glama.ai/mcp/servers/laradji/deadzone) 🏎️ 🏠 🍎 🐧 - Offline semantic search over library documentation using a pre-built, version-pinned vector index fetched and verified on first launch. +- [leonardsellem/hypermnesic](https://github.com/leonardsellem/hypermnesic) [![leonardsellem/hypermnesic MCP server](https://glama.ai/mcp/servers/leonardsellem/hypermnesic/badges/score.svg)](https://glama.ai/mcp/servers/leonardsellem/hypermnesic) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Git-first agent memory: Markdown files are the source of truth, the index is disposable and writes are reviewable commits, with hybrid search and a CLI. +- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) 🐍 🏠 - Five-level AI collaboration system with persistent local-first memory via MemDocs and anticipatory capabilities. +- [rps321321/obsidian-mcp-pro](https://github.com/rps321321/obsidian-mcp-pro) [![rps321321/obsidian-mcp-pro MCP server](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/rps321321/obsidian-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Obsidian vault access: full-text search, note CRUD, frontmatter queries, tags, backlinks, graph traversal, orphan and broken link detection, and canvas support. +- [Semiotronika/LINZA-MCP](https://github.com/Semiotronika/LINZA-MCP) [![Semiotronika/LINZA-MCP MCP server](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Semiotronika/LINZA-MCP) 🐍 🏠 🍎 🪟 🐧 - Review-gated sidecar for Markdown workspaces: indexes notes into SQLite and proposes links, domains and memory with evidence, editing files only after review. +- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) 📇 🏠 🍎 🪟 🐧 - Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker. +- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [![yusufkaraaslan/Skill_Seekers MCP server](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers/badges/score.svg)](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) 🐍 🏠 🍎 🪟 🐧 - Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector databases like Qdrant. +- [stevepridemore/graph-memory](https://github.com/stevepridemore/graph-memory) [![stevepridemore/graph-memory MCP server](https://glama.ai/mcp/servers/stevepridemore/graph-memory/badges/score.svg)](https://glama.ai/mcp/servers/stevepridemore/graph-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings. +- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [![SubDownload/subdownload-mcp MCP server](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - YouTube knowledge base: summarize videos, fetch transcripts (even without captions), search channels and playlists, and save results for cross-session recall. +- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Answer questions from your product documentation using Biel.ai's RAG system. +- [The-40-Thieves/obsidian-tc](https://github.com/The-40-Thieves/obsidian-tc) [![The-40-Thieves/obsidian-tc MCP server](https://glama.ai/mcp/servers/The-40-Thieves/obsidian-tc/badges/score.svg)](https://glama.ai/mcp/servers/The-40-Thieves/obsidian-tc) 📇 🦀 🏠 🍎 🪟 🐧 - Obsidian vault access with role-based access control, native search, multi-vault support, pluggable embeddings and SLSA provenance. +- [threadctx-dev/threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp) [![threadctx-dev/threadctx-mcp MCP server](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared across teammates' agents. +- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) 🏎️ 🏠 🍎 🪟 🐧 - Local RAG for semantic vector search over Markdown documents with sqlite-vec and multilingual-e5-small embeddings, filterable by directory and filename. +- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data sources. +- [timowhite88/farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek) 📇 ☁️ - Seven-layer recursive agent memory with context branching, holographic recall, dream consolidation and on-chain persistence. +- [topskychen/tilde](https://github.com/topskychen/tilde) 🐍 🏠 - Portable, privacy-first AI identity: a home directory for your agents with profile management, skills, resume import and team sync. +- [tstockham96/engram](https://github.com/tstockham96/engram) [![engram MCP server](https://glama.ai/mcp/servers/@tstockham96/engram/badges/score.svg)](https://glama.ai/mcp/servers/@tstockham96/engram) 📇 🏠 🍎 🪟 🐧 - Agent memory with semantic recall, automatic consolidation, contradiction detection and a bi-temporal knowledge graph. +- [teampolarity/cosmos-mcp](https://github.com/teampolarity/cosmos-mcp) [![teampolarity/cosmos-mcp MCP server](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@teampolarity/cosmos-mcp) 📇 ☁️ 🏠 🍎 - Portable personal knowledge graph shared across AI clients, with sources like iMessage, browser history, calendar, shell history, Notion and Obsidian. +- [TeamSafeAI/LIFE](https://github.com/TeamSafeAI/LIFE) 🐍 🏠 - Persistent identity for AI agents: servers for drives, relationships, semantic memory with decay, working threads, learned patterns, journaling and forecasting. +- [TT-Wang/cortex-plugin](https://github.com/TT-Wang/cortex-plugin) [![cortex-plugin MCP server](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/TT-Wang/cortex-plugin) 🐍 🏠 🍎 🐧 - Claude Code memory plugin that mines past sessions for decisions, conventions and bug fixes, stores them in an Obsidian vault and briefs new sessions. +- [TyKolt/kremis](https://github.com/TyKolt/kremis) [![kremis MCP server](https://glama.ai/mcp/servers/TyKolt/kremis/badges/score.svg)](https://glama.ai/mcp/servers/TyKolt/kremis) 🦀 🏠 🍎 🪟 🐧 - Local deterministic knowledge graph on redb with no LLM or embedding calls, BLAKE3 state hashing and canonical export for byte-identical audits. +- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query agent memory in a distributed way with Membase. - [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors. -- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices. -- [vbcherepanov/total-agent-memory](https://github.com/vbcherepanov/total-agent-memory) [![vbcherepanov/total-agent-memory MCP server](https://glama.ai/mcp/servers/vbcherepanov/total-agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/vbcherepanov/total-agent-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents: temporal knowledge graph with fact invalidation, procedural memory, episodic recall, AST codebase ingest and cross-project analogy. 74 tools, 9 IDEs, and zero LLM or network calls in the default hot path. Reproducible benchmarks — LongMemEval R@5 95.1%, LoCoMo 0.607, BEAM 1M 0.448. `pip install total-agent-memory` -- [samvallad33/vestige](https://github.com/samvallad33/vestige) [![samvallad33/vestige MCP server](https://glama.ai/mcp/servers/samvallad33/vestige/badges/score.svg)](https://glama.ai/mcp/servers/samvallad33/vestige) 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, embedded dashboard, and optional Cognitive Sandwich hooks for Claude Code, Cursor, Codex, and other MCP clients. -- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory -- [vishnu-77/openreflex](https://github.com/vishnu-77/openreflex) [![vishnu-77/openreflex MCP server](https://glama.ai/mcp/servers/vishnu-77/openreflex/badges/score.svg)](https://glama.ai/mcp/servers/vishnu-77/openreflex) 🐍 🏠 🍎 🪟 🐧 - Local execution memory for AI coding agents (Claude Code, Codex CLI, Cursor, OpenCode). Lifecycle hooks record coarse task metadata into a SQLite Experience Graph (no code, commands, tool output or transcripts, and no model calls). Before a similar task it injects what worked, the relevant files and known fixes with an execution budget; during a task it recommends whether to continue, pivot or stop. MCP tools cover execution context, progress checks, outcomes, search and explanations. -- [vornicx/Midas](https://github.com/vornicx/Midas) [![vornicx/Midas MCP server](https://glama.ai/mcp/servers/vornicx/Midas/badges/score.svg)](https://glama.ai/mcp/servers/vornicx/Midas) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first memory for long-horizon AI agents with no LLM at ingest — $0 per message, zero data egress, verbatim source-traceable recall. Typed belief revision, selective forgetting, and a provenance guard that blocks memory-justified destructive actions unless user-confirmed. One `midas init` wires Claude Code, Cursor, Codex, and 6 more clients to one shared SQLite memory; local web inspector and hash-chained audit log. Benchmarked on LongMemEval/LoCoMo/BEAM with one-command repros — including published negatives. `uvx midas-memory-mcp` or `npx -y midas-memory-mcp` -- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [![Abhigyan-Shekhar/Waggle-mcp MCP server](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production. -- [wazionapps/nexo](https://github.com/wazionapps/nexo) [![wazionapps/nexo MCP server](https://glama.ai/mcp/servers/wazionapps/nexo/badges/score.svg)](https://glama.ai/mcp/servers/wazionapps/nexo) 🐍 🏠 - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools. -- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [![whynowlab/jarvis-orb MCP server](https://glama.ai/mcp/servers/whynowlab/jarvis-orb/badges/score.svg)](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) 🐍 🏠 - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb. -- [wnbhr/being](https://github.com/wnbhr/being) [![wnbhr/being MCP server](https://glama.ai/mcp/servers/wnbhr/being/badges/score.svg)](https://glama.ai/mcp/servers/wnbhr/being) 📇 ☁️ - Personality Runtime for AI agents — persistent memory, identity (SOUL), and relationships that travel across Claude, OpenClaw, Mistral, and any MCP client. -- [Wuesteon/lean-memory](https://github.com/Wuesteon/lean-memory) [![Wuesteon/lean-memory MCP server](https://glama.ai/mcp/servers/Wuesteon/lean-memory/badges/score.svg)](https://glama.ai/mcp/servers/Wuesteon/lean-memory) 🐍 🏠 🍎 🪟 🐧 - Embedded, local-first agent memory in a single SQLite file per namespace (vec0 + FTS5 hybrid retrieval). ADD-only history queryable as-of any past time; offline sleep-time maintenance stages dedupe/summarize/evict proposals a human reviews. No Docker, no server, no cloud key. `pip install 'lean-memory[mcp]'` -- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [![TheStack-ai/waypath MCP server](https://glama.ai/mcp/servers/TheStack-ai/waypath/badges/score.svg)](https://glama.ai/mcp/servers/TheStack-ai/waypath) 📇 🏠 - Local-first external brain CLI for coding agents. SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server. -- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [![zzhang82/Agent-Memory-Bridge MCP server](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge/badges/score.svg)](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) 🐍 🏠 - MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain knowledge. -- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [![teolex2020-aurasdk MCP server](https://glama.ai/mcp/servers/teolex2020-aurasdk/badges/score.svg)](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. -- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [![arthor-agent MCP server](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent/badges/score.svg)](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - ... -- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [![yakuphanycl/instinct MCP server](https://glama.ai/mcp/servers/yakuphanycl/instinct/badges/score.svg)](https://glama.ai/mcp/servers/yakuphanycl/instinct) 🐍 🏠 🍎 🪟 🐧 - Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits ≥5 → mature, ≥10 → rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry. -- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [![Wynelson94/longhand MCP server](https://glama.ai/mcp/servers/Wynelson94/longhand/badges/score.svg)](https://glama.ai/mcp/servers/Wynelson94/longhand) 🐍 🏠 🍎 🪟 🐧 - Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry. -- [yubinkim444/repo-memory](https://github.com/yubinkim444/repo-memory) [![yubinkim444/repo-memory MCP server](https://glama.ai/mcp/servers/yubinkim444/repo-memory/badges/score.svg)](https://glama.ai/mcp/servers/yubinkim444/repo-memory) 🐍 🏠 🍎 🪟 🐧 - Shared, git-tracked memory for AI agents on the same codebase. Stores facts/decisions/gotchas in a `.ai-memory/` directory you commit to the repo — sync is git, no DB, no daemon. What one Claude/Cursor/Cline learns, the next one picks up automatically across users and machines. 5 MCP tools (`get_repo_memory`, `add_fact`, `list_facts`, `add_decision`, `add_gotcha`). Install: `uvx repo-memory-mcp --repo /path/to/repo`. -- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [![agentcivics/agentcivics MCP server](https://glama.ai/mcp/servers/agentcivics/agentcivics/badges/score.svg)](https://glama.ai/mcp/servers/agentcivics/agentcivics) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decentralized civil registry for AI agents on Sui. Soulbound identities, on-chain memories, reputation, refusal records. Hosted at `agentcivics.ai/mcp` (read-only, no install) or `@agentcivics/mcp-server` on npm (full write surface). Includes a gas-sponsor relay so registration doesn't require a pre-funded wallet. -- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [![STiFLeR7/memex MCP server](https://glama.ai/mcp/servers/STiFLeR7/memex/badges/score.svg)](https://glama.ai/mcp/servers/STiFLeR7/memex) 🐍 🏠 🍎 🪟 🐧 - Developer context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems via Graphiti + Neo4j, then serves it to any AI coding agent over MCP. Every edge carries a validity window and a confidence score that decays over time. 12 tools across read and write. Install via `npx -y stifler-memex-mcp`. MIT licensed. -- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [![agent-memory MCP server](https://glama.ai/mcp/servers/xChuCx/agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/xChuCx/agent-memory) 🏎️ 🏠 🍎 🪟 🐧 - Git-native project memory for coding agents: Markdown source of truth committed to your repo, reviewable staged updates (`review --diff` → `apply`), secret/PII-safe, branch-aware — no cloud, no vector DB. -- [XuebinMa/AIWiki](https://github.com/XuebinMa/AIWiki) [![XuebinMa/AIWiki MCP server](https://glama.ai/mcp/servers/XuebinMa/AIWiki/badges/score.svg)](https://glama.ai/mcp/servers/XuebinMa/AIWiki) 📇 ☁️ 🍎 🪟 🐧 - Search and read AiWiki, an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective. 120+ entries with mechanism analysis and cited evidence (papers / vendor docs / CVEs), bilingual EN/中文. Content fetched live from the site index, never stale. `npx -y aiwiki-mcp` -- [zzallirog/weighted-compact](https://github.com/zzallirog/weighted-compact) [![zzallirog/weighted-compact MCP server](https://glama.ai/mcp/servers/zzallirog/weighted-compact/badges/score.svg)](https://glama.ai/mcp/servers/zzallirog/weighted-compact) 🐍 🏠 - Inspectable memory substrate for Claude Code. Three read-only MCP tools (search_pairs, compact_session, substrate_info) over a local-first, signal-scored parse of `~/.claude/projects/`. Per-pair scores are numpy columns on disk, not opaque vectors in a service. Zero outbound calls (CI-enforced). -- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [![tribal-memory/tribal MCP server](https://glama.ai/mcp/servers/tribal-memory/tribal/badges/score.svg)](https://glama.ai/mcp/servers/tribal-memory/tribal) 🦀 🏠 - Self-hosted semantic memory server, served over MCP, for an engineering team's tribal knowledge: the tacit decisions and hard-won reasoning behind the code, captured once and kept queryable for the team and the agents they work with. Postgres-backed (pgvector). -- [SVerITG/Metis](https://github.com/SVerITG/Metis) [![Metis MCP server](https://glama.ai/mcp/servers/SVerITG/Metis/badges/score.svg)](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟 🐧 - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex. -- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [![syndicalt/zaxy MCP server](https://glama.ai/mcp/servers/syndicalt/zaxy/badges/score.svg)](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io) -- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [![mnemoverse/mcp-memory-server MCP server](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server/badges/score.svg)](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets — feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT. -- [zcag/tela](https://github.com/zcag/tela) [![zcag/tela MCP server](https://glama.ai/mcp/servers/zcag/tela/badges/score.svg)](https://glama.ai/mcp/servers/zcag/tela) 🏎️ 🏠 ☁️ - Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Go + Postgres. `npx tela-mcp` -- [zuneracodes/localkeep](https://github.com/zuneracodes/localkeep) [![zuneracodes/localkeep MCP server](https://glama.ai/mcp/servers/zuneracodes/localkeep/badges/score.svg)](https://glama.ai/mcp/servers/zuneracodes/localkeep) 🐍 🏠 🍎 🪟 🐧 - Local-first chronological memory Hub + MCP: you write dated memory banks in a local UI; Claude recalls them on demand via SQLite FTS5. Human-authored, editable banks—not auto-logged chat. `pip install localkeep` then `localkeep-hub` / `localkeep-mcp` -- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [![VonderVuflya/Yggdrasil MCP server](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil/badges/score.svg)](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp` -- [Yarmoluk/ckg-mcp](https://github.com/Yarmoluk/ckg-mcp) [![Yarmoluk/ckg-mcp MCP server](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp) 🐍 🏠 - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context — agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8× RAG's F1 at 11× fewer tokens, ~42× RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp` -- [teflon07/memkeeper](https://github.com/teflon07/memkeeper) [![teflon07/memkeeper MCP server](https://glama.ai/mcp/servers/teflon07/memkeeper/badges/score.svg)](https://glama.ai/mcp/servers/teflon07/memkeeper) 🦀 🏠 🍎 🐧 - Local-first memory for AI agents: a single self-contained Rust binary over one SQLite file. Hybrid BM25/FTS + on-device ONNX embeddings + cross-encoder rerank; abstains instead of returning a confident wrong memory. No server, no API key, zero marginal cost. `memkeeper mcp` -- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [![yamantaka520/Agent-Memory-OS MCP server](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS/badges/score.svg)](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) 🐍 🏠 🍎 🪟 🐧 - Local-first memory engine for AI-agent teams: private/team/project ACL (a hard gate before ranking), associative recall, and federated sync where revocation propagates across nodes. SQLite + FTS5, no LLM required; MCP server + web console included. `pip install 'agent-memory-os[mcp]'` -- [ohad6k/emulo](https://github.com/ohad6k/emulo) [![ohad6k/emulo MCP server](https://glama.ai/mcp/servers/ohad6k/emulo/badges/score.svg)](https://glama.ai/mcp/servers/ohad6k/emulo) 🐍 🏠 - Loads your personal profile, mined from your local Claude Code/Codex/OpenCode logs, so your agent works like you instead of a cold start. One tool, `load_emulo_profile`. Run with `uvx emulo mcp`. -- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [![ctxfile/ctxfile MCP server](https://glama.ai/mcp/servers/ctxfile/ctxfile/badges/score.svg)](https://glama.ai/mcp/servers/ctxfile/ctxfile) 📇 🏠 🍎 🪟 🐧 - Local-first MCP server that snapshots your project's working state — files, git, plan, and decisions — into one structured context object and hands it to any MCP client in a single call. Save a session in one agent, continue it in another. Zero network calls by default; read-only over your project. Works with Claude Code, Cursor, and any MCP client. `npx -y ctxfile` -- [atakanelik34/Bilinc](https://github.com/atakanelik34/Bilinc) [![atakanelik34/Bilinc MCP server](https://glama.ai/mcp/servers/atakanelik34/Bilinc/badges/score.svg)](https://glama.ai/mcp/servers/atakanelik34/Bilinc) 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory that keeps an audit trail. Three tools — `commit_mem`, `recall`, `status` — where each write carries provenance (which run, tool, or operator produced it), contradictions with prior state surface as inspectable changes rather than silent overwrites, and a bad run is recovered from a snapshot instead of repaired by hand. `pip install -U bilinc` -- [yaminbkk/NexusMem](https://github.com/yaminbkk/NexusMem) [![yaminbkk/NexusMem MCP server](https://glama.ai/mcp/servers/yaminbkk/NexusMem/badges/score.svg)](https://glama.ai/mcp/servers/yaminbkk/NexusMem) 📇 🏠 🪟 🐧 - Correlates a failed shell command (with its exit code) to whatever later fixed it, alongside git diffs and docs — recorded locally in SQLite, nothing sent anywhere. -- [tenequm/pond](https://github.com/tenequm/pond) [![tenequm/pond MCP server](https://glama.ai/mcp/servers/tenequm/pond/badges/score.svg)](https://glama.ai/mcp/servers/tenequm/pond) 🦀 🏠 🍎 🐧 - Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP. -- [kaaustubh/project-memory-mcp](https://github.com/kaaustubh/project-memory-mcp) [![kaaustubh/project-memory-mcp MCP server](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp) 📇 🏠 - Persistent memory for AI coding agents over plain files in your repo (AGENTS.md + issues.jsonl) — no DB, no vectors. Captures past bugs & fixes, decisions, and your corrections (proactively, plus an optional Stop hook), and auto-recalls them next session. Works with Claude Code & Cursor. `npx -y @kaaustubh/project-memory-mcp install` -- [drexthealpha/Knos](https://github.com/drexthealpha/Knos) [![drexthealpha/Knos MCP server](https://glama.ai/mcp/servers/drexthealpha/Knos/badges/score.svg)](https://glama.ai/mcp/servers/drexthealpha/Knos) 🐍 🏠 🍎 🪟 🐧 - One local memory every coding agent on the machine shares — Claude Code, Cursor, Claude Desktop, OpenCode — with claim/withhold so a second agent is refused answers about work a first one is mid-change on. Reads sessions, commits, CLAUDE.md/AGENTS.md and ADRs; every answer names its source. `pip install knos && knos connect` +- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive agent memory with Hebbian learning, a three-tier architecture and knowledge graphs, running offline on edge devices. +- [vbcherepanov/total-agent-memory](https://github.com/vbcherepanov/total-agent-memory) [![vbcherepanov/total-agent-memory MCP server](https://glama.ai/mcp/servers/vbcherepanov/total-agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/vbcherepanov/total-agent-memory) 🐍 🏠 🍎 🪟 🐧 - Local memory for coding agents: temporal knowledge graph with fact invalidation, procedural and episodic memory, AST codebase ingest and cross-project analogy. +- [samvallad33/vestige](https://github.com/samvallad33/vestige) [![samvallad33/vestige MCP server](https://glama.ai/mcp/servers/samvallad33/vestige/badges/score.svg)](https://glama.ai/mcp/servers/samvallad33/vestige) 🦀 🏠 🍎 🪟 🐧 - Local-first cognitive agent memory with FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, an embedded dashboard and optional hooks. +- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: long-term memory for AI agents modeled on human memory. +- [vishnu-77/openreflex](https://github.com/vishnu-77/openreflex) [![vishnu-77/openreflex MCP server](https://glama.ai/mcp/servers/vishnu-77/openreflex/badges/score.svg)](https://glama.ai/mcp/servers/vishnu-77/openreflex) 🐍 🏠 🍎 🪟 🐧 - Local execution memory for coding agents: injects what worked and known fixes before similar tasks and advises whether to continue, pivot or stop. +- [vornicx/Midas](https://github.com/vornicx/Midas) [![vornicx/Midas MCP server](https://glama.ai/mcp/servers/vornicx/Midas/badges/score.svg)](https://glama.ai/mcp/servers/vornicx/Midas) 🐍 📇 🏠 🍎 🪟 🐧 - Local-first long-horizon agent memory: source-traceable recall, belief revision, selective forgetting and a guard against memory-driven destructive actions. +- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [![Abhigyan-Shekhar/Waggle-mcp MCP server](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent graph memory that extracts facts from conversations into typed nodes with local embeddings, supporting temporal queries and conflict detection. +- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [![whynowlab/jarvis-orb MCP server](https://glama.ai/mcp/servers/whynowlab/jarvis-orb/badges/score.svg)](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) 🐍 🏠 - Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop visualization orb. +- [wnbhr/being](https://github.com/wnbhr/being) [![wnbhr/being MCP server](https://glama.ai/mcp/servers/wnbhr/being/badges/score.svg)](https://glama.ai/mcp/servers/wnbhr/being) 📇 ☁️ - Personality runtime for agents: persistent memory, identity (SOUL) and relationships that carry across AI clients. +- [Wuesteon/lean-memory](https://github.com/Wuesteon/lean-memory) [![Wuesteon/lean-memory MCP server](https://glama.ai/mcp/servers/Wuesteon/lean-memory/badges/score.svg)](https://glama.ai/mcp/servers/Wuesteon/lean-memory) 🐍 🏠 🍎 🪟 🐧 - Embedded local agent memory in one SQLite file per namespace: hybrid retrieval, append-only history queryable at any past time and human-reviewed maintenance. +- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [![TheStack-ai/waypath MCP server](https://glama.ai/mcp/servers/TheStack-ai/waypath/badges/score.svg)](https://glama.ai/mcp/servers/TheStack-ai/waypath) 📇 🏠 - Local-first memory CLI for coding agents: SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with promote and review gates. +- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [![zzhang82/Agent-Memory-Bridge MCP server](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge/badges/score.svg)](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) 🐍 🏠 - Local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas and domain knowledge. +- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [![teolex2020-aurasdk MCP server](https://glama.ai/mcp/servers/teolex2020-aurasdk/badges/score.svg)](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 - Persistent, encrypted cognitive memory that works offline. +- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [![arthor-agent MCP server](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent/badges/score.svg)](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - Cybersecurity assessment of documents, questionnaires and reports: multi-format parsing, RAG knowledge base, risks, compliance gaps and remediations. +- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [![Wynelson94/longhand MCP server](https://glama.ai/mcp/servers/Wynelson94/longhand/badges/score.svg)](https://glama.ai/mcp/servers/Wynelson94/longhand) 🐍 🏠 🍎 🪟 🐧 - Persistent local memory for Claude Code: indexes all sessions verbatim into SQLite and ChromaDB for semantic recall across your history, with no API calls. +- [yubinkim444/repo-memory](https://github.com/yubinkim444/repo-memory) [![yubinkim444/repo-memory MCP server](https://glama.ai/mcp/servers/yubinkim444/repo-memory/badges/score.svg)](https://glama.ai/mcp/servers/yubinkim444/repo-memory) 🐍 🏠 🍎 🪟 🐧 - Shared, git-tracked memory for AI agents on the same codebase: facts, decisions and gotchas stored in a committed repo directory and synced via git. +- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [![agentcivics/agentcivics MCP server](https://glama.ai/mcp/servers/agentcivics/agentcivics/badges/score.svg)](https://glama.ai/mcp/servers/agentcivics/agentcivics) 📇 ☁️ 🏠 🍎 🪟 🐧 - Decentralized civil registry for AI agents on Sui: soulbound identities, on-chain memories, reputation and refusal records. +- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [![STiFLeR7/memex MCP server](https://glama.ai/mcp/servers/STiFLeR7/memex/badges/score.svg)](https://glama.ai/mcp/servers/STiFLeR7/memex) 🐍 🏠 🍎 🪟 🐧 - Watches git repos and builds a temporal knowledge graph of modules, symbols, decisions and open problems via Graphiti and Neo4j, served to AI coding agents. +- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [![agent-memory MCP server](https://glama.ai/mcp/servers/xChuCx/agent-memory/badges/score.svg)](https://glama.ai/mcp/servers/xChuCx/agent-memory) 🏎️ 🏠 🍎 🪟 🐧 - Git-native project memory for coding agents: Markdown in your repo, reviewable staged updates, secret/PII-safe and branch-aware, without cloud or vector DB. +- [XuebinMa/AIWiki](https://github.com/XuebinMa/AIWiki) [![XuebinMa/AIWiki MCP server](https://glama.ai/mcp/servers/XuebinMa/AIWiki/badges/score.svg)](https://glama.ai/mcp/servers/XuebinMa/AIWiki) 📇 ☁️ 🍎 🪟 🐧 - Search and read AiWiki, a bilingual English/Chinese encyclopedia of AI-coding pitfalls and LLM privacy protection, with cited evidence. +- [zzallirog/weighted-compact](https://github.com/zzallirog/weighted-compact) [![zzallirog/weighted-compact MCP server](https://glama.ai/mcp/servers/zzallirog/weighted-compact/badges/score.svg)](https://glama.ai/mcp/servers/zzallirog/weighted-compact) 🐍 🏠 - Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no outbound calls. +- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [![tribal-memory/tribal MCP server](https://glama.ai/mcp/servers/tribal-memory/tribal/badges/score.svg)](https://glama.ai/mcp/servers/tribal-memory/tribal) 🦀 🏠 - Self-hosted semantic memory for an engineering team's tribal knowledge: the decisions and reasoning behind the code, queryable by the team and its agents. +- [SVerITG/Metis](https://github.com/SVerITG/Metis) [![Metis MCP server](https://glama.ai/mcp/servers/SVerITG/Metis/badges/score.svg)](https://glama.ai/mcp/servers/SVerITG/Metis) 🐍 🏠 🍎 🪟 🐧 - Private local research second brain: project-aware memory, cited answers from your library, linked notes and meetings, daily briefs and a meeting assistant. +- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [![syndicalt/zaxy MCP server](https://glama.ai/mcp/servers/syndicalt/zaxy/badges/score.svg)](https://glama.ai/mcp/servers/syndicalt/zaxy) 🐍 🏠 🍎 🪟 🐧 - Event-sourced agent memory on a hash-chained log with an embedded Kuzu temporal knowledge graph, salience-based forgetting and review-gated consolidation. +- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [![mnemoverse/mcp-memory-server MCP server](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server/badges/score.svg)](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) 📇 ☁️ - Hosted memory that learns and forgets: feedback re-ranks useful memories, recall fades by recency and similar memories consolidate. +- [zcag/tela](https://github.com/zcag/tela) [![zcag/tela MCP server](https://glama.ai/mcp/servers/zcag/tela/badges/score.svg)](https://glama.ai/mcp/servers/zcag/tela) 🏎️ 🏠 ☁️ - Self-hostable Markdown team wiki that agents can search, read and write, plus Atlas, which generates a cited wiki from git repos and Jira. +- [zuneracodes/localkeep](https://github.com/zuneracodes/localkeep) [![zuneracodes/localkeep MCP server](https://glama.ai/mcp/servers/zuneracodes/localkeep/badges/score.svg)](https://glama.ai/mcp/servers/zuneracodes/localkeep) 🐍 🏠 🍎 🪟 🐧 - Local-first chronological memory: write dated, editable memory banks in a local UI, and Claude recalls them on demand via SQLite FTS5. +- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [![VonderVuflya/Yggdrasil MCP server](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil/badges/score.svg)](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI coding agents on SQLite/FTS5, curated and semantically de-duplicated, with data stored as plain rows you own. +- [teflon07/memkeeper](https://github.com/teflon07/memkeeper) [![teflon07/memkeeper MCP server](https://glama.ai/mcp/servers/teflon07/memkeeper/badges/score.svg)](https://glama.ai/mcp/servers/teflon07/memkeeper) 🦀 🏠 🍎 🐧 - Local-first memory for AI agents in one SQLite file: hybrid BM25 and on-device embedding search with reranking, abstaining instead of returning wrong memories. +- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [![yamantaka520/Agent-Memory-OS MCP server](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS/badges/score.svg)](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for AI agent teams: private, team and project access control, associative recall and federated sync with revocation, plus a web console. +- [ohad6k/emulo](https://github.com/ohad6k/emulo) [![ohad6k/emulo MCP server](https://glama.ai/mcp/servers/ohad6k/emulo/badges/score.svg)](https://glama.ai/mcp/servers/ohad6k/emulo) 🐍 🏠 - Loads a personal profile mined from your local Claude Code, Codex and OpenCode logs so agents work the way you do. +- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [![ctxfile/ctxfile MCP server](https://glama.ai/mcp/servers/ctxfile/ctxfile/badges/score.svg)](https://glama.ai/mcp/servers/ctxfile/ctxfile) 📇 🏠 🍎 🪟 🐧 - Snapshots a project's working state (files, git, plan, decisions) into one context object so a session can move between agents. Local and read-only. +- [atakanelik34/Bilinc](https://github.com/atakanelik34/Bilinc) [![atakanelik34/Bilinc MCP server](https://glama.ai/mcp/servers/atakanelik34/Bilinc/badges/score.svg)](https://glama.ai/mcp/servers/atakanelik34/Bilinc) 🐍 ☁️ 🍎 🪟 🐧 - Hosted agent memory with an audit trail: writes carry provenance, contradictions surface as inspectable changes, and bad runs are recovered from snapshots. +- [yaminbkk/NexusMem](https://github.com/yaminbkk/NexusMem) [![yaminbkk/NexusMem MCP server](https://glama.ai/mcp/servers/yaminbkk/NexusMem/badges/score.svg)](https://glama.ai/mcp/servers/yaminbkk/NexusMem) 📇 🏠 🪟 🐧 - Correlates failed shell commands and their exit codes with whatever later fixed them, alongside git diffs and docs, stored locally in SQLite. +- [tenequm/pond](https://github.com/tenequm/pond) [![tenequm/pond MCP server](https://glama.ai/mcp/servers/tenequm/pond/badges/score.svg)](https://glama.ai/mcp/servers/tenequm/pond) 🦀 🏠 🍎 🐧 - Lossless archive and search for AI agent sessions across clients. +- [kaaustubh/project-memory-mcp](https://github.com/kaaustubh/project-memory-mcp) [![kaaustubh/project-memory-mcp MCP server](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp) 📇 🏠 - Persistent memory for coding agents in plain repo files (AGENTS.md, issues.jsonl): captures bugs, fixes, decisions and corrections and recalls them later. +- [drexthealpha/Knos](https://github.com/drexthealpha/Knos) [![drexthealpha/Knos MCP server](https://glama.ai/mcp/servers/drexthealpha/Knos/badges/score.svg)](https://glama.ai/mcp/servers/drexthealpha/Knos) 🐍 🏠 🍎 🪟 🐧 - Local memory shared by all coding agents on a machine, built from sessions, commits, CLAUDE.md/AGENTS.md and ADRs, with claims that lock in-progress work. -- [yuelinghuashu/story-cli](https://github.com/yuelinghuashu/story-cli) [![yuelinghuashu/story-cli MCP server](https://glama.ai/mcp/servers/yuelinghuashu/story-cli/badges/score.svg)](https://glama.ai/mcp/servers/yuelinghuashu/story-cli) 📇 🏠 🍎 🪟 🐧 - Git-native Markdown content management CLI with built-in MCP Server. Search, read, write, and govern story/paper/note repositories; auto-generate READMEs, validate configs, export EPUB, and prepare SFT/embedding training data. 9 tools, token-efficient. `npm i -g @yuelinghuashu/story-cli` -- [ni-c/wikijs-mcp](https://github.com/ni-c/wikijs-mcp) [![ni-c/wikijs-mcp MCP server](https://glama.ai/mcp/servers/ni-c/wikijs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/wikijs-mcp) 📇 🏠 🍎 🪟 🐧 - Search, read and edit a self-hosted [Wiki.js](https://js.wiki) 2.x, plus its assets, comments, users and groups (62 tools). Wiki.js' default search engine indexes only titles and descriptions, so `search_pages` names the active engine and `grep_pages` searches what is actually written in the pages. `update_page` compares against the moment you read a page and refuses to overwrite an edit saved in between; surgical find-and-replace must match exactly once. Read-only mode, a write path scope, and confirmation tokens on everything destructive. `npx -y @ni-c/wikijs-mcp` -- [dfrancislyondflabc-tech/agentic-recall](https://github.com/dfrancislyondflabc-tech/agentic-recall) [![dfrancislyondflabc-tech/agentic-recall MCP server](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall/badges/score.svg)](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall) 📇 🏠 🍎 🪟 🐧 - Long-term memory across sessions over a folder of plain markdown files. Hybrid retrieval (BM25F + dense vectors + phrase proximity) with an explicit absence verdict: when the corpus does not hold the answer it returns no results and names the query terms that appear nowhere, instead of ranking a least-bad match as though it were one. Embedding model runs locally, nothing leaves the machine. MIT. +- [yuelinghuashu/story-cli](https://github.com/yuelinghuashu/story-cli) [![yuelinghuashu/story-cli MCP server](https://glama.ai/mcp/servers/yuelinghuashu/story-cli/badges/score.svg)](https://glama.ai/mcp/servers/yuelinghuashu/story-cli) 📇 🏠 🍎 🪟 🐧 - Git-native Markdown content CLI: search, read, write and govern story, paper and note repos, generate READMEs, export EPUB and prepare training data. +- [ni-c/wikijs-mcp](https://github.com/ni-c/wikijs-mcp) [![ni-c/wikijs-mcp MCP server](https://glama.ai/mcp/servers/ni-c/wikijs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/wikijs-mcp) 📇 🏠 🍎 🪟 🐧 - Search, read and edit a self-hosted Wiki.js 2.x, including assets, comments, users and groups, with full-text grep, overwrite protection and a read-only mode. +- [dfrancislyondflabc-tech/agentic-recall](https://github.com/dfrancislyondflabc-tech/agentic-recall) [![dfrancislyondflabc-tech/agentic-recall MCP server](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall/badges/score.svg)](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall) 📇 🏠 🍎 🪟 🐧 - Long-term memory over a folder of Markdown files: local hybrid retrieval (BM25F, dense vectors, phrase proximity) that reports when an answer is absent. -- [vishalbanwari26/mnemos](https://github.com/vishalbanwari26/mnemos) [![vishalbanwari26/mnemos MCP server](https://glama.ai/mcp/servers/vishalbanwari26/mnemos/badges/score.svg)](https://glama.ai/mcp/servers/vishalbanwari26/mnemos) 🐍 🏠 - Persistent memory with three swappable storage backends (Postgres/pgvector, Qdrant, Neo4j) behind one interface, benchmarked head-to-head for latency, not just claimed interchangeable. Retrieval weighting adapts per user via epsilon-greedy over real outcome feedback instead of a fixed formula. Reflection merges near-duplicate facts and decays/archives stale ones, audit-logged, never hard-deleted. Real before/after MCP eval: +60% answer accuracy with memory vs. without. `git clone` + `uv sync` (not yet on PyPI). -- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [![pjpoulose/PIL MCP server](https://glama.ai/mcp/servers/pjpoulose/PIL/badges/score.svg)](https://glama.ai/mcp/servers/pjpoulose/PIL) 📇 🏠 🐍 🍎 🪟 🐧 - Personal Instagram Library: turns your Instagram saved posts into a private, AI-searchable knowledge base on your own machine. Vision-AI deep reads (summaries, key points, how-tos, links, tags) go into local SQLite, queried live through a read-only stdio MCP server by Cursor, Claude Code, and Claude Desktop — or as a static export for any AI tool. Code is shared, data stays home. -- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [![Mnemosyne-OS/Mnemosyne-Neural-OS MCP server](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS/badges/score.svg)](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) 🎖️ 📇 🏠 🍎 🪟 🐧 - Memory the human governs: vaults separated by domain (code, notes, journal) on your own machine, hybrid retrieval (BM25 fused with vectors by RRF), and a declared vault list, so a vault left out cannot be read by mistake. Also reads what the OTHER coding agents on this machine wrote to disk, and flags when two are live in the same git worktree. Needs the Mnemosyne OS desktop app running. `npx -y @mnemosyne_os/mcp` -- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [![liza-studio/skillmem MCP server](https://glama.ai/mcp/servers/liza-studio/skillmem/badges/score.svg)](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: skills that help get reinforced, unused ones fade on an Ebbinghaus decay curve. $0 write path (SQLite FTS5 + local ONNX embeddings, no LLM calls), bilingual EN/RU hybrid search, SHA256 tamper-evident history, deterministic LongMemEval benchmark in-repo (hit@5 0.871). 8 mem_* tools; deep Claude Code hook integration optional. `pip install skillmem` -- [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [![zensation-ai/zenbrain MCP server](https://glama.ai/mcp/servers/zensation-ai/zenbrain/badges/score.svg)](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer agent memory over MCP. `zenbrain_store` routes what it is given: a general statement becomes a semantic fact, a narrated event an episode, a sequence of instructions a procedure. `zenbrain_recall` searches every layer and tags each result with the layer it came from; `zenbrain_consolidate` runs one sleep-like maintenance pass that promotes repeated episodes into facts and decays stale slots. Local SQLite file, no account and no network call. Apache-2.0, zero-dependency TypeScript core. -- [dat999zx/knowl](https://github.com/dat999zx/knowl) [![dat999zx/knowl MCP server](https://glama.ai/mcp/servers/dat999zx/knowl/badges/score.svg)](https://glama.ai/mcp/servers/dat999zx/knowl) 📇 🏠 🍎 🪟 🐧 - Persistent memory for Claude Code, Cursor and Codex where a replaced fact is retired at write time, so what an agent reads back is the current answer rather than the one that was true in March. Facts are typed and carry provenance and a review trail; nothing is deleted, it stops being current. Local SQLite, queries answered from a local replica and never sent to a server, no API keys. `npx -y @dat999zx/knowl serve` +- [vishalbanwari26/mnemos](https://github.com/vishalbanwari26/mnemos) [![vishalbanwari26/mnemos MCP server](https://glama.ai/mcp/servers/vishalbanwari26/mnemos/badges/score.svg)](https://glama.ai/mcp/servers/vishalbanwari26/mnemos) 🐍 🏠 - Persistent memory with swappable Postgres/pgvector, Qdrant or Neo4j backends, adaptive retrieval weighting, duplicate merging and stale-fact archiving. +- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [![pjpoulose/PIL MCP server](https://glama.ai/mcp/servers/pjpoulose/PIL/badges/score.svg)](https://glama.ai/mcp/servers/pjpoulose/PIL) 📇 🏠 🐍 🍎 🪟 🐧 - Turns your Instagram saved posts into a local, searchable knowledge base, with AI-extracted summaries, key points, how-tos, links and tags in SQLite. +- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [![Mnemosyne-OS/Mnemosyne-Neural-OS MCP server](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS/badges/score.svg)](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-governed memory in local, domain-separated vaults with hybrid retrieval; also reads other coding agents' output. Requires the Mnemosyne OS desktop app. +- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [![liza-studio/skillmem MCP server](https://glama.ai/mcp/servers/liza-studio/skillmem/badges/score.svg)](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history. +- [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [![zensation-ai/zenbrain MCP server](https://glama.ai/mcp/servers/zensation-ai/zenbrain/badges/score.svg)](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer local agent memory that routes input into facts, episodes or procedures, searches all layers and consolidates repeated episodes into facts. +- [dat999zx/knowl](https://github.com/dat999zx/knowl) [![dat999zx/knowl MCP server](https://glama.ai/mcp/servers/dat999zx/knowl/badges/score.svg)](https://glama.ai/mcp/servers/dat999zx/knowl) 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance. ### ⚖️ Legal Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information. -- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [![regintel-mcp MCP server](https://glama.ai/mcp/servers/ad0750/regintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ad0750/regintel-mcp)🐍 ☁️ - MCP server for the RegIntel API: structured regulatory data across 41 jurisdictions and 212 regulations (GDPR, MiCA, DORA, SEC, FINRA, FCA, APRA, ASIC, MAS). Tools for search, lookup, recent updates, and compliance checks. -- [Angelthebestone/Normativa-colombiana-MCP](https://github.com/Angelthebestone/Normativa-colombiana-MCP) [![Angelthebestone/Normativa-colombiana-MCP MCP server](https://glama.ai/mcp/servers/Angelthebestone/Normativa-colombiana-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Angelthebestone/Normativa-colombiana-MCP)📇 🏠 - Colombian law and jurisprudence: Gestor Normativo (laws, decrees, resolutions), Corte Constitucional (49,000+ rulings), SUIN-Juriscol with validity status, Corte Suprema de Justicia, Consejo de Estado, and DIAN Normograma (tax, customs, forex). Install: `npx -y normativa-colombia-mcp`. -- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [![mcp-eu-ai-act MCP server](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act/badges/score.svg)](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance. -- [atomno-mcp/mcp-sudact](https://github.com/atomno-mcp/mcp-sudact) [![atomno-mcp/mcp-sudact MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-sudact/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text. -- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [![atomno-mcp/mcp-fssp MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) 🐍☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks. -- [atomno-mcp/mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki) [![atomno-mcp/mcp-zakupki MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki) 🐍☁️ - Russian public procurement (zakupki.gov.ru) tenders and contract search. -- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [![aydincan/turk-hukuku-mevzuat-mcp MCP server](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from the official source (mevzuat.gov.tr): current article text by law and article number, with verification links. Install: `uvx turk-hukuku-mevzuat-mcp`. -- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations -- [ChangkeunJ/australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp) [![ChangkeunJ/australian-law-mcp MCP server](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp) 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read an act as it stood on any date back to 1901, compare two dates, and verify statute citations against the register before relying on them. No API key, no sign-up. Install: `npx -y australian-law-mcp`. Official MCP Registry: `io.github.ChangkeunJ/australian-law-mcp`. -- [cm2489/oravan](https://github.com/cm2489/oravan) [![cm2489/oravan MCP server](https://glama.ai/mcp/servers/cm2489/oravan/badges/score.svg)](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill decodes (bilingual EN/ES), representative lookup by ZIP with district-office phone numbers, and what’s-moving urgency ranking. Read-only, keyless, no accounts. Remote server at oravan.org/api/mcp/mcp, listed in the MCP registry as org.oravan/mcp. -- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [![conformi-search MCP server](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) 📇 ☁️ - EU legal research with verifiable CELEX citations from the EUR-Lex corpus (DE/EN/FR). Semantic search, knowledge reports and application-date timelines for GDPR, AI Act, NIS2, DORA and more. Remote server at conformi.eu/api/mcp, listed in the MCP registry as eu.conformi/conformi-search. -- [CSOAI-ORG/eu-ai-act-compliance-mcp](https://github.com/CSOAI-ORG/eu-ai-act-compliance-mcp) [![CSOAI-ORG/eu-ai-act-compliance-mcp MCP server](https://glama.ai/mcp/servers/CSOAI-ORG/eu-ai-act-compliance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CSOAI-ORG/eu-ai-act-compliance-mcp) 🐍 🏠 - EU AI Act measurement corpus — 417 frozen provisions (the Act's 113 Articles at provision-level granularity) with risk classification, a 42-point audit, Article 11 documentation drafts, and a penalty calculator. Measurement, not certification. Install: `pip install eu_ai_act_compliance_mcp`. -- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [![djtellado/nexus-legal-mcp MCP server](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers. -- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [![edithatogo/fyi-cli MCP server](https://glama.ai/mcp/servers/edithatogo/fyi-cli/badges/score.svg)](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Multi-jurisdiction Freedom of Information / Official Information request tracker (`fyi-mcp`) for Alaveteli platforms (FYI.org.nz, WhatDoTheyKnow, RightToKnow, and more). Local SQLite storage with tools for requests, authorities, correspondence, offline sync, and health checks. Official MCP Registry: `io.github.edithatogo/fyi-mcp`. -- [forgemeshlabs/gov-transparency-mcp](https://github.com/forgemeshlabs/gov-transparency-mcp) [![forgemeshlabs/gov-transparency-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/gov-transparency-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/gov-transparency-mcp) 📇 ☁️ - Watch the watchers: congressional stock trades, federal contracts, campaign finance, lobbying, and new regulations as nine MCP tools over official US government data, paid per call with x402 USDC on Base — no account or API key. `npx -y @forgemeshlabs/gov-transparency-mcp` -- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [![gavelin-ai/mcp MCP server](https://glama.ai/mcp/servers/gavelin-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp. -- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation. -- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [![Lex-API/lexapi-mcp MCP server](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex — 10 tools for structured search, CELEX/URL document fetch, recent Official Journal publications, inbound/outbound citation graph, and semantic search over case law + legislation. FREE tier available; semantic tools require a paid plan. Install: `npx -y @lexapi/mcp`. -- [librejustice/librejustice](https://github.com/librejustice/librejustice) [![librejustice/librejustice MCP server](https://glama.ai/mcp/servers/librejustice/librejustice/badges/score.svg)](https://glama.ai/mcp/servers/librejustice/librejustice) 🎖️ 🦀 🐍 🏠 ☁️ - French and European case law (Conseil d'État, Cour de cassation, courts of appeal, first-instance courts, Conseil constitutionnel, CNDA, ECHR, CJEU), linked article by article to consolidated legal texts as they stood on any date: codes, statutes, the Journal officiel, EU law and treaties. ~3.8M decisions and ~3.7M articles in one database, refreshed daily, hybrid lexical and semantic search. Hosted endpoint at `https://librejustice.fr/mcp` (OAuth), or run `python3 mcp/lj_mcp.py` with an API key, standard library only. -- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [![lmaniraruta/license-verify-mcp MCP server](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - Verify a US contractor's license, surety bond, and insurance from official state data (WA L&I live, CA CSLB beta). Agent-payable pay-per-success, MCP-native. -- [mambalabsdev/mcp-legal-entity-resolver](https://github.com/mambalabsdev/mcp-legal-entity-resolver) [![mambalabsdev/mcp-legal-entity-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-legal-entity-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-legal-entity-resolver) 📇 ☁️ - Turns a company domain into its registered legal entity: legal name, company number, jurisdiction, status, LEI, and VAT number. -- [meridian-silkdev/meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp) [![meridian-mcp MCP server](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp) 📇 ☁️ 🍎 🪟 🐧 - Toolbox for startups and founders: browse services, create/track service requests, verify payments (Flouci Tunisia / Stripe international), and schedule meetings for company incorporation, visas, and other founder-related business services. Listed in the official MCP Registry as `io.github.meridian-silkdev/meridian-mcp`. Install: `npx -y @meridiantoolkit/mcp`. -- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [![NexusFeed/nexusfeed-mcp MCP server](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL. +- [ad0750/regintel-mcp](https://github.com/ad0750/regintel-mcp) [![regintel-mcp MCP server](https://glama.ai/mcp/servers/ad0750/regintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ad0750/regintel-mcp) 🐍 ☁️ - Structured regulatory data from the RegIntel API (GDPR, MiCA, DORA, SEC, FINRA, FCA and more): search, lookup, recent updates and compliance checks. +- [Angelthebestone/Normativa-colombiana-MCP](https://github.com/Angelthebestone/Normativa-colombiana-MCP) [![Angelthebestone/Normativa-colombiana-MCP MCP server](https://glama.ai/mcp/servers/Angelthebestone/Normativa-colombiana-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Angelthebestone/Normativa-colombiana-MCP) 📇 🏠 - Colombian law and jurisprudence from Gestor Normativo, SUIN-Juriscol, the Constitutional and Supreme Courts, the Council of State and the DIAN Normograma. +- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [![mcp-eu-ai-act MCP server](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act/badges/score.svg)](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases, with risk classification and remediation guidance. +- [atomno-mcp/mcp-sudact](https://github.com/atomno-mcp/mcp-sudact) [![atomno-mcp/mcp-sudact MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-sudact/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-sudact) 🐍 ☁️ - Russian court practice from Sudact: search cases by article, court, instance and date, and read full decision texts. +- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [![atomno-mcp/mcp-fssp MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) 🐍 ☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks. +- [atomno-mcp/mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki) [![atomno-mcp/mcp-zakupki MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki) 🐍 ☁️ - Search Russian public procurement tenders and contracts on zakupki.gov.ru. +- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [![aydincan/turk-hukuku-mevzuat-mcp MCP server](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from mevzuat.gov.tr: current article text by law and article number, with verification links. +- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations. +- [ChangkeunJ/australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp) [![ChangkeunJ/australian-law-mcp MCP server](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp) 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read acts as at any date since 1901, compare dates and verify statute citations. +- [cm2489/oravan](https://github.com/cm2489/oravan) [![cm2489/oravan MCP server](https://glama.ai/mcp/servers/cm2489/oravan/badges/score.svg)](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill summaries in English and Spanish, representative lookup by ZIP code and urgency ranking of moving bills. +- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [![djtellado/nexus-legal-mcp MCP server](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Legal analysis (ISO 31000) for Spanish, Latin American and European law: drafting, audits, case law, tax doctrine and cross-border comparison. +- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [![edithatogo/fyi-cli MCP server](https://glama.ai/mcp/servers/edithatogo/fyi-cli/badges/score.svg)](https://glama.ai/mcp/servers/edithatogo/fyi-cli) 🦀 🏠 🪟 - Freedom of Information request tracker for Alaveteli sites (FYI.org.nz, WhatDoTheyKnow, RightToKnow): requests, authorities, correspondence, offline sync. +- [forgemeshlabs/gov-transparency-mcp](https://github.com/forgemeshlabs/gov-transparency-mcp) [![forgemeshlabs/gov-transparency-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/gov-transparency-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/gov-transparency-mcp) 📇 ☁️ - Congressional stock trades, federal contracts, campaign finance, lobbying and new regulations from US government data, paid per call with x402 USDC on Base. +- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [![gavelin-ai/mcp MCP server](https://glama.ai/mcp/servers/gavelin-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavelin-ai/mcp) 📇 ☁️ - US state legislative data: speaker-attributed hearing transcripts, bills, votes and AI-generated reports. +- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - Access US legislation. +- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [![Lex-API/lexapi-mcp MCP server](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex: structured search, document fetch by CELEX number, recent Official Journal publications, citation graphs and semantic search. +- [librejustice/librejustice](https://github.com/librejustice/librejustice) [![librejustice/librejustice MCP server](https://glama.ai/mcp/servers/librejustice/librejustice/badges/score.svg)](https://glama.ai/mcp/servers/librejustice/librejustice) 🎖️ 🦀 🐍 🏠 ☁️ - French and European case law (Conseil d'État, Cour de cassation, ECHR, CJEU and more) linked to point-in-time consolidated legal texts, with hybrid search. +- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [![lmaniraruta/license-verify-mcp MCP server](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - Verify a US contractor's license, surety bond and insurance from state data (Washington L&I, California CSLB). +- [mambalabsdev/mcp-legal-entity-resolver](https://github.com/mambalabsdev/mcp-legal-entity-resolver) [![mambalabsdev/mcp-legal-entity-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-legal-entity-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-legal-entity-resolver) 📇 ☁️ - Resolves a company domain to its registered legal entity: legal name, company number, jurisdiction, status, LEI and VAT number. +- [meridian-silkdev/meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp) [![meridian-mcp MCP server](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp) 📇 ☁️ 🍎 🪟 🐧 - Startup founder services such as company incorporation and visas: browse services, create and track requests, verify payments and schedule meetings. +- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [![NexusFeed/nexusfeed-mcp MCP server](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US liquor license lookup (CA, TX, NY, FL): search by trade name, owner or license number and verify status, expiration and address against state portals. - [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [![open-agreements/open-agreements MCP server](https://glama.ai/mcp/servers/open-agreements/open-agreements/badges/score.svg)](https://glama.ai/mcp/servers/open-agreements/open-agreements) 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files. -- [Pactlio-ai/pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp) [![Pactlio-ai/pactlio-mcp MCP server](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools for AI agents: statute-cited requirements per contract type × US state/country, non-compete enforceability for all 50 states + DC, intake schemas, async multi-agent contract drafting with free previews, and contract risk analysis. Anonymous remote server at www.pactlio.com/api/mcp, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.pactlio/contracts). -- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [![Patent-PreCheck/patent-precheck-mcp MCP server](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code — USPTO statutory pillar scores (§101 eligibility, §102 novelty, §103 non-obviousness, §112 documentation), filing-readiness, and prior-art signals. No API keys; runs as a CLI or MCP server. Tools: `precheck_score`, `precheck_pillars`, `precheck_start_review`. Install: `npx -y @patentprecheck/mcp`. -- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [![philrox/ris-mcp-ts MCP server](https://glama.ai/mcp/servers/philrox/ris-mcp-ts/badges/score.svg)](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal laws, state laws, court decisions, and legal documents via the RIS (Rechtsinformationssystem) API with 12 specialized tools. -- [PolicyForge/mcp](https://github.com/PolicyForge/mcp) [![PolicyForge/mcp MCP server](https://glama.ai/mcp/servers/PolicyForge/mcp/badges/score.svg)](https://glama.ai/mcp/servers/PolicyForge/mcp) 📇 ☁️ - Generate, audit and maintain legal policies from your codebase — privacy policies, terms of service, cookie policies, EULAs, refund policies and disclaimers, each hosted at a permanent URL. Audits the gap between what the code actually does and what the policy claims, and detects drift when the stack changes. 15 tools. Remote Streamable HTTP at policyforge.co/api/mcp with OAuth, or `npx -y @policyforge/mcp`. Listed in the MCP registry as co.policyforge/mcp. -- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [![ptrinh/finalnotice-mcp MCP server](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand-letter PDFs (formal letter + matching envelope) across 100+ jurisdictions and 33 languages. No auth, no key — tools: `list_jurisdictions`, `preview_demand_letter`, `generate_demand_letter`. Hosted Streamable HTTP at finalnotice.io/mcp. -- [sebastianfoerste/eu-reg-mcp](https://github.com/sebastianfoerste/eu-reg-mcp) [![eu-reg-mcp MCP server](https://glama.ai/mcp/servers/sebastianfoerste/eu-reg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastianfoerste/eu-reg-mcp) 🐍 🏠 - ESMA MiCAR register grounding for agents: entity/LEI search, register summary, and change tracking including removals, with weekly snapshots of the public register. Optional deterministic MiCAR white paper linting (Annex I-III, cited candidate findings) and EU AI Act risk-tier classification with pinpoint citations. Register tools need no API key; findings are review-gated. MIT. -- [SFHAJJI/lex](https://github.com/SFHAJJI/lex) [![SFHAJJI/lex MCP server](https://glama.ai/mcp/servers/SFHAJJI/lex/badges/score.svg)](https://glama.ai/mcp/servers/SFHAJJI/lex) ☁️ - Point-in-time Luxembourg and EU law: what did this article say on this date. Ten read-only tools for search, as-of retrieval, article history, diff, timeline, citations, provenance and coverage over the official Legilux and EUR-Lex texts, with publisher permalinks and content hashes on every answer. Remote server at law.soufien.lu/mcp. -- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [![korean-rnd-regs-mcp MCP server](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) 🐍 🏠 - Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database. -- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [![smythmyke/patent-search-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`. -- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [![Vaquill-AI/canlii-mcp MCP server](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT. -- [ilyautov/sbis-mcp-ru](https://github.com/ilyautov/sbis-mcp-ru) [![ilyautov/sbis-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/sbis-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/sbis-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - SBIS (Saby) API for AI assistants: documents and their workflow stages, electronic signature, certificates, employees and organizations through 45 schema-driven methods with a read/write/destructive safety gate. PyPI (`uvx sbis-mcp-ru`). -- [ilyautov/diadoc-mcp-ru](https://github.com/ilyautov/diadoc-mcp-ru) [![ilyautov/diadoc-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/diadoc-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/diadoc-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - Kontur Diadoc API for AI assistants: legally significant document exchange, signing, counteragents, machine-readable powers of attorney and docflow status through 114 schema-driven methods with a read/write/destructive safety gate. PyPI (`uvx diadoc-mcp-ru`). +- [Pactlio-ai/pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp) [![Pactlio-ai/pactlio-mcp MCP server](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools: statute-cited requirements by contract type and jurisdiction, US non-compete enforceability, contract drafting and risk analysis. +- [Patent-PreCheck/patent-precheck-mcp](https://github.com/Patent-PreCheck/patent-precheck-mcp) [![Patent-PreCheck/patent-precheck-mcp MCP server](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Patent-PreCheck/patent-precheck-mcp) 📇 ☁️ - Patentability pre-check for code: USPTO scores for eligibility, novelty, non-obviousness and documentation, plus filing readiness and prior-art signals. +- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [![philrox/ris-mcp-ts MCP server](https://glama.ai/mcp/servers/philrox/ris-mcp-ts/badges/score.svg)](https://glama.ai/mcp/servers/philrox/ris-mcp-ts) 📇 ☁️ - Access Austrian federal and state laws, court decisions and legal documents via the RIS (Rechtsinformationssystem) API. +- [PolicyForge/mcp](https://github.com/PolicyForge/mcp) [![PolicyForge/mcp MCP server](https://glama.ai/mcp/servers/PolicyForge/mcp/badges/score.svg)](https://glama.ai/mcp/servers/PolicyForge/mcp) 📇 ☁️ - Generate, audit and maintain legal policies (privacy, terms, cookies, EULAs, refunds) from a codebase, flagging gaps and drift between code and policy. +- [ptrinh/finalnotice-mcp](https://github.com/ptrinh/finalnotice-mcp) [![ptrinh/finalnotice-mcp MCP server](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ptrinh/finalnotice-mcp) 📇 ☁️ - Generate localized debt-collection demand letters as PDFs, with matching envelopes, for many jurisdictions and languages. +- [sebastianfoerste/eu-reg-mcp](https://github.com/sebastianfoerste/eu-reg-mcp) [![eu-reg-mcp MCP server](https://glama.ai/mcp/servers/sebastianfoerste/eu-reg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sebastianfoerste/eu-reg-mcp) 🐍 🏠 - ESMA MiCAR register search, summaries and change tracking via weekly snapshots, plus MiCAR white paper linting and EU AI Act risk-tier classification. +- [SFHAJJI/lex](https://github.com/SFHAJJI/lex) [![SFHAJJI/lex MCP server](https://glama.ai/mcp/servers/SFHAJJI/lex/badges/score.svg)](https://glama.ai/mcp/servers/SFHAJJI/lex) ☁️ - Point-in-time Luxembourg and EU law from Legilux and EUR-Lex: read-only search, as-of retrieval, article history, diffs, timelines and citations. +- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [![korean-rnd-regs-mcp MCP server](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) 🐍 🏠 - Search and review South Korea's national R&D regulations, returning current provisions with citations from the national law database. +- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [![smythmyke/patent-search-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) 📇 ☁️ - Patent research and prior-art search: dossiers, USPTO prosecution histories, office action analysis, Boolean queries, citation graphs and CPC lookup. +- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [![Vaquill-AI/canlii-mcp MCP server](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) 📇 ☁️ - Canadian case law and legislation metadata via CanLII. +- [ilyautov/sbis-mcp-ru](https://github.com/ilyautov/sbis-mcp-ru) [![ilyautov/sbis-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/sbis-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/sbis-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - SBIS (Saby) API: documents and workflow stages, electronic signatures, certificates, employees and organizations, with a read/write/destructive safety gate. +- [ilyautov/diadoc-mcp-ru](https://github.com/ilyautov/diadoc-mcp-ru) [![ilyautov/diadoc-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/diadoc-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/diadoc-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - Kontur Diadoc API: legally significant document exchange, signing, counterparties, machine-readable powers of attorney and docflow status, with a safety gate. ### 🗺️ Location Services Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics. -- [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [![HasData/yellowpages-mcp MCP server](https://glama.ai/mcp/servers/HasData/yellowpages-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Remote MCP server for Yellow Pages: local business search by category and location, and full listings with services, brands and payment methods, as JSON. -- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [![HasData/yelp-mcp MCP server](https://glama.ai/mcp/servers/HasData/yelp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Remote MCP server for Yelp: business search by category and location, place details, and the full review feed with sorting and star filters, as JSON. -- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [![qinisolabs/floodwise MCP server](https://glama.ai/mcp/servers/qinisolabs/floodwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - England flood-risk by postcode from official Environment Agency open data (OGL) — long-term risk band, or an honest "not found" outside England. -- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [![APOGEOAPI/apogeoapi-mcp MCP server](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: 250+ countries, 5K+ states, 150K+ cities, IP geolocation, and 161 currency rates in one MCP server. Requires `APOGEOAPI_KEY`. -- [atlasfetch-dev/atlasfetch-mcp](https://github.com/atlasfetch-dev/atlasfetch-mcp) [![atlasfetch-dev/atlasfetch-mcp MCP server](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp) 📇 ☁️ - Reverse geocode coordinates to country, region and municipality with ISO 3166 codes, and match your own GeoJSON geofences. Free demo key, no signup. -- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [![bamwor-mcp-server MCP server](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API. -- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [![baphometnxg/aloha-fyi-mcp MCP server](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - First dedicated Hawaii tourism MCP server. 2,583 bookable tours from Viator, GetYourGuide, Klook, and Groupon, plus 579 events across 70+ venues on Oahu, Maui, Big Island, and Kauai. Results ship with affiliate booking links. Hosted Streamable HTTP endpoint — no install required. Powered by [aloha.fyi](https://aloha.fyi). -- [geovicco-dev/bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp) [![geovicco-dev/bhoonidhi-mcp MCP server](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp) 🐍 ☁️ - Search, save, and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language, over the bhoonidhi-downloader SDK. -- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using IPInfo API -- [chuofringer/placeroot](https://github.com/chuofringer/placeroot) [![chuofringer/placeroot MCP server](https://glama.ai/mcp/servers/chuofringer/placeroot/badges/score.svg)](https://glama.ai/mcp/servers/chuofringer/placeroot) 🐍 🏠 🍎 🪟 🐧 - Ground agents in Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones straight from the public GeoParquet release via DuckDB — token-budgeted answers, no API key, no signup. -- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface -- [cturkieh/france-data-mcp](https://github.com/cturkieh/france-data-mcp) [![cturkieh/france-data-mcp MCP server](https://glama.ai/mcp/servers/cturkieh/france-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cturkieh/france-data-mcp) 📇 ☁️ 🏠 - French territorial intelligence MCP — cross-references public registries (FINESS healthcare facilities, RPPS health professionals, INSEE companies, IGN geocoding) for multi-source agentic reasoning over French open data. -- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions. -- [discava/mcp-server](https://github.com/discava/mcp-server) 📇 ☁️ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [![discava/mcp-server](https://glama.ai/mcp/servers/discava/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/discava/mcp-server) -- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [![Flightmussy/castlemap-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) 📇 ☁️ 🏠 - Query 2,400 castles, fortresses and palaces across 131 countries (coordinates, founding dates, fame ranking, Wikipedia summaries) from the open CC0 Castlemap dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted. -- [Flightmussy/filmmap-mcp](https://github.com/Flightmussy/filmmap-mcp) [![Flightmussy/filmmap-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/filmmap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/filmmap-mcp) 📇 ☁️ 🏠 - Query thousands of real filming locations worldwide and the films, series, games and anime recorded at them: where a title was shot, what was shot at a place, what is nearby, ranked by fame. Films and series are placed by filming location, games and anime by narrative location, and the two are never mixed. Open CC0 dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted. -- [Vortx-AI/emem](https://github.com/Vortx-AI/emem) [![Vortx-AI/emem MCP server](https://glama.ai/mcp/servers/Vortx-AI/emem/badges/score.svg)](https://glama.ai/mcp/servers/Vortx-AI/emem) 🦀 ☁️ - Earth memory MCP server that gives AI agents signed geospatial facts and cite-able receipts for place-based questions. Covers elevation, land cover, surface water, vegetation, and built-up context. Public endpoint at `https://emem.dev/mcp`. -- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [![markpdxt/dronelytics-mcp MCP server](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) 📇 ☁️ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`. -- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [![gaopengbin/cesium-mcp MCP server](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools. -- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [![GeiserX/pumperly-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available. -- [geolens-io/geolens](https://github.com/geolens-io/geolens/tree/main/mcp) [![geolens-io/geolens MCP server](https://glama.ai/mcp/servers/geolens-io/geolens/badges/score.svg)](https://glama.ai/mcp/servers/geolens-io/geolens) 🎖️ 🐍 🏠 - Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps, and sandboxed read-only SQL over PostGIS. -- [geowire/geowire](https://github.com/geowire/geowire) [![geowire/geowire MCP server](https://glama.ai/mcp/servers/geowire/geowire/badges/score.svg)](https://glama.ai/mcp/servers/geowire/geowire) 📇 🏠 🍎 🪟 🐧 - Location intelligence gateway across 10 providers (OpenStreetMap, OSRM, Google, Yelp, Foursquare, US Census, Kakao, Naver, Baidu, your own CSV): place search, geocoding, directions + distance matrices, travel-time isochrones, and commercial-area analysis (category density, ratings, demographics). Multi-provider merge + dedup with per-field provenance, cost budgets, and a policy engine that enforces each provider’s caching/attribution terms. Works with zero API keys. `npx -y @geowirehq/mcp` -- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API. -- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API -- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.) -- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖️ 📇 🏠 - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io -- [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - Get weather information from https://api.open-meteo.com API. -- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data. -- [Knight60/ArcGIS-Pro-MCP](https://github.com/Knight60/ArcGIS-Pro-MCP) [![Knight60/ArcGIS-Pro-MCP MCP server](https://glama.ai/mcp/servers/Knight60/ArcGIS-Pro-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Knight60/ArcGIS-Pro-MCP) #️⃣ 🏠 🪟 - An ArcGIS Pro add-in that speaks MCP from inside Pro's own process, so an assistant drives the project you already have open. 112 tools across layers, attributes, selections, symbology, layouts and rasters, plus every one of Pro's ~2,000 geoprocessing tools by name and arbitrary arcpy. In-process, so a call takes milliseconds rather than seconds. Install is one double-click; no Python required. -- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection. -- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services. -- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations. -- [mapsmith-ai/MapSmith](https://github.com/mapsmith-ai/MapSmith) [![mapsmith-ai/MapSmith MCP server](https://glama.ai/mcp/servers/mapsmith-ai/mapsmith/badges/score.svg)](https://glama.ai/mcp/servers/mapsmith-ai/mapsmith) 🐍 🏠 - Deterministic GIS geoprocessing for AI agents: buffers, overlays, reprojection, zonal statistics, terrain and hydrology, run by GDAL, GeoPandas, DuckDB and WhiteboxTools. Every output lands next to a provenance manifest with input checksums, exact parameters and the CRS decisions behind them. -- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage) -- [muend/arcgis-mcp-bridge](https://github.com/muend/arcgis-mcp-bridge) [![arcgis-mcp-bridge MCP server](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge) 🐍 🏠 🪟 - Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC, with worker-process isolation, PathGuard filesystem boundaries, and 100 geoprocessing tools. -- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details -- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [![cablate/mcp-google-map MCP server](https://glama.ai/mcp/servers/cablate/mcp-google-map/badges/score.svg)](https://glama.ai/mcp/servers/cablate/mcp-google-map) 📇 ☁️ 🏠 - Google Maps MCP server with 8 tools (geocode, search, directions, elevation), stdio + StreamableHTTP transport, Agent Skill definitions, and standalone exec CLI mode. -- [ni-c/osm-mcp](https://github.com/ni-c/osm-mcp) [![ni-c/osm-mcp MCP server](https://glama.ai/mcp/servers/ni-c/osm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/osm-mcp) 📇 ☁️ 🍎 🪟 🐧 - OpenStreetMap for travel planning: geocoding, walking/driving/cycling routes with correct FOSSGIS profiles, travel-time matrices, route optimization, isochrones and POI search. No API key required; client-side rate limiting keeps it inside the public services' usage policies. `npx -y osm-mcp` -- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [![offnadir-delta-mcp MCP server](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) 🎖️ 📇 ☁️ - Live, geolocated world-event intelligence and a Daily World Brief for AI agents — query event signals (coordinates, severity, sources), hotspots, and satellite imagery (Sentinel-1/2 etc), plus an OSINT/GEOINT analyst. Streamable HTTP + OAuth; free tier, token-metered. -- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [![PostalDataPI/postaldatapi-mcp MCP server](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) 🐍 ☁️ - Global postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at $0.000028/query with 1,000 free queries on signup. -- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. -- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world. -- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. -- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time -- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps -- [sthan-io/mcp-server](https://github.com/sthan-io/mcp-server) [![sthan-io/mcp-server MCP server](https://glama.ai/mcp/servers/sthan-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sthan-io/mcp-server) 📇 ☁️ - US address verification, parsing, autocomplete, forward/reverse geocoding, and IP geolocation via sthan.io APIs. 8 tools, free tier available. `npx @sthan/mcp-server` -- [vibecodebeast/swath-mcp](https://github.com/vibecodebeast/swath-mcp) [![vibecodebeast/swath-mcp MCP server](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp) 🎖️ 📇 ☁️ - Radar-verified hail/wind storm detection and affected-property intelligence for the continental US — NOAA MRMS swath detection, per-address storm history, area monitors with webhook + email alerts, emailed reports, and swath maps. Hosted Streamable HTTP endpoint at `https://swathapi.com/mcp` (9 tools, free tier). -- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [![ThinAir Geo MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) 📇 ☁️ - Location & routing intelligence for AI agents — geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth. -- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available). -- [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [![tools-mcp/vessel-traffic-mcp MCP server](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel identity lookup, AIS-style positions, tracks, port calls, carrier schedules, vessel schedules, and delay heuristics with source attribution and BYOK provider support. -- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/) -- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [![geolabel-mcp MCP server](https://glama.ai/mcp/servers/geolabel/geolabel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) 🐍 ☁️ - GPS coordinates to AI-ready location context — returns place name, stable category (gym, supermarket, restaurant…), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client. -- [xyver/daedal-map](https://github.com/xyver/daedal-map) [![DaedalMap MCP server](https://glama.ai/mcp/servers/xyver/daedal-map/badges/score.svg)](https://glama.ai/mcp/servers/xyver/daedal-map) 🐍 ☁️ - Geographic data packs for disasters, FX rates, and global indicators. New geospatial data packs weekly. Free and x402-paid execution lanes via MCP and HTTP API. -- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing -- [930m310n/geomelon-mcp](https://github.com/930m310n/geomelon-mcp) [![930m310n/geomelon-mcp MCP server](https://glama.ai/mcp/servers/930m310n/geomelon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/930m310n/geomelon-mcp) 🎖️ 📇 ☁️ - Cities, countries, regions, and languages with multilingual names (50 languages) and a free keyless autocomplete tool. Also runs a public hosted instance at `https://mcp.geomelon.dev/mcp`, no signup required. -- [ArtBreguez/greeks-mcp](https://github.com/ArtBreguez/greeks-mcp) [![ArtBreguez/greeks-mcp MCP server](https://glama.ai/mcp/servers/ArtBreguez/greeks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ArtBreguez/greeks-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Live options analytics as 12 tools: Greeks (Δ Γ Θ V ρ), GEX/DEX & gamma flip, max pain, unusual flow, a full overview (IV surface, expected move, term structure), plus a screener and GEX heatmap. Derived data only, runs locally over stdio. Install: `uvx greeks-mcp`. +- [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [![HasData/yellowpages-mcp MCP server](https://glama.ai/mcp/servers/HasData/yellowpages-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods. +- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [![HasData/yelp-mcp MCP server](https://glama.ai/mcp/servers/HasData/yelp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters. +- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [![qinisolabs/floodwise MCP server](https://glama.ai/mcp/servers/qinisolabs/floodwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - Long-term flood-risk bands for England by postcode from Environment Agency open data. +- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [![APOGEOAPI/apogeoapi-mcp MCP server](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: countries, states, cities, IP geolocation and currency rates. +- [atlasfetch-dev/atlasfetch-mcp](https://github.com/atlasfetch-dev/atlasfetch-mcp) [![atlasfetch-dev/atlasfetch-mcp MCP server](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp) 📇 ☁️ - Reverse geocode coordinates to country, region and municipality with ISO 3166 codes, and match them against your own GeoJSON geofences. +- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [![bamwor-mcp-server MCP server](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data from the Bamwor API: country statistics and cities with population, coordinates and timezone. +- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [![baphometnxg/aloha-fyi-mcp MCP server](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - Hawaii tourism: bookable tours from Viator, GetYourGuide, Klook and Groupon, plus events at venues on Oahu, Maui, the Big Island and Kauai. +- [geovicco-dev/bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp) [![geovicco-dev/bhoonidhi-mcp MCP server](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp) 🐍 ☁️ - Search, save and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language. +- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using the IPinfo API. +- [chuofringer/placeroot](https://github.com/chuofringer/placeroot) [![chuofringer/placeroot MCP server](https://glama.ai/mcp/servers/chuofringer/placeroot/badges/score.svg)](https://glama.ai/mcp/servers/chuofringer/placeroot) 🐍 🏠 🍎 🪟 🐧 - Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones, queried from the public GeoParquet release via DuckDB. +- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels by name and surface area. +- [cturkieh/france-data-mcp](https://github.com/cturkieh/france-data-mcp) [![cturkieh/france-data-mcp MCP server](https://glama.ai/mcp/servers/cturkieh/france-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cturkieh/france-data-mcp) 📇 ☁️ 🏠 - Cross-references French public registries: FINESS healthcare facilities, RPPS health professionals, INSEE companies and IGN geocoding. +- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Real-time weather forecasts and current conditions for any location via WeatherAPI.com. +- [discava/mcp-server](https://github.com/discava/mcp-server) 📇 ☁️ - Search local businesses worldwide, with confidence scores and agent trust rankings. +- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [![Flightmussy/castlemap-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) 📇 ☁️ 🏠 - Query castles, fortresses and palaces worldwide (coordinates, founding dates, fame, Wikipedia summaries) from the open, Wikidata-based Castlemap dataset. +- [Flightmussy/filmmap-mcp](https://github.com/Flightmussy/filmmap-mcp) [![Flightmussy/filmmap-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/filmmap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/filmmap-mcp) 📇 ☁️ 🏠 - Filming locations of films, series, games and anime: where a title was shot, what was shot at a place and what is nearby, from open Wikidata-based data. +- [Vortx-AI/emem](https://github.com/Vortx-AI/emem) [![Vortx-AI/emem MCP server](https://glama.ai/mcp/servers/Vortx-AI/emem/badges/score.svg)](https://glama.ai/mcp/servers/Vortx-AI/emem) 🦀 ☁️ - Signed geospatial facts with citable receipts for place-based questions: elevation, land cover, surface water, vegetation and built-up areas. +- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [![markpdxt/dronelytics-mcp MCP server](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) 📇 ☁️ - US drone airspace checks and mission planning: FAA airspace restrictions, survey flight plans, Part 107 compliance, pre-flight briefings and KML/GPX export. +- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [![gaopengbin/cesium-mcp MCP server](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - Control a CesiumJS 3D globe: camera flights, GeoJSON and 3D Tiles layers, markers, spatial analysis and heatmaps. +- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [![GeiserX/pumperly-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Pumperly fuel price comparison: query gas station prices, plan fuel-efficient routes and find nearby EV charging stations. +- [geolens-io/geolens](https://github.com/geolens-io/geolens/tree/main/mcp) [![geolens-io/geolens MCP server](https://glama.ai/mcp/servers/geolens-io/geolens/badges/score.svg)](https://glama.ai/mcp/servers/geolens-io/geolens) 🎖️ 🐍 🏠 - Read-only access to a self-hosted GeoLens geospatial catalog: dataset search, schemas, GeoJSON features, saved maps and sandboxed SQL over PostGIS. +- [geowire/geowire](https://github.com/geowire/geowire) [![geowire/geowire MCP server](https://glama.ai/mcp/servers/geowire/geowire/badges/score.svg)](https://glama.ai/mcp/servers/geowire/geowire) 📇 🏠 🍎 🪟 🐧 - Multi-provider location gateway (OpenStreetMap, Google, Yelp, Foursquare, Naver and more): place search, geocoding, directions, isochrones and area analysis. +- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️ - Geolocation, proxy and network information for an IP address via the IP2Location.io API. +- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP address geolocation using the IP Find API. +- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ - IP geolocation via Aiwen: country, region, city, coordinates, ISP and owner of an IP address. +- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖️ 📇 🏠 - Look up IP geolocation and network information, detect proxies and VPNs, and find abuse contacts using IPLocate.io. +- [isdaniel/mcp_weather_server](https://github.com/isdaniel/mcp_weather_server) 🐍 ☁️ - Get weather information from the Open-Meteo API. +- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - OpenStreetMap location-based services and geospatial data. +- [Knight60/ArcGIS-Pro-MCP](https://github.com/Knight60/ArcGIS-Pro-MCP) [![Knight60/ArcGIS-Pro-MCP MCP server](https://glama.ai/mcp/servers/Knight60/ArcGIS-Pro-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Knight60/ArcGIS-Pro-MCP) #️⃣ 🏠 🪟 - ArcGIS Pro add-in that lets an assistant drive the open project: layers, attributes, selections, symbology, layouts, rasters, geoprocessing tools and arcpy. +- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - Nearby place search with IP-based location detection. +- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 - Interact with geospatial data and services through the GeoServer REST API. +- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 - Geospatial operations and transformations using GIS libraries. +- [mapsmith-ai/MapSmith](https://github.com/mapsmith-ai/MapSmith) [![mapsmith-ai/MapSmith MCP server](https://glama.ai/mcp/servers/mapsmith-ai/mapsmith/badges/score.svg)](https://glama.ai/mcp/servers/mapsmith-ai/mapsmith) 🐍 🏠 - Deterministic GIS geoprocessing (buffers, overlays, reprojection, zonal statistics, terrain, hydrology) with a provenance manifest for every output. +- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools: geocoding, routing, elevation, spatial analysis and file I/O for Shapefile, GeoJSON and GeoPackage. +- [muend/arcgis-mcp-bridge](https://github.com/muend/arcgis-mcp-bridge) [![arcgis-mcp-bridge MCP server](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/muend/arcgis-mcp-bridge) 🐍 🏠 🪟 - Local bridge to ArcGIS Pro's ArcPy engine for geoprocessing, with worker-process isolation and filesystem boundaries. +- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [![cablate/mcp-google-map MCP server](https://glama.ai/mcp/servers/cablate/mcp-google-map/badges/score.svg)](https://glama.ai/mcp/servers/cablate/mcp-google-map) 📇 ☁️ 🏠 - Google Maps geocoding, place search, directions and elevation, with a standalone CLI mode. +- [ni-c/osm-mcp](https://github.com/ni-c/osm-mcp) [![ni-c/osm-mcp MCP server](https://glama.ai/mcp/servers/ni-c/osm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/osm-mcp) 📇 ☁️ 🍎 🪟 🐧 - OpenStreetMap travel planning: geocoding, walking, driving and cycling routes, travel-time matrices, route optimization, isochrones and POI search. +- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [![offnadir-delta-mcp MCP server](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) 🎖️ 📇 ☁️ - Live geolocated world-event intelligence and a daily world brief: event signals, hotspots, Sentinel satellite imagery and an OSINT/GEOINT analyst. +- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [![PostalDataPI/postaldatapi-mcp MCP server](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) 🐍 ☁️ - Global postal code lookup, validation and city search, with timezone, administrative region and elevation metadata. +- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution. +- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Detailed seven-day weather forecasts for anywhere in the world. +- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - Real-time weather, forecasts and historical weather data from the OpenWeatherMap API. +- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Get the time in any timezone and the current local time. +- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - Stadia Maps location APIs: geocode addresses and places, find time zones, and create routes and static maps. +- [sthan-io/mcp-server](https://github.com/sthan-io/mcp-server) [![sthan-io/mcp-server MCP server](https://glama.ai/mcp/servers/sthan-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/sthan-io/mcp-server) 📇 ☁️ - US address verification, parsing, autocomplete, forward and reverse geocoding, and IP geolocation via sthan.io APIs. +- [vibecodebeast/swath-mcp](https://github.com/vibecodebeast/swath-mcp) [![vibecodebeast/swath-mcp MCP server](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@vibecodebeast/swath-mcp) 🎖️ 📇 ☁️ - Radar-verified hail and wind storm detection for the continental US: NOAA MRMS swaths, per-address storm history, area alerts, reports and maps. +- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [![ThinAir Geo MCP server](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo/badges/score.svg)](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) 📇 ☁️ - Global location and routing: geocoding, truck routing with hazmat and dimension constraints, traffic, weather, isochrones and place search. +- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Weather forecasts via the AccuWeather API. +- [tools-mcp/vessel-traffic-mcp](https://github.com/tools-mcp/vessel-traffic-mcp) [![tools-mcp/vessel-traffic-mcp MCP server](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tools-mcp/vessel-traffic-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only vessel lookup: AIS-style positions, tracks, port calls, carrier and vessel schedules, and delay heuristics with source attribution. +- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking and logistics management via the TrackMage API. +- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [![geolabel-mcp MCP server](https://glama.ai/mcp/servers/geolabel/geolabel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) 🐍 ☁️ - Turns GPS coordinates into location context: place name, stable category and live opening hours via OpenStreetMap. +- [xyver/daedal-map](https://github.com/xyver/daedal-map) [![DaedalMap MCP server](https://glama.ai/mcp/servers/xyver/daedal-map/badges/score.svg)](https://glama.ai/mcp/servers/xyver/daedal-map) 🐍 ☁️ - Geographic data packs for disasters, FX rates and global indicators, with new packs added weekly. +- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding via Nominatim, ArcGIS and Bing. +- [930m310n/geomelon-mcp](https://github.com/930m310n/geomelon-mcp) [![930m310n/geomelon-mcp MCP server](https://glama.ai/mcp/servers/930m310n/geomelon-mcp/badges/score.svg)](https://glama.ai/mcp/servers/930m310n/geomelon-mcp) 🎖️ 📇 ☁️ - Cities, countries, regions and languages with multilingual names, plus place autocomplete. +- [ArtBreguez/greeks-mcp](https://github.com/ArtBreguez/greeks-mcp) [![ArtBreguez/greeks-mcp MCP server](https://glama.ai/mcp/servers/ArtBreguez/greeks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ArtBreguez/greeks-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Live options analytics: Greeks, GEX/DEX and gamma flip, max pain, unusual flow, IV surface, expected move, term structure, a screener and GEX heatmap. ### 🎯 Marketing Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides. -- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [![A1-x-Tech/mcp-yandex-audience MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API — build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants. Read + write. -- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [![AIOProductOS/studio-mcp MCP server](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Turns your AI host into a product videographer: scripted screen recordings of your own web app with a visible gliding cursor, camera zooms, highlight callouts, captions, and designed scene transitions, plus marketing-grade screenshots; deterministic dark-frame cleanup and MP4/GIF export. Free and fully local. `npx -y @aioproductoscom/mcp-studio` -- [D4umak/linkedin-outreach-mcp](https://github.com/D4umak/linkedin-outreach-mcp) [![D4umak/linkedin-outreach-mcp MCP server](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp/badges/score.svg)](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach agent: finds the right people, writes to them in your voice, follows up and handles replies, for sales prospecting, recruiting, user-interview recruitment and job search. Campaigns stay drafts until you launch them. Install: `uvx heylead`. -- [InstantStudioAI/instantclips-mcp](https://github.com/InstantStudioAI/instantclips-mcp) [![InstantStudioAI/instantclips-mcp MCP server](https://glama.ai/mcp/servers/InstantStudioAI/instantclips-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InstantStudioAI/instantclips-mcp) 📇 ☁️ - InstantClips turns an e-commerce product into short-form vertical video for TikTok, Instagram Reels and Stories. Import a product from its page URL or photos, generate on-brand video ads, and manage brands/products through 10 tools. Remote server at `https://app.instantclips.ai/mcp` (OAuth 2.1). -- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [![acamolese/google-search-console-mcp MCP server](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp/badges/score.svg)](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`. -- [AKzar1el/mcp-gsc](https://github.com/AKzar1el/mcp-gsc) [![AKzar1el/mcp-gsc MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc) 📇 ☁️ - Google Search Console MCP server for Cloudflare Workers with Google OAuth, organic-search analytics, URL inspection, sitemap management, indexing, and SEO insights. -- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [![AKzar1el/mcp-geo MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-geo/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO Tracker for measuring brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Hosted OAuth endpoint: https://geo-mcp.digestseo.com/mcp. -- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow. -- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [![adsagents/adsagent-ai-skills MCP server](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills/badges/score.svg)](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) 📇 ☁️ - AdsAgent tri-channel plugin + hosted Meta/Google/TikTok MCP (OAuth). Meta: `https://adsagent.md/mcp/v2`. Registry: `md.adsagent/meta-mcp`. Docs: https://adsagent.md/docs/mcp-onboarding -- [Agent-Prod/muze-mcp](https://github.com/Agent-Prod/muze-mcp) [![Agent-Prod/muze-mcp MCP server](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp) 🎖️ 🐍 ☁️ - Run your ecommerce ads from Claude & ChatGPT. Meta, Google, Amazon and Shopify: 150+ tools to read performance, inspect campaigns, research competitor ads, and take confirm-gated writes (pause, budgets, launches) that always stage paused. Hosted; connect via OAuth or an API key at https://backend.muzecmo.com/mcp -- [hardeyhemy/revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev) [![hardeyhemy/revnuvo-dev MCP server](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev/badges/score.svg)](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev) 🎖️ ☁️ - Revnuvo Company Intelligence — tells AI agents what changed at a company, with evidence. -- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [![aitit-inc/leadace MCP server](https://glama.ai/mcp/servers/aitit-inc/leadace/badges/score.svg)](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales agent for Claude Code. Per-prospect website research, one email per prospect, sending from the user's own Gmail, reply tracking, and structured rejection feedback published as JSON Schema. Open source, self-hostable backend. -- [alttextai/alttext-mcp](https://github.com/alttextai/alttext-mcp) [![alttextai/alttext-mcp MCP server](https://glama.ai/mcp/servers/alttextai/alttext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alttextai/alttext-mcp) 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library. Local stdio server; requires an API key and account credits for generation and translation. -- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [![atomno-mcp/mcp-erid MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - MCP-проверка маркировки интернет-рекламы (erid/ЕРИР): валидация токена, аудит страницы на соответствие 38-ФЗ. Волна 1, роль «читалки», ответственность не на нас -- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [![AutomateLab-tech/seo-performance-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes. -- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol. -- [alexcloudstar/makers.page-mcp](https://github.com/alexcloudstar/makers.page-mcp) [![alexcloudstar/makers.page-mcp MCP server](https://glama.ai/mcp/servers/alexcloudstar/makers.page-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexcloudstar/makers.page-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP server that drafts channel-native X posts from your coding agent with human approval. Draft → approve → publish via X API v2; drafts and credentials stay on your machine. Part of [makers.page](https://makers.page). `npx -y makers-page-mcp` -- [artgas1/yandex-metrika-mcp](https://github.com/artgas1/yandex-metrika-mcp) [![artgas1/yandex-metrika-mcp MCP server](https://glama.ai/mcp/servers/artgas1/yandex-metrika-mcp/badges/score.svg)](https://glama.ai/mcp/servers/artgas1/yandex-metrika-mcp) 📇 ☁️ - Yandex Metrika (Яндекс Метрика) — complete API coverage: all 108 methods of the Stat, Management and Logs APIs as one tool each, generated from a spec parsed out of Yandex's own documentation, with a drift test that fails when the API changes. Writes disabled by default, tool annotations on every tool, response size ceiling with declared truncation. `npx -y yandex-metrika-mcp-server` -- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [![askads/mcp-vk-ads MCP server](https://glama.ai/mcp/servers/askads/mcp-vk-ads/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-vk-ads) 📇 ☁️ - VK Ads (VK Реклама) API — manage ad plans, ad groups, banners, and pull statistics. Read + write. -- [askads/mcp-yandex-direct](https://github.com/askads/mcp-yandex-direct) [![askads/mcp-yandex-direct MCP server](https://glama.ai/mcp/servers/askads/mcp-yandex-direct/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-yandex-direct) 📇 ☁️ - Yandex Direct (Яндекс Директ) API v5 — manage PPC campaigns, ad groups, ads, keywords, bid modifiers, sitelinks/callouts/vcards, and pull statistics. Read + write, sandbox and agency-account aware. -- [askads/mcp-yandex-metrica](https://github.com/askads/mcp-yandex-metrica) [![askads/mcp-yandex-metrica MCP server](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica) 📇 ☁️ - Yandex Metrica (Яндекс Метрика) web analytics — list counters and goals, and pull traffic/conversion statistics. Read-only. -- [askads/mcp-yandex-wordstat](https://github.com/askads/mcp-yandex-wordstat) [![askads/mcp-yandex-wordstat MCP server](https://glama.ai/mcp/servers/askads/mcp-yandex-wordstat/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-yandex-wordstat) 📇 ☁️ - Yandex Wordstat (Яндекс Вордстат) keyword search-demand — top & related queries, demand dynamics, and regional distribution. Read-only, dual-flavor (Yandex Cloud Search API v2 / api.wordstat.yandex.net). -- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [![wpgoldmine-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) 📇 ☁️ - MCP server to find WordPress and WooCommerce plugin opportunities: large, established plugins weakened by abandonment, low ratings, or poor support that you could realistically replace. Powered by wpgoldmine.io. -- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) 📇 ☁️ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement. -- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [![Brand-System/brandsystem-mcp MCP server](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) 📇 🏠 🍎 🪟 🐧 - Make your brand machine-readable. Extract brand identity (colors, fonts, logo, voice, visual rules) from any website via static CSS + rendered-page extraction, compile into DTCG tokens, brand runtime contracts, and interaction policies. 34 tools across 4 progressive sessions. Subscribable `brand://runtime` and `brand://policy` MCP resources. Content compliance scoring (0-100), pass/fail gate, and HTML/CSS preflight. Brandcode Studio connector for hosted brand sync. -- [BRNDMK/brandomica-mcp-server](https://github.com/BRNDMK/brandomica-mcp-server) [![brandomica-mcp-server MCP server](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/BRNDMK/brandomica-mcp-server) 📇 ☁️ - Brand name verification across domains (with pricing), social handles, trademarks (USPTO), web presence, app stores, and SaaS channels. Safety scoring, linguistic/phonetic screening, and filing readiness. -- [camlowe/mcp-server-reddit-ads](https://github.com/camlowe/mcp-server-reddit-ads) [![camlowe/mcp-server-reddit-ads MCP server](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads/badges/score.svg)](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads) 📇 🏠 - Reddit Ads API v3 with working write operations and tiered write-safety controls (read, safe, spend). Manage campaigns, ad groups, ads, budgets, bids, and targeting, pull performance reports, and mint OAuth credentials with a built-in auth command. -- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [![carlosalvite/foundersignal-mcp MCP server](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more. -- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [![citedy-seo-agent MCP server](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent/badges/score.svg)](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot. -- [Citlyze/citlyze-mcp](https://github.com/citlyze/citlyze-mcp) [![citlyze/citlyze-mcp MCP server](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp) 🎖️ ☁️ - Track how your brand shows up in AI search with [Citlyze](https://www.citlyze.com): visibility scores, tracked prompts, citations, competitor comparison, recommendations, and AI crawler analytics across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Read-only hosted endpoint at `app.citlyze.com/api/mcp`. -- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [![competlab-mcp-server MCP server](https://glama.ai/mcp/servers/competlab/competlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand. -- [conorbronsdon/gsc-mcp](https://github.com/conorbronsdon/gsc-mcp) [![conorbronsdon/gsc-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp) 📇 ☁️ - Google Search Console for agents: search analytics by query, page, country, and device; a striking-distance report for queries ranking just off page one; sitemap listing, submission, and removal; and URL inspection. Read and write tools carry separate MCP annotations. -- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [![Agent SEO Engine MCP server](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent, and opportunity engine for agents. Scores Markdown content and GSC-style opportunities before rewrites or publishing. -- [dhawalshah/tiktok-ads-mcp](https://github.com/dhawalshah/tiktok-ads-mcp) [![dhawalshah/tiktok-ads-mcp MCP server](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp) 🐍 ☁️ - TikTok Ads MCP server with video performance metrics, creative fatigue scoring, industry benchmarks, and Smart+ campaign support. -- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [![elfsight/beamtrace-mcp MCP server](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) 🎖️ ☁️ - AI visibility tracking & website fixes for better AI search presence -- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [![epistemedeus/ai-readiness MCP server](https://glama.ai/mcp/servers/epistemedeus/ai-readiness/badges/score.svg)](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check whether a website is visible to AI search (ChatGPT, Perplexity, Claude, Google AI Overviews). Scores AI-crawler access, JSON-LD structured data, title/meta, Open Graph, sitemap, and llms.txt, with a specific fix for each gap. Dependency-free, no API keys. Install: `npx -y github:epistemedeus/ai-readiness mcp`. -- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [![firmenliste-mcp MCP server](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) 📇 ☁️ - B2B company address data for the DACH region: search 6,400+ industry lists, check availability and field coverage, get binding price quotes. -- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [![forgemeshlabs/seo-authority-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits, and internal-link intelligence, paid per call via x402. `npx -y @forgemeshlabs/seo-authority-mcp` -- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [![forgemeshlabs/x402-ads-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Install one middleware to monetize unused 402 responses. 7 tools for agent demand analytics, recommendations, and discovery over the ForgeMesh x402 Ads network — paid per call in USDC on Base, free for publishers on their own traffic. `npx -y @forgemeshlabs/x402-ads-mcp` -- [GlobalMatchHub/searchlink-lite](https://github.com/GlobalMatchHub/searchlink-lite) [![GlobalMatchHub/searchlink-lite MCP server](https://glama.ai/mcp/servers/GlobalMatchHub/searchlink-lite/badges/score.svg)](https://glama.ai/mcp/servers/GlobalMatchHub/searchlink-lite) 📇 🏠 🍎 🪟 🐧 - Google Search Console in Claude, Cursor or any MCP client. Six read-only tools: site overview with period comparison and biggest drops, any breakdown by query, page, country, device or date, opportunities (high impressions and low CTR, queries at #8-20), URL indexing status and sitemaps. Totals use the date dimension so they match the Search Console UI. Runs locally with a service account or gcloud credentials. `npx -y github:GlobalMatchHub/searchlink-lite` -- [mambalabsdev/mcp-clay-to-instantly-smartlead-push](https://github.com/mambalabsdev/mcp-clay-to-instantly-smartlead-push) [![mambalabsdev/mcp-clay-to-instantly-smartlead-push MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-clay-to-instantly-smartlead-push/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-clay-to-instantly-smartlead-push) 📇 ☁️ - Pushes enriched lead rows into an Instantly or Smartlead campaign with ICP score gating, deduplication, and a zero write dry run. -- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [![mikusnuz/meta-ads-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules. -- [moiosintel/kd-scout](https://github.com/moiosintel/kd-scout) [![moiosintel/kd-scout MCP server](https://glama.ai/mcp/servers/moiosintel/kd-scout/badges/score.svg)](https://glama.ai/mcp/servers/moiosintel/kd-scout) 🐍 🏠 - Zero-dependency MCP server for keyword research arithmetic: difficulty estimation, opportunity scoring, and structured content briefs. Install: `pip install kd-scout`. -- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [![mukul-dutt/mentionsapi-mcp MCP server](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI recommends your brand — mentions, ranks, and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, AI Mode, and Bing Copilot. -- [ni-c/google-search-console-mcp](https://github.com/ni-c/google-search-console-mcp) [![ni-c/google-search-console-mcp MCP server](https://glama.ai/mcp/servers/ni-c/google-search-console-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/google-search-console-mcp) 📇 ☁️ 🍎 🪟 🐧 - Google Search Console across three APIs, so it can create a property and prove ownership instead of only reading one somebody else set up — `setup_site` reports which of the four verification steps is missing and hands over the DNS record to paste. Plus sitemaps, URL inspection and the full Performance report with impression-weighted position. 21 tools, narrowable to a curated five; irreversible calls need a server-issued confirmation token. `npx -y @ni-c/google-search-console-mcp` -- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly. -- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. -- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. -- [vibeads/mcp](https://github.com/vibeads/mcp) [![vibeads/mcp MCP server](https://glama.ai/mcp/servers/vibeads/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vibeads/mcp) 📇 ☁️ - Google Ads for local service businesses — plumbers, HVAC, dentists, roofers. Read tools score the account 0–100 across 6 dimensions, surface wasted spend in search terms, and list active diagnostics from VibeAds' 35+ optimization rules. Write tools (Pro/Max) draft a whole campaign (keywords, ad copy, ad groups), apply it, and execute one approved optimization at a time; anything that spends real money returns a link a human must approve in the browser, so the API key alone can never publish. One VibeAds API key, no OAuth: `npx -y @vibeads/mcp` -- [grovs-io/mcp](https://github.com/grovs-io/mcp) [![grovs-io/mcp MCP server](https://glama.ai/mcp/servers/grovs-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings. -- [growsurf/growsurf-mcp](https://github.com/growsurf/growsurf-mcp) [![GrowSurf MCP Server](https://glama.ai/mcp/servers/growsurf/growsurf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/growsurf/growsurf-mcp) 🎖️ 📇 ☁️ - Build and manage GrowSurf referral and affiliate programs through AI assistants. Connect via OAuth at https://mcp.growsurf.com or run `npx -y @growsurfteam/growsurf-mcp`. -- [hermoso-ai/hermoso](https://github.com/hermoso-ai/hermoso) [![hermoso-ai/hermoso MCP server](https://glama.ai/mcp/servers/hermoso-ai/hermoso/badges/score.svg)](https://glama.ai/mcp/servers/hermoso-ai/hermoso) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI ad studio for agents: generate finished video, image, and UGC avatar ads for any brand (script, voiceover, music, brand end card), and research competitor ads across the Meta, Google, and LinkedIn ad libraries plus TikTok/Instagram/YouTube organic. 52 tools. Install: `npx -y hermoso mcp`, or connect to the hosted endpoint at `app.hermoso.ai/mcp`. Free signup grant, no card. -- [juan-sibbo/gam-seller-mcp-node](https://github.com/juan-sibbo/gam-seller-mcp-node) [![juan-sibbo/gam-seller-mcp-node MCP server](https://glama.ai/mcp/servers/@juan-sibbo/gam-seller-mcp-node/badges/score.svg)](https://glama.ai/mcp/servers/@juan-sibbo/gam-seller-mcp-node) 📇 🏠 - Governed, GDPR-first sell-side MCP server: exposes Google Ad Manager inventory to buyer AI agents with read-only product discovery, firm pricing, and a revocable commitment primitive — no ad-server writes, no sensitive data, every decision audited. `npx gam-seller-mcp-node`. -- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [![sarefe12-sudo/visibilityradar-mcp MCP server](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - Analyze how AI models (Claude, GPT-4o, Gemini, Perplexity, Grok, DeepSeek) see your brand. Returns AI Visibility Score, per-model breakdowns, sentiment analysis, competitor comparison, and top recommendations. Results saved to dashboard automatically. `npx visibilityradar-mcp` -- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [![mailchimp-mcp MCP server](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations. -- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [![dkships/substack-publisher-mcp MCP server](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications. -- [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [![drjerryrelth/ghl-command-feedback MCP server](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback/badges/score.svg)](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) 📇 🏠 🍎 🪟 🐧 - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server). -- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [![Davison-Francis/min8t-sdks MCP server](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) 📇 ☁️ - `@deliveriq/mcp` — email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`. -- [Linkly-HQ/linkly-mcp-server](https://github.com/Linkly-HQ/linkly-mcp-server) [![Linkly-HQ/linkly-mcp-server MCP server](https://glama.ai/mcp/servers/Linkly-HQ/linkly-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Linkly-HQ/linkly-mcp-server) 🎖️ 📇 ☁️ - Official [Linkly](https://linklyhq.com) URL shortener server: create branded short links, read click analytics by country/platform/referrer, manage custom domains and click webhooks. Hosted at mcp.linklyhq.com with OAuth (no API keys); listed in the Claude connector directory. -- [logly/mureo](https://github.com/logly/mureo) [![logly/mureo MCP server](https://glama.ai/mcp/servers/logly/mureo/badges/score.svg)](https://glama.ai/mcp/servers/logly/mureo) 🐍 ☁️ 🏠 - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md — not metric-chasing. Defense-in-depth security, local-first. Apache 2.0. -- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts. -- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [![live-direct-marketing/ldm-inbox-check-mcp MCP server](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp/badges/score.svg)](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) 📇 ☁️ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`. -- [LLM-Pulse/llmpulse-mcp](https://github.com/LLM-Pulse/llmpulse-mcp) [![LLM-Pulse/llmpulse-mcp MCP server](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp) 🎖️ ☁️ - Hosted MCP server for LLM Pulse AI visibility analytics, including brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console, and AI traffic via a Streamable HTTP endpoint. -- [localseodata/mcp-server](https://github.com/localseodata/mcp-server) [![localseodata/mcp-server MCP server](https://glama.ai/mcp/servers/localseodata/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/localseodata/mcp-server) 📇 ☁️ - 42 local SEO tools for AI assistants. SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans, AI visibility scoring, and competitive analysis. Install: `npx @localseodata/mcp-server` or connect to the hosted endpoint at `mcp.localseodata.com`. -- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [![mcp-mailboxvalidator MCP server](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator/badges/score.svg)](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) 📇 ☁️ - Validates email addresses to reduce email bounces during marketing campaigns. -- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [![marykovziridze/screaming-frog-mcp MCP server](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) 🐍 🏠 - Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill. -- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations. -- [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [![pucilpet/crawlgraph-mcp MCP server](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) 📇 ☁️ - Backlink intelligence and competitor gap analysis on the public Common Crawl webgraph (4.4B edges, 120M domains) via [CrawlGraph](https://crawlgraph.com). 4 tools: backlink lookups, gap analysis, and a composite outreach-targets finder (domains linking to all your competitors but not you, de-noised and ranked by authority). Install: `npx -y crawlgraph-mcp`. -- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [![Nolas-Shadow/agent1st-ads-mcp MCP server](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) 📇 ☁️ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget, and ad. Requires license from [agent1st.io/ads](https://agent1st.io/ads/). -- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support. -- [maxaeo/maxaeo-ai-visibility-mcp](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [![maxaeo/maxaeo-ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, Codex, Cursor, and other agents. Checks AI crawler access, robots, sitemap, canonical, metadata, noindex, and JSON-LD; returns local-only and technical foundation scores, top issues, and action plans. Install: `npx -y maxaeo-ai-visibility-mcp`. -- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [![MendleM/Pipepost MCP server](https://glama.ai/mcp/servers/MendleM/pipepost/badges/score.svg)](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow — all as local stdio, no cloud relay. -- [meser10/meser10-mcp](https://github.com/meser10/meser10-mcp) [![meser10/meser10-mcp MCP server](https://glama.ai/mcp/servers/meser10/meser10-mcp/badges/score.svg)](https://glama.ai/mcp/servers/meser10/meser10-mcp) 🎖️ 📇 ☁️ - Official MCP server for Meser 10, an Israeli email and SMS marketing platform. All 61 tools are generated from the live API contract at start-up rather than hand-written, so coverage cannot drift when the platform ships an operation. Four permission tiers starting read-only (tools above the chosen tier are absent from `tools/list`, not merely refused), credentials are injected server-side and never appear in a tool schema, and a per-send recipient cap blocks an over-broad send. Listed in the official MCP registry as `io.github.meser10/meser10-mcp`. `npx -y @meser10/mcp-server` -- [meyusufdemirci/app-store-operator](https://github.com/meyusufdemirci/app-store-operator) [![meyusufdemirci/app-store-operator MCP server](https://glama.ai/mcp/servers/meyusufdemirci/app-store-operator/badges/score.svg)](https://glama.ai/mcp/servers/meyusufdemirci/app-store-operator) 📇 🏠 🍎 🪟 🐧 - App Store competitive research for indie iOS developers. Ranked keyword search, competitor download/revenue/rating estimates, and iOS In-App Event copy in 14 locales with App Store Connect character limits enforced. Results cached locally for 24 hours; no API key required (competitor estimates use a one-time free SensorTower sign-in). Install: `npx -y app-store-operator`. -- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation. -- [optifeed/optifeed-radar](https://github.com/optifeed/optifeed-radar) [![optifeed/optifeed-radar MCP server](https://glama.ai/mcp/servers/optifeed/optifeed-radar/badges/score.svg)](https://glama.ai/mcp/servers/optifeed/optifeed-radar) 📇 🏠 - Asks ChatGPT, Claude, Gemini and Perplexity real buyer questions and scores whether a brand or its products are actually recommended (AI visibility, GEO/AEO). Brand and product checks, competitor share of voice, cited sources; runs locally with your own API keys. -- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [![opusforge/gorilla-mcp MCP server](https://glama.ai/mcp/servers/opusforge/gorilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) 📇 ☁️ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app). -- [PageRankCafe/mcp-server](https://github.com/PageRankCafe/mcp-server) [![PageRankCafe/mcp-server MCP server](https://glama.ai/mcp/servers/PageRankCafe/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PageRankCafe/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Create and post link, banner, YouTube, and press-release ads on PageRankCafe, read placement performance, and query platform insights. -- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [![PascaleBeier/hitkeep MCP server](https://glama.ai/mcp/servers/PascaleBeier/hitkeep/badges/score.svg)](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - Privacy-first web analytics with a read-only MCP server for aggregate traffic, events, goals, funnels, ecommerce, Search Console, and AI visibility reporting. -- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [![pghdma/callrail-mcp MCP server](https://glama.ai/mcp/servers/pghdma/callrail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`. -- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [![pickelfintech/sentisift-sdks MCP server](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card. -- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably. -- [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [![qr-maker-io/mcp-server MCP server](https://glama.ai/mcp/servers/qr-maker-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages. Install: `npx @qr-maker/mcp-server --api-key=YOUR_KEY`. -- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [![rooquiz/rooquiz-mcp MCP server](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Build and run assessments on [RooQuiz](https://rooquiz.com) — knowledge quizzes, scored quizzes, and outcome ("which X are you") quizzes with AI-assisted authoring and mirrored translations — then work the funnel: leads captured from results pages (tag, assign, comment), respondents, submissions, bookings, and conversion stats. Hosted Streamable HTTP endpoint at `https://payload.rooquiz.com/api/mcp`, OAuth 2.1 with dynamic client registration, no API key. -- [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [![krissanders/ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider, etc), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. 0-100 score with explainable deductions; parallel competitor compare. SSRF-guarded, per-call and daily LLM spend caps. MIT, 24 tests, stdio + HTTP. -- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [![ai-visibility MCP server](https://glama.ai/mcp/servers/sharozdawa/ai-visibility/badges/score.svg)](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts. -- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [![search-atlas-mcp-server MCP server](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM - brand visibility monitoring via 16 specialized tools. -- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [![SEOcrawl/seocrawl-mcp MCP server](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini & Perplexity, site audit and SEO task management — all from chat. -- [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [![integrallis/rankcli-mcp-server MCP server](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) 📇 🏠 ☁️ - Free SEO + GEO (AI search) analysis, 13 tools: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking, and AI crawler access (GPTBot, ClaudeBot, PerplexityBot). No signup, no API key — run locally via `npx @rankcli/mcp-server` or use the free hosted endpoint at `mcp.rankcli.dev/mcp/free`. -- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [![mcp-seo MCP server](https://glama.ai/mcp/servers/sparrow84001/mcp-seo/badges/score.svg)](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) 📇 🏠 ☁️ 🍎 🪟 🐧 - Comprehensive SEO, AEO (Google AI Overviews, Perplexity), GEO, Local SEO, and CRO growth auditor with framework-aware surgical code fixes, multi-page sitemap crawling, HTTP security headers inspection (HSTS, CSP), and universal WebMCP multi-language support. -- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. -- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor. - - [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [![Synter-Media-AI/mcp-server MCP server](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Cross-platform ad management MCP server with full read and write capabilities across Google, Meta, LinkedIn, Microsoft, Reddit, and TikTok. Create campaigns, adjust budgets, generate creatives, and pull performance data through natural language. -- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [![Sweeppea-Development-Lab/sweeppea-mcp-info MCP server](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info/badges/score.svg)](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) 📇 ☁️ - Sweepstakes management platform with 70 MCP tools for legally compliant promotions in the US and Canada. Manage participants, official rules, winner drawings, entry pages, billing, and more. Requires a [Sweeppea](https://www.sweeppea.com/) subscription. -- [trysonar/mcp](https://github.com/trysonar/mcp) [![trysonar/mcp MCP server](https://glama.ai/mcp/servers/trysonar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/trysonar/mcp) 📇 ☁️ - App Store Optimization for AI agents — keyword research with difficulty and popularity scores, daily rank tracking, review mining, competitor gap analysis, and revenue estimation across the iOS App Store and Google Play. 32 tools. `npx @sonarapp/mcp` -- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks. -- [TopicForge/topicforge-mcp](https://github.com/TopicForge/topicforge-mcp) [![TopicForge/topicforge-mcp MCP server](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp) 📇 ☁️ - Programmatic SEO batch jobs for agents: `run_batch`, `get_batch_status`, `export_markdown`, plus topic cluster, FAQ schema, and meta description tools. Pay per article, no subscription. Install: `npx -y @topicforge/mcp`. -- [tracetify/tracetify-mcp](https://github.com/tracetify/tracetify-mcp) [![tracetify/tracetify-mcp MCP server](https://glama.ai/mcp/servers/tracetify/tracetify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracetify/tracetify-mcp) 🎖️ 📇 ☁️ - Trace how any product actually grew: growth history rebuilt from 12 public sources with dated, linked evidence. Also reads your own Google Search Console, runs site audits, and serves a hand-verified dofollow directory list. Reading existing growth reports is free. `npx -y tracetify-mcp` or hosted Streamable HTTP at https://tracetify.com/api/mcp -- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [![whdrnr2583-cmd/token-meter MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) 📇 🏠 🍎 🪟 🐧 - Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost, per-MCP/per-tool breakdown, hourly distribution, and session drill-down — your data never leaves your machine. -- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [![salesforce-marketing-mcp MCP server](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API. -- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [![andrealufino/aapl-ads-mcp MCP server](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) 📇 - -- [smythmyke/markitup-mcp-server](https://github.com/smythmyke/markitup-mcp-server) [![smythmyke/markitup-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server) 📇 ☁️ - AI image annotation and marketing-visual generator powered by [MarkItUp](https://markitup.app). Five tools: generate polished marketing visuals from a screenshot (Claude writes copy → Gemini renders across 50+ templates including glassmorphic, bold marketing, documentation, and app store), regen, AI outpaint, and HD background removal. Install: `npx -y markitup-mcp-server`. -- [AppVisionOS/apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp) [![AppVisionOS/apple-search-ads-mcp MCP server](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp) 📇 ☁️ - Apple Ads (formerly Apple Search Ads) Campaign Management API v5 with **1:1 endpoint coverage** — 74 typed tools across campaigns, ad groups, ads, creatives, custom product pages, targeting + negative keywords, performance reports, async impression-share reports, budget orders, ACLs, app/geo discovery, and rejection-reason audits. Multi-org support via per-call override. Install: `npm i -g apple-search-ads-mcp`. -- [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [![OrbiAds/Orbiads-GAM-MCP MCP server](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP/badges/score.svg)](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) 🐍 ☁️ - Hosted Google Ad Manager MCP server for Claude, ChatGPT, Gemini, and Codex. 200+ tools across campaign management, line items, creatives (image/video/HTML5/native), interactive reporting, inventory exploration, and ad-ops compliance audits. OAuth on-behalf-of-user, GAM API v202602. Free trial at [orbiads.com](https://orbiads.com) — 5 credits, no credit card. -- [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [![Natden444/pickanagency-mcp MCP server](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) 📇 ☁️ - Search 47,000+ marketing agencies and get AI-matched with fitted agencies (Get Matched engine), from [Pick an Agency](https://www.pickanagency.com). -- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [![atomno-mcp/mcp-seo-audit MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audit powered by the detail.web engine. `audit_site(url)` returns a 0-100 health score, issues across 8 categories, and a GEO (Generative Engine Optimization) sub-score for visibility in AI search (ChatGPT, Perplexity, Google AI Overviews). Plus validators for robots.txt, sitemap.xml, JSON-LD, and meta tags. Install: `pipx install atomno-mcp-seo-audit`. -- [antohins/seo-tools-mcp](https://github.com/antohins/seo-tools-mcp) [![antohins/seo-tools-mcp MCP server](https://glama.ai/mcp/servers/antohins/seo-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antohins/seo-tools-mcp) 📇 🏠 - Five read-only SEO servers for the Google/Yandex (RU/CIS) market: SERP (XMLStock), Yandex Wordstat, Google Search Console (Search Analytics + URL Inspection), Yandex.Webmaster, and Yandex.Metrica. ~38 tools, multi-account, OAuth with auto-refresh. Install: `npx -y seo-tools-mcp-`. -- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [![AutomateLab-tech/ai-seo-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) 📇 ☁️ 🏠 - AI-SEO / AEO / GEO audit MCP for any public URL. Scores schema.org coverage, robots.txt and llms.txt health, canonical and OpenGraph setup, and AI-citation likelihood; suggests rewrites tuned for Answer Engine and Generative Engine surfaces. No vendor keys, no crawls of private data. Install: `npx -y @automatelab/ai-seo-mcp`. -- [vruum-gtm/mcp](https://github.com/vruum-gtm/mcp) [![vruum-gtm/mcp MCP server](https://glama.ai/mcp/servers/vruum-gtm/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vruum-gtm/mcp) 🎖️ 📇 ☁️ - AI revenue platform. Operate outbound, deals, pipeline, and CRM automation from your agent: people, deals, outreach, engagement, and research tools over one MCP. Remote server at `https://api.vruum.ai/mcp` (OAuth 2.1, or `Authorization: Bearer vk_live_…`); `npx -y @vruum/mcp` runs the stdio bridge for clients without remote support. -- [zaialamm/citable-mcp](https://github.com/zaialamm/citable-mcp) [![zaialamm/citable-mcp MCP server](https://glama.ai/mcp/servers/zaialamm/citable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zaialamm/citable-mcp) 🎖️ 📇 ☁️ - SEO and AI-visibility checks an agent pays for per call, with no account: keyword research, on-page audits, AI-citation checks across ChatGPT, Claude, Gemini and Perplexity, plus rank, SERP, domain and backlink data. 17 endpoints at $0.005–0.30 each, settled in USDC on Solana over [x402](https://x402.org); a failed call is never charged. Install: `npx -y citable-mcp`. -- [rampify-dev/rampify-mcp](https://github.com/rampify-dev/rampify-mcp) [![rampify-dev/rampify-mcp MCP server](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp) 📇 ☁️ - The SEO MCP server that acts on your data, not just reads it: crawl your site, find where you're invisible in AI answers, generate the meta/schema/content fix as a spec, and ship it as a PR from Claude Code or Cursor. Built-in DataForSEO keyword data and Google Search Console. -- [prepublish/prepublish-mcp](https://github.com/prepublish/prepublish-mcp) [![prepublish/prepublish-mcp MCP server](https://glama.ai/mcp/servers/prepublish/prepublish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prepublish/prepublish-mcp) 🎖️ 📇 ☁️ - Audits a YouTube script before it is recorded, rather than fetching the transcript of a video that is already published. Hook, structure and pacing scores, the passages most likely to lose attention, an inauthentic-content check, a YouTube policy pre-flight citing YouTube's own pages, and words to runtime from speaking rates measured across 349 videos. Remote, anonymous, no API key: `https://mcp.prepublish.ai`, or `npx -y prepublish-mcp`. +- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [![A1-x-Tech/mcp-yandex-audience MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API: build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants. +- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [![AIOProductOS/studio-mcp MCP server](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export. +- [D4umak/linkedin-outreach-mcp](https://github.com/D4umak/linkedin-outreach-mcp) [![D4umak/linkedin-outreach-mcp MCP server](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp/badges/score.svg)](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach for prospecting, recruiting and job search: find people, message them in your voice, follow up and handle replies. +- [InstantStudioAI/instantclips-mcp](https://github.com/InstantStudioAI/instantclips-mcp) [![InstantStudioAI/instantclips-mcp MCP server](https://glama.ai/mcp/servers/InstantStudioAI/instantclips-mcp/badges/score.svg)](https://glama.ai/mcp/servers/InstantStudioAI/instantclips-mcp) 📇 ☁️ - Turn e-commerce products into short vertical video ads for TikTok, Instagram Reels and Stories with InstantClips, and manage brands and products. +- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [![acamolese/google-search-console-mcp MCP server](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp/badges/score.svg)](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console: query performance data, inspect URLs, check indexing and generate HTML SEO audit reports with a 30/60/90-day roadmap. +- [AKzar1el/mcp-gsc](https://github.com/AKzar1el/mcp-gsc) [![AKzar1el/mcp-gsc MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc) 📇 ☁️ - Google Search Console on Cloudflare Workers: organic search analytics, URL inspection, sitemap management, indexing and SEO insights. +- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [![AKzar1el/mcp-geo MCP server](https://glama.ai/mcp/servers/AKzar1el/mcp-geo/badges/score.svg)](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO tracker: measure brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews. +- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives. +- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [![adsagents/adsagent-ai-skills MCP server](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills/badges/score.svg)](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) 📇 ☁️ - AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads. +- [hardeyhemy/revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev) [![hardeyhemy/revnuvo-dev MCP server](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev/badges/score.svg)](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev) 🎖️ ☁️ - Revnuvo company intelligence: what changed at a company, with evidence. +- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [![aitit-inc/leadace MCP server](https://glama.ai/mcp/servers/aitit-inc/leadace/badges/score.svg)](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback. +- [alttextai/alttext-mcp](https://github.com/alttextai/alttext-mcp) [![alttextai/alttext-mcp MCP server](https://glama.ai/mcp/servers/alttextai/alttext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alttextai/alttext-mcp) 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library. +- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [![atomno-mcp/mcp-erid MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - Checks Russian online ad labeling (erid/ERIR): validates erid tokens and audits pages for compliance with advertising law 38-FZ. +- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [![AutomateLab-tech/seo-performance-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - Post-publish SEO performance: combines Search Console, Matomo, GA4, Clarity and AI-citation signals per URL into a verdict for each post, with reason codes. +- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - LinkedHelper automation CLI: campaign management, messaging and profile queries via the Chrome DevTools Protocol. +- [artgas1/yandex-metrika-mcp](https://github.com/artgas1/yandex-metrika-mcp) [![artgas1/yandex-metrika-mcp MCP server](https://glama.ai/mcp/servers/artgas1/yandex-metrika-mcp/badges/score.svg)](https://glama.ai/mcp/servers/artgas1/yandex-metrika-mcp) 📇 ☁️ - Yandex Metrika Stat, Management and Logs APIs, one tool per method, generated from Yandex's documentation. Writes are disabled by default. +- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [![askads/mcp-vk-ads MCP server](https://glama.ai/mcp/servers/askads/mcp-vk-ads/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-vk-ads) 📇 ☁️ - VK Ads API: manage ad plans, ad groups and banners, and pull statistics. +- [askads/mcp-yandex-direct](https://github.com/askads/mcp-yandex-direct) [![askads/mcp-yandex-direct MCP server](https://glama.ai/mcp/servers/askads/mcp-yandex-direct/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-yandex-direct) 📇 ☁️ - Yandex Direct API: manage PPC campaigns, ad groups, ads, keywords, bid modifiers, sitelinks, callouts and vCards, and pull statistics. +- [askads/mcp-yandex-metrica](https://github.com/askads/mcp-yandex-metrica) [![askads/mcp-yandex-metrica MCP server](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica) 📇 ☁️ - Read-only Yandex Metrica web analytics: list counters and goals, and pull traffic and conversion statistics. +- [askads/mcp-yandex-wordstat](https://github.com/askads/mcp-yandex-wordstat) [![askads/mcp-yandex-wordstat MCP server](https://glama.ai/mcp/servers/askads/mcp-yandex-wordstat/badges/score.svg)](https://glama.ai/mcp/servers/askads/mcp-yandex-wordstat) 📇 ☁️ - Read-only Yandex Wordstat keyword demand data: top and related queries, demand dynamics and regional distribution. +- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [![wpgoldmine-mcp MCP server](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) 📇 ☁️ - Find WordPress and WooCommerce plugin opportunities: established plugins weakened by abandonment, low ratings or poor support, via wpgoldmine.io. +- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [![Brand-System/brandsystem-mcp MCP server](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) 📇 🏠 🍎 🪟 🐧 - Extract brand identity (colors, fonts, logo, voice, visual rules) from websites into DTCG tokens and brand policies, and score content for compliance. +- [camlowe/mcp-server-reddit-ads](https://github.com/camlowe/mcp-server-reddit-ads) [![camlowe/mcp-server-reddit-ads MCP server](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads/badges/score.svg)](https://glama.ai/mcp/servers/camlowe/mcp-server-reddit-ads) 📇 🏠 - Reddit Ads API: manage campaigns, ad groups, ads, budgets, bids and targeting, and pull performance reports, with tiered write-safety controls. +- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [![carlosalvite/foundersignal-mcp MCP server](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - SaaS idea research: revenue data, growth signals and pain points aggregated from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more. +- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [![citedy-seo-agent MCP server](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent/badges/score.svg)](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Marketing toolkit: scout X and Reddit trends, analyze competitors, find content gaps, and generate multilingual SEO articles, social posts and avatar videos. +- [Citlyze/citlyze-mcp](https://github.com/citlyze/citlyze-mcp) [![citlyze/citlyze-mcp MCP server](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp) 🎖️ ☁️ - Track brand visibility in AI search with Citlyze: scores, tracked prompts, citations, competitor comparison, recommendations and AI crawler analytics. +- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [![competlab-mcp-server MCP server](https://glama.ai/mcp/servers/competlab/competlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence: monitor competitors' prices, content, positioning and tech stacks, and track how AI assistants rank your brand. +- [conorbronsdon/gsc-mcp](https://github.com/conorbronsdon/gsc-mcp) [![conorbronsdon/gsc-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp) 📇 ☁️ - Google Search Console: search analytics by query, page, country and device, striking-distance reports, sitemap management and URL inspection. +- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [![Agent SEO Engine MCP server](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent and opportunity scoring for Markdown content and GSC-style opportunities before rewriting or publishing. +- [dhawalshah/tiktok-ads-mcp](https://github.com/dhawalshah/tiktok-ads-mcp) [![dhawalshah/tiktok-ads-mcp MCP server](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp) 🐍 ☁️ - TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support. +- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [![elfsight/beamtrace-mcp MCP server](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) 🎖️ ☁️ - Track AI search visibility and get website fixes to improve it. +- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [![epistemedeus/ai-readiness MCP server](https://glama.ai/mcp/servers/epistemedeus/ai-readiness/badges/score.svg)](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check a website's visibility to AI search: scores AI crawler access, JSON-LD, title and meta tags, Open Graph, sitemap and llms.txt, with a fix for each gap. +- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [![firmenliste-mcp MCP server](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) 📇 ☁️ - B2B company address data for the DACH region: search industry lists, check availability and field coverage, and get binding price quotes. +- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [![forgemeshlabs/seo-authority-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits and internal-link analysis, paid per call via x402. +- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [![forgemeshlabs/x402-ads-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Agent demand analytics, recommendations and discovery on the ForgeMesh x402 Ads network, which monetizes unused 402 responses, paid per call in USDC on Base. +- [mambalabsdev/mcp-clay-to-instantly-smartlead-push](https://github.com/mambalabsdev/mcp-clay-to-instantly-smartlead-push) [![mambalabsdev/mcp-clay-to-instantly-smartlead-push MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-clay-to-instantly-smartlead-push/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-clay-to-instantly-smartlead-push) 📇 ☁️ - Push enriched lead rows into Instantly or Smartlead campaigns with ICP score gating, deduplication and a dry-run mode. +- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [![mikusnuz/meta-ads-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - Meta Marketing API: manage Facebook and Instagram ad campaigns, audiences, creatives, insights, catalogs and automated rules. +- [moiosintel/kd-scout](https://github.com/moiosintel/kd-scout) [![moiosintel/kd-scout MCP server](https://glama.ai/mcp/servers/moiosintel/kd-scout/badges/score.svg)](https://glama.ai/mcp/servers/moiosintel/kd-scout) 🐍 🏠 - Keyword research calculations: difficulty estimation, opportunity scoring and structured content briefs. +- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [![mukul-dutt/mentionsapi-mcp MCP server](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI assistants recommend your brand: mentions, ranks and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Copilot. +- [ni-c/google-search-console-mcp](https://github.com/ni-c/google-search-console-mcp) [![ni-c/google-search-console-mcp MCP server](https://glama.ai/mcp/servers/ni-c/google-search-console-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/google-search-console-mcp) 📇 ☁️ 🍎 🪟 🐧 - Google Search Console: create and verify properties, manage sitemaps, inspect URLs and pull the Performance report, with confirmation for irreversible calls. +- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - Content generation, repurposing and publishing with BlogBurst: write blogs, adapt content for social platforms, find trending topics and publish directly. +- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - Access Facebook Ads data and management features. +- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - Access Google Ads data and management features. +- [vibeads/mcp](https://github.com/vibeads/mcp) [![vibeads/mcp MCP server](https://glama.ai/mcp/servers/vibeads/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vibeads/mcp) 📇 ☁️ - Google Ads for local service businesses: account scoring, wasted-spend detection, campaign drafting and optimization, with human approval before spending. +- [grovs-io/mcp](https://github.com/grovs-io/mcp) [![grovs-io/mcp MCP server](https://glama.ai/mcp/servers/grovs-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Mobile app deep linking, attribution, analytics and campaign management with Grovs: create links, track installs and revenue, and configure app settings. +- [growsurf/growsurf-mcp](https://github.com/growsurf/growsurf-mcp) [![GrowSurf MCP Server](https://glama.ai/mcp/servers/growsurf/growsurf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/growsurf/growsurf-mcp) 🎖️ 📇 ☁️ - Build and manage GrowSurf referral and affiliate programs. +- [hermoso-ai/hermoso](https://github.com/hermoso-ai/hermoso) [![hermoso-ai/hermoso MCP server](https://glama.ai/mcp/servers/hermoso-ai/hermoso/badges/score.svg)](https://glama.ai/mcp/servers/hermoso-ai/hermoso) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Ad studio: generate video, image and UGC avatar ads with script, voiceover and music, and research competitor ads in Meta, Google and LinkedIn ad libraries. +- [juan-sibbo/gam-seller-mcp-node](https://github.com/juan-sibbo/gam-seller-mcp-node) [![juan-sibbo/gam-seller-mcp-node MCP server](https://glama.ai/mcp/servers/@juan-sibbo/gam-seller-mcp-node/badges/score.svg)](https://glama.ai/mcp/servers/@juan-sibbo/gam-seller-mcp-node) 📇 🏠 - Exposes Google Ad Manager inventory to buyer agents: read-only product discovery, firm prices and revocable commitments, with every decision audited. +- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [![mailchimp-mcp MCP server](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API: manage campaigns, audiences, reports, automations, landing pages, e-commerce data and batch operations. +- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [![dkships/substack-publisher-mcp MCP server](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to Substack posts, engagement stats, subscriber counts and subscriber lookup via the Publisher API, across multiple publications. +- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [![Davison-Francis/min8t-sdks MCP server](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) 📇 ☁️ - Email deliverability: single and batch verification, email finder, DNSBL checks, SPF/DKIM/DMARC/BIMI analysis, spam-trap scoring and domain trust reports. +- [Linkly-HQ/linkly-mcp-server](https://github.com/Linkly-HQ/linkly-mcp-server) [![Linkly-HQ/linkly-mcp-server MCP server](https://glama.ai/mcp/servers/Linkly-HQ/linkly-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Linkly-HQ/linkly-mcp-server) 🎖️ 📇 ☁️ - Linkly URL shortener: create branded short links, read click analytics by country, platform and referrer, and manage custom domains and click webhooks. +- [logly/mureo](https://github.com/logly/mureo) [![logly/mureo MCP server](https://glama.ai/mcp/servers/logly/mureo/badges/score.svg)](https://glama.ai/mcp/servers/logly/mureo) 🐍 ☁️ 🏠 - Local-first framework for operating Google Ads, Meta Ads and Search Console, grounded in a local STRATEGY.md file. +- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence with Apollo.io: search prospects, enrich contacts with emails and phone numbers, and discover companies by industry and size. +- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [![live-direct-marketing/ldm-inbox-check-mcp MCP server](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp/badges/score.svg)](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) 📇 ☁️ - Inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex: seed addresses, per-provider placement, SPF/DKIM/DMARC verdicts and screenshots. +- [LLM-Pulse/llmpulse-mcp](https://github.com/LLM-Pulse/llmpulse-mcp) [![LLM-Pulse/llmpulse-mcp MCP server](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/LLM-Pulse/llmpulse-mcp) 🎖️ ☁️ - LLM Pulse AI visibility analytics: brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, Search Console and AI traffic. +- [localseodata/mcp-server](https://github.com/localseodata/mcp-server) [![localseodata/mcp-server MCP server](https://glama.ai/mcp/servers/localseodata/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/localseodata/mcp-server) 📇 ☁️ - Local SEO: SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans and competitive analysis. +- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [![mcp-mailboxvalidator MCP server](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator/badges/score.svg)](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) 📇 ☁️ - Validates email addresses to reduce bounces in marketing campaigns. +- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [![marykovziridze/screaming-frog-mcp MCP server](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) 🐍 🏠 - Run Screaming Frog SEO Spider headless crawls, export data and perform technical SEO audits. +- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Interact with Amazon Advertising: analyze campaign metrics and configurations. +- [pucilpet/crawlgraph-mcp](https://github.com/pucilpet/crawlgraph-mcp) [![pucilpet/crawlgraph-mcp MCP server](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pucilpet/crawlgraph-mcp) 📇 ☁️ - Backlink lookups, competitor gap analysis and outreach-target discovery over the public Common Crawl webgraph via CrawlGraph. +- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [![Nolas-Shadow/agent1st-ads-mcp MCP server](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) 📇 ☁️ - Meta (Facebook, Instagram) and TikTok ad campaign management: create a complete campaign with targeting, creative, budget and ad in one call. +- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives and advertisers, with bulk upload support. +- [maxaeo/maxaeo-ai-visibility-mcp](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [![maxaeo/maxaeo-ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local AI visibility, GEO/AEO and llms.txt audits: AI crawler access, robots, sitemap, canonical, metadata, noindex and JSON-LD, with scores and action plans. +- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [![MendleM/Pipepost MCP server](https://glama.ai/mcp/servers/MendleM/pipepost/badges/score.svg)](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Draft SEO-scored articles, cross-post to Dev.to, Ghost, Hashnode, WordPress and Medium, create social posts, add Unsplash covers and submit URLs to IndexNow. +- [meser10/meser10-mcp](https://github.com/meser10/meser10-mcp) [![meser10/meser10-mcp MCP server](https://glama.ai/mcp/servers/meser10/meser10-mcp/badges/score.svg)](https://glama.ai/mcp/servers/meser10/meser10-mcp) 🎖️ 📇 ☁️ - Meser 10, the Israeli email and SMS marketing platform: tools generated from its live API, permission tiers starting read-only and a per-send recipient cap. +- [meyusufdemirci/app-store-operator](https://github.com/meyusufdemirci/app-store-operator) [![meyusufdemirci/app-store-operator MCP server](https://glama.ai/mcp/servers/meyusufdemirci/app-store-operator/badges/score.svg)](https://glama.ai/mcp/servers/meyusufdemirci/app-store-operator) 📇 🏠 🍎 🪟 🐧 - App Store research for iOS developers: ranked keyword search, competitor download, revenue and rating estimates, and localized In-App Event copy. +- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Marketing tools from Open Strategy Partners: writing style, editing codes and product marketing value map creation. +- [optifeed/optifeed-radar](https://github.com/optifeed/optifeed-radar) [![optifeed/optifeed-radar MCP server](https://glama.ai/mcp/servers/optifeed/optifeed-radar/badges/score.svg)](https://glama.ai/mcp/servers/optifeed/optifeed-radar) 📇 🏠 - Asks ChatGPT, Claude, Gemini and Perplexity buyer questions and scores whether a brand or its products get recommended, with share of voice and sources. +- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [![opusforge/gorilla-mcp MCP server](https://glama.ai/mcp/servers/opusforge/gorilla-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) 📇 ☁️ - Lead discovery for SaaS founders: finds Reddit, X, YouTube and TikTok posts describing a problem you solve, ranks them by buying intent and drafts outreach. +- [PageRankCafe/mcp-server](https://github.com/PageRankCafe/mcp-server) [![PageRankCafe/mcp-server MCP server](https://glama.ai/mcp/servers/PageRankCafe/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/PageRankCafe/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Create and post link, banner, YouTube and press-release ads on PageRankCafe, read placement performance and query platform insights. +- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [![PascaleBeier/hitkeep MCP server](https://glama.ai/mcp/servers/PascaleBeier/hitkeep/badges/score.svg)](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - Privacy-focused web analytics with read-only reporting on traffic, events, goals, funnels, ecommerce, Search Console and AI visibility. +- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [![pghdma/callrail-mcp MCP server](https://glama.ai/mcp/servers/pghdma/callrail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail API: call tracking, form submissions, transcripts, tag, tracker, company and user management, plus agency tools such as per-client cost attribution. +- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [![pickelfintech/sentisift-sdks MCP server](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation. +- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns. +- [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [![qr-maker-io/mcp-server MCP server](https://glama.ai/mcp/servers/qr-maker-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages. +- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [![rooquiz/rooquiz-mcp MCP server](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Build and run RooQuiz knowledge, scored and outcome quizzes, then manage captured leads, respondents, submissions, bookings and conversion stats. +- [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [![krissanders/ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees a website: per-bot robots.txt verdicts for AI crawlers, schema, sitemap, llms.txt, SPA detection and cross-model brand mentions. +- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [![ai-visibility MCP server](https://glama.ai/mcp/servers/sharozdawa/ai-visibility/badges/score.svg)](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude and Gemini: visibility scores, sentiment analysis, competitor detection and trend charts. +- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [![search-atlas-mcp-server MCP server](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server) 📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building and LLM brand visibility monitoring. +- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [![SEOcrawl/seocrawl-mcp MCP server](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management. +- [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [![integrallis/rankcli-mcp-server MCP server](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) 📇 🏠 ☁️ - SEO and GEO (AI search) analysis: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking and AI crawler access. +- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [![mcp-seo MCP server](https://glama.ai/mcp/servers/sparrow84001/mcp-seo/badges/score.svg)](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection. +- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ - Interface to the Google Tag Manager API. +- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ - Interact with the Stape platform via the Stape API. +- [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [![Synter-Media-AI/mcp-server MCP server](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Ad management across Google, Meta, LinkedIn, Microsoft, Reddit and TikTok: create campaigns, adjust budgets, generate creatives and pull performance data. +- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [![Sweeppea-Development-Lab/sweeppea-mcp-info MCP server](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info/badges/score.svg)](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) 📇 ☁️ - Manage Sweeppea sweepstakes for legally compliant promotions in the US and Canada: participants, rules, winner drawings, entry pages and billing. +- [trysonar/mcp](https://github.com/trysonar/mcp) [![trysonar/mcp MCP server](https://glama.ai/mcp/servers/trysonar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/trysonar/mcp) 📇 ☁️ - App Store Optimization for iOS and Google Play: keyword difficulty and popularity, daily rank tracking, review mining, competitor gaps and revenue estimates. +- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification and enrichment, plus author and LinkedIn profile lookup, phone validation and technology stack detection. +- [TopicForge/topicforge-mcp](https://github.com/TopicForge/topicforge-mcp) [![TopicForge/topicforge-mcp MCP server](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TopicForge/topicforge-mcp) 📇 ☁️ - Programmatic SEO batch jobs: run article batches, track status and export Markdown, plus topic cluster, FAQ schema and meta description tools. +- [tracetify/tracetify-mcp](https://github.com/tracetify/tracetify-mcp) [![tracetify/tracetify-mcp MCP server](https://glama.ai/mcp/servers/tracetify/tracetify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracetify/tracetify-mcp) 🎖️ 📇 ☁️ - Trace how a product grew from public sources with dated, linked evidence, plus Search Console data, site audits and a dofollow directory list. +- [whdrnr2583-cmd/token-meter](https://github.com/whdrnr2583-cmd/token-meter) [![whdrnr2583-cmd/token-meter MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/token-meter) 📇 🏠 🍎 🪟 🐧 - Local dashboard for Claude Code and Codex token usage: cost, per-MCP and per-tool breakdown, hourly distribution and session drill-down. +- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [![andrealufino/aapl-ads-mcp MCP server](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) 📇 - Read-only, self-hosted access to the Apple Search Ads API. +- [smythmyke/markitup-mcp-server](https://github.com/smythmyke/markitup-mcp-server) [![smythmyke/markitup-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/markitup-mcp-server) 📇 ☁️ - MarkItUp image annotation and marketing visuals: generate visuals from screenshots with templates, regenerate, outpaint and remove backgrounds. +- [AppVisionOS/apple-search-ads-mcp](https://github.com/AppVisionOS/apple-search-ads-mcp) [![AppVisionOS/apple-search-ads-mcp MCP server](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AppVisionOS/apple-search-ads-mcp) 📇 ☁️ - Apple Ads (formerly Apple Search Ads) Campaign Management API: campaigns, ad groups, ads, creatives, keywords, reports, budget orders and multi-org support. +- [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [![OrbiAds/Orbiads-GAM-MCP MCP server](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP/badges/score.svg)](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) 🐍 ☁️ - Google Ad Manager campaign management, line items, creatives, reporting, inventory exploration and ad-ops compliance audits. +- [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [![Natden444/pickanagency-mcp MCP server](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) 📇 ☁️ - Search marketing agencies and get matched with suitable ones via Pick an Agency. +- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [![atomno-mcp/mcp-seo-audit MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audits: health score, categorized issues and an AI search visibility score, plus robots.txt, sitemap, JSON-LD and meta tag validators. +- [antohins/seo-tools-mcp](https://github.com/antohins/seo-tools-mcp) [![antohins/seo-tools-mcp MCP server](https://glama.ai/mcp/servers/antohins/seo-tools-mcp/badges/score.svg)](https://glama.ai/mcp/servers/antohins/seo-tools-mcp) 📇 🏠 - Read-only SEO servers for the Google and Yandex (RU/CIS) market: XMLStock SERP, Yandex Wordstat, Google Search Console, Yandex.Webmaster and Yandex.Metrica. +- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [![AutomateLab-tech/ai-seo-mcp MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) 📇 ☁️ 🏠 - AEO and GEO audits for public URLs: schema.org, robots.txt, llms.txt, canonical and OpenGraph checks, AI-citation likelihood and suggested rewrites. +- [vruum-gtm/mcp](https://github.com/vruum-gtm/mcp) [![vruum-gtm/mcp MCP server](https://glama.ai/mcp/servers/vruum-gtm/mcp/badges/score.svg)](https://glama.ai/mcp/servers/vruum-gtm/mcp) 🎖️ 📇 ☁️ - Revenue platform for outbound, deals, pipeline and CRM automation, with people, outreach, engagement and research tools. +- [zaialamm/citable-mcp](https://github.com/zaialamm/citable-mcp) [![zaialamm/citable-mcp MCP server](https://glama.ai/mcp/servers/zaialamm/citable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zaialamm/citable-mcp) 🎖️ 📇 ☁️ - Pay-per-call SEO and AI visibility checks via x402 on Solana: keyword research, on-page audits, AI-citation checks, and rank, SERP, domain and backlink data. +- [rampify-dev/rampify-mcp](https://github.com/rampify-dev/rampify-mcp) [![rampify-dev/rampify-mcp MCP server](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp) 📇 ☁️ - Crawl your site, find gaps in AI answers, generate meta, schema and content fixes and ship them as PRs, with DataForSEO keyword and Search Console data. +- [prepublish/prepublish-mcp](https://github.com/prepublish/prepublish-mcp) [![prepublish/prepublish-mcp MCP server](https://glama.ai/mcp/servers/prepublish/prepublish-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prepublish/prepublish-mcp) 🎖️ 📇 ☁️ - Audit YouTube scripts before recording: hook, structure and pacing scores, drop-off passages, policy and inauthentic-content checks, and runtime estimates. ### 📊 Monitoring Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. -- [adanb13/cirdan](https://github.com/adanb13/cirdan) [![adanb13/cirdan MCP server](https://glama.ai/mcp/servers/adanb13/cirdan/badges/score.svg)](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents. -- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [![agentkitai/agentlens MCP server](https://glama.ai/mcp/servers/agentkitai/agentlens/badges/score.svg)](https://glama.ai/mcp/servers/agentkitai/agentlens) 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident observability for AI agents: a SHA-256 hash-chained audit log with chain verification and signed export (EU AI Act Art. 12). Instrument any agent with zero code via `npx -y @agentlensai/mcp`; also ingests OpenTelemetry GenAI traces. -- [AIops-tools/Endpoint-AIops](https://github.com/AIops-tools/Endpoint-AIops) [![AIops-tools/Endpoint-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops) 🐍 🏠 - Governed managed-endpoint fleet operations (thin-client/VDI) — login-storm and patch/config-drift analysis, inventory, and guardrailed remediation (13 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback. -- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [![alilxxey/openobserve-community-mcp MCP server](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license. -- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform. -- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [![antonio-mello-ai/mcp-redis-monitor MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`. -- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [![argosvix/mcp-server MCP server](https://glama.ai/mcp/servers/argosvix/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/argosvix/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: `npx -y @argosvix/mcp-server`. -- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [![arnavranjan005/mcp-telemetry MCP server](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry/badges/score.svg)](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of `mcp-telemetry-sdk`, and `telemetry_subscribe` streams its live progress (steps, logs, cost, done) to any connected MCP client via `notifications/progress` — no polling, and a job started in one session can be watched from a completely different one. -- [arsentev-ai/contextburn](https://github.com/arsentev-ai/contextburn) [![arsentev-ai/contextburn MCP server](https://glama.ai/mcp/servers/arsentev-ai/contextburn/badges/score.svg)](https://glama.ai/mcp/servers/arsentev-ai/contextburn) 🐍 🏠 🍎 🐧 - Run efficiency for Claude Code sessions: the share of paid tokens that became model output versus re-reading context already sent, by tokens and cost-weighted. Reads local transcripts, makes no network calls. -- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. -- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [![alimuratkuslu/byok-observability-mcp MCP server](https://glama.ai/mcp/servers/alimuratkuslu/byok-observability-mcp/badges/score.svg)](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model. -- [bartekrutkowski/watchgoose-mcp](https://github.com/bartekrutkowski/watchgoose-mcp) [![bartekrutkowski/watchgoose-mcp MCP server](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp) 🎖️ 📇 ☁️ - Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose.com. Read-only by default, check changes require explicit consent. -- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [![bmdhodl/agent47 MCP server](https://glama.ai/mcp/servers/bmdhodl/agent47/badges/score.svg)](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health. -- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [![clamp-sh/mcp MCP server](https://glama.ai/mcp/servers/clamp-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/clamp-sh/mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts. -- [cloudsealed/cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp) [![cloudsealed/cloudsealed-mcp MCP server](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp) 🐍 🏠 - Two deterministic, rule-based analysis engines for agents: cloud billing cost anomaly detection (rolling-median + MAD, resistant to the masking effect) and auditable architecture risk scoring (single point of failure, coupling, scalability gap) with a rule-by-rule breakdown for every score. `uvx cloudsealed-mcp` -- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [![dragogargo/mcp-sysmon MCP server](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon/badges/score.svg)](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring — CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI. -- [dynatrace-oss/dynatrace-mcp](https://github.com/dynatrace-oss/dynatrace-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics. -- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines. -- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks. -- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [![enmanuelmag/heimdall-mcp](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or MySQL. Exports OpenTelemetry (OTLP) spans to Jaeger, Tempo, or Grafana. Supports stdio, HTTP, and SSE transports. `npx @cardor/heimdall-mcp` -- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [![esp4ce/infra-mcp MCP server](https://glama.ai/mcp/servers/esp4ce/infra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only MCP server for on-prem Linux VMs and PostgreSQL over SSH. Check service health (systemd/journald), retrieve bounded logs, inspect DB state, and explore table schemas — without terminal access. Allowlist-gated, append-only audit log. `pip install infra-mcp`. -- [FailEcho/failecho](https://github.com/FailEcho/failecho) [![FailEcho/failecho MCP server](https://glama.ai/mcp/servers/FailEcho/failecho/badges/score.svg)](https://glama.ai/mcp/servers/FailEcho/failecho) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence. Before an agent retries a failed tool call, `check_tool_failure` reports whether other agents are hitting the same failure right now and which recovery actually worked, with a Wilson-score confidence. Privacy-by-schema: no prompts, keys, or payloads stored. Hosted remote server at `https://failecho.com/mcp`, or self-host. -- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with website change monitoring — schedule recurring checks on tracked pages and get notified with diffs when content changes. Also on-demand scrape, crawl, search, and extract. -- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring -- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [![GeiserX/duplicacy-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available. -- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [![GeiserX/genieacs-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server that bridges any GenieACS (TR-069 ACS) instance, exposing device data, firmware management, and CPE actions (reboot, parameter refresh, firmware download) over JSON-RPC. Docker image available. -- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [![unofficial-forti-monitor-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more. -- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [![webmin-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more. -- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance -- [GT-dinuo/server-ops-mcp](https://github.com/GT-dinuo/server-ops-mcp) [![GT-dinuo/server-ops-mcp MCP server](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp) 📇 🏠 🍎 🪟 🐧 - Server ops via AI: log troubleshooting, CPU/memory/disk monitoring, code edit, Nginx & certificate management. Local or SSH-remote with two-step confirmation, command whitelist, and secret redaction. Install: `npx -y server-ops-mcp`. -- [HostTracker/mcp](https://github.com/HostTracker/mcp) [![HostTracker/mcp MCP server](https://glama.ai/mcp/servers/HostTracker/mcp/badges/score.svg)](https://glama.ai/mcp/servers/HostTracker/mcp) 🎖️ #️⃣ ☁️ - Website uptime monitoring from 300+ global locations. Run instant HTTP, ping, port, DNS, WHOIS, blacklist, Web Risk and page-speed checks, and manage monitors, contacts, webhooks, incidents, maintenance windows and status pages. Remote streamable-HTTP server at `https://mcp.host-tracker.com/mcp`, bearer token. -- [hugoles/langfuse-mcp](https://github.com/hugoles/langfuse-mcp) [![hugoles/langfuse-mcp MCP server](https://glama.ai/mcp/servers/hugoles/langfuse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hugoles/langfuse-mcp) 📇 ☁️ 🏠 - TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with version/label), datasets, dataset items, dataset runs, metrics, models, projects, comments, media, and health. Distributed as `npx -y langfuse-mcp` with provenance-signed releases. -- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities -- [iris-eval/mcp-server](https://github.com/iris-eval/mcp-server) [![iris-eval/mcp-server MCP server](https://glama.ai/mcp/servers/iris-eval/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iris-eval/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection. -- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop. -- [ingero-io/ingero](https://github.com/ingero-io/ingero) [![ingero-io/ingero MCP server](https://glama.ai/mcp/servers/ingero-io/ingero/badges/score.svg)](https://glama.ai/mcp/servers/ingero-io/ingero) 🏎️ 🏠 🐧 - eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency. -- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF. -- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping -- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [![jabbawocky/statuscraft MCP server](https://glama.ai/mcp/servers/jabbawocky/statuscraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - MCP server that checks the live status of 3831 software services in real time. Ask your AI agent "is GitHub down?" or "what's wrong with Sentry?" — and get a live answer pulled directly from official status pages, including full incident detail when something is broken. `npx -y github:jabbawocky/statuscraft` -- [jaimenbell/vllm-ops-mcp](https://github.com/jaimenbell/vllm-ops-mcp) [![jaimenbell/vllm-ops-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/vllm-ops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/vllm-ops-mcp) 🐍 🏠 - Read-only ops and health server for a local vLLM instance: liveness versus real-completion health tiers, GPU and VRAM status, service status, and live serve-flag introspection. `pip install vllm-ops-mcp` -- [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [![Jwrede/llmprobe MCP server](https://glama.ai/mcp/servers/Jwrede/llmprobe/badges/score.svg)](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export. -- [kascada/logmcp](https://github.com/kascada/logmcp) [![kascada/logmcp MCP server](https://glama.ai/mcp/servers/kascada/logmcp/badges/score.svg)](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - Read-only log access for AI assistants over HTTPS. Whitelist log files on your Linux server; AI can search and read them without shell access. Token-authenticated, syslog-audited. -- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster -- [tp322d/lastping-app](https://github.com/tp322d/lastping-app) [![tp322d/lastping-app MCP server](https://glama.ai/mcp/servers/tp322d/lastping-app/badges/score.svg)](https://glama.ai/mcp/servers/tp322d/lastping-app) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Dead man's switch for AI agents, cron jobs and CI/CD pipelines. An agent creates its own monitor, asks for its ping commands and reports its runs in one conversation; LastPing alerts when a run goes silent, stalls, fails or loops, and `list_open_incidents` hands back what broke with the recurrence count, failing step and exit code. 36 tools. Hosted at `https://mcp.lastping.dev/mcp` (via `mcp-remote`), or `go install github.com/tp322d/lastping-app/cmd/lastping-mcp@latest`. Free for individuals. -- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [![mcp-tautulli MCP server](https://glama.ai/mcp/servers/lodordev/mcp-tautulli/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) 🐍 🏠 - Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns. -- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [![langfuse-mcp-java MCP server](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java/badges/score.svg)](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) ☕ ☁️ - Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse) -- [magna-nz/tallybook](https://github.com/magna-nz/tallybook) [![magna-nz/tallybook MCP server](https://glama.ai/mcp/servers/magna-nz/tallybook/badges/score.svg)](https://glama.ai/mcp/servers/magna-nz/tallybook) 🏎️ 🏠 🍎 🪟 🐧 - Prices every Claude Code and Codex session already on disk and lets the agent ask what it's spending mid-session: cost by session, sub-agent and model, week-on-week comparison, and plain-English findings with applyable patches. No proxy, no API key, nothing leaves the machine. Install: `brew install --cask magna-nz/tap/tallybook`. -- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [![mikusnuz/umami-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/umami-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Full-coverage MCP server for Umami Analytics API v2 — 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring. -- [perceptdot/percept](https://github.com/perceptdot/percept) [![perceptdot/percept MCP server](https://glama.ai/mcp/servers/perceptdot/percept/badges/score.svg)](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4, Vercel, GitHub, and Sentry with ROI tracking. `npx -y @perceptdot/core` -- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [![ShekharBhardwaj/AgenticLedger MCP server](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger/badges/score.svg)](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Agents query their own ledger: sessions, costs, loop runs, and stuck-loop flags captured by the Agentic Ledger transparent-proxy flight recorder (local-first, MIT). Install: `pip install agentic-ledger`. -- [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [![seancrecord/scvd-general-store-repo MCP server](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo/badges/score.svg)](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 🏠 🍎 🪟 🐧 - Agent tool spend tracker. Local JSONL storage, consent-gated, nothing leaves the file. Free MCP server. `npx scvd-tab` -- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [![llmkit-mcp-server MCP server](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management. -- [syk8015/claudeusage](https://github.com/syk8015/claudeusage) [![syk8015/claudeusage MCP server](https://glama.ai/mcp/servers/syk8015/claudeusage/badges/score.svg)](https://glama.ai/mcp/servers/syk8015/claudeusage) 🐍 🏠 🍎 - Measures whether a Claude subscription is paying off, from the logs Claude Code already writes on disk: how much of the code Claude wrote is still in your files, what actually drives the rate limit, and how much of that limit plain chat ate. Single Python file, no dependencies, nothing leaves the machine. -- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro -- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [![metrx-mcp-server MCP server](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) 🏠 ☁️ - AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains. -- [Turbo-Puffin/measure-mcp-server](https://github.com/Turbo-Puffin/measure-mcp-server) [![measure-mcp-server MCP server](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server) ☁️ - Privacy-first web analytics with native MCP server. Query pageviews, referrers, trends, and AI-generated insights for your sites. -- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring -- [andreisirbu91-lab/MCPSpend](https://github.com/andreisirbu91-lab/MCPSpend) [![MCPSpend MCP server](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend/badges/score.svg)](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend) 📇 ☁️ 🍎 🪟 🐧 - Real-time cost observability for MCP tool calls. Transparent proxy auto-detects every MCP client (Claude Desktop, Cursor, Windsurf, VS Code, Claude Code, Zed, Continue.dev, Cline, Goose) and attributes spend per tool, per project, per end-customer. `npx @mcpspend/proxy add` install. Free tier 25K calls/month, no card. MIT proxy on npm. EU-hosted, GDPR-ready. +- [adanb13/cirdan](https://github.com/adanb13/cirdan) [![adanb13/cirdan MCP server](https://glama.ai/mcp/servers/adanb13/cirdan/badges/score.svg)](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - Fingerprints, graphs and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents. +- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [![agentkitai/agentlens MCP server](https://glama.ai/mcp/servers/agentkitai/agentlens/badges/score.svg)](https://glama.ai/mcp/servers/agentkitai/agentlens) 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident AI agent observability: hash-chained audit log with verification and signed export (EU AI Act Art. 12), plus OpenTelemetry GenAI traces. +- [AIops-tools/Endpoint-AIops](https://github.com/AIops-tools/Endpoint-AIops) [![AIops-tools/Endpoint-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops) 🐍 🏠 - Endpoint fleet operations (thin client, VDI): login-storm and patch/config-drift analysis, inventory, and guarded remediation with audit logs and rollback. +- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [![alilxxey/openobserve-community-mcp MCP server](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license. +- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity. +- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [![antonio-mello-ai/mcp-redis-monitor MCP server](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor/badges/score.svg)](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database. +- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [![argosvix/mcp-server MCP server](https://glama.ai/mcp/servers/argosvix/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/argosvix/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: LLM cost, errors and latency across OpenAI, Anthropic, Gemini and Mistral, plus alerts, budget gates, evals and safety checks. +- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [![arnavranjan005/mcp-telemetry MCP server](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry/badges/score.svg)](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Live telemetry for MCP servers: instrument tool calls and stream their progress (steps, logs, cost) to any connected MCP client, even across sessions. +- [arsentev-ai/contextburn](https://github.com/arsentev-ai/contextburn) [![arsentev-ai/contextburn MCP server](https://glama.ai/mcp/servers/arsentev-ai/contextburn/badges/score.svg)](https://glama.ai/mcp/servers/arsentev-ai/contextburn) 🐍 🏠 🍎 🐧 - Measures Claude Code session efficiency: the share of tokens that became output versus re-read context, by tokens and cost, from local transcripts. +- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) 🐍 ☁️ - Query Langfuse traces, debug exceptions, analyze sessions and manage prompts for LLM applications. +- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [![alimuratkuslu/byok-observability-mcp MCP server](https://glama.ai/mcp/servers/alimuratkuslu/byok-observability-mcp/badges/score.svg)](https://github.com/alimuratkuslu/byok-observability-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys. +- [bartekrutkowski/watchgoose-mcp](https://github.com/bartekrutkowski/watchgoose-mcp) [![bartekrutkowski/watchgoose-mcp MCP server](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp) 🎖️ 📇 ☁️ - Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose. Read-only by default; check changes require explicit consent. +- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [![bmdhodl/agent47 MCP server](https://glama.ai/mcp/servers/bmdhodl/agent47/badges/score.svg)](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health. +- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [![clamp-sh/mcp MCP server](https://glama.ai/mcp/servers/clamp-sh/mcp/badges/score.svg)](https://glama.ai/mcp/servers/clamp-sh/mcp) 📇 ☁️ 🍎 🪟 🐧 - Web analytics: query pageviews, top pages, referrers, countries, devices and custom events, and create conversion funnels and alerts. +- [cloudsealed/cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp) [![cloudsealed/cloudsealed-mcp MCP server](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp) 🐍 🏠 - Rule-based cloud cost anomaly detection and architecture risk scoring (single points of failure, coupling, scalability gaps) with rule-by-rule breakdowns. +- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [![dragogargo/mcp-sysmon MCP server](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon/badges/score.svg)](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes. +- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ - Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines. +- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks. +- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [![enmanuelmag/heimdall-mcp](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans. +- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [![esp4ce/infra-mcp MCP server](https://glama.ai/mcp/servers/esp4ce/infra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log. +- [FailEcho/failecho](https://github.com/FailEcho/failecho) [![FailEcho/failecho MCP server](https://glama.ai/mcp/servers/FailEcho/failecho/badges/score.svg)](https://glama.ai/mcp/servers/FailEcho/failecho) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked. +- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry integration for error tracking and performance monitoring. +- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [![GeiserX/duplicacy-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Duplicacy backup monitoring: query backup job status and Prometheus metrics from a Duplicacy exporter. +- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [![GeiserX/genieacs-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Bridge to GenieACS (TR-069 ACS) instances: device data, firmware management and CPE actions such as reboot, parameter refresh and firmware download. +- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [![unofficial-forti-monitor-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration for server monitoring, outages, maintenance, metrics and notifications. +- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [![webmin-mcp-server MCP server](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - Webmin Linux system administration: services, users, storage, security, databases and more. +- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance. +- [GT-dinuo/server-ops-mcp](https://github.com/GT-dinuo/server-ops-mcp) [![GT-dinuo/server-ops-mcp MCP server](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp) 📇 🏠 🍎 🪟 🐧 - Server operations locally or over SSH: log troubleshooting, CPU, memory and disk monitoring, code edits, and Nginx and certificate management. +- [HostTracker/mcp](https://github.com/HostTracker/mcp) [![HostTracker/mcp MCP server](https://glama.ai/mcp/servers/HostTracker/mcp/badges/score.svg)](https://glama.ai/mcp/servers/HostTracker/mcp) 🎖️ #️⃣ ☁️ - Website uptime monitoring: instant HTTP, ping, port, DNS, WHOIS, blacklist and page-speed checks, plus monitors, webhooks, incidents and status pages. +- [hugoles/langfuse-mcp](https://github.com/hugoles/langfuse-mcp) [![hugoles/langfuse-mcp MCP server](https://glama.ai/mcp/servers/hugoles/langfuse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hugoles/langfuse-mcp) 📇 ☁️ 🏠 - Read access to the Langfuse Public API: traces, observations, sessions, scores, prompts, datasets, metrics, models, projects and comments. +- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities. +- [iris-eval/mcp-server](https://github.com/iris-eval/mcp-server) [![iris-eval/mcp-server MCP server](https://glama.ai/mcp/servers/iris-eval/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iris-eval/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent evaluation and observability: trace logging, output quality evaluation, cost tracking, built-in eval rules, a real-time dashboard and PII detection. +- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ - Monitor the operational status of major digital platforms. +- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug container and Kubernetes workloads with eBPF via Inspektor Gadget. +- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing: download and upload speed, latency, jitter, and CDN server detection with geographic mapping. +- [jabbawocky/statuscraft](https://github.com/jabbawocky/statuscraft) [![jabbawocky/statuscraft MCP server](https://glama.ai/mcp/servers/jabbawocky/statuscraft/badges/score.svg)](https://glama.ai/mcp/servers/jabbawocky/statuscraft) 📇 🏠 🍎 🪟 🐧 - Check whether software services are down using live data from their status pages, including incident details. +- [jaimenbell/vllm-ops-mcp](https://github.com/jaimenbell/vllm-ops-mcp) [![jaimenbell/vllm-ops-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/vllm-ops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/vllm-ops-mcp) 🐍 🏠 - Read-only health checks for a local vLLM instance: liveness and real-completion tiers, GPU and VRAM status, service status and serve-flag introspection. +- [Jwrede/llmprobe](https://github.com/Jwrede/llmprobe) [![Jwrede/llmprobe MCP server](https://glama.ai/mcp/servers/Jwrede/llmprobe/badges/score.svg)](https://glama.ai/mcp/servers/Jwrede/llmprobe) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export. +- [kascada/logmcp](https://github.com/kascada/logmcp) [![kascada/logmcp MCP server](https://glama.ai/mcp/servers/kascada/logmcp/badges/score.svg)](https://glama.ai/mcp/servers/kascada/logmcp) 🏎️ 🏠 🐧 - Read-only access to whitelisted log files on a Linux server: search and read logs without shell access, with token auth and syslog auditing. +- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Bring real-time production logs, metrics and traces from Last9 into your local environment to fix code. +- [tp322d/lastping-app](https://github.com/tp322d/lastping-app) [![tp322d/lastping-app MCP server](https://glama.ai/mcp/servers/tp322d/lastping-app/badges/score.svg)](https://glama.ai/mcp/servers/tp322d/lastping-app) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Dead man's switch monitoring for AI agents, cron jobs and CI/CD pipelines: alerts when runs go silent, stall, fail or loop, with incident details. +- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [![mcp-tautulli MCP server](https://glama.ai/mcp/servers/lodordev/mcp-tautulli/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) 🐍 🏠 - Read-only Tautulli (Plex monitoring) access: activity, history, library and user stats, transcode analysis and resolution breakdowns. +- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [![langfuse-mcp-java MCP server](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java/badges/score.svg)](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) ☕ ☁️ - Query Langfuse traces and observations, debug exceptions, analyze sessions, scores and datasets, and manage prompts. +- [magna-nz/tallybook](https://github.com/magna-nz/tallybook) [![magna-nz/tallybook MCP server](https://glama.ai/mcp/servers/magna-nz/tallybook/badges/score.svg)](https://glama.ai/mcp/servers/magna-nz/tallybook) 🏎️ 🏠 🍎 🪟 🐧 - Local cost tracking for Claude Code and Codex sessions: spend by session, sub-agent and model, week-on-week comparisons, and findings with suggested patches. +- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [![mikusnuz/umami-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/umami-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring. +- [perceptdot/percept](https://github.com/perceptdot/percept) [![perceptdot/percept MCP server](https://glama.ai/mcp/servers/perceptdot/percept/badges/score.svg)](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking. +- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [![ShekharBhardwaj/AgenticLedger MCP server](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger/badges/score.svg)](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy. +- [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [![seancrecord/scvd-general-store-repo MCP server](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo/badges/score.svg)](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 🏠 🍎 🪟 🐧 - Track agent tool spending with local, consent-gated JSONL storage. +- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [![llmkit-mcp-server MCP server](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management. +- [syk8015/claudeusage](https://github.com/syk8015/claudeusage) [![syk8015/claudeusage MCP server](https://glama.ai/mcp/servers/syk8015/claudeusage/badges/score.svg)](https://glama.ai/mcp/servers/syk8015/claudeusage) 🐍 🏠 🍎 - Measure whether a Claude subscription pays off from local Claude Code logs: surviving Claude-written code, rate-limit drivers and chat usage. +- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with Kubernetes environments monitored by Metoro. +- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [![metrx-mcp-server MCP server](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) 🏠 ☁️ - AI agent cost tracking: spend across providers, model selection optimization, budget enforcement, cost-leak detection and ROI reporting. +- [Turbo-Puffin/measure-mcp-server](https://github.com/Turbo-Puffin/measure-mcp-server) [![measure-mcp-server MCP server](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server) ☁️ - Privacy-first web analytics: query pageviews, referrers, trends and AI-generated insights for your sites. +- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Crash reporting and real user monitoring via the Raygun API. +- [andreisirbu91-lab/MCPSpend](https://github.com/andreisirbu91-lab/MCPSpend) [![MCPSpend MCP server](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend/badges/score.svg)](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend) 📇 ☁️ 🍎 🪟 🐧 - Real-time cost observability for MCP tool calls: a transparent proxy that attributes spend per tool, project and end customer. - [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more. -- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections -- [Oluwatunmise-olat/mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) [![mcp-server-logs-sieve MCP server](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve/badges/score.svg)](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve) 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch -- [openITCOCKPIT/openITCOCKPIT-MCP-Server](https://github.com/openITCOCKPIT/openITCOCKPIT-MCP-Server) [![openITCOCKPIT/openITCOCKPIT-MCP-Server MCP server](https://glama.ai/mcp/servers/@openITCOCKPIT/openITCOCKPIT-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/@openITCOCKPIT/openITCOCKPIT-MCP-Server) 🎖️ 🐍 🏠 - Official server for the openITCOCKPIT (Naemon-based) monitoring platform: host and service state, check and state history, log entries, downtimes, acknowledgements, monitoring engine stats, software inventory and pending security updates. 39 tools, 24 read-only; the 15 tools that change the monitoring configuration are not registered unless you enable them. Tools take hostnames and template names, not database IDs. Docker image, http or stdio transport. -- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire -- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [![homebutler MCP server](https://glama.ai/mcp/servers/Higangssh/homebutler/badges/score.svg)](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run alerts — across multiple servers via SSH. Single 10MB binary, zero dependencies. -- [gsmethells/preflight-mcp](https://github.com/gsmethells/preflight-mcp) [![gsmethells/preflight-mcp MCP server](https://glama.ai/mcp/servers/gsmethells/preflight-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gsmethells/preflight-mcp) 🐍 ☁️ - TrustPilot for APIs — independent reliability ratings for APIs and MCP servers, powered by synthetic probes and crowdsourced agent telemetry. -- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [![incu6us/loki-mcp-server MCP server](https://glama.ai/mcp/servers/incu6us/loki-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana. -- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [![rbmuller/scherlok MCP server](https://glama.ai/mcp/servers/rbmuller/scherlok/badges/score.svg)](https://glama.ai/mcp/servers/rbmuller/scherlok) 🐍 🏠 🍎 🪟 🐧 - Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL, and DuckDB. Profile a warehouse, detect anomalies (volume, schema drift, freshness, NULLs, distribution, cardinality), with optional dbt manifest lineage. Read-only — connection resolved server-side, never passed via the model. -- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process） -- [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [![spanlens/Spanlens MCP server](https://glama.ai/mcp/servers/spanlens/Spanlens/badges/score.svg)](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Query Spanlens LLM observability from Claude Desktop, Cursor, or Continue: request logs, costs, agent traces, anomalies, and user analytics with a read-only API key. -- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [![Sudhan30/freshprobe MCP server](https://glama.ai/mcp/servers/Sudhan30/freshprobe/badges/score.svg)](https://glama.ai/mcp/servers/Sudhan30/freshprobe) 🏎️ ☁️ 🏠 - Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN verdicts with NIST AI RMF mapping. CLI + MCP server + HTTP API with Prometheus metrics and YAML policy engine. -- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [![apistatuscheck-mcp-server MCP server](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) 📇 ☁️ - Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published on npm. -- [spanlens/Spanlens](https://github.com/spanlens/Spanlens) [![spanlens/Spanlens MCP server](https://glama.ai/mcp/servers/spanlens/Spanlens/badges/score.svg)](https://glama.ai/mcp/servers/spanlens/Spanlens) 📇 ☁️ 🏠 - Query your Spanlens LLM observability from any MCP client. 7 read tools for request logs, agent traces, cost stats, anomalies, model-savings, and per-user analytics across OpenAI, Anthropic, and Gemini. Open source, self-hostable. `npx -y @spanlens/mcp-server` -- [speedofme-dev/speedofme-mcp](https://www.npmjs.com/package/@speedofme/mcp) 📇 ☁️ 🍎 🪟 🐧 - Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history -- [sudomichael/gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp) [![sudomichael/gizmoanalytics-mcp MCP server](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) 📇 ☁️ - Gizmo Analytics — cookieless web analytics for AI coding agents. Framework-aware install (Next/Remix/SvelteKit/Nuxt/Astro/Vite/React/HTML), OAuth onboarding, 28 tools for setup + query + workflow operations (summarize_all_sites, explain_traffic_change, detect_anomalies). Hosted MCP at gizmoanalytics.io/mcp. -- [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server providing comprehensive Datadog observability access for AI assistants. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics. -- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [![ThinkneoAI/mcp-server MCP server](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) 🐍 ☁️ - ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control. -- [tickstem/mcp](https://github.com/tickstem/mcp) [![tickstem/mcp MCP server](https://glama.ai/mcp/servers/tickstem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead-man's switch) monitoring, cron job scheduling, and email verification. Single API key, per-tool quota tracking. Install: `go install github.com/tickstem/mcp/cmd/tsk-mcp@latest`. -- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API. -- [uptybots/mcp-server](https://github.com/uptybots/mcp-server) [![uptybots/mcp-server MCP server](https://glama.ai/mcp/servers/uptybots/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/uptybots/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports. 15 tools to list, create, pause and delete monitors, pull incident timelines with error codes and checker locations, and read hourly or daily uptime and response-time series. Checks run from probes in several countries. Remote server at `https://mcp.uptybots.com/mcp` needs no API key - it speaks OAuth 2.1 and the client registers itself; the stdio package is `npx -y uptybots-mcp-server`. -- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) 🦀 ☁️ - Fast and minimal Sentry MCP server written in Rust -- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [![us-all/datadog-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/datadog-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) 📇 🏠 🍎 🪟 🐧 - Datadog observability — 168 tools across metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation, workflows. 4 workflow Prompts and `incident-triage-snapshot` aggregation that fans out to 4 fetches in one call. -- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [![vdalhambra/siteaudit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Instant website audits with 11 tools — full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required. -- [ruslanlap/pagespeed-insights-mcp](https://github.com/ruslanlap/pagespeed-insights-mcp) [![ruslanlap/pagespeed-insights-mcp MCP server](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp) 📇 🏠 🍎 🪟 🐧 - 19-tool MCP server for Google PageSpeed Insights, Chrome UX Report (CrUX) and Lighthouse: page analysis & comparison, real-user CrUX data (URL + origin), batch analysis, baselines/regression tracking, deep diagnostics (network, JS, images, render-blocking, third-party impact), visual analysis and a prioritized recommendations engine. Published on npm (`npx pagespeed-insights-mcp`); listed in the Official MCP Registry and Glama. -- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances -- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server. -- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [![zhaoyue722/llm-usage-mcp MCP server](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first LLM API cost tracker. Captures usage across Anthropic, OpenAI, Qwen, and DeepSeek into a local SQLite ledger and exposes spend queries, provider comparison, and recommendations as MCP tools — with first-class Chinese-provider support (CNY→USD). Install: `uvx llm-usage-mcp`. -- [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [![zw008/vmware-aria MCP server](https://glama.ai/mcp/servers/zw008/vmware-aria/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aria) 🐍 ☁️ - VMware Aria Operations monitoring — performance metrics, alarms, capacity analysis, and anomaly detection across vSphere infrastructure. 27 tools (21 read, 6 write) with audit logging for acknowledge/cancel actions. -- [aayushmdesai/mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) [![aayushmdesai/mcp-dotnet-diagnostics MCP server](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics/badges/score.svg)](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics) 🏠 🍎 🐧 - Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required. Install: `dotnet tool install -g mcp-dotnet-diagnostics` +- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections. +- [Oluwatunmise-olat/mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) [![mcp-server-logs-sieve MCP server](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve/badges/score.svg)](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve) 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki and Elasticsearch. +- [openITCOCKPIT/openITCOCKPIT-MCP-Server](https://github.com/openITCOCKPIT/openITCOCKPIT-MCP-Server) [![openITCOCKPIT/openITCOCKPIT-MCP-Server MCP server](https://glama.ai/mcp/servers/@openITCOCKPIT/openITCOCKPIT-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/@openITCOCKPIT/openITCOCKPIT-MCP-Server) 🎖️ 🐍 🏠 - Access openITCOCKPIT monitoring: host and service state, check history, logs, downtimes, acknowledgements, software inventory and pending security updates. +- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Access OpenTelemetry traces and metrics through Logfire. +- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [![homebutler MCP server](https://glama.ai/mcp/servers/Higangssh/homebutler/badges/score.svg)](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts. +- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [![incu6us/loki-mcp-server MCP server](https://glama.ai/mcp/servers/incu6us/loki-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana. +- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [![rbmuller/scherlok MCP server](https://glama.ai/mcp/servers/rbmuller/scherlok/badges/score.svg)](https://glama.ai/mcp/servers/rbmuller/scherlok) 🐍 🏠 🍎 🪟 🐧 - Read-only data quality monitoring for Postgres, BigQuery, Snowflake, MySQL and DuckDB: warehouse profiling, anomaly detection and optional dbt lineage. +- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - Real-time system metrics: CPU, memory, disk, network, host and process information. +- [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [![spanlens/Spanlens MCP server](https://glama.ai/mcp/servers/spanlens/Spanlens/badges/score.svg)](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics. +- [Sudhan30/freshprobe](https://github.com/Sudhan30/freshprobe) [![Sudhan30/freshprobe MCP server](https://glama.ai/mcp/servers/Sudhan30/freshprobe/badges/score.svg)](https://glama.ai/mcp/servers/Sudhan30/freshprobe) 🏎️ ☁️ 🏠 - Data freshness verification: probe endpoints for cache staleness, latency, content fingerprints, TLS, DNS and redirects, with FRESH/STALE/UNKNOWN verdicts. +- [shibley/apistatuscheck-mcp-server](https://github.com/shibley/apistatuscheck-mcp-server) [![apistatuscheck-mcp-server MCP server](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/shibley/apistatuscheck-mcp-server) 📇 ☁️ - Check the real-time operational status of cloud services and APIs such as AWS, GitHub, Stripe, OpenAI and Vercel. +- [sudomichael/gizmoanalytics-mcp](https://github.com/sudomichael/gizmoanalytics-mcp) [![sudomichael/gizmoanalytics-mcp MCP server](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sudomichael/gizmoanalytics-mcp) 📇 ☁️ - Cookieless web analytics with Gizmo Analytics: framework-aware setup, traffic queries, site summaries, traffic-change explanations and anomaly detection. +- [TANTIOPE/datadog-mcp-server](https://github.com/TANTIOPE/datadog-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Datadog observability: grep-like log search, APM trace filtering by duration, status and errors, sampling modes, and log, trace and metric correlation. +- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [![ThinkneoAI/mcp-server MCP server](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) 🐍 ☁️ - ThinkNEO Control Plane for enterprise AI governance: runtime guardrails, observability, AI FinOps and agent lifecycle control. +- [tickstem/mcp](https://github.com/tickstem/mcp) [![tickstem/mcp MCP server](https://glama.ai/mcp/servers/tickstem/mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickstem/mcp) 🏎️ ☁️ 🍎 🪟 🐧 - HTTP uptime monitoring, heartbeat (dead man's switch) monitoring, cron job scheduling and email verification. +- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - Query Loki logs through the Grafana API. +- [uptybots/mcp-server](https://github.com/uptybots/mcp-server) [![uptybots/mcp-server MCP server](https://glama.ai/mcp/servers/uptybots/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/uptybots/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Uptime monitoring for websites, APIs, SSL certificates, domain expiry, ping and TCP/UDP ports: manage monitors and view incidents and uptime history. +- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) 🦀 ☁️ - Minimal Sentry integration. +- [us-all/datadog-mcp-server](https://github.com/us-all/datadog-mcp-server) [![us-all/datadog-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/datadog-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/datadog-mcp-server) 📇 🏠 🍎 🪟 🐧 - Datadog observability: metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation and workflows, plus incident-triage prompts. +- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [![vdalhambra/siteaudit-mcp MCP server](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Website audits: SEO, security headers and SSL, Lighthouse performance, broken links, WCAG accessibility, Schema.org validation, competitor gaps and robots.txt. +- [ruslanlap/pagespeed-insights-mcp](https://github.com/ruslanlap/pagespeed-insights-mcp) [![ruslanlap/pagespeed-insights-mcp MCP server](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp) 📇 🏠 🍎 🪟 🐧 - Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations. +- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks. +- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Prometheus integration. +- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [![zhaoyue722/llm-usage-mcp MCP server](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local LLM API cost tracking for Anthropic, OpenAI, Qwen and DeepSeek: SQLite usage ledger, spend queries, provider comparison and CNY to USD conversion. +- [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [![zw008/vmware-aria MCP server](https://glama.ai/mcp/servers/zw008/vmware-aria/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-aria) 🐍 ☁️ - VMware Aria Operations monitoring for vSphere: performance metrics, alarms, capacity analysis and anomaly detection, with audit logging for write actions. +- [aayushmdesai/mcp-dotnet-diagnostics](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) [![aayushmdesai/mcp-dotnet-diagnostics MCP server](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics/badges/score.svg)](https://glama.ai/mcp/servers/aayushmdesai/mcp-dotnet-diagnostics) 🏠 🍎 🐧 - Live .NET runtime diagnostics: find memory leaks, GC pressure, LOH fragmentation and thread starvation in any running .NET process without code changes. ### 🎥 Multimedia Process Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on -- [06ketan/slideshot](https://github.com/06ketan/slideshot) [![06ketan/slideshot MCP server](https://glama.ai/mcp/servers/06ketan/slideshot/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`. -- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) 🐍 ☁️ 🍎 🪟 🐧 - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC). -- [a-y-ibrahim/after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp) [![a-y-ibrahim/after-effects-mcp MCP server](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp/badges/score.svg)](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp) 📇 🏠 🍎 🪟 - Control Adobe After Effects from any MCP client: arbitrary ExtendScript, background rendering, deep comp/layer inspection, and first-class Arabic/RTL & multilingual support (works on AE in any UI language). 47 tools. -- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [![AceDataCloud/MCPSuno MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API. -- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [![AetherWave Studio MCP server](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one API key and one credit pool. First key includes free credits, no card required. `npx -y @aetherwave-studio/mcp` -- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [![mcp-server-pexels MCP server](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels/badges/score.svg)](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - An MCP server to search for (free) stock images and videos from pexels.com. -- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [![deckrun-mcp MCP server](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) 🐍 ☁️ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install — add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools. -- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) 🐍 📇 🏠 🎥 🔊 🖼️ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface. -- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos. -- [antoniomachuca/MCP-Manim-Slides](https://github.com/antoniomachuca/MCP-Manim-Slides) [![antoniomachuca/MCP-Manim-Slides MCP server](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides/badges/score.svg)](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides) 🐍 🏠 🍎 🪟 🐧 - Generate, render, and compile interactive Manim-Slides presentations from AI prompts: execute Manim code headlessly, compile scenes to Reveal.js HTML/PDF/PPTX, and preview slides as images, videos, or GIFs. -- [BeatAPI/BeatDesign](https://github.com/BeatAPI/BeatDesign) [![BeatDesign MCP server](https://glama.ai/mcp/servers/BeatAPI/BeatDesign/badges/score.svg)](https://glama.ai/mcp/servers/BeatAPI/BeatDesign) 📇 🏠 🍎 🪟 - Local-first AI media workbench with a Canvas, short-form timeline editor, shared Assets, and 29 MCP tools for agent-controlled projects. -- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - MCP server for ZapCap API providing video caption and B-roll generation via natural language -- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [![botmonster/image2svg-mcp MCP server](https://glama.ai/mcp/servers/botmonster/image2svg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, accepts base64 or URL input; runs locally via `uvx image2svg-mcp` or as a Docker HTTP server. -- [Cassette-Editor/oh-my-cassette](https://github.com/Cassette-Editor/oh-my-cassette) [![Cassette-Editor/oh-my-cassette MCP server](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette/badges/score.svg)](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Chat raw clips into a finished cut. -- [chaoz23/loudcheck](https://github.com/chaoz23/loudcheck) [![chaoz23/loudcheck MCP server](https://glama.ai/mcp/servers/chaoz23/loudcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/loudcheck) 🐍 🏠 🍎 🪟 🐧 - Loudness compliance verdicts for media files against formal broadcast standards (EBU R128, ATSC A/85): pass/fail with per-metric deltas, spec citations, and the exact ffmpeg remediation command. CLI and MCP over one engine; zero-install via `uvx --from 'loudcheck[mcp]' loudcheck --mcp`. Requires ffmpeg. -- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [![cleanor-app/cleanor-mcp MCP server](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zero-auth hosted server with 22 read-only tools: optimize/convert images (WebP/AVIF/JPEG), paste-ready SVG QR codes, cited [Cleanor Labs](https://cleanor.app) data on device storage capacity and next-gen image-format savings (AVIF/WebP/JPEG XL vs JPEG, HEIC conversion tax), plus 18 deterministic dev utilities LLMs get wrong (hash, HMAC, UUID, base64, JWT decode, JSON, regex, cron, unit & base convert, datetime, URL parse, diff, color, palette, slugify, count, SVG placeholder). No API key or signup; Streamable HTTP at `https://mcp.cleanor.app/mcp`. -- [clipkit-video/clipkit](https://github.com/clipkit-video/clipkit) [![clipkit-video/clipkit MCP server](https://glama.ai/mcp/servers/clipkit-video/clipkit/badges/score.svg)](https://glama.ai/mcp/servers/clipkit-video/clipkit) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Compose motion-graphics videos from a single JSON document (Clipkit Protocol): 15 tools to author, validate, tweak per element, and preview PNG stills in-chat, plus captions and templated promos; hands the human a free browser editor link, with a deterministic GPU runtime for MP4 renders. Hosted at `https://www.clipkit.dev/mcp` or local `npx @clipkit/mcp-server`. -- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [![DareDev256/fcpxml-mcp-server MCP server](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) 🐍 🏠 🍎 - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed. -- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [![Short Video Agent Kit MCP server](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video MCP and CLI for agents, with dry-run payload validation and optional live generation through Sora, Veo, xAI and Seedance-style providers. -- [denisok-ai/magicmaster-mcp](https://github.com/denisok-ai/magicmaster-mcp) [![denisok-ai/magicmaster-mcp MCP server](https://glama.ai/mcp/servers/denisok-ai/magicmaster-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denisok-ai/magicmaster-mcp) 📇 ☁️ - Audio mastering for AI agents: LUFS/True Peak targets for Spotify and podcasts, Suno/Udio AI-fingerprint removal, mastering passport in chat (hosted server) -- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [![immich-photo-manager MCP server](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Turn your self-hosted Immich photo library into a conversation — natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands. -- [editmamei/editmamei](https://github.com/editmamei/editmamei) [![editmamei/editmamei MCP server](https://glama.ai/mcp/servers/editmamei/editmamei/badges/score.svg)](https://glama.ai/mcp/servers/editmamei/editmamei) 📇 🏠 🍎 🪟 - Natural-language interface for Adobe Photoshop, running as a local MCP server. Rather than focusing on generative AI, it acts as an AI orchestration layer that plans edits and executes them with native Photoshop tools. `npm install -g editmamei` -- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [![FileToPDF/filetopdf-mcp MCP server](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert files (DOCX, XLSX, PPTX, images…), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click. -- [guaardvark/guaardvark](https://github.com/guaardvark/guaardvark) [![guaardvark/guaardvark MCP server](https://glama.ai/mcp/servers/guaardvark/guaardvark/badges/score.svg)](https://glama.ai/mcp/servers/guaardvark/guaardvark) 🐍 🏠 🐧 🍎 - Self-hosted AI studio exposing its local image, video, music-video and Film Crew generation, upscaling, RAG and code intelligence as MCP tools (default-deny policy; renders queue on your own GPU and are polled by batch id). Ships Agent Skills and a Claude Code plugin. -- [haljishi/vidwords-mcp](https://github.com/haljishi/vidwords-mcp) [![haljishi/vidwords-mcp MCP server](https://glama.ai/mcp/servers/haljishi/vidwords-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haljishi/vidwords-mcp) 🎖️ ☁️ 🍎 🪟 🐧 - Let an agent read a YouTube video and cite the exact second. Search one video's transcript for a topic and get back only the matching moments with clickable `?t=` deep links, or analyze the frames — slides, charts, demos and on-screen text that is never spoken aloud. Every citation is checked against a recorded frame or a real transcript segment and dropped if it fails. Hosted Streamable HTTP at `https://vidwords.com/mcp`, token header or OAuth, free tier at [vidwords.com](https://vidwords.com?utm_source=gthb_awesome&utm_medium=code&utm_campaign=awesome-mcp). -- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [![huseyinstif/klaket MCP server](https://glama.ai/mcp/servers/huseyinstif/klaket/badges/score.svg)](https://glama.ai/mcp/servers/huseyinstif/klaket) 📇 🏠 🍎 🪟 🐧 - Let AI agents watch videos: word-timestamped transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file — fully local, no API keys. `npx klaket-mcp` -- [Inmoprice/clipcliper-mcp](https://github.com/Inmoprice/clipcliper-mcp) [![Inmoprice/clipcliper-mcp MCP server](https://glama.ai/mcp/servers/Inmoprice/clipcliper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Inmoprice/clipcliper-mcp) 📇 ☁️ - Turn a public video link (YouTube, Twitch VOD, Kick VOD, TikTok) into a timestamped transcript, chapters and clip suggestions. Hosted Streamable HTTP at `https://clipcliper.com/mcp`, free tier with no API key. -- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation. -- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing. -- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [![ffroliva/gflow-cli MCP server](https://glama.ai/mcp/servers/ffroliva/gflow-cli/badges/score.svg)](https://glama.ai/mcp/servers/ffroliva/gflow-cli) 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow from an agent: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable Characters and scene composition. Runs against your own Google account with Flow access; video generation bills your credits. -- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [![richer-richard/cochlea MCP server](https://glama.ai/mcp/servers/richer-richard/cochlea/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Render, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine. Compose scores as data, render byte-identical PCM, pull loudness, pitch, tempo, key, and structure reports, generate spectrograms, and diff two renders against each other. No ffmpeg, no audio device, just numbers an agent can actually reason about. `cargo install cochlea-mcp` -- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [![realcrabcut/crabcut-mcp-server MCP server](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API. -- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [![ronak-create/FableCut MCP server](https://glama.ai/mcp/servers/ronak-create/FableCut/badges/score.svg)](https://glama.ai/mcp/servers/ronak-create/FableCut) 📇 🏠 🍎 🪟 🐧 - Zero-dependency browser video editor that AI agents drive through a JSON timeline. MCP tools to add/patch clips, keyframes, transitions, text animations and filters, import media, and analyze a reference video into an edit blueprint (shots, beats, BPM, drop); the open editor UI live-reloads on every change and exports via ffmpeg. -- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [![runapi-ai/mcp MCP server](https://glama.ai/mcp/servers/runapi-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified AI model API for 130+ models across 18 providers. Browse models, check pricing, create image/video/music/audio tasks, poll results, check balance, and call LLM endpoints. Free catalog tools work without an API key. `npx @runapi.ai/mcp` -- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [![image-tiler-mcp-server MCP server](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification. -- [korovin-aa97/talkthrough-mcp](https://github.com/korovin-aa97/talkthrough-mcp) [![korovin-aa97/talkthrough-mcp MCP server](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp/badges/score.svg)](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp) 🐍 🏠 🍎 🪟 🐧 - Turn narrated screen recordings (or any local video/audio) into agent-ready data: local Whisper transcript, scene keyframes, OCR, full-text search, and wall-clock anchoring that maps spoken remarks to real timestamps for log correlation. No cloud, no LLM inside. `uvx talkthrough-mcp`. -- [legolev/mediamcp](https://github.com/legolev/mediamcp) [![legolev/mediamcp MCP server](https://glama.ai/mcp/servers/legolev/mediamcp/badges/score.svg)](https://glama.ai/mcp/servers/legolev/mediamcp) 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus video generation (Veo, Sora, Seedance) via OpenRouter or any OpenAI-compatible API. Saves files to disk with token-cheap inline previews, resumable video jobs, live model listing, and a config-diagnostics tool. `npx -y mediamcp`. -- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [![Lulu-The-Narwhal/dali-mcp MCP server](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) 🐍 ☁️ - Scores AI image/video generation prompts (0-100) against 18 models (Veo 3, Sora, Kling, Runway, Seedance, Midjourney, Flux, and more) before you spend a generation credit, then rewrites weak ones. Free, hosted remote MCP + npm/PyPI packages. -- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [![gaudio-developers-mcp MCP server](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) 📇 ☁️ 🍎 🪟 🐧 - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4. -- [glifxyz/glif-mcp-server](https://github.com/glifxyz/glif-mcp-server) [![glifxyz/glif-mcp-server MCP server](https://glama.ai/mcp/servers/glifxyz/glif-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/glifxyz/glif-mcp-server) 🎖️ ☁️ - Glif's official hosted media-generation agent: generate images, video, and audio, transcribe, and chain multi-step media workflows from natural language. Remote server at https://glif.app/api/mcp (OAuth). -- [gridhra/atx-mcp](https://github.com/gridhra/atx-mcp) [![gridhra/atx-mcp MCP server](https://glama.ai/mcp/servers/gridhra/atx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gridhra/atx-mcp) 🦀 🏠 🍎 🪟 🐧 - Deterministic, non-generative image editing for agents: straighten, crop, mask, layer, apply LUTs, strip EXIF/GPS, and encode to WebP/AVIF/JPEG/PNG through declarative transform recipes. Originals are never modified, every result is an immutable revision with full lineage, and the same recipe reproduces byte-identical output on any machine. `npx -y atx-mcp --workspace /path/to/asset-workspace` -- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [![manovagyanik1/clipy-mcp MCP server](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read your Clipy screen recordings from any agent: search your library, fetch timestamped transcripts, AI summaries, and key moments with video frames (click markers burned in) as inline images. Read-only, free API key. `npx -y @clipy/mcp` -- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [![MkTurner74/botverse-mcp MCP server](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) for AI agents. Per-job billing, no AWS or FFmpeg setup. `npx -y botverse-mcp` -- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [![MohamedAbdallah-14/prompt-to-asset MCP server](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset/badges/score.svg)](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) 📇 🏠 🍎 🪟 🐧 - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning. -- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [![mordor-forge/gemini-media-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI. -- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [![mcp-video-analyzer MCP server](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer/badges/score.svg)](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) 📇 🏠 🍎 🪟 🐧 - MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required. -- [ilovevideoeditor/mcp-server](https://github.com/ilovevideoeditor/mcp-server) [![ilovevideoeditor/mcp-server MCP server](https://glama.ai/mcp/servers/ilovevideoeditor/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ilovevideoeditor/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Render videos from JSON via the iLoveVideoEditor cloud API: motion-design templates, GPU effects, transitions, batch rendering, webhooks. `npx -y @ilovevideoeditor/mcp-server` -- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [![KyaniteLabs/kinocut MCP server](https://glama.ai/mcp/servers/KyaniteLabs/kinocut/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) 🐍 🏠 🍎 🪟 🐧 - Guardrailed video editing for AI agents with 135 MCP tools for FFmpeg editing, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates, and provenance receipts. Includes a Python client and `kino` CLI; runs locally with no required API keys. -- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [![mordor-forge/trident-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/trident-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling. -- [musevate/MCP](https://github.com/musevate/MCP) [![musevate/MCP MCP server](https://glama.ai/mcp/servers/musevate/MCP/badges/score.svg)](https://glama.ai/mcp/servers/musevate/MCP) 📇 ☁️ 🍎 🪟 🐧 - Generate video from a prompt, from an image, or from up to thirty reference images, routed across the field of AI video models (Sora, Veo, Kling, Seedance, Hailuo, Wan and more). Quotes the credit cost before spending it, and refunds a technical failure automatically. Hosted remote server with OAuth, plus an MIT stdio bridge for clients that cannot speak streamable HTTP; requires a Musevate account. -- [mutonby/openshorts](https://github.com/mutonby/openshorts) [![mutonby/openshorts MCP server](https://glama.ai/mcp/servers/mutonby/openshorts/badges/score.svg)](https://glama.ai/mcp/servers/mutonby/openshorts) 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn long videos into viral-ready vertical shorts: AI moment detection, face-tracked 9:16 reframing, word-level captions, 30+ language dubbing, and direct publishing to TikTok/Instagram/YouTube. Self-hostable (MIT) or remote at `https://mcp.openshorts.app/mcp`. -- [SHARProduction/production-metadata-mcp](https://github.com/SHARProduction/production-metadata-mcp) [![SHARProduction/production-metadata-mcp MCP server](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp) 📇 🏠 🍎 🪟 🐧 - [SHAR Production](https://sharprod.com/) AI-hybrid video-production metadata gate: read-only local stdio MCP that validates rights-aware production manifests and returns a releasability result. One tested tool; no API key, network calls, local-file access, or publishing operations. Install from source: `npm install && node server.js`. -- [stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal) [![stabgan/openrouter-mcp-multimodal MCP server](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal/badges/score.svg)](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal) 📇 ☁️ 🍎 🪟 🐧 - All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio / video analysis, and image / audio / video generation (Veo 3.1, Sora 2 Pro, Seedance, Wan). Structured `_meta.code` error taxonomy, IPv4+IPv6 SSRF guards, path-sandbox for disk writes, retry-after-aware backoff, multi-arch Docker. -- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections. -- [strato-space/media-gen-mcp](https://github.com/strato-space/media-gen-mcp) 📇 ☁️ 🏠 - TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads. -- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants. -- [tandryukha/aidemo](https://github.com/tandryukha/aidemo) [![tandryukha/aidemo MCP server](https://glama.ai/mcp/servers/tandryukha/aidemo/badges/score.svg)](https://glama.ai/mcp/servers/tandryukha/aidemo) 📇 🏠 🍎 🐧 - Turns an agent-authored storyboard.json into a narrated, captioned product-demo MP4 (TTS voiceover, Whisper-synced captions, auto-zoom) via deterministic Chrome replay and ffmpeg; re-renders itself in CI with no API key, and works on localhost or auth-walled apps. Run with `npx -y github:tandryukha/aidemo#stable mcp`. -- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management, queue control, music library browsing, alarm management, real-time event subscriptions, and audio EQ settings. Includes 50+ tools for seamless smart home audio automation via UPnP/SOAP protocols. -- [TranscriptFetch/mcp-server](https://github.com/TranscriptFetch/mcp-server) [![TranscriptFetch/mcp-server MCP server](https://glama.ai/mcp/servers/TranscriptFetch/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TranscriptFetch/mcp-server) 🎖️ 📇 ☁️ - Transcripts from YouTube, TikTok, Instagram and podcasts for AI agents, plus YouTube search, channel and playlist listing (official, hosted API behind it). -- [transloadit/node-sdk](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server) [![transloadit/node-sdk MCP server](https://glama.ai/mcp/servers/transloadit/node-sdk/badges/score.svg)](https://glama.ai/mcp/servers/transloadit/node-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, watermark, smart crop), document conversion, OCR, speech transcription, and more. Hosted or self-hosted via npx. -- [torrentclaw/torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp) 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata. -- [tro2789/scout-premiere-mcp](https://github.com/tro2789/scout-premiere-mcp) [![tro2789/scout-premiere-mcp MCP server](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp) 📇 🏠 🪟 - Drive Adobe Premiere Pro from an agent through the Scout panel: transcript search with frame-accurate timecodes, markers, cuts, exports, and 266 ExtendScript tools for effects, transitions, export and project management. -- [tydude001/proofcut](https://github.com/tydude001/proofcut) [![tydude001/proofcut MCP server](https://glama.ai/mcp/servers/tydude001/proofcut/badges/score.svg)](https://glama.ai/mcp/servers/tydude001/proofcut) 🐍 🏠 🪟 🐧 - Source-available, local-first video editor for agents: recordings to a finished film. Cut by transcript, hang b-roll off phrases, score, caption, render and master over OpenTimelineIO, ffmpeg, whisper and MLT, then check the render against the edit it came from. Every tool is also a CLI command, plus a browser workspace with an agent pane. -- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions -- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) 🐍 🏠 🍎 🪟 - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files -- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3. -- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [![autoeq-mcp MCP server](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) 🐍 🏠 🍎 🪟 🐧 - Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by name or sound signature, get parametric EQ settings, compare headphones band-by-band, and browse Harman preference score rankings. Includes automatic sound signature classification (Neutral, Warm, Bright, Dark, V-shaped, etc.). -- [rendobar/mcp](https://github.com/rendobar/mcp) [![rendobar/mcp MCP server](https://glama.ai/mcp/servers/rendobar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/rendobar/mcp) 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API and upload local files in one tool call. Transcode, run raw FFmpeg, burn captions, and add watermarks over REST. Free tier. -- [WaveSpeedAI/mcp-server](https://github.com/WaveSpeedAI/mcp-server) [![WaveSpeedAI/mcp-server MCP server](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official WaveSpeed server: run any model on the live wavespeed.ai catalog (image, video, audio, 3D) with catalog search, per-model schema introspection, local-file upload via @path markers, and price quotes before running. `npx -y @wavespeed/mcp` -- [WeftCut/WeftCut](https://github.com/WeftCut/WeftCut) [![WeftCut/WeftCut MCP server](https://glama.ai/mcp/servers/WeftCut/WeftCut/badges/score.svg)](https://glama.ai/mcp/servers/WeftCut/WeftCut) 🎖️ 📇 🦀 🏠 🍎 🪟 🐧 - Drive a real desktop NLE from any MCP client: place/trim/split clips, keyframes, effects, captions, role-based audio mixing, markers, checkpoints and hardware-accelerated export — the whole editing vocabulary, exposed as MCP tools, resources and prompts. Edits land live in the timeline the user is watching, every call is recorded in an Agent panel, and a multi-step batch can be rehearsed against a throwaway project clone (`dry_run`) before it touches anything. -- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [![macos-vision-mcp MCP server](https://glama.ai/mcp/servers/woladi/macos-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) 📇 🏠 🍎 - Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification — all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending raw images. Fully offline, no API keys, files never leave the Mac. One-line install: `npx -y macos-vision-mcp`. -- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [![afghanfansmedia-ai/songcheck-mcp MCP server](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) 🐍 ☁️ - Is this song AI or human? Detect AI-generated music (Suno, Udio) and media from any AI agent. Returns a verdict, AI-probability score, confidence, and provenance signals (Content Credentials / SynthID), plus scan_catalog to audit a whole music folder. -- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [![xDarkzx/Reaper-MCP MCP server](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP/badges/score.svg)](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) 🐍 🏠 🍎 🪟 🐧 - AI-powered music production in REAPER through natural conversation - 173 tools across 26 modules covering transport, tracks, MIDI (insert/edit/quantize/humanize), mixing and FX (EQ, compression, sidechain, sends), tempo maps, markers/regions, ReaScript discovery/execution, and more. -- [apancyborg/appsgolem-mcp](https://github.com/apancyborg/appsgolem-mcp) [![apancyborg/appsgolem-mcp MCP server](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Cut clips from any YouTube video via the AppsGolem API — pick the format and quality, get a direct download URL, and let an AI agent do the editing. `npx appsgolem-mcp` -- [industriesfatty-spec/fattly-mcp](https://github.com/industriesfatty-spec/fattly-mcp) [![industriesfatty-spec/fattly-mcp MCP server](https://glama.ai/mcp/servers/industriesfatty-spec/fattly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/industriesfatty-spec/fattly-mcp) 📇 ☁️ - Generate AI images, video, voiceovers, avatars and UGC ads through 50+ models via fattly.app -- +- [06ketan/slideshot](https://github.com/06ketan/slideshot) [![06ketan/slideshot MCP server](https://glama.ai/mcp/servers/06ketan/slideshot/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/slideshot) 📇 🏠 🍎 🪟 🐧 - Convert HTML into PDF, PNG, WebP or PPTX slide carousels with themes for LinkedIn, Instagram, pitch decks and infographics, rendered via Puppeteer. +- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) 🐍 ☁️ 🍎 🪟 🐧 - Video editing: timeline editing, five-layer compositing, semantic operations and FFmpeg rendering to 1080p H.264. +- [a-y-ibrahim/after-effects-mcp](https://github.com/a-y-ibrahim/after-effects-mcp) [![a-y-ibrahim/after-effects-mcp MCP server](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp/badges/score.svg)](https://glama.ai/mcp/servers/a-y-ibrahim/after-effects-mcp) 📇 🏠 🍎 🪟 - Control Adobe After Effects: run ExtendScript, render in the background and inspect comps and layers, with Arabic/RTL and multilingual support. +- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [![AceDataCloud/MCPSuno MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers and vocal extraction via the Ace Data Cloud API. +- [AetherWave-Studio/aetherwave-mcp](https://github.com/AetherWave-Studio/aetherwave-mcp) [![AetherWave Studio MCP server](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AetherWave-Studio/aetherwave-mcp) 📇 ☁️ 🍎 🪟 🐧 - Music, image, video and audio generation across Suno, Grok Imagine, Seedance, Kling, Veo, Ideogram and more: generate, edit, upscale, reframe and master. +- [afshinator/mcp-server-pexels](https://github.com/afshinator/mcp-server-pexels) [![mcp-server-pexels MCP server](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels/badges/score.svg)](https://glama.ai/mcp/servers/afshinator/mcp-server-pexels) 📇 ☁️ - Search Pexels stock images and videos. +- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [![deckrun-mcp MCP server](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) 🐍 ☁️ - Generate presentation PDFs, narrated videos and MP3 audio from Markdown. +- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) 🐍 📇 🏠 - Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface. +- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - Create GIFs from videos. +- [antoniomachuca/MCP-Manim-Slides](https://github.com/antoniomachuca/MCP-Manim-Slides) [![antoniomachuca/MCP-Manim-Slides MCP server](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides/badges/score.svg)](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides) 🐍 🏠 🍎 🪟 🐧 - Generate and render Manim-Slides presentations: run Manim code headlessly, compile to Reveal.js HTML, PDF or PPTX, and preview slides as images, videos or GIFs. +- [BeatAPI/BeatDesign](https://github.com/BeatAPI/BeatDesign) [![BeatDesign MCP server](https://glama.ai/mcp/servers/BeatAPI/BeatDesign/badges/score.svg)](https://glama.ai/mcp/servers/BeatAPI/BeatDesign) 📇 🏠 🍎 🪟 - Local-first AI media workbench with a canvas, short-form timeline editor and shared assets, controllable by agents. +- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - Video caption and B-roll generation via the ZapCap API. +- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [![botmonster/image2svg-mcp MCP server](https://glama.ai/mcp/servers/botmonster/image2svg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG, JPG, WebP, TIFF) to SVG from base64 or URL input, locally or via Docker. +- [Cassette-Editor/oh-my-cassette](https://github.com/Cassette-Editor/oh-my-cassette) [![Cassette-Editor/oh-my-cassette MCP server](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette/badges/score.svg)](https://glama.ai/mcp/servers/Cassette-Editor/oh-my-cassette) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - Turn raw clips into a finished cut through chat. +- [chaoz23/loudcheck](https://github.com/chaoz23/loudcheck) [![chaoz23/loudcheck MCP server](https://glama.ai/mcp/servers/chaoz23/loudcheck/badges/score.svg)](https://glama.ai/mcp/servers/chaoz23/loudcheck) 🐍 🏠 🍎 🪟 🐧 - Check media file loudness against EBU R128 and ATSC A/85: pass/fail verdicts with per-metric deltas, spec citations and ffmpeg remediation commands. +- [cleanor-app/cleanor-mcp](https://github.com/cleanor-app/cleanor-mcp) [![cleanor-app/cleanor-mcp MCP server](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cleanor-app/cleanor-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Image optimization and conversion, SVG QR codes, Cleanor Labs storage and image-format data, and dev utilities such as hashes, UUIDs, JWT decoding and regex. +- [clipkit-video/clipkit](https://github.com/clipkit-video/clipkit) [![clipkit-video/clipkit MCP server](https://glama.ai/mcp/servers/clipkit-video/clipkit/badges/score.svg)](https://glama.ai/mcp/servers/clipkit-video/clipkit) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Compose motion-graphics videos from a single JSON document: author, validate and preview frames, add captions and promo templates, and render MP4s on GPU. +- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [![DareDev256/fcpxml-mcp-server MCP server](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) 🐍 🏠 🍎 - Parse, edit and generate Final Cut Pro FCPXML timelines: health checks, flash frame detection, chapter markers, rough cuts and NLE export. +- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [![Short Video Agent Kit MCP server](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Provider-neutral short-form AI video toolkit: dry-run payload validation and optional live generation via Sora, Veo, xAI and Seedance-style providers. +- [denisok-ai/magicmaster-mcp](https://github.com/denisok-ai/magicmaster-mcp) [![denisok-ai/magicmaster-mcp MCP server](https://glama.ai/mcp/servers/denisok-ai/magicmaster-mcp/badges/score.svg)](https://glama.ai/mcp/servers/denisok-ai/magicmaster-mcp) 📇 ☁️ - Audio mastering with LUFS and true peak targets for Spotify and podcasts, Suno/Udio AI-fingerprint removal and a mastering passport in chat. +- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [![immich-photo-manager MCP server](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager/badges/score.svg)](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) 🐍 🏠 🍎 🪟 🐧 - Manage a self-hosted Immich photo library: CLIP natural language search, GPS album curation, duplicate detection, library health reports and HTML galleries. +- [editmamei/editmamei](https://github.com/editmamei/editmamei) [![editmamei/editmamei MCP server](https://glama.ai/mcp/servers/editmamei/editmamei/badges/score.svg)](https://glama.ai/mcp/servers/editmamei/editmamei) 📇 🏠 🍎 🪟 - Natural-language interface for Adobe Photoshop that plans edits and executes them with native Photoshop tools rather than generative AI. +- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [![FileToPDF/filetopdf-mcp MCP server](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Convert documents (DOCX, XLSX, PPTX), images, HTML and Markdown to PDF via the FileToPDF API, returned as an embedded resource or saved to disk. +- [guaardvark/guaardvark](https://github.com/guaardvark/guaardvark) [![guaardvark/guaardvark MCP server](https://glama.ai/mcp/servers/guaardvark/guaardvark/badges/score.svg)](https://glama.ai/mcp/servers/guaardvark/guaardvark) 🐍 🏠 🐧 🍎 - Self-hosted AI studio exposing local image, video and music-video generation, upscaling, RAG and code intelligence, with renders queued on your own GPU. +- [haljishi/vidwords-mcp](https://github.com/haljishi/vidwords-mcp) [![haljishi/vidwords-mcp MCP server](https://glama.ai/mcp/servers/haljishi/vidwords-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haljishi/vidwords-mcp) 🎖️ ☁️ 🍎 🪟 🐧 - Search YouTube video transcripts and frames (slides, charts, on-screen text) and get matching moments with timestamped links and verified citations. +- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [![huseyinstif/klaket MCP server](https://glama.ai/mcp/servers/huseyinstif/klaket/badges/score.svg)](https://glama.ai/mcp/servers/huseyinstif/klaket) 📇 🏠 🍎 🪟 🐧 - Local video understanding: word-timestamped transcripts, speaker labels, scenes, chapters and moment search from any video URL or file. +- [Inmoprice/clipcliper-mcp](https://github.com/Inmoprice/clipcliper-mcp) [![Inmoprice/clipcliper-mcp MCP server](https://glama.ai/mcp/servers/Inmoprice/clipcliper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Inmoprice/clipcliper-mcp) 📇 ☁️ - Turn public YouTube, Twitch, Kick or TikTok video links into timestamped transcripts, chapters and clip suggestions. +- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - Podcast editing service: submit raw audio or a URL and get edited episodes with filler words and noise removed, transcripts, show notes and social clips. +- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost controls: upfront price quotes, budget enforcement and reserve-burn-refund billing. +- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [![ffroliva/gflow-cli MCP server](https://glama.ai/mcp/servers/ffroliva/gflow-cli/badges/score.svg)](https://glama.ai/mcp/servers/ffroliva/gflow-cli) 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow with your Google account: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable characters and scenes. +- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [![richer-richard/cochlea MCP server](https://glama.ai/mcp/servers/richer-richard/cochlea/badges/score.svg)](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Offline, deterministic audio engine: compose scores as data, render WAV or FLAC, report loudness, pitch, tempo and key, generate spectrograms and diff renders. +- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [![realcrabcut/crabcut-mcp-server MCP server](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips via the Crabcut API: highlight detection, subtitles, 9:16 reframing and direct download URLs. +- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [![ronak-create/FableCut MCP server](https://glama.ai/mcp/servers/ronak-create/FableCut/badges/score.svg)](https://glama.ai/mcp/servers/ronak-create/FableCut) 📇 🏠 🍎 🪟 🐧 - Browser video editor driven through a JSON timeline: clips, keyframes, transitions, text animations, filters, reference-video analysis and ffmpeg export. +- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [![runapi-ai/mcp MCP server](https://glama.ai/mcp/servers/runapi-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified API for AI models across providers: browse models and prices, create image, video, music and audio tasks, poll results and call LLM endpoints. +- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [![image-tiler-mcp-server MCP server](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Tile large images and web page captures (via Chrome CDP) so vision models see full resolution, with model-specific token estimates and HTML tile previews. +- [korovin-aa97/talkthrough-mcp](https://github.com/korovin-aa97/talkthrough-mcp) [![korovin-aa97/talkthrough-mcp MCP server](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp/badges/score.svg)](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp) 🐍 🏠 🍎 🪟 🐧 - Turn screen recordings or other local video and audio into local Whisper transcripts, keyframes, OCR and full-text search, with wall-clock timestamps for logs. +- [legolev/mediamcp](https://github.com/legolev/mediamcp) [![legolev/mediamcp MCP server](https://glama.ai/mcp/servers/legolev/mediamcp/badges/score.svg)](https://glama.ai/mcp/servers/legolev/mediamcp) 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus Veo, Sora and Seedance video generation via OpenRouter or OpenAI-compatible APIs, with resumable video jobs. +- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [![Lulu-The-Narwhal/dali-mcp MCP server](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) 🐍 ☁️ - Score AI image and video generation prompts for models like Veo 3, Sora, Kling, Midjourney and Flux, and rewrite weak ones before generating. +- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [![gaudio-developers-mcp MCP server](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) 📇 ☁️ 🍎 🪟 🐧 - Gaudio audio AI API: stem separation (vocals, drums, bass, guitar, piano), dialogue/music/effects separation and AI lyrics sync. +- [gridhra/atx-mcp](https://github.com/gridhra/atx-mcp) [![gridhra/atx-mcp MCP server](https://glama.ai/mcp/servers/gridhra/atx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gridhra/atx-mcp) 🦀 🏠 🍎 🪟 🐧 - Deterministic, non-generative image editing via declarative recipes: crop, mask, layer, apply LUTs, strip EXIF/GPS and encode, saved as immutable revisions. +- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [![manovagyanik1/clipy-mcp MCP server](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only access to Clipy screen recordings: search the library, fetch timestamped transcripts, AI summaries and key moments with video frames. +- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [![MkTurner74/botverse-mcp MCP server](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) 📇 ☁️ 🍎 🪟 🐧 - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) without AWS or FFmpeg setup. +- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [![MohamedAbdallah-14/prompt-to-asset MCP server](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset/badges/score.svg)](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) 📇 🏠 🍎 🪟 🐧 - Generate app icons, favicons, OG images, logos and wordmarks across many image models, validating contrast, text accuracy and palette before returning. +- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [![mordor-forge/gemini-media-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Gemini media generation: Nano Banana images and editing, Veo video, text-to-speech and Lyria music, via the Gemini API or Vertex AI. +- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [![mcp-video-analyzer MCP server](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer/badges/score.svg)](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) 📇 🏠 🍎 🪟 🐧 - Video analysis: extract transcripts, key frames, OCR text and annotated timelines from Loom links and direct MP4 or WebM files. +- [ilovevideoeditor/mcp-server](https://github.com/ilovevideoeditor/mcp-server) [![ilovevideoeditor/mcp-server MCP server](https://glama.ai/mcp/servers/ilovevideoeditor/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ilovevideoeditor/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Render videos from JSON via the iLoveVideoEditor cloud API: motion-design templates, GPU effects, transitions, batch rendering and webhooks. +- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [![KyaniteLabs/kinocut MCP server](https://glama.ai/mcp/servers/KyaniteLabs/kinocut/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) 🐍 🏠 🍎 🪟 🐧 - Local, guardrailed video editing: FFmpeg edits, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates and provenance receipts. +- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [![mordor-forge/trident-mcp MCP server](https://glama.ai/mcp/servers/mordor-forge/trident-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - AI 3D model generation via Tripo (text, image or multiview to 3D) plus retopology, format conversion (GLB, FBX, OBJ, STL, USDZ) and stylization. +- [musevate/MCP](https://github.com/musevate/MCP) [![musevate/MCP MCP server](https://glama.ai/mcp/servers/musevate/MCP/badges/score.svg)](https://glama.ai/mcp/servers/musevate/MCP) 📇 ☁️ 🍎 🪟 🐧 - Generate video from prompts, images or reference images across AI video models (Sora, Veo, Kling, Seedance and more), with cost quotes before spending. +- [mutonby/openshorts](https://github.com/mutonby/openshorts) [![mutonby/openshorts MCP server](https://glama.ai/mcp/servers/mutonby/openshorts/badges/score.svg)](https://glama.ai/mcp/servers/mutonby/openshorts) 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn long videos into vertical shorts: moment detection, face-tracked 9:16 reframing, captions, dubbing and publishing to TikTok, Instagram and YouTube. +- [SHARProduction/production-metadata-mcp](https://github.com/SHARProduction/production-metadata-mcp) [![SHARProduction/production-metadata-mcp MCP server](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only SHAR Production metadata gate that validates rights-aware video-production manifests and returns a releasability result. +- [stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal) [![stabgan/openrouter-mcp-multimodal MCP server](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal/badges/score.svg)](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal) 📇 ☁️ 🍎 🪟 🐧 - Multimodal access to OpenRouter models: text chat, image, audio and video analysis, and image, audio and video generation (Veo, Sora, Seedance, Wan). +- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - Examine image metadata such as EXIF, XMP, JFIF and GPS for searching and analyzing photo libraries. +- [strato-space/media-gen-mcp](https://github.com/strato-space/media-gen-mcp) 📇 ☁️ 🏠 - Media generation, editing and asset downloads with OpenAI Images/Videos and Google GenAI (Veo). +- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - Computer vision-based image recognition and editing tools. +- [tandryukha/aidemo](https://github.com/tandryukha/aidemo) [![tandryukha/aidemo MCP server](https://glama.ai/mcp/servers/tandryukha/aidemo/badges/score.svg)](https://glama.ai/mcp/servers/tandryukha/aidemo) 📇 🏠 🍎 🐧 - Turn a storyboard JSON into a narrated, captioned product-demo MP4 (TTS voiceover, Whisper captions, auto-zoom) via Chrome replay and ffmpeg. +- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) 📇 🏠 🍎 🪟 🐧 - Sonos control via UPnP: device discovery, multi-room playback, queues, music library browsing, alarms, event subscriptions and EQ settings. +- [TranscriptFetch/mcp-server](https://github.com/TranscriptFetch/mcp-server) [![TranscriptFetch/mcp-server MCP server](https://glama.ai/mcp/servers/TranscriptFetch/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/TranscriptFetch/mcp-server) 🎖️ 📇 ☁️ - Transcripts from YouTube, TikTok, Instagram and podcasts, plus YouTube search and channel and playlist listing. +- [transloadit/node-sdk](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server) [![transloadit/node-sdk MCP server](https://glama.ai/mcp/servers/transloadit/node-sdk/badges/score.svg)](https://glama.ai/mcp/servers/transloadit/node-sdk) 📇 ☁️ 🏠 🍎 🪟 🐧 - Media processing via Transloadit Robots: video encoding (HLS, H.264, VP9), image resizing and watermarks, document conversion, OCR and transcription. +- [torrentclaw/torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp) 🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability and cast/crew metadata. +- [tro2789/scout-premiere-mcp](https://github.com/tro2789/scout-premiere-mcp) [![tro2789/scout-premiere-mcp MCP server](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp) 📇 🏠 🪟 - Control Adobe Premiere Pro via the Scout panel: frame-accurate transcript search, markers, cuts, effects, transitions, exports and project management. +- [tydude001/proofcut](https://github.com/tydude001/proofcut) [![tydude001/proofcut MCP server](https://glama.ai/mcp/servers/tydude001/proofcut/badges/score.svg)](https://glama.ai/mcp/servers/tydude001/proofcut) 🐍 🏠 🪟 🐧 - Local-first video editor: cut by transcript, attach b-roll to phrases, score, caption, render and master, then verify the render against the edit. +- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) - Local video search, trimming, stitching and playback through conversation, using the ffmpeg command line. +- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) 🐍 🏠 🍎 🪟 - Video and audio editing: trim, merge, effects, overlays, format conversion, audio processing and YouTube downloads, chaining steps without intermediate files. +- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI image enhancement (upscaling, denoising, sharpening) via the Topaz Labs API, with models such as Standard V2, Wonder 2, Bloom and Recover 3. +- [verIdyia/autoeq-mcp](https://github.com/verIdyia/autoeq-mcp) [![autoeq-mcp MCP server](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp/badges/score.svg)](https://glama.ai/mcp/servers/verIdyia/autoeq-mcp) 🐍 🏠 🍎 🪟 🐧 - AutoEQ headphone and IEM EQ data: search by name or sound signature, get parametric EQ settings, compare models band by band and browse Harman rankings. +- [rendobar/mcp](https://github.com/rendobar/mcp) [![rendobar/mcp MCP server](https://glama.ai/mcp/servers/rendobar/mcp/badges/score.svg)](https://glama.ai/mcp/servers/rendobar/mcp) 🎖️ 📇 ☁️ - Submit media-processing jobs to the Rendobar API with local file upload: transcode, run raw FFmpeg, burn in captions and add watermarks. +- [WaveSpeedAI/mcp-server](https://github.com/WaveSpeedAI/mcp-server) [![WaveSpeedAI/mcp-server MCP server](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/WaveSpeedAI/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Run image, video, audio and 3D models from the WaveSpeed catalog: model search, schema introspection, local file upload and price quotes before running. +- [WeftCut/WeftCut](https://github.com/WeftCut/WeftCut) [![WeftCut/WeftCut MCP server](https://glama.ai/mcp/servers/WeftCut/WeftCut/badges/score.svg)](https://glama.ai/mcp/servers/WeftCut/WeftCut) 🎖️ 📇 🦀 🏠 🍎 🪟 🐧 - Drive the WeftCut desktop video editor: trim and split clips, keyframes, effects, captions, audio mixing, markers and export, with live edits and dry runs. +- [woladi/macos-vision-mcp](https://github.com/woladi/macos-vision-mcp) [![macos-vision-mcp MCP server](https://glama.ai/mcp/servers/woladi/macos-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/woladi/macos-vision-mcp) 📇 🏠 🍎 - Offline OCR and image analysis via Apple's Vision framework: text from images and PDFs with bounding boxes, face, barcode and QR detection, and classification. +- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [![afghanfansmedia-ai/songcheck-mcp MCP server](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) 🐍 ☁️ - Detect AI-generated music (Suno, Udio) and media, with AI-probability verdicts, provenance signals (Content Credentials, SynthID) and folder scans. +- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [![xDarkzx/Reaper-MCP MCP server](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP/badges/score.svg)](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) 🐍 🏠 🍎 🪟 🐧 - Music production in REAPER: transport, tracks, MIDI editing, mixing and FX, tempo maps, markers and regions, and ReaScript execution. +- [apancyborg/appsgolem-mcp](https://github.com/apancyborg/appsgolem-mcp) [![apancyborg/appsgolem-mcp MCP server](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Cut clips from YouTube videos via the AppsGolem API in a chosen format and quality, and get a direct download URL. +- [industriesfatty-spec/fattly-mcp](https://github.com/industriesfatty-spec/fattly-mcp) [![industriesfatty-spec/fattly-mcp MCP server](https://glama.ai/mcp/servers/industriesfatty-spec/fattly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/industriesfatty-spec/fattly-mcp) 📇 ☁️ - Generate AI images, video, voiceovers, avatars and UGC ads with many models via Fattly. ### 🖥️ OS Automation Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation. -- [suleyman416/mcp-applemusic](https://github.com/suleyman416/mcp-applemusic) [![suleyman416/mcp-applemusic MCP server](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic/badges/score.svg)](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic) 🐍 🏠 🍎 - FastMCP server for Apple Music on macOS with 74 tools, autonomous tokenless DJ daemon, DJ energy mixes, multi-room AirPlay, Spotify & M3U playlist importers, listening journal, and Apple Replay analytics. -- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [![gnome-desktop-mcp MCP server](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) 🐍 🏠 🐧 - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45–49 Linux desktop. -- [SunnyLich/OpenWand](https://github.com/SunnyLich/OpenWand) [![SunnyLich/OpenWand MCP server](https://glama.ai/mcp/servers/SunnyLich/OpenWand/badges/score.svg)](https://glama.ai/mcp/servers/SunnyLich/OpenWand) 🐍 🏠 🐧 🪟 🍎 - Local MCP stdio server that gives trusted AI clients read-only desktop context through OpenWand, including selection, clipboard, active-window, browser-page, and screen context. -- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [![dimpagk92/cellar MCP server](https://glama.ai/mcp/servers/dimpagk92/cellar/badges/score.svg)](https://glama.ai/mcp/servers/dimpagk92/cellar) 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models. -- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [![desktop-touch-mcp MCP server](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation for LLM agents with entity-based actions instead of coordinate-only clicking. Uses UIA, CDP, screenshots, keyboard/mouse/clipboard, and terminal control, plus entity leases, verified delivery, causal context, and interaction memory to reduce silent UI automation failures. -- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [![glasswarp/mcp-server MCP server](https://glama.ai/mcp/servers/glasswarp/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control a real Windows PC you own from any MCP client, locally or remotely. Hosted MCP (`https://mcp.glasswarp.com/mcp`) or `npx @glasswarp/mcp`. Observe (UIA + screenshots), click/type/drag/scroll, launch apps, owner Live View. BYOH — your machine, your key; you bring the model. -- [JonathanRReed/Apple-MCPs](https://github.com/JonathanRReed/Apple-MCPs) [![JonathanRReed/Apple-MCPs MCP server](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs/badges/score.svg)](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs) 🐍 🏠 🍎 - Local macOS MCP servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps, and system tools. Use the unified server or standalone servers over stdio, with PyPI packages and MCPB bundles. -- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [![juergenkoller-software/nemeton-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - MCP bridge for [Nemeton](https://store.juergenkoller.software/en/apps/nemeton) — native macOS virtual machine manager built on Apples Virtualization.framework. Create/control Linux & macOS VMs (no Parallels, no QEMU), CoW snapshots on APFS, 50+ MCP tools across VM lifecycle, console, files, networking, and host metrics. -- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [![tinqiao-oss/clawtouch-mcp MCP server](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp` -- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [![juergenkoller-software/freezetext-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) — OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools. -- [faze79/WPFVisualTreeMcp](https://github.com/faze79/WPFVisualTreeMcp) [![faze79/WPFVisualTreeMcp MCP server](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp/badges/score.svg)](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp) #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF (.NET desktop) apps: visual tree, dependency properties, data bindings and binding errors, DataContext, and screenshots with open popups/menus included, plus clicking, item selection, text input and keyboard shortcuts. Auto-injects into any running WPF process (x64/x86) with no source changes. `dotnet tool install -g WpfVisualTreeMcp` -- [fixed-width/glass](https://github.com/fixed-width/glass) [![fixed-width/glass MCP server](https://glama.ai/mcp/servers/fixed-width/glass/badges/score.svg)](https://glama.ai/mcp/servers/fixed-width/glass) 🦀 🏠 🍎 🪟 🐧 - Gives a coding agent a build → see → interact → debug loop over the native GUI app it is writing: launch the app, screenshot it, read its accessibility tree, inject mouse/keyboard/gestures, tail its logs, and diff frames to confirm a change landed. Drives apps as an external black box with no app integration, so any toolkit or language works. 30 tools with text-first responses (element ids, diffs, waits) so the agent need not screenshot every step, plus optional sandboxing of the launched app. Backends: X11, Wayland, Windows, macOS, Android emulators, and the iOS Simulator. -- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [![ostapondo/Plonk MCP server](https://glama.ai/mcp/servers/ostapondo/Plonk/badges/score.svg)](https://glama.ai/mcp/servers/ostapondo/Plonk) 📇 🏠 🍎 - A Mac window manager an agent can drive, plus ten more menu bar utilities behind the same icon: see every monitor and window, arrange a layout across displays in one call, snap a window into zones you drew yourself, save workspaces that relaunch apps into their places, keep-awake, measure the screen, screenshot a window by name even when it is buried behind other windows, annotate it, and read text off the screen on-device — handed back a box per line, so what was read can be pointed at. 20 tools, backed by a native menu bar app over a local-only loopback API; no cloud, no telemetry. `npx -y plonk-mcp`, or open the shipped `.mcpb` bundle in Claude Desktop. -- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [![emazaheri/ios-agent MCP server](https://glama.ai/mcp/servers/emazaheri/ios-agent/badges/score.svg)](https://glama.ai/mcp/servers/emazaheri/ios-agent) 🐍 🏠 🍎 - Drive a real iPhone or an iOS Simulator through XCUIAutomation and WebDriverAgent. Screens arrive as a compact digest rather than raw accessibility XML (37,000 tokens to 329 on a long list), element resolution runs server-side through six tiers so a retry costs no model tokens, every action returns the screen it produced, and destructive actions are classified before they run and ask first. -- [yunfeng-enrich/usemymac](https://github.com/yunfeng-enrich/usemymac) [![yunfeng-enrich/usemymac MCP server](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac/badges/score.svg)](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac) 🐍 🏠 🍎 - Turn a Mac into a remote computer-use MCP server with one command. `uvx usemymac up` wraps CUA's computer-server (screenshot, mouse, keyboard, windows, apps, accessibility tree) in a per-run token, hides shell and file tools unless opted in, and opens a Cloudflare quick tunnel so Claude Code, Codex, or any MCP client on another machine can use the Mac. Rides an existing CuaDriver daemon when one is running. -- [dockndevai/mcp-mac-control](https://github.com/dockndevai/mcp-mac-control) [![dockndevai/mcp-mac-control MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-mac-control/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-mac-control) 📇 🏠 🍎 - Full control of a Mac — drive it like a human: shell, AppleScript, files, processes, and human-like GUI (move, click, double/right-click, drag, scroll, type, key combos) with a screenshot perception loop. Full control by default; MACCTL_SAFE_MODE=true inverts to safe-by-default (read-only, gated, confirmations). The powerful sibling of mcp-macos. `npx -y @dockndevai/mcp-mac-control` -- [dockndevai/mcp-macos](https://github.com/dockndevai/mcp-macos) [![dockndevai/mcp-macos MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-macos/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-macos) 📇 🏠 🍎 - Safe-by-default control of a Mac: read files, list processes & apps, take screenshots, read the clipboard; and behind explicit opt-ins, run shell commands (allowlisted), AppleScript, move files to Trash, and inject GUI input. Read-only by default with layered access modes, per-path/command allowlists, and human confirmation (MCP elicitation) on the dangerous calls. `npx -y @dockndevai/mcp-macos` -- [chryaner/terrarium](https://github.com/chryaner/terrarium) [![chryaner/terrarium MCP server](https://glama.ai/mcp/servers/chryaner/terrarium/badges/score.svg)](https://glama.ai/mcp/servers/chryaner/terrarium) 🏎️ 🏠 🪟 - Fork, break, and revert real VirtualBox VMs as MCP tools. Forks are linked clones (~0.1s) and revert restores a RAM snapshot in seconds. Drives GUI-only guests through the hypervisor with screenshot, click, scroll, type and keys, so an agent controls a machine with no SSH, guest agent, or network, including Windows XP. Windows host with VirtualBox required. `npx -y terrarium-mcp mcp` -- [munimtechnologies/munim-computer-use](https://github.com/munimtechnologies/munim-computer-use) [![munimtechnologies/munim-computer-use MCP server](https://glama.ai/mcp/servers/munimtechnologies/munim-computer-use/badges/score.svg)](https://glama.ai/mcp/servers/munimtechnologies/munim-computer-use) 🦀 📇 🏠 🍎 🪟 🐧 - Accessibility-first Computer Use for any agent: element ids instead of guessed pixels, background input that never moves your mouse, an agent pointer overlay, zoom with correct coordinate mapping, and an own tab group in your signed-in Chrome. Same 30 tools on macOS, Windows and Linux; npm launcher `munim-computer-use`. +- [suleyman416/mcp-applemusic](https://github.com/suleyman416/mcp-applemusic) [![suleyman416/mcp-applemusic MCP server](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic/badges/score.svg)](https://glama.ai/mcp/servers/suleyman416/mcp-applemusic) 🐍 🏠 🍎 - Apple Music control on macOS: DJ daemon and energy mixes, multi-room AirPlay, Spotify and M3U playlist import, listening journal and Apple Replay analytics. +- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [![gnome-desktop-mcp MCP server](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) 🐍 🏠 🐧 - GNOME desktop automation via D-Bus: screenshots, window management, mouse and keyboard input, clipboard, workspaces and notifications on GNOME 45 to 49. +- [SunnyLich/OpenWand](https://github.com/SunnyLich/OpenWand) [![SunnyLich/OpenWand MCP server](https://glama.ai/mcp/servers/SunnyLich/OpenWand/badges/score.svg)](https://glama.ai/mcp/servers/SunnyLich/OpenWand) 🐍 🏠 🐧 🪟 🍎 - Read-only desktop context through OpenWand: current selection, clipboard, active window, browser page and screen. +- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [![dimpagk92/cellar MCP server](https://glama.ai/mcp/servers/dimpagk92/cellar/badges/score.svg)](https://glama.ai/mcp/servers/dimpagk92/cellar) 🦀 📇 🏠 🍎 🐧 - Hybrid computer-use runtime combining the accessibility tree, Chrome DevTools Protocol and vision into structured context, with offline support via Ollama. +- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [![desktop-touch-mcp MCP server](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation with entity-based actions instead of coordinate clicks, using UIA, CDP, screenshots, keyboard, mouse, clipboard and terminal control. +- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [![glasswarp/mcp-server MCP server](https://glama.ai/mcp/servers/glasswarp/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control your own Windows PC locally or remotely: UIA and screenshot observation, clicking, typing, dragging, scrolling, launching apps and Live View. +- [JonathanRReed/Apple-MCPs](https://github.com/JonathanRReed/Apple-MCPs) [![JonathanRReed/Apple-MCPs MCP server](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs/badges/score.svg)](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs) 🐍 🏠 🍎 - Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone. +- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [![juergenkoller-software/nemeton-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - Control Nemeton, a macOS virtual machine manager built on Apple's Virtualization framework: Linux and macOS VMs, APFS snapshots, console, files and networking. +- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [![tinqiao-oss/clawtouch-mcp MCP server](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard and mouse control via a Raspberry Pi Pico 2: move, click, drag, type, key combos and scroll, with a mock mode for testing. +- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [![juergenkoller-software/freezetext-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - Screen OCR on macOS via FreezeText: freeze the screen and extract text with Apple Vision, OCR regions or images, and search capture history. +- [faze79/WPFVisualTreeMcp](https://github.com/faze79/WPFVisualTreeMcp) [![faze79/WPFVisualTreeMcp MCP server](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp/badges/score.svg)](https://glama.ai/mcp/servers/faze79/WPFVisualTreeMcp) #️⃣ 🏠 🪟 - Inspect, debug and drive running WPF apps without source changes: visual tree, dependency properties, bindings, DataContext, screenshots, clicks and text input. +- [fixed-width/glass](https://github.com/fixed-width/glass) [![fixed-width/glass MCP server](https://glama.ai/mcp/servers/fixed-width/glass/badges/score.svg)](https://glama.ai/mcp/servers/fixed-width/glass) 🦀 🏠 🍎 🪟 🐧 - Drive native GUI apps under development: launch, screenshot, read the accessibility tree, inject input, tail logs and diff frames on desktop, Android and iOS. +- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [![ostapondo/Plonk MCP server](https://glama.ai/mcp/servers/ostapondo/Plonk/badges/score.svg)](https://glama.ai/mcp/servers/ostapondo/Plonk) 📇 🏠 🍎 - Mac window manager and menu bar utilities: arrange windows across displays, snap to custom zones, save workspaces, window screenshots and on-device OCR. +- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [![emazaheri/ios-agent MCP server](https://glama.ai/mcp/servers/emazaheri/ios-agent/badges/score.svg)](https://glama.ai/mcp/servers/emazaheri/ios-agent) 🐍 🏠 🍎 - Drive an iPhone or iOS Simulator via XCUIAutomation and WebDriverAgent, with compact screen digests and confirmation before destructive actions. +- [yunfeng-enrich/usemymac](https://github.com/yunfeng-enrich/usemymac) [![yunfeng-enrich/usemymac MCP server](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac/badges/score.svg)](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac) 🐍 🏠 🍎 - Turn a Mac into a remote computer-use server via CUA: screenshots, mouse, keyboard, windows and apps, token-protected and exposed through a Cloudflare tunnel. +- [dockndevai/mcp-mac-control](https://github.com/dockndevai/mcp-mac-control) [![dockndevai/mcp-mac-control MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-mac-control/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-mac-control) 📇 🏠 🍎 - Full Mac control: shell, AppleScript, files, processes and human-like GUI input with a screenshot loop, plus an optional safe mode with read-only, gated access. +- [dockndevai/mcp-macos](https://github.com/dockndevai/mcp-macos) [![dockndevai/mcp-macos MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-macos/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-macos) 📇 🏠 🍎 - Read-only-by-default Mac control: files, processes, screenshots and clipboard, with opt-in allowlisted shell commands, AppleScript and GUI input. +- [chryaner/terrarium](https://github.com/chryaner/terrarium) [![chryaner/terrarium MCP server](https://glama.ai/mcp/servers/chryaner/terrarium/badges/score.svg)](https://glama.ai/mcp/servers/chryaner/terrarium) 🏎️ 🏠 🪟 - Fork, break and revert VirtualBox VMs with linked clones and RAM snapshots, and drive GUI-only guests via screenshots and input without SSH or a guest agent. +- [munimtechnologies/munim-computer-use](https://github.com/munimtechnologies/munim-computer-use) [![munimtechnologies/munim-computer-use MCP server](https://glama.ai/mcp/servers/munimtechnologies/munim-computer-use/badges/score.svg)](https://glama.ai/mcp/servers/munimtechnologies/munim-computer-use) 🦀 📇 🏠 🍎 🪟 🐧 - Accessibility-first computer use on macOS, Windows and Linux: element IDs instead of pixels, background input, a pointer overlay and its own Chrome tab group. -- [Dominic-DK/askew-mcp](https://github.com/Dominic-DK/askew-mcp) [![Dominic-DK/askew-mcp MCP server](https://glama.ai/mcp/servers/Dominic-DK/askew-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dominic-DK/askew-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Let an agent use a real iPhone, iPad or Mac through Apple Shortcuts: run a Shortcut on a locked phone and get the result back, send lock-screen notifications, and read what the phone sends (Calendar, Reminders, Notes, HomeKit, Wallet events). End-to-end encrypted relay, one automation on the phone. `npx -y askew-mcp` +- [Dominic-DK/askew-mcp](https://github.com/Dominic-DK/askew-mcp) [![Dominic-DK/askew-mcp MCP server](https://glama.ai/mcp/servers/Dominic-DK/askew-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Dominic-DK/askew-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Run Apple Shortcuts on an iPhone, iPad or Mac (even locked), send lock-screen notifications and receive device events over an end-to-end encrypted relay. ### 🎙️ Podcasts Servers for podcast analytics, search, hosting, and discovery. -- [conorbronsdon/apple-podcasts-mcp](https://github.com/conorbronsdon/apple-podcasts-mcp) [![conorbronsdon/apple-podcasts-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/apple-podcasts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/apple-podcasts-mcp) 📇 ☁️ - Owner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode listening for a show you own. Not the public iTunes catalog — this is the data Apple's hosting API does not expose. Read-only. Requires an Apple Podcasters Program membership, which is what issues the vendor number Reporter needs. -- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [![conorbronsdon/op3-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Podcast analytics from OP3, the Open Podcast Prefix Project: downloads over time, listener geography, app share, and per-episode breakdowns. Read-only by design. -- [conorbronsdon/podcastindex-mcp](https://github.com/conorbronsdon/podcastindex-mcp) [![conorbronsdon/podcastindex-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp) 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows, and feed health. -- [conorbronsdon/Transistor-MCP](https://github.com/conorbronsdon/Transistor-MCP) [![conorbronsdon/Transistor-MCP MCP server](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/Transistor-MCP) 📇 ☁️ - Manage Transistor.fm podcasts: episodes, analytics, download summaries, episode comparisons, transcripts, and webhooks. -- [ni-c/audiobookshelf-mcp](https://github.com/ni-c/audiobookshelf-mcp) [![ni-c/audiobookshelf-mcp MCP server](https://glama.ai/mcp/servers/ni-c/audiobookshelf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/audiobookshelf-mcp) 📇 🏠 - Browse a self-hosted Audiobookshelf library of audiobooks and podcasts, answer questions about listening history and statistics, and keep progress, bookmarks, collections and playlists in sync. Optional read-only mode; deletions need a confirmation token. +- [conorbronsdon/apple-podcasts-mcp](https://github.com/conorbronsdon/apple-podcasts-mcp) [![conorbronsdon/apple-podcasts-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/apple-podcasts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/apple-podcasts-mcp) 📇 ☁️ - Read-only Apple Podcasts analytics for shows you own via Podcasts Connect Reporter: plays, unique and engaged listeners, followers and per-episode listening. +- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [![conorbronsdon/op3-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) 📇 ☁️ - Read-only podcast analytics from OP3 (Open Podcast Prefix Project): downloads over time, listener geography, app share and per-episode breakdowns. +- [conorbronsdon/podcastindex-mcp](https://github.com/conorbronsdon/podcastindex-mcp) [![conorbronsdon/podcastindex-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/podcastindex-mcp) 📇 ☁️ - Search the Podcast Index: podcasts, episodes, guest appearances by person, trending shows and feed health. +- [ni-c/audiobookshelf-mcp](https://github.com/ni-c/audiobookshelf-mcp) [![ni-c/audiobookshelf-mcp MCP server](https://glama.ai/mcp/servers/ni-c/audiobookshelf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/audiobookshelf-mcp) 📇 🏠 - Browse an Audiobookshelf library, query listening history and stats, and sync progress, bookmarks, collections and playlists, with optional read-only mode. ### 📋 Product Management Tools for product planning, customer feedback analysis, and prioritization. -- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [![KyaniteLabs/Epoch MCP server](https://glama.ai/mcp/servers/KyaniteLabs/Epoch/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) 📇 🏠 - Software estimation server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk tools. -- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [![daiji-sshr/redmine-mcp-stateless MCP server](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless/badges/score.svg)](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) 🐍 🏠 🐧 - Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating issues, full-text search across subjects, descriptions and comments, and editing journals (Redmine 5.0+). Deployable on RHEL (systemd) or Docker. -- [andrelaptenok/redmine-mcp-stdio](https://github.com/andrelaptenok/redmine-mcp-stdio) [![andrelaptenok/redmine-mcp-stdio MCP server](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio/badges/score.svg)](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio) 📇 🏠 🍎 🪟 🐧 - Search, read, create and update Redmine issues, projects and time entries from any MCP client. 12 tools with MCP safety annotations: full-text search, issue journals with attachments, comments and time tracking. `npx -y redmine-mcp-stdio` -- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [![devemberx/mcp-server-polarion MCP server](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion/badges/score.svg)](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) 🐍 ☁️ 🍎 🪟 🐧 - Polarion ALM integration with 24 read/write tools for documents, work items, traceability links, and comments. Renders documents as Markdown, searches with Lucene or SQL, walks incoming/outgoing links, and creates/updates/reorganizes work items. Every write tool supports `dry_run` with pre-write field, enum, and link-target validation. Requires Polarion 2506+. `uvx mcp-server-polarion`. -- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) 📇 ☁️ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization. -- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [![Lukaris/framedeck-mcp MCP server](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing productions, stages, frames (cards), checklists, comments, and labels. Ideas land in an Idea Pool and graduate into full productions with stages (Idea → Scripting → Filming → Editing → Published). All tools ship with MCP safety annotations. `npx framedeck-mcp` -- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering projects, RFIs, submittals, daily logs, budgets, and more. Single-user OAuth with auto-refresh. -- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [![saga-mcp MCP server](https://glama.ai/mcp/servers/@spranab/saga-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools. -- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [![agrath/Trello-Desktop-MCP MCP server](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP/badges/score.svg)](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search. Read-only mode, image attachment -- [negoro26/mcp-taiga](https://github.com/negoro26/mcp-taiga) [![negoro26/mcp-taiga MCP server](https://glama.ai/mcp/servers/negoro26/mcp-taiga/badges/score.svg)](https://glama.ai/mcp/servers/negoro26/mcp-taiga) 📇 🏠 🍎 🪟 🐧 - Taiga project management MCP server: issues, user stories, tasks, epics, sprints, comments, attachments, and wiki via six op-dispatching tools (about 2.8k-token tool schema). Resolves project slugs, #references, and status names server-side. Runs via npx or Docker over stdio, or streamable HTTP for remote clients. -- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [![xfloukiex-lab/road-poneglyph MCP server](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph/badges/score.svg)](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) 🐍 🏠 🍎 🪟 🐧 - Reviews a plan for what's missing — unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp` -- [AIOProductOS/claude-plugin](https://github.com/AIOProductOS/claude-plugin) [![AIOProductOS/claude-plugin MCP server](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin) 🎖️ ☁️ - Product management over a shared product spine: link customer feedback and insights to features, tasks, sprints, releases and objectives; weekly signal memo; roadmap-drift detection; customer 360, funnel, path, retention, NPS and NRR analytics; artifact versioning and identity resolution. 38 tools, hosted remote server with OAuth 2.1 (DCR + PKCE). -auto-download. Install via `npx atlassian-trello-mcp`. -- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [![mohamed-ashraf-elsaed/loupe MCP server](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe/badges/score.svg)](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) 🎖️ 📇 🏠 - Turns pinned visual product feedback into an actionable backlog: list comments, read one with its target element's HTML, computed styles and screenshot, and update its status. Powers the [Loupe](https://mohamed-ashraf-elsaed.github.io/loupe/) SDK, browser extension, and `loupekit/laravel` package. Install `@loupekit/mcp` (binary `loupe-mcp`). -- [gonnagetapower/kelvia-mcp](https://github.com/gonnagetapower/kelvia-mcp) [![kelvia-mcp MCP server](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - [Kelvia](https://kelvia.app) task manager an agent can fully operate: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner. 58 tools with MCP safety annotations and selectable toolsets. Hosted endpoint with OAuth 2.1 — one command, no token to paste. `npx kelvia-mcp` -- [illodev/workfile](https://github.com/illodev/workfile) [![illodev/workfile MCP server](https://glama.ai/mcp/servers/illodev/workfile/badges/score.svg)](https://glama.ai/mcp/servers/illodev/workfile) 🎖️ 📇 🏠 🍎 🪟 🐧 - Work, Docs, History and durable Memory as Markdown inside the repository, so the backlog reviews, branches and merges with the code that answers it. Cards carry a lifecycle and a claim, so parallel agents refuse to edit a card another actor holds. 30 tools, plus a CLI, a Claude Code plugin and a local UI. `npx -y @illodev/workfile mcp` -- [igorolv/redmine-mcp-server](https://github.com/igorolv/redmine-mcp-server) [![igorolv/redmine-mcp-server MCP server](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Redmine for AI agents: issues, projects, wiki, attachments (PDF/DOCX/ZIP text extraction), time entries, release and blocker analytics; read-only by default with optional write tools. -- [kenzotp/mcp-server-zuuna](https://github.com/kenzotp/mcp-server-zuuna) [![kenzotp/mcp-server-zuuna MCP server](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna/badges/score.svg)](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Zuuna](https://app.zuuna.de) developer project management: 8 tools for boards, cards, moves, and comments over the Zuuna v1 API; the agent reads the board, codes in the repo, and when the PR merges, git activity moves the card. `npx -y mcp-server-zuuna` - [![kenzotp/mcp-server-zuuna MCP server](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna/badges/score.svg)](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna) +- [KyaniteLabs/Epoch](https://github.com/KyaniteLabs/Epoch) [![KyaniteLabs/Epoch MCP server](https://glama.ai/mcp/servers/KyaniteLabs/Epoch/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/Epoch) 📇 🏠 - Software estimation: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time and cost mapping, and schedule-risk analysis. +- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [![daiji-sshr/redmine-mcp-stateless MCP server](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless/badges/score.svg)](https://glama.ai/mcp/servers/daiji-sshr/redmine-mcp-stateless) 🐍 🏠 🐧 - Stateless Redmine integration with per-request credentials: list, create and update issues, full-text search across issues and comments, and edit journals. +- [andrelaptenok/redmine-mcp-stdio](https://github.com/andrelaptenok/redmine-mcp-stdio) [![andrelaptenok/redmine-mcp-stdio MCP server](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio/badges/score.svg)](https://glama.ai/mcp/servers/andrelaptenok/redmine-mcp-stdio) 📇 🏠 🍎 🪟 🐧 - Search, read, create and update Redmine issues, projects and time entries, including journals, attachments, comments and time tracking. +- [devemberx/mcp-server-polarion](https://github.com/devemberx/mcp-server-polarion) [![devemberx/mcp-server-polarion MCP server](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion/badges/score.svg)](https://glama.ai/mcp/servers/devemberx/mcp-server-polarion) 🐍 ☁️ 🍎 🪟 🐧 - Polarion ALM: documents as Markdown, Lucene or SQL search, traceability link traversal, and work item and comment management with dry-run writes. +- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) 📇 ☁️ - Combine Help Scout tickets and ProductLift feature requests into prioritized product plans, scoring themes by cross-source convergence and scrubbing PII. +- [Lukaris/framedeck-mcp](https://github.com/Lukaris/framedeck-mcp) [![Lukaris/framedeck-mcp MCP server](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Lukaris/framedeck-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Framedeck Kanban content production for YouTube, Instagram, TikTok and podcast creators: productions, stages, cards, checklists, comments and labels. +- [TylerIlunga/procore-mcp-server](https://github.com/TylerIlunga/procore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Full Procore REST API access for construction project management via discovery and execution tools: projects, RFIs, submittals, daily logs, budgets and more. +- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [![saga-mcp MCP server](https://glama.ai/mcp/servers/@spranab/saga-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - Jira-like SQLite project tracker: projects, epics, tasks and subtasks, dependencies with auto-blocking, threaded comments, templates and activity logs. +- [agrath/Trello-Desktop-MCP](https://github.com/agrath/Trello-Desktop-MCP) [![agrath/Trello-Desktop-MCP MCP server](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP/badges/score.svg)](https://glama.ai/mcp/servers/agrath/Trello-Desktop-MCP) 📇 ☁️ 🍎 🪟 🐧 - Trello integration: boards, cards, lists, labels, checklists, attachments (including images), members, custom fields and search, with a read-only mode. +- [negoro26/mcp-taiga](https://github.com/negoro26/mcp-taiga) [![negoro26/mcp-taiga MCP server](https://glama.ai/mcp/servers/negoro26/mcp-taiga/badges/score.svg)](https://glama.ai/mcp/servers/negoro26/mcp-taiga) 📇 🏠 🍎 🪟 🐧 - Taiga project management: issues, user stories, tasks, epics, sprints, comments, attachments and wiki via a compact set of tools. +- [xfloukiex-lab/road-poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) [![xfloukiex-lab/road-poneglyph MCP server](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph/badges/score.svg)](https://glama.ai/mcp/servers/xfloukiex-lab/road-poneglyph) 🐍 🏠 🍎 🪟 🐧 - Review a plan for what's missing: unstated assumptions, omitted technical risks and execution blind spots, as a structured pre-mortem. +- [AIOProductOS/claude-plugin](https://github.com/AIOProductOS/claude-plugin) [![AIOProductOS/claude-plugin MCP server](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/claude-plugin) 🎖️ ☁️ - Product management: link customer feedback to features, releases and objectives, with roadmap-drift detection and funnel, retention, NPS and NRR analytics. +- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [![mohamed-ashraf-elsaed/loupe MCP server](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe/badges/score.svg)](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) 🎖️ 📇 🏠 - Turn Loupe visual feedback into a backlog: list pinned comments, read each with its element's HTML, computed styles and screenshot, and update its status. +- [gonnagetapower/kelvia-mcp](https://github.com/gonnagetapower/kelvia-mcp) [![kelvia-mcp MCP server](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Operate the Kelvia task manager: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner. +- [illodev/workfile](https://github.com/illodev/workfile) [![illodev/workfile MCP server](https://glama.ai/mcp/servers/illodev/workfile/badges/score.svg)](https://glama.ai/mcp/servers/illodev/workfile) 🎖️ 📇 🏠 🍎 🪟 🐧 - Backlog, docs, history and memory as Markdown in the repository, versioned with the code, with card claims so parallel agents don't edit the same card. +- [igorolv/redmine-mcp-server](https://github.com/igorolv/redmine-mcp-server) [![igorolv/redmine-mcp-server MCP server](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Redmine: issues, projects, wiki, attachments with text extraction, time entries, and release and blocker analytics; read-only by default, optional writes. +- [kenzotp/mcp-server-zuuna](https://github.com/kenzotp/mcp-server-zuuna) [![kenzotp/mcp-server-zuuna MCP server](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna/badges/score.svg)](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zuuna developer project management: read and update boards, cards and comments, with cards moved automatically by git activity when PRs merge. ### 🏠 Real Estate MCP servers for real estate CRM, property management, and agent workflows. -- [HasData/redfin-mcp](https://github.com/HasData/redfin-mcp) [![HasData/redfin-mcp MCP server](https://glama.ai/mcp/servers/HasData/redfin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/redfin-mcp) 📇 ☁️ - Remote MCP server for Redfin: for-sale, for-rent and sold listings with the full filter set, plus complete property pages, as JSON. -- [HasData/zillow-mcp](https://github.com/HasData/zillow-mcp) [![HasData/zillow-mcp MCP server](https://glama.ai/mcp/servers/HasData/zillow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/zillow-mcp) 📇 ☁️ - Remote MCP server for Zillow: for-sale, for-rent and sold listings with rich filters, and full property details (price and tax history, schools, agent), as JSON. -- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [![propstack-mcp MCP server](https://glama.ai/mcp/servers/@ashev87/propstack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler). -- [atifnayeem-oss/saveproptax-mcp](https://github.com/atifnayeem-oss/saveproptax-mcp) [![atifnayeem-oss/saveproptax-mcp MCP server](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp) ☁️ - California property tax appeals: check whether a home qualifies for a Proposition 8 decline-in-value reduction from recent comparable sales, then prepare the county's own review form. Hosted remote server at https://saveproptax.com/mcp, no API key. The signing link is emailed to the homeowner, who signs and pays a flat $29. -- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [![beshogun/planwire-mcp MCP server](https://glama.ai/mcp/servers/beshogun/planwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beshogun/planwire-mcp) 📇 ☁️ - UK planning application data for AI agents: search planning applications by council, postcode, keyword, status, type, or date range; find applications near a lat/lng point; fetch a specific application; and list supported councils. Requires a PlanWire API key. `npx -y planwire-mcp` -- [Capital-W-Holdings/us-property-parcel-real-estate-debt](https://github.com/Capital-W-Holdings/us-property-parcel-real-estate-debt) [![Capital-W-Holdings/us-property-parcel-real-estate-debt MCP server](https://glama.ai/mcp/servers/Capital-W-Holdings/us-property-parcel-real-estate-debt/badges/score.svg)](https://glama.ai/mcp/servers/Capital-W-Holdings/us-property-parcel-real-estate-debt) 🐍 ☁️ - US commercial and federal-programme real estate debt: loan maturities across 52 state codes, HUD subsidy contract expiries and LIHTC compliance period endings nationally, plus 291,914 Massachusetts and New York parcels with ownership and assessed value, and 95,494 recorded sale instruments. Hosted remote MCP over Streamable HTTP, no key and no signup; 11 of 12 tools free and permanent, one $1.00 loan-tape tool that quotes its price and coverage before it charges. -- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [![forgemeshlabs/disruption-intelligence-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API. -- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [![hyperionxmota/cook-county-property-mcp MCP server](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) 🐍 ☁️ - Cook County / Chicago property records — parcels, recorded sales, building permits, tax assessments, and comparable sales by street address or PIN. Hosted remote MCP, pay-per-call via x402 (USDC on Base/Solana). -- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [![jbechtel-97/dealflowpro-mcp-server MCP server](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis — cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties. -- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [![pedra-ai/pedra-mcp MCP server](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI photo and video editing for real-estate listings via the Pedra API: virtual staging, renovation, room emptying, photo enhancement, sky replacement, object removal/blur, and property video generation. `npx @pedra-ai/mcp` -- [RantumBits/addressintel-mcp](https://github.com/RantumBits/addressintel-mcp) [![RantumBits/addressintel-mcp MCP server](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SF Peninsula (California) building permits and parcel buildability: search issued permits by city, keyword, contractor or valuation; SB 9 lot-split eligibility with per-parcel block reasons; ADU feasibility with estimated units and buildable square footage; and underbuilt-parcel redevelopment leads. Read-only, works keyless on a demo tier. `npx -y addressintel-mcp` -- [TargetGrps/partelisto-mcp](https://github.com/TargetGrps/partelisto-mcp) [![TargetGrps/partelisto-mcp MCP server](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp) #️⃣ ☁️ - Guest check-in and SES.HOSPEDAJES (Spanish short-term-rental police registration) for property operators: booking status, guest-form completion, SES filing status, create a booking, and resend a guest's check-in link. OAuth-scoped read/write, no guest PII exposed. Listed in the official MCP Registry as `io.github.TargetGrps/partelisto-mcp`. +- [HasData/redfin-mcp](https://github.com/HasData/redfin-mcp) [![HasData/redfin-mcp MCP server](https://glama.ai/mcp/servers/HasData/redfin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/redfin-mcp) 📇 ☁️ - Redfin for-sale, for-rent and sold listings with full filters, plus complete property pages, as JSON. +- [HasData/zillow-mcp](https://github.com/HasData/zillow-mcp) [![HasData/zillow-mcp MCP server](https://glama.ai/mcp/servers/HasData/zillow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/zillow-mcp) 📇 ☁️ - Zillow for-sale, for-rent and sold listings with filters, and full property details (price and tax history, schools, agent), as JSON. +- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [![propstack-mcp MCP server](https://glama.ai/mcp/servers/@ashev87/propstack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack real estate CRM: search contacts, manage properties, track deals and schedule viewings. +- [atifnayeem-oss/saveproptax-mcp](https://github.com/atifnayeem-oss/saveproptax-mcp) [![atifnayeem-oss/saveproptax-mcp MCP server](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp/badges/score.svg)](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp) ☁️ - California property tax appeals: check Proposition 8 decline-in-value eligibility from comparable sales and prepare the county's review form. +- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [![beshogun/planwire-mcp MCP server](https://glama.ai/mcp/servers/beshogun/planwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beshogun/planwire-mcp) 📇 ☁️ - UK planning application data via PlanWire: search by council, postcode, keyword, status, type or date, find applications near a location and fetch details. +- [Capital-W-Holdings/us-property-parcel-real-estate-debt](https://github.com/Capital-W-Holdings/us-property-parcel-real-estate-debt) [![Capital-W-Holdings/us-property-parcel-real-estate-debt MCP server](https://glama.ai/mcp/servers/Capital-W-Holdings/us-property-parcel-real-estate-debt/badges/score.svg)](https://glama.ai/mcp/servers/Capital-W-Holdings/us-property-parcel-real-estate-debt) 🐍 ☁️ - US real estate debt: commercial loan maturities, HUD contract expiries and LIHTC compliance endings, plus Massachusetts and New York parcels and sales. +- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [![forgemeshlabs/disruption-intelligence-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) 📇 ☁️ - Commercial disruption data via the Forgemesh API: WARN layoff notices, company context, geospatial territory disruption and x402 payment challenge checks. +- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [![hyperionxmota/cook-county-property-mcp MCP server](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) 🐍 ☁️ - Cook County and Chicago property records by address or PIN: parcels, sales, building permits, tax assessments and comparables, paid per call via x402. +- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [![jbechtel-97/dealflowpro-mcp-server MCP server](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) 📇 ☁️ - Multifamily real estate deal analysis for 2 to 200 unit properties: cap rate, DSCR, cash-on-cash, IRR, deal score, maximum offer price and market data. +- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [![pedra-ai/pedra-mcp MCP server](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI real estate photo and video editing via the Pedra API: virtual staging, renovation, room emptying, enhancement, sky replacement and property videos. +- [RantumBits/addressintel-mcp](https://github.com/RantumBits/addressintel-mcp) [![RantumBits/addressintel-mcp MCP server](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only SF Peninsula building permit and parcel buildability data: permit search, SB 9 lot-split eligibility, ADU feasibility and redevelopment leads. +- [TargetGrps/partelisto-mcp](https://github.com/TargetGrps/partelisto-mcp) [![TargetGrps/partelisto-mcp MCP server](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp) #️⃣ ☁️ - Guest check-in and SES.HOSPEDAJES police registration for Spanish short-term rentals: bookings, guest-form completion, SES filing status and check-in links. -- [zornade/zornade-mcp](https://github.com/zornade/zornade-mcp) [![zornade-mcp MCP server](https://glama.ai/mcp/servers/zornade/zornade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zornade/zornade-mcp) 📇 ☁️ - Italian cadastral, geospatial and real-estate data for AI agents: geocoding on 18.7M+ addresses, parcel profiles for the whole Italian territory (risk, solar potential, valuations, POI), parcel lookup by point/bbox, and administrative lists. Requires a free Zornade API key. Remote: https://mcp.zornade.com/mcp, or self-host via Docker in the repo. +- [zornade/zornade-mcp](https://github.com/zornade/zornade-mcp) [![zornade-mcp MCP server](https://glama.ai/mcp/servers/zornade/zornade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zornade/zornade-mcp) 📇 ☁️ - Italian cadastral, geospatial and real estate data: address geocoding, parcel profiles (risk, solar potential, valuations, POIs) and parcel lookup. ### 🔬 Research Tools for conducting research, surveys, interviews, and data collection. -- [HasData/google-trends-mcp](https://github.com/HasData/google-trends-mcp) [![HasData/google-trends-mcp MCP server](https://glama.ai/mcp/servers/HasData/google-trends-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/google-trends-mcp) 📇 ☁️ - Remote MCP server for Google Trends: interest over time, interest by region, and rising and top related queries and topics for any keyword, as JSON. -- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [![HasData/google-scholar-mcp MCP server](https://glama.ai/mcp/servers/HasData/google-scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) 📇 ☁️ - Remote MCP server for Google Scholar: search with author and year filters, cited-by and all-versions lookups, and citations in five styles with BibTeX export, as JSON. -- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [![Agnuxo1/benchclaw-integrations MCP server](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations/badges/score.svg)](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev. -- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [![hlido-mcp MCP server](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Independent trust scores, claim audits, and comparisons for AI agents — queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0–100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu). -- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [![archoor/painspotter-mcp MCP server](https://glama.ai/mcp/servers/archoor/painspotter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai — free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals. -- [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [![Battam1111/omniseek MCP server](https://glama.ai/mcp/servers/Battam1111/omniseek/badges/score.svg)](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server for agents: local bilingual ASR, in-band vision, cross-lingual search, login-walled sources you hold credentials for, and a persistent relation graph. -- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [![browse-ai MCP server](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai/badges/score.svg)](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK. -- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [![bgpt-mcp MCP server](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) 📇 ☁️ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result. -- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [![UAP Pulse MCP server](https://glama.ai/mcp/servers/davidmosiah/uap-pulse/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only MCP server and live-map dataset for declassified U.S. federal UAP/UFO records, with searchable records, hotspots, timelines and direct source links. -- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [![dhamma-seeker/tripitaka-mcp MCP server](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite, and compare the Pāli Canon (Tipiṭaka) — full coverage at parity with SuttaCentral (~444K segments across Sutta, Vinaya, Abhidhamma). Hybrid trigram+vector search, full-sutta fetch with cross-reference URLs (SuttaCentral + 84000.org), segment-aligned translation comparison, and Pāli word lookup against the P. A. Payutto dictionary. Free, non-commercial — offered as Dhamma Dāna. Hosted at `https://tripitaka-mcp.com` or self-host via Docker. -- [dvdsosa/zotero-native-mcp](https://github.com/dvdsosa/zotero-native-mcp) [![dvdsosa/zotero-native-mcp MCP server](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp) 📇 🏠 🍎 🪟 🐧 - Read and write a local Zotero 10+ library through Zotero's own local API: collections, items, attachments from disk (linked or imported), indexed full text, BibTeX and CSL export, tags and saved searches. Deleting goes to Zotero's trash and is restorable. No Zotero plugin, no zotero.org API key and no cloud round trip, so it works offline. Install: `npx -y zotero-native-mcp` -- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org) -- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [![Guitarmaniac24/getabrain-mcp-server MCP server](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) 📇 ☁️ - Query real, quality-scored humans as an agent tool. [GetABrain](https://getabrain.ai) routes a question to paid human workers and returns schema-validated JSON — 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required. `npx -y @getabrain/mcp-server`. -- [haoming-luo/agentfem-mcp](https://github.com/haoming-luo/agentfem-mcp) [![haoming-luo/agentfem-mcp MCP server](https://glama.ai/mcp/servers/haoming-luo/agentfem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haoming-luo/agentfem-mcp) 🐍 🏠 🍎 🪟 🐧 - Official AgentFEM bridge for AI agents to create, validate, run, inspect, and verify finite-element simulations through seven typed tools. Install: `uvx --from agentfem-mcp agentfem-mcp`. -- [herbertkokholm/cite-caddy](https://github.com/herbertkokholm/cite-caddy) [![cite-caddy MCP server](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy/badges/score.svg)](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Full read/write access to a Zotero library — 39 tools covering items, collections, tags, attachments, notes, and bibliography/citation export. Self-service, multi-tenant: sign in with your own Zotero API key via a first-party OAuth 2.1 flow, no shared credentials. Version-gated writes, with an idempotency-key option to make retried deletes/moves safe. -- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [![HubLensOfficial/mcp-server MCP server](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) 📇 ☁️ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required. -- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [![joelgombin/andre-mcp MCP server](https://glama.ai/mcp/servers/joelgombin/andre-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joelgombin/andre-mcp) ☁️ - French election results from 1999 to 2026 at polling-station level (55 elections), cross-referenced with INSEE socio-demographic data, elected representatives and official administrative boundaries. Electoral maps, vote-reserve analysis, cross-election panels and read-only SQL over DuckDB. Hosted, no auth, no install: `https://mcp.andre.vote/mcp`, also listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/vote.andre/elections). -- [jshelley/briefing-mcp](https://github.com/jshelley/briefing-mcp) [![jshelley/briefing-mcp MCP server](https://glama.ai/mcp/servers/jshelley/briefing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jshelley/briefing-mcp) 📇 ☁️ - Hourly LLM-ranked news briefings (AI, frontier labs, markets, sports, world) as structured JSON, rendered 480x800 e-ink pages and a free provenance dump of every candidate with dedupe metadata. 25 free calls/day, then a $9/month key or x402. Install via `npx -y github:jshelley/briefing-mcp`. -- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [![tushariitr-19/immigration-mcp MCP server](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - MCP server for US immigration guidance — live Visa Bulletin, priority date checker and immigration term explanations. Free to use. -- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [![viznoir MCP server](https://glama.ai/mcp/servers/kimimgo/viznoir/badges/score.svg)](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa. -- [Liyux3/scholar-mcp](https://github.com/Liyux3/scholar-mcp) [![Liyux3/scholar-mcp MCP server](https://glama.ai/mcp/servers/Liyux3/scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Liyux3/scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Federated academic paper search across OpenAlex, Semantic Scholar, arXiv, PubMed, OpenReview and more with RRF fusion, citation graphs with PageRank, full-text paper reading, PDF download, and a local paper library with Zotero, Obsidian, and Notion connectors. -- [lizhuojunx86/chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp) [![lizhuojunx86/chinese-history-mcp MCP server](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp) 🐍 🏠 🍎 🪟 🐧 - Query 9 classical Chinese texts (pre-Qin to Wei-Jin: 史记/汉书/后汉书/三国志/左传/论语/孟子/吕氏春秋/资治通鉴) by event, person, modern place name, or virtue — every result cites 【book · chapter · paragraph】 with original-text evidence and an honest `review_status`. Zero-dependency stdlib stdio JSON-RPC. -- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [![michaelellis003/paperboy MCP server](https://glama.ai/mcp/servers/michaelellis003/paperboy/badges/score.svg)](https://glama.ai/mcp/servers/michaelellis003/paperboy) 🐍 🏠 ☁️ - Send research papers from Claude to a Kindle or Kobo, with Zotero as the source of truth. Searches arXiv and OpenAlex, recommends related work via the Semantic Scholar citation graph, queues papers in a Zotero collection, and delivers the PDFs by email or Dropbox. Receipts report file sizes and name anything that could not be sent. -- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [![mlava/scholar-sidekick-mcp MCP server](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS bibcode, WHO IRIS URL) into structured CSL JSON, format in 10,000+ citation styles, or export to BibTeX/RIS/EndNote/Zotero RDF/CSV. Single or batch. Install: `npx -y scholar-sidekick-mcp`. -- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [![idea-reality-mcp MCP server](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints. -- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [![musharna/data-aggregator-mcp MCP server](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model — DOI deduplication, NCBI-Taxonomy synonym expansion, paper→data linking, and checksum-verified download. `uvx data-aggregator-mcp`. -- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [![touch-browser MCP server](https://glama.ai/mcp/servers/nangman-infra/touch-browser/badges/score.svg)](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP. -- [notDIRK/fds-mcp](https://github.com/notDIRK/fds-mcp) [![notDIRK/fds-mcp MCP server](https://glama.ai/mcp/servers/notDIRK/fds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/notDIRK/fds-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Freedom-of-information requests for Germany via [FragDenStaat.de](https://fragdenstaat.de), the FOI portal built on [froide](https://github.com/okfde/froide). Finds the responsible authority from a place name and returns the evidence trail, reads the applicable act and its statutory deadline, tracks your own requests and their replies, and drafts new requests as local YAML checked against 25 rules before anything is sent. Four tools need no account. Submitting is guarded by five independent gates and defaults to a dry run, because the API sends immediately and cannot be undone. -- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [![OrgMentem/zotio MCP server](https://glama.ai/mcp/servers/OrgMentem/zotio/badges/score.svg)](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install. -- [oscardvs/zoteus](https://github.com/oscardvs/zoteus) [![oscardvs/zoteus MCP server](https://glama.ai/mcp/servers/oscardvs/zoteus/badges/score.svg)](https://glama.ai/mcp/servers/oscardvs/zoteus) 📇 🏠 ☁️ 🍎 🪟 🐧 - Zotero MCP server in TypeScript: hybrid keyword and semantic search, PDF passages with page locators, bibliographies in any CSL style (citeproc-js), add by DOI, group libraries, and writes (items, tags, collections, attachments, PDF annotations anchored to the quoted passage). Reads and personal-library writes go to the running Zotero app without a cloud key. `npx -y @oscardvs/zoteus`, or a one-click `.mcpb` for Claude Desktop. -- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions. -- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses. -- [patsnap/patent-literature-search-mcp](https://github.com/patsnap/patent-literature-search-mcp) [![patsnap/patent-literature-search-mcp MCP server](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Natural-language patent and scientific literature search across 200M+ patents and 216M+ papers from 170+ jurisdictions, with semantic/BM25 search, structured filters, and record retrieval. Hosted Streamable HTTP endpoint and Dockerized stdio bridge; requires a free Patsnap API key. -- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use. -- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support. -- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [![thevibepreneur/gapbase-mcp MCP server](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword — each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline. -- [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [![TheWhiteWater/tube-bridge MCP server](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge/badges/score.svg)](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research MCP with 17 tools for video and channel search, transcripts, comments, playlists, timestamped frames, and private local semantic corpora. Fourteen tools work without an API key. Install: `uvx tube-bridge`. -- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [![rnwkr7rscy-lang/fittin-mcp MCP server](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape — free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp` -- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [![ggstefivzf MCP server](https://glama.ai/mcp/servers/ggstefivzf/badges/score.svg)](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API. -- [SidneyBissoli/uis-mcp-server](https://github.com/SidneyBissoli/uis-mcp-server) [![SidneyBissoli/uis-mcp-server MCP server](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server) 📇 ☁️ 🏠 - Provenance-first MCP server for the UNESCO Institute for Statistics (UIS): ~5,000 indicators on education (enrolment, completion, literacy, expenditure), science/R&D, culture and communication by country, region and year, with source URL, data release, retrieval timestamp and licence on every response. Hosted or local via `npx uis-mcp-server`. -- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [![smaniches/semantic-scholar-mcp MCP server](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers — search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server` -- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [![smeet666/mcp-libraryofcongress MCP server](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search per media type and the curated collections. No API key. `npx -y mcp-libraryofcongress` -- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [![smeet666/mcp-databnf MCP server](https://glama.ai/mcp/servers/smeet666/mcp-databnf/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-databnf) 📇 ☁️ 🍎 🪟 🐧 - Search data.bnf.fr, the open catalogue of the Bibliothèque nationale de France, for authors, their works and the editions held. No API key. `npx -y mcp-databnf` -- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [![smeet666/mcp-archiveorg MCP server](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue and book search, and Wayback Machine captures of a URL at a given date. No API key. `npx -y mcp-archiveorg` -- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP. -- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [![vassiliylakhonin/agenda-intelligence-md MCP server](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md/badges/score.svg)](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos for AI agents — sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`. -- [wedo911/citeguard](https://github.com/wedo911/citeguard) [![wedo911/citeguard MCP server](https://glama.ai/mcp/servers/wedo911/citeguard/badges/score.svg)](https://glama.ai/mcp/servers/wedo911/citeguard) 🐍 📇 🏠 - Check a citation against Crossref for retraction, correction, or expression-of-concern status before it goes into a paper, summary, or review — catches papers like Wakefield's retracted MMR-autism study, still cited 1,000+ times since its 2010 retraction. No API key required. Detection logic (checked against real Crossref data, not just documentation) is shared identically between a Python CLI/library, this MCP server, and a GitHub Action for CI. `npx -y citeguard-mcp-server` -- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [![WenyuChiou/research-hub MCP server](https://glama.ai/mcp/servers/WenyuChiou/research-hub/badges/score.svg)](https://glama.ai/mcp/servers/WenyuChiou/research-hub) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`. -- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [![xmpuspus/ph-civic-data-mcp MCP server](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`. -- [YGao2005/scholar-feed-mcp](https://github.com/YGao2005/scholar-feed-mcp) [![YGao2005/scholar-feed-mcp MCP server](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp) 📇 ☁️ - Semantic search over 600k+ CS/AI papers with citation-graph traversal, full-text extraction, embeddings, and BibTeX export. Works anonymously or with a free key. Install: `npx scholar-feed-mcp init`. -- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [![pfc-mcp MCP server](https://glama.ai/mcp/servers/yusong652/pfc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/pfc-mcp) 🐍 🏠 🪟 - MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation — browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI. -- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [![SPARKIT-science/sparkit-mcp MCP server](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - MCP server for [SPARKIT](https://sparkit.science), a scientific research agent that searches the literature, reads papers, and returns cited Markdown reports. Submit a question via the `research` tool from Claude Desktop / Cursor / Claude Code; get back a ~90-second cited report without leaving the chat. `uv tool install sparkit-mcp` or `pip install sparkit-mcp`. -- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [![yade-mcp MCP server](https://glama.ai/mcp/servers/yusong652/yade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/yade-mcp) 🐍 🏠 🐧 - MCP server for [YADE](https://yade-dem.org/) — open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history. -- [SelfPy/science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server) [![SelfPy/science-ai-mcp-server MCP server](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server) 📇 ☁️ - Academic peer-review and research workflow tools from [Science AI Journal](https://scienceaijournal.com): Pre-Check (paper-tier prediction), AI multi-agent peer review, Research Gaps Finder, Journal Recommender (1,214 venues with predatory-journal flags), Duplicate Publication Checker (CrossRef/arXiv/medRxiv/bioRxiv/Unpaywall/900k-paper library), and the Article Writer pipeline. Free local tools (FTS5, zero LLM cost); LLM tools use caller account credits. -- [laszlopere/mcp-molecules](https://github.com/laszlopere/mcp-molecules) [![laszlopere/mcp-molecules MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-molecules/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-molecules) 🐍 🏠 ☁️ 🐧 🍎 - Chemistry toolbox computed from authoritative data: molecular weight / molar mass of any formula (nested groups, isotope labels, propagated NIST uncertainties, percent composition), isotope-distribution mass spectra (m/z peaks for a given charge), and name⇆formula lookup with isomer resolution. Element masses from the NIST Atomic Weights and Isotopic Compositions database; offline and deterministic, with an optional on-by-default online fallback (PubChem/Wikidata/EPA CompTox) that can be disabled. `uvx mcp-molecules`. -- [zxhwolfe-dev/aiworkstation-open-source-intelligence](https://github.com/zxhwolfe-dev/aiworkstation-open-source-intelligence) [![zxhwolfe-dev/aiworkstation-open-source-intelligence MCP server](https://glama.ai/mcp/servers/zxhwolfe-dev/aiworkstation-open-source-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/zxhwolfe-dev/aiworkstation-open-source-intelligence) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Evidence-backed open-source AI project intelligence for agents. Nine read-only tools search a live Radar, inspect and compare projects, shortlist candidates, and plan constraint-aware stacks while keeping verified facts, recommendations, unknowns, and risks separate. Hosted Streamable HTTP at `https://mcp.aiworkstation.cn/mcp` with no authentication, or install `aiworkstation-open-source-intelligence[mcp]==0.3.3` from PyPI. Public pre-release. +- [HasData/google-trends-mcp](https://github.com/HasData/google-trends-mcp) [![HasData/google-trends-mcp MCP server](https://glama.ai/mcp/servers/HasData/google-trends-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/google-trends-mcp) 📇 ☁️ - Google Trends data as JSON: interest over time and by region, plus rising and top related queries and topics for any keyword. +- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [![HasData/google-scholar-mcp MCP server](https://glama.ai/mcp/servers/HasData/google-scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) 📇 ☁️ - Google Scholar search as JSON with author and year filters, cited-by and all-versions lookups, and formatted citations with BibTeX export. +- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [![Agnuxo1/benchclaw-integrations MCP server](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations/badges/score.svg)](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors. +- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [![hlido-mcp MCP server](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Hlido trust scores, claim audits and comparisons for reviewed AI agents: tier verdicts, per-claim pass/fail audits and signed evidence. +- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [![archoor/painspotter-mcp MCP server](https://glama.ai/mcp/servers/archoor/painspotter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores. +- [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [![Battam1111/omniseek MCP server](https://glama.ai/mcp/servers/Battam1111/omniseek/badges/score.svg)](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server: local bilingual ASR, vision, cross-lingual search, credentialed login-walled sources and a persistent relation graph. +- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [![browse-ai MCP server](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai/badges/score.svg)](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones. +- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [![UAP Pulse MCP server](https://glama.ai/mcp/servers/davidmosiah/uap-pulse/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only search of declassified U.S. federal UAP/UFO records, with hotspots, timelines, a live map dataset and direct source links. +- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [![dhamma-seeker/tripitaka-mcp MCP server](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite and compare the Pāli Canon (Tipiṭaka): hybrid search, full suttas with cross-references, aligned translations and Pāli dictionary lookup. +- [dvdsosa/zotero-native-mcp](https://github.com/dvdsosa/zotero-native-mcp) [![dvdsosa/zotero-native-mcp MCP server](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp) 📇 🏠 🍎 🪟 🐧 - Read and write a local Zotero library via its local API, offline: collections, items, attachments, full text, BibTeX and CSL export, tags and saved searches. +- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) from Source Library with DOI-backed citations. +- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [![Guitarmaniac24/getabrain-mcp-server MCP server](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) 📇 ☁️ - Ask paid human workers questions via GetABrain and get schema-validated JSON answers: yes/no, ratings, rankings, A/B tests, sentiment, media review and capture. +- [haoming-luo/agentfem-mcp](https://github.com/haoming-luo/agentfem-mcp) [![haoming-luo/agentfem-mcp MCP server](https://glama.ai/mcp/servers/haoming-luo/agentfem-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haoming-luo/agentfem-mcp) 🐍 🏠 🍎 🪟 🐧 - Create, validate, run, inspect and verify AgentFEM finite-element simulations. +- [herbertkokholm/cite-caddy](https://github.com/herbertkokholm/cite-caddy) [![cite-caddy MCP server](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy/badges/score.svg)](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Read and write a Zotero library: items, collections, tags, attachments, notes and bibliography export, with multi-tenant sign-in using your own Zotero API key. +- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [![joelgombin/andre-mcp MCP server](https://glama.ai/mcp/servers/joelgombin/andre-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joelgombin/andre-mcp) ☁️ - French election results since 1999 at polling-station level, with INSEE data, elected officials and boundaries: maps, vote-reserve analysis and read-only SQL. +- [jshelley/briefing-mcp](https://github.com/jshelley/briefing-mcp) [![jshelley/briefing-mcp MCP server](https://glama.ai/mcp/servers/jshelley/briefing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jshelley/briefing-mcp) 📇 ☁️ - Hourly LLM-ranked news briefings (AI, markets, sports, world) as structured JSON and e-ink pages, plus provenance data for every candidate story. +- [tushariitr-19/immigration-mcp](https://github.com/tushariitr-19/immigration-mcp) [![tushariitr-19/immigration-mcp MCP server](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tushariitr-19/immigration-mcp) 🏎️ 🍎 🪟 🐧 - US immigration guidance: live Visa Bulletin, priority date checks and explanations of immigration terms. +- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [![viznoir MCP server](https://glama.ai/mcp/servers/kimimgo/viznoir/badges/score.svg)](https://glama.ai/mcp/servers/kimimgo/viznoir) 🐍 🏠 🐧 - Scientific visualization for CFD, FEA and SPH: render, slice, contour, volume-render and animate OpenFOAM, VTK and CGNS data headlessly. +- [Liyux3/scholar-mcp](https://github.com/Liyux3/scholar-mcp) [![Liyux3/scholar-mcp MCP server](https://glama.ai/mcp/servers/Liyux3/scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Liyux3/scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Federated academic search across OpenAlex, Semantic Scholar, arXiv, PubMed and more, with citation graphs, full-text reading, PDFs and a local paper library. +- [lizhuojunx86/chinese-history-mcp](https://github.com/lizhuojunx86/chinese-history-mcp) [![lizhuojunx86/chinese-history-mcp MCP server](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizhuojunx86/chinese-history-mcp) 🐍 🏠 🍎 🪟 🐧 - Query classical Chinese texts from pre-Qin to Wei-Jin (Shiji, Zuozhuan, Analects and more) by event, person, place or virtue, with cited passages. +- [michaelellis003/paperboy](https://github.com/michaelellis003/paperboy) [![michaelellis003/paperboy MCP server](https://glama.ai/mcp/servers/michaelellis003/paperboy/badges/score.svg)](https://glama.ai/mcp/servers/michaelellis003/paperboy) 🐍 🏠 ☁️ - Send research papers to Kindle or Kobo: search arXiv and OpenAlex, find related work, queue papers in Zotero and deliver PDFs via email or Dropbox. +- [mlava/scholar-sidekick-mcp](https://github.com/mlava/scholar-sidekick-mcp) [![mlava/scholar-sidekick-mcp MCP server](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mlava/scholar-sidekick-mcp) 📇 ☁️ 🍎 🪟 🐧 - Resolve scholarly identifiers (DOI, PMID, ISBN, arXiv and more) to CSL JSON, format citations in thousands of styles, or export to BibTeX, RIS or EndNote. +- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [![idea-reality-mcp MCP server](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Check for existing competition before building: scan GitHub, Hacker News, npm, PyPI and Product Hunt for similar projects, duplicate likelihood and pivot hints. +- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [![musharna/data-aggregator-mcp MCP server](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp/badges/score.svg)](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) 🐍 🏠 🍎 🪟 🐧 - Search and fetch research datasets across Zenodo, DataCite, NCBI and PubMed/OpenAIRE, with DOI deduplication, paper-to-data linking and verified downloads. +- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [![touch-browser MCP server](https://glama.ai/mcp/servers/nangman-infra/touch-browser/badges/score.svg)](https://glama.ai/mcp/servers/nangman-infra/touch-browser) 🦀 🏠 - Evidence-grounded web research: verify claims on pages with citations, confidence bands and policy reports, and synthesize multi-page sessions. +- [notDIRK/fds-mcp](https://github.com/notDIRK/fds-mcp) [![notDIRK/fds-mcp MCP server](https://glama.ai/mcp/servers/notDIRK/fds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/notDIRK/fds-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Freedom-of-information requests in Germany via FragDenStaat: find the responsible authority, check the law and deadline, track requests and draft new ones. +- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [![OrgMentem/zotio MCP server](https://glama.ai/mcp/servers/OrgMentem/zotio/badges/score.svg)](https://glama.ai/mcp/servers/OrgMentem/zotio) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration with preview-first, journaled writes: reads via the local Zotero desktop API without a key, writes via the Web API. +- [oscardvs/zoteus](https://github.com/oscardvs/zoteus) [![oscardvs/zoteus MCP server](https://glama.ai/mcp/servers/oscardvs/zoteus/badges/score.svg)](https://glama.ai/mcp/servers/oscardvs/zoteus) 📇 🏠 ☁️ 🍎 🪟 🐧 - Zotero integration: hybrid search, PDF passages with page locators, CSL bibliographies, add by DOI, group libraries and writes including PDF annotations. +- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Query Original Voices digital twins, each representing a real person, to understand what users think and why. +- [patsnap/patent-literature-search-mcp](https://github.com/patsnap/patent-literature-search-mcp) [![patsnap/patent-literature-search-mcp MCP server](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Natural-language patent and scientific literature search via Patsnap: semantic and BM25 search, structured filters and record retrieval. +- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Patent search and prior art discovery using the Google Patents public dataset on BigQuery: patent details with CPC codes and citations, and claims text. +- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research via the OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support. +- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [![thevibepreneur/gapbase-mcp MCP server](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search a database of startup gaps by industry, role or keyword, each with the pain point, solution direction and a blueprint link. Works offline. +- [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [![TheWhiteWater/tube-bridge MCP server](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge/badges/score.svg)](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora. +- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [![rnwkr7rscy-lang/fittin-mcp MCP server](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes. +- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [![ggstefivzf MCP server](https://glama.ai/mcp/servers/ggstefivzf/badges/score.svg)](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Legislative data from all 50 US states and Congress via the LegiScan API: search bills, get full text, track votes and look up legislators. +- [SidneyBissoli/uis-mcp-server](https://github.com/SidneyBissoli/uis-mcp-server) [![SidneyBissoli/uis-mcp-server MCP server](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server) 📇 ☁️ 🏠 - UNESCO Institute for Statistics indicators on education, science, culture and communication by country, region and year, with provenance on every response. +- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [![smaniches/semantic-scholar-mcp MCP server](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations. +- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [![smeet666/mcp-libraryofcongress MCP server](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search by media type and curated collections. +- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [![smeet666/mcp-databnf MCP server](https://glama.ai/mcp/servers/smeet666/mcp-databnf/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-databnf) 📇 ☁️ 🍎 🪟 🐧 - Search the open catalogue of the Bibliothèque nationale de France for authors, their works and the editions held. +- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [![smeet666/mcp-archiveorg MCP server](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue search, and Wayback Machine captures of a URL by date. +- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results. +- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [![vassiliylakhonin/agenda-intelligence-md MCP server](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md/badges/score.svg)](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos (sanctions, regulation, geopolitics, trade) with Central Asia and Gulf regional specialists and per-claim evidence; no live data. +- [wedo911/citeguard](https://github.com/wedo911/citeguard) [![wedo911/citeguard MCP server](https://glama.ai/mcp/servers/wedo911/citeguard/badges/score.svg)](https://glama.ai/mcp/servers/wedo911/citeguard) 🐍 📇 🏠 - Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review. +- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [![WenyuChiou/research-hub MCP server](https://glama.ai/mcp/servers/WenyuChiou/research-hub/badges/score.svg)](https://glama.ai/mcp/servers/WenyuChiou/research-hub) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Research workspace for Zotero, Obsidian and NotebookLM: search arXiv, Semantic Scholar, PubMed and Crossref, ingest into Zotero, sync notes and verify briefs. +- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [![xmpuspus/ph-civic-data-mcp MCP server](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Philippine government data: PHIVOLCS earthquakes and volcano alerts, PAGASA weather and typhoons, PhilGEPS procurement, PSA census data and AQICN air quality. +- [YGao2005/scholar-feed-mcp](https://github.com/YGao2005/scholar-feed-mcp) [![YGao2005/scholar-feed-mcp MCP server](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp) 📇 ☁️ - Semantic search over CS and AI papers with citation-graph traversal, full-text extraction, embeddings and BibTeX export. +- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [![pfc-mcp MCP server](https://glama.ai/mcp/servers/yusong652/pfc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/pfc-mcp) 🐍 🏠 🪟 - ITASCA PFC discrete element simulation: browse documentation, execute scripts, capture plots and manage long-running tasks via a bridge to the PFC GUI. +- [SPARKIT-science/sparkit-mcp](https://github.com/SPARKIT-science/sparkit-mcp) [![SPARKIT-science/sparkit-mcp MCP server](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SPARKIT-science/sparkit-mcp) 🐍 ☁️ - Ask SPARKIT, a scientific research agent, questions and get cited Markdown reports based on literature search and paper reading. +- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [![yade-mcp MCP server](https://glama.ai/mcp/servers/yusong652/yade-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yusong652/yade-mcp) 🐍 🏠 🐧 - YADE discrete element method (DEM) simulation: search API docs, run code via a REPL or background tasks, monitor progress and review task history. +- [SelfPy/science-ai-mcp-server](https://github.com/SelfPy/science-ai-mcp-server) [![SelfPy/science-ai-mcp-server MCP server](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SelfPy/science-ai-mcp-server) 📇 ☁️ - Science AI Journal tools: paper-tier prediction, AI peer review, research gap finder, journal recommender, duplicate publication checker and article writer. +- [laszlopere/mcp-molecules](https://github.com/laszlopere/mcp-molecules) [![laszlopere/mcp-molecules MCP server](https://glama.ai/mcp/servers/laszlopere/mcp-molecules/badges/score.svg)](https://glama.ai/mcp/servers/laszlopere/mcp-molecules) 🐍 🏠 ☁️ 🐧 🍎 - Chemistry tools from NIST data: molar mass with uncertainties, isotope-distribution mass spectra and name-formula lookup, offline or with online fallback. +- [zxhwolfe-dev/aiworkstation-open-source-intelligence](https://github.com/zxhwolfe-dev/aiworkstation-open-source-intelligence) [![zxhwolfe-dev/aiworkstation-open-source-intelligence MCP server](https://glama.ai/mcp/servers/zxhwolfe-dev/aiworkstation-open-source-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/zxhwolfe-dev/aiworkstation-open-source-intelligence) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Research open-source AI projects: search a live radar, compare and shortlist projects, and plan stacks, keeping facts, recommendations and risks separate. ### 🔎 end to end RAG platforms -- [andyliszewski/grounding-ai](https://github.com/andyliszewski/grounding-ai) [![andyliszewski/grounding-ai MCP server](https://glama.ai/mcp/servers/andyliszewski/grounding-ai/badges/score.svg)](https://glama.ai/mcp/servers/andyliszewski/grounding-ai) 🐍 🏠 - Build a searchable index from PDFs, EPUBs, and Word docs. Claude queries it via MCP and pulls grounded answers with exact page-and-section citations. Local-first, no cloud dependency. -- [gogabrielordonez/mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat) 📇 🏠 - Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server and embeddable widget. -- [notwhiteblank/scholar-rag-mcp](https://github.com/notwhiteblank/scholar-rag-mcp) [![notwhiteblank/scholar-rag-mcp MCP server](https://glama.ai/mcp/servers/notwhiteblank/scholar-rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/notwhiteblank/scholar-rag-mcp) 🐍 🏠 🐧 - Academic-paper knowledge base over local PDFs: MinerU parsing, metadata normalization, section annotation, Qdrant vector search with reranking, and context-safe paginated full-text reading. 11 tools including two-phase KB deletion; runs against local or OpenAI-compatible embedding/rerank/chat models (vLLM). -- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints. -- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform. -- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [![zaharajabeen13-create/ai-rete-rag-mcp MCP server](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Decisions the model doesn't make: a Rete rule engine returns the verdict, retrieval over your own policy documents explains it — so an explanation can't invent a threshold your rulebook doesn't have. Turn a written policy into draft rules that cite the sentence each encodes, save them as YAML, then decide; every verdict names the rule that fired, and you can ask why any rule didn't. +- [andyliszewski/grounding-ai](https://github.com/andyliszewski/grounding-ai) [![andyliszewski/grounding-ai MCP server](https://glama.ai/mcp/servers/andyliszewski/grounding-ai/badges/score.svg)](https://glama.ai/mcp/servers/andyliszewski/grounding-ai) 🐍 🏠 - Local searchable index of PDFs, EPUBs and Word documents for grounded answers with page and section citations. +- [gogabrielordonez/mcp-ragchat](https://github.com/gogabrielordonez/mcp-ragchat) 📇 🏠 - Add RAG-based AI chat to any website: local vector store, OpenAI, Anthropic or Gemini models, a self-contained chat server and an embeddable widget. +- [notwhiteblank/scholar-rag-mcp](https://github.com/notwhiteblank/scholar-rag-mcp) [![notwhiteblank/scholar-rag-mcp MCP server](https://glama.ai/mcp/servers/notwhiteblank/scholar-rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/notwhiteblank/scholar-rag-mcp) 🐍 🏠 🐧 - Academic paper knowledge base over local PDFs: MinerU parsing, metadata normalization, Qdrant vector search with reranking and paginated full-text reading. +- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - Access the CustomGPT.ai RAG-as-a-service API. +- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform. +- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [![zaharajabeen13-create/ai-rete-rag-mcp MCP server](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Rule-based decisions: a Rete engine returns verdicts explained via retrieval over your policy documents, with rules drafted from policy text and saved as YAML. ### 🔎 Search & Data Extraction -- [Grubbomatic/crawl-readiness-mcp](https://github.com/Grubbomatic/crawl-readiness-mcp) [![Grubbomatic/crawl-readiness-mcp MCP server](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp) 📇 ☁️ 🏠 - AI SEO audit and fix tools: score any site 0-100 against 50+ AI crawlers (ChatGPT, Claude, Perplexity, Google AI), validate JSON-LD and robots.txt, compare human vs AI-crawler views, and generate llms.txt, robots.txt, and JSON-LD schema. Install via `npx -y crawl-readiness-mcp`. -- [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [![HasData/bing-mcp MCP server](https://glama.ai/mcp/servers/HasData/bing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Remote MCP server for Bing search: organic results with the ad block and the Copilot answer, targeted by market, country, language and device, as JSON. -- [usestring/string-ai-mcp](https://github.com/usestring/string-ai-mcp) [![usestring/string-ai-mcp MCP server](https://glama.ai/mcp/servers/usestring/string-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/usestring/string-ai-mcp) 🎖️ 📇 ☁️ - Search the web, fetch any URL and map a site — clean Markdown, past anti-bot blocks. Install via `npx -y @usestring/mcp`, or use the hosted endpoint at `https://mcp.usestring.ai/v1/mcp`. -- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [![HasData/web-scraping-mcp MCP server](https://glama.ai/mcp/servers/HasData/web-scraping-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Remote MCP server for web scraping: fetch any public page with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as markdown, text, HTML or JSON. -- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [![ToolTrace-io/mcp-server MCP server](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data for agents: scrape to Markdown, extract metadata, links and JSON-LD schema, audit on-page SEO, detect tech stacks, and validate XML sitemaps. Free tier, no card. Install via `npx -y @tooltrace/mcp-server`, or use the hosted endpoint at `https://mcp.tooltrace.io/mcp`. -- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [![JerryLiu369/agent-web-search MCP server](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search/badges/score.svg)](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Agent-native web search for AI agents: one provider-neutral `web_search` tool aggregating model-native grounding (ARK, Gemini, Grok, DeepSeek, Zhipu) and agent search APIs (Exa, Parallel, Brave, Perplexity, Tavily, You.com). Keyless free defaults, stdio + stateless Streamable-HTTP MCP, CLI, Python API, and Hermes plugin. Install via `pipx install agent-web-search-mcp`. -- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [![artemchuikin/youtube-mcp MCP server](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts in five formats (text, JSON, SRT, VTT, srv3), video and channel search, playlists, and 4,000-video batch jobs over a hosted endpoint. 14 tools, free tier, no card. -- [jlucasmcrell/apify-scrapers](https://github.com/jlucasmcrell/apify-scrapers) [![jlucasmcrell/apify-scrapers MCP server](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers/badges/score.svg)](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers) 🐍 🏠 - Model Context Protocol server exposing verified public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR, and state contractor registries. Run locally via Python stdio. -- [AgenticAdvertising/topalternativesto-mcp](https://github.com/AgenticAdvertising/topalternativesto-mcp) [![AgenticAdvertising/topalternativesto-mcp MCP server](https://glama.ai/mcp/servers/AgenticAdvertising/topalternativesto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AgenticAdvertising/topalternativesto-mcp) 📇 ☁️ - Verified software comparisons: pricing read from each vendor's own page with its source URL and the date it was checked, plus ranked alternatives for any tool. -- [Newscatcher/catchall-mcp](https://github.com/Newscatcher/catchall-mcp) [![Newscatcher/catchall-mcp MCP server](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp) 🐍 ☁️ - Recall-first web search: finds every relevant event across the open web, not just the top results. -- [igorsaevets/page2ai-mcp](https://github.com/igorsaevets/page2ai-mcp) [![igorsaevets/page2ai-mcp MCP server](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp) 📇 🏠 - Convert any web page URL into clean Markdown for LLM context. Runs entirely on your machine with no external API calls and no API key. Preserves tables, code blocks and heading structure. Install via `npx -y @page2ai/mcp`. -- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [![pgalyen1987/gate402-mcp MCP server](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) 📇 ☁️ - Pay-per-call agent APIs over x402 (USDC on Base): per-token LLM inference (Llama 3.1/Qwen/Mistral), per-second GPU/CPU compute, on-chain/DeFi + SEC-EDGAR + news data, and clean-Markdown/Cloudflare-stealth web scraping. Signed receipts, no signup — auto-claims a free-tier key. Install via `npx -y gate402-mcp`. -- [KnockOutEZ/wigolo](https://github.com/KnockOutEZ/wigolo) [![KnockOutEZ/wigolo MCP server](https://glama.ai/mcp/servers/KnockOutEZ/wigolo/badges/score.svg)](https://glama.ai/mcp/servers/KnockOutEZ/wigolo) 📇 🏠 - Local-first, keyless web intelligence in one server: search, fetch, crawl, extract, cache, find-similar, and research. Multi-engine search with local ML reranking and a persistent SQLite cache, renders JS-heavy pages, and keeps everything on your machine. Install via `npx wigolo init --non-interactive --agents=`. -- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [![newsagentdata/newsagent-mcp MCP server](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time, ML-enriched news intelligence — urgency scoring, political lean & event clustering across 190+ countries. -- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - Verified ICD-10-CM medical code lookup, validation & reverse search — official descriptions, never guessed. [![qinisolabs/icdwise MCP server](https://glama.ai/mcp/servers/qinisolabs/icdwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/icdwise) -- [quantumproxies/quantumproxies-mcp](https://github.com/quantumproxies/quantumproxies-mcp) [![quantumproxies/quantumproxies-mcp MCP server](https://glama.ai/mcp/servers/quantumproxies/quantumproxies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quantumproxies/quantumproxies-mcp) 🎖️ 📇 ☁️ - Live web access through residential proxies: scrape any page to clean Markdown, structured SERP search on three engines, site map and crawl, and 74 ready-made collectors. Also returns ready-to-use proxy endpoints — residential, mobile, datacenter, ISP, IPv6 — from your plans. Billed per delivered result. -- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [![AIweather-Anurag/ottasia-mcp-server MCP server](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server` -- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [![Alisammour/storyflo-mcp MCP server](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`. -- [mrslbt/rippr](https://github.com/mrslbt/rippr) [![mrslbt/rippr MCP server](https://glama.ai/mcp/servers/mrslbt/rippr/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rippr) 📇 🏠 - YouTube transcript extraction for AI agents. Clean text, timestamps, or structured JSON from any video. No API keys required. Install via `npx rippr-mcp`. -- [rozetyp/grounder-mcp](https://github.com/rozetyp/grounder-mcp) [![rozetyp/grounder-mcp MCP server](https://glama.ai/mcp/servers/rozetyp/grounder-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rozetyp/grounder-mcp) 🐍 ☁️ - Live web grounding for local and cloud LLMs: `web_search`, `fetch`, `deep_search` (a token-capped, cited evidence pack sized to a small context window), and `research` (an agentic search-and-read loop). Flat monthly pricing, no query content stored, free tier. Install via `uvx grounder-mcp`. -- [scavio-ai/scavio-mcp](https://github.com/scavio-ai/scavio-mcp) [![scavio-ai/scavio-mcp MCP server](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp) 📇 ☁️ 🏠 - Unified real-time search API for AI agents. Google, YouTube, Amazon, Walmart, Reddit, and TikTok through one endpoint. 21 tools for web search, e-commerce, product data, social media, and video platforms. Free tier included. -- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more. -- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) 🐍 🏠 - Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring. -- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁️ - Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. -- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [![AceDataCloud/MCPSerp MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) 🐍 ☁️ - Google SERP search including web, images, news, maps, places, videos, and knowledge graph results via Ace Data Cloud API. -- [denyn1/aifeed-protocol](https://github.com/denyn1/aifeed-protocol) [![denyn1/aifeed-protocol MCP server](https://glama.ai/mcp/servers/denyn1/aifeed-protocol/badges/score.svg)](https://glama.ai/mcp/servers/denyn1/aifeed-protocol) 📇 🏠 - MCP server (`packages/aifeed-mcp-server`) for the AIFeed protocol: verify signed publisher manifests (Ed25519 + DNS `_aifeed` anchor), fetch token-budgeted AIFeed Markdown or MAKO pages, verify declared asset downloads, and rank delta-index entries. Install via `npx -y aifeed-mcp-server`. -- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [![AIMLPM/markcrawl MCP server](https://glama.ai/mcp/servers/AIMLPM/markcrawl/badges/score.svg)](https://glama.ai/mcp/servers/AIMLPM/markcrawl) 🐍 🏠 - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines. -- [AllNewsAPI/mcp-server](https://github.com/AllNewsAPI/mcp-server) [![AllNewsAPI/mcp-server MCP server](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Get access to real-time and historical news data including top headlines from global sources via AllNewsAPI. -- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration -- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX. -- [adjacentai/necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp) [![necl-hn-mcp MCP server](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) 🐍 ☁️ - Hacker News tools for AI agents: top stories by time window, category feeds (top/new/best/ask/show/job), comment threads, and full-text search via Algolia. No API key required. -- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement. -- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv -- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed. -- [andyliszewski/webcrawl-mcp](https://github.com/andyliszewski/webcrawl-mcp) [![andyliszewski/webcrawl-mcp MCP server](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp) 🐍 🏠 - Local-first web scraping, search, and crawling. Static pages extracted locally via trafilatura; optional Firecrawl fallback only when JS rendering is needed. Four tools: scrape, search (DuckDuckGo), map, crawl. -- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API -- [lucasmartins-ai/lookacrawler](https://github.com/lucasmartins-ai/lookacrawler) [![lucasmartins-ai/lookacrawler MCP server](https://glama.ai/mcp/servers/lucasmartins-ai/lookacrawler/badges/score.svg)](https://glama.ai/mcp/servers/lucasmartins-ai/lookacrawler) 📇 🏠 🍎 🪟 🐧 - Free, open-source, token-efficient local alternative to Firecrawl with native MCP Server for LLMs (>73% token reduction, Playwright stealth anti-bot bypass). -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. -- [atlasprzetargow/mcp-server](https://github.com/atlasprzetargow/mcp-server) [![atlasprzetargow/mcp-server MCP server](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server) 📇 ☁️ - Search 800 000+ Polish public tenders (BZP + TED). Profiles of procuring entities and contractors by NIP, market statistics by CPV/province, 90+ term procurement glossary. -- [AutomateLab-tech/citation-intelligence](https://github.com/AutomateLab-tech/citation-intelligence) [![AutomateLab-tech/citation-intelligence MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence) 📇 🏠 - What LLMs cite, for agents. Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews cite for any query. Self-hosted, BYO API key. Install via `npx @automatelab/citation-intelligence`. -- [Khamel83/argus](https://github.com/Khamel83/argus) [![Khamel83/argus MCP server](https://glama.ai/mcp/servers/Khamel83/argus/badges/score.svg)](https://glama.ai/mcp/servers/Khamel83/argus) 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction, and budget enforcement. -- [idapixl/idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp) [![idapixl-web-research-mcp MCP server](https://glama.ai/mcp/servers/idapixl-web-research-mcp/badges/score.svg)](https://glama.ai/mcp/servers/idapixl-web-research-mcp) 📇 ☁️ - Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), fetch pages to clean markdown, and multi-step research with relevance scoring and key fact extraction. -- [BenyD/haypile](https://github.com/BenyD/haypile) [![BenyD/haypile MCP server](https://glama.ai/mcp/servers/BenyD/haypile/badges/score.svg)](https://glama.ai/mcp/servers/BenyD/haypile) 🏎️ 🏠 🍎 🪟 🐧 - Hybrid semantic and keyword search over local documents (PDF, docx, pptx, markdown, HTML) with file and page citations. Single binary with the embedding model inside; the index never leaves the machine. -- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries -- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers -- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀☁️ - Model Context Protocol Server for looking up company ethics information. Learn about the ethical and unethical actions of major companies. -- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search capabilities using Brave's Search API -- [bumbaRasch/searxng-mcp-server](https://github.com/bumbaRasch/searxng-mcp-server) [![bumbaRasch/searxng-mcp-server MCP server](https://glama.ai/mcp/servers/bumbaRasch/searxng-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bumbaRasch/searxng-mcp-server) 📇 🏠 - Self-hosted SearXNG metasearch for MCP clients: web, image, news, video and music search plus page fetch. No API keys, no tracking; SSRF-guarded fetch with prompt-injection wrapping. -- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers. -- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction. -- [capad-xyz/searchts](https://github.com/capad-xyz/searchts) [![capad-xyz/searchts MCP server](https://glama.ai/mcp/servers/capad-xyz/searchts/badges/score.svg)](https://glama.ai/mcp/servers/capad-xyz/searchts) 🐍 🏠 - Keyless web access for AI agents: an escalating open-source unlocker (browser-fingerprint fetch → JS-render relay → stealth browser) reads bot-walled pages as clean Markdown, plus multi-provider web search with rank fusion, subtitles-first video transcripts, and page asset grabbing. No API keys; ships a reproducible benchmark. -- [einiba/canyougrab-api](https://github.com/einiba/canyougrab-api/tree/main/mcp-server) [![einiba/canyougrab-api MCP server](https://glama.ai/mcp/servers/einiba/canyougrab-api/badges/score.svg)](https://glama.ai/mcp/servers/einiba/canyougrab-api) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Confidence-scored domain availability checking with real-time DNS + WHOIS lookups. Bulk check up to 100 domains per request. Each result includes availability, confidence level, data source, and registration details. -- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁️ - Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content pages with properly credited images. Includes search, random photos, and download tracking. -- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/). -- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output. -- [AntonG87/codearia-sieve](https://github.com/AntonG87/codearia-sieve) [![AntonG87/codearia-sieve MCP server](https://glama.ai/mcp/servers/AntonG87/codearia-sieve/badges/score.svg)](https://glama.ai/mcp/servers/AntonG87/codearia-sieve) 📇 🏠 - Turns a web page into decision-ready state for agents: dates as ISO fields, numbers with units as facts, token-budgeted chunks with anchors back to the page, and the token bill (median 53,718 → 1,106). Deterministic, no model or API key; pairs with decision models such as Jev. `npx -y codearia-sieve`. -- [comparedge/mcp-server-comparedge](https://github.com/comparedge/mcp-server-comparedge) [![comparedge/mcp-server-comparedge MCP server](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge/badges/score.svg)](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge) 📇 ☁️ 🏠 - Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, alternatives, and comparisons. Free, no API key. -- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [![CKBrennan/overtone-news-mcp MCP server](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) 🐍 - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents. -- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool. -- [eliottreich/crawdar-mcp](https://github.com/eliottreich/crawdar-mcp) [![eliottreich/crawdar-mcp MCP server](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp) 🎖️ 📇 ☁️ - Official hosted MCP server with an open-source stdio bridge for evidence-backed business discovery and lead-list research. Search by plain-language brief or structured criteria, inspect qualification evidence and exclusions, and use resumable jobs with cursor paging and export support. -- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 – Crawleo Search & Crawl API -- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [![Crawlora-org/crawlora-mcp MCP server](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) ☁️ - Hosted MCP for structured public web data — 319 tools across search, maps, commerce, social, and finance, each returning clean JSON. Free 2,000 credits/mo. -- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Work with Kagi *without* API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication. -- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier. -- [dariomory/trendflow-js](https://github.com/dariomory/trendflow-js) [![dariomory/trendflow-js MCP server](https://glama.ai/mcp/servers/dariomory/trendflow-js/badges/score.svg)](https://glama.ai/mcp/servers/dariomory/trendflow-js) 📇 🏠 ☁️ - Google Trends over MCP — interest over time, interest by region, trending now, related queries and topic search. Runs locally via npx or against a hosted endpoint. -- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database. -- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform -- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [![deficlow/HyperStore-MCP MCP server](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP/badges/score.svg)](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) 🐍 ☁️ 🏠 - Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (keyword + semantic search, full details, browsing), 3 resources, 3 prompts. Install via `uvx hyperstore-mcp` or use the hosted endpoint at `https://mcp.store.hypergpt.ai/mcp`. -- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai) -- [divyanshu-iitian/SearchForge](https://github.com/divyanshu-iitian/SearchForge) [![divyanshu-iitian/SearchForge MCP server](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge/badges/score.svg)](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge) 📇 🏠 🍎 🪟 🐧 - Free capability-routed search and web reading for agents: GitHub, Crossref, Hacker News, Wikipedia, private SearXNG, and URL-to-Markdown, with live health diagnostics and no telemetry. Exposes `web_search`, `read_url`, and `search_status`. -- [djrobson5/agentmd-mcp](https://github.com/djrobson5/agentmd-mcp) [![djrobson5/agentmd-mcp MCP server](https://glama.ai/mcp/servers/djrobson5/agentmd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djrobson5/agentmd-mcp) 📇 ☁️ - Convert PDF, DOCX, HTML, and URLs to clean, LLM-ready markdown with tables preserved and boilerplate stripped. Hosted API — no local dependencies. 50 free conversions (self-serve key, no card), then $0.002/call. Install via `npx -y agentmd-mcp`. -- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) 📇 ☁️ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking. -- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [![mikusnuz/gsc-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) 📇 ☁️ - MCP server for Google Search Console & Indexing API — 13 tools for search analytics, sitemaps, URL inspection, and batch indexing. -- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [![domain-suite-mcp MCP server](https://glama.ai/mcp/servers/oso95/domain-suite-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) 📇 🏠 - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools. -- [pepabo/muumuu-domain-mcp](https://github.com/pepabo/muumuu-domain-mcp) [![muumuu-domain-mcp MCP server](https://glama.ai/mcp/servers/pepabo/muumuu-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pepabo/muumuu-domain-mcp) 🎖️ ☁️ - Official remote MCP server for Muumuu Domain (GMO Pepabo). Search and register domains, manage owned domains and contracts, and configure DNS records via natural language. -- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/) -- [ekas-io/open-sales-stack](https://github.com/ekas-io/open-sales-stack) [![open-sales-stack MCP server](https://glama.ai/mcp/servers/ekas-io/open-sales-stack/badges/score.svg)](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by [Ekas](https://ekas.io/) -- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Plays [Melrōse](https://melrōse.org) music expressions as MIDI -- [echology-io/decompose](https://github.com/echology-io/decompose) 🐍 🏠 🍎 🪟 🐧 - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI. -- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more. -- [echojobsio/jdl-mcp-server](https://github.com/echojobsio/jdl-mcp-server) [![echojobsio/jdl-mcp-server MCP server](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server) 📇 ☁️ - Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, salary, location, seniority, remote type, and more. Free — 500 calls/day, no signup required. Also available as a remote MCP server at `https://mcp.jobdatalake.com`. -- [evanatpizzarobot/vr-org-mcp](https://github.com/evanatpizzarobot/vr-org-mcp) [![evanatpizzarobot/vr-org-mcp MCP server](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp/badges/score.svg)](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp) 📇 🏠 ☁️ - Live VR / AR / XR news, full-text VR.org originals, events calendar, headset deals and comparisons -- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way. -- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key) -- [FieldmodeLLC/scrapecheck-mcp](https://github.com/FieldmodeLLC/scrapecheck-mcp) [![FieldmodeLLC/scrapecheck-mcp MCP server](https://glama.ai/mcp/servers/FieldmodeLLC/scrapecheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FieldmodeLLC/scrapecheck-mcp) 📇 ☁️ - Verify scraped data against the live source page: send a URL, the scraped field values, and what was asked, and get back an ed25519-signed verdict (`pass`, `fail`, or `unverifiable`). A claim is never certified unless the re-fetched page contains it, and anything unconfirmed is `unverifiable`, never `pass`; signatures verify offline against a published key. Pay-per-call x402 (USDC on Base) — $0.01 full verification, $0.002 presence check, free allowance per client, no API key or signup. Remote: `https://scrapecheck-mcp.fly.dev/mcp`. -- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [![firecrawl/firecrawl-mcp-server MCP server](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server to search the web and scrape, crawl, map, and extract structured data from any site for LLMs. Handles JS-rendered pages, PDFs, and batch jobs; hosted remote MCP with OAuth or self-host. -- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [![KyuRish/fiverr-mcp-server MCP server](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare pricing packages, and read reviews. No API key required. -- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos. -- [foundrole/jobs-mcp-proxy](https://github.com/foundrole/jobs-mcp-proxy) [![foundrole/jobs-mcp-proxy MCP server](https://glama.ai/mcp/servers/foundrole/jobs-mcp-proxy/badges/score.svg)](https://glama.ai/mcp/servers/foundrole/jobs-mcp-proxy) 📇 ☁️ - Open-source stdio bridge to FoundRole's hosted job search: live listings pulled from company ATS pages with salary benchmarks, H-1B sponsorship history, E-Verify status, and ghost-job trust grades, plus a resume ATS-parsing check and a Kanban application tracker with reminders and job alerts. OAuth 2.1, free account. -- [fouradata/mcp](https://github.com/fouradata/mcp) 🎖️ 📇 ☁️ 🏠 – Web scraping for AI agents: one auto tool walks a cost-aware ladder (direct → rotating proxy → full browser), solving anti-bot challenges and reporting which rung delivered and what it cost. Pay-per-success, EU-hosted, free tier. [![fouradata/mcp MCP server](https://glama.ai/mcp/servers/fouradata/mcp/badges/score.svg)](https://glama.ai/mcp/servers/fouradata/mcp) -- [smeet666/mcp-wikibooks-cookbook](https://github.com/smeet666/mcp-wikibooks-cookbook) [![smeet666/mcp-wikibooks-cookbook MCP server](https://glama.ai/mcp/servers/smeet666/mcp-wikibooks-cookbook/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-wikibooks-cookbook) 📇 ☁️ - The Cookbook on the English Wikibooks: search recipes, read ingredients and steps, and rescale quantities without ending up with 2.4 eggs. Install via `npx mcp-wikibooks-cookbook`. -- [smeet666/mcp-recipes](https://github.com/smeet666/mcp-recipes) [![smeet666/mcp-recipes MCP server](https://glama.ai/mcp/servers/smeet666/mcp-recipes/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-recipes) 📇 ☁️ - Asks Marmiton and the Wikibooks Cookbook at once and compares how each tradition writes a dish. Scales ingredient lists in French and English in one call, flagging what cannot be scaled. Install via `npx mcp-recipes`. -- [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [![VoxellInc/forge-mcp MCP server](https://glama.ai/mcp/servers/VoxellInc/forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Official MCP server for [Forge](https://voxell.ai), Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 2560d, ultra 4096d; Matryoshka truncation) for semantic search and RAG. `npx -y @voxell/forge-mcp` -- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) 🐍 🏠 [![wd041216-bit/free-web-search-ultimate MCP server](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate/badges/score.svg)](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required. -- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case. -- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [![giskard09/giskard-search MCP server](https://glama.ai/mcp/servers/giskard09/giskard-search/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/giskard-search) 🐍 🏠 - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments — no API keys required. Self-hosted with phoenixd. -- [githunt-agent/githunt-mcp](https://github.com/githunt-agent/githunt-mcp) [![githunt-agent/githunt-mcp MCP server](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp) 📇 ☁️ - Search, rank, and analyze GitHub developers for tech recruiting. Location/role/skill search over millions of ranked profiles with AI scoring and contact discovery. Install via `npx githunt-mcp` or use the hosted server at `https://mcp.githunt.ai/mcp`. -- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [![goesByhc/cn-scraper-mcp MCP server](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) 🐍 🏠 - MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login. -- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. -- [getrephonic/rephonic-mcp](https://github.com/getrephonic/rephonic-mcp) [![getrephonic/rephonic-mcp MCP server](https://glama.ai/mcp/servers/getrephonic/rephonic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getrephonic/rephonic-mcp) 🎖️ 📇 ☁️ - Search 3M+ podcasts and 170M+ episodes, with listener estimates, audience demographics, contacts, transcripts, chart rankings, sponsors, reviews, and audience-overlap data. Hosted by [Rephonic](https://rephonic.com). -- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [![goofrey/zoom-search MCP server](https://glama.ai/mcp/servers/goofrey/zoom-search/badges/score.svg)](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics. -- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) 📇 ☁️ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required. -- [hanoak/unsplash-mcp-server](https://github.com/hanoak/unsplash-mcp-server) [![unsplash-mcp-server MCP server](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server) 📇 ☁️ - Unsplash API server exposing 21 tools across photos, search, users, collections, topics, and stats. Ships Unsplash-guideline compliance built in — ready-to-use attribution with UTM parameters, a download-tracking tool, rate-limit surfacing, and `content_filter=high` by default. Install via `npx -y @hanoak/unsplash-mcp-server`. -- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [![HasData/hasdata-mcp MCP server](https://glama.ai/mcp/servers/HasData/hasdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/hasdata-mcp) 📇 ☁️ - Remote MCP server providing structured data APIs for Google (Search, Maps, Trends, Flights), Amazon, Airbnb, Zillow, Yelp, and more. 40+ tools returns clean JSON data instead of browser automation or raw HTML scraping. Designed for AI agents requiring reliable hosted data access. -- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API -- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search. -- [HughesCuit/heventure-search-mcp](https://github.com/HughesCuit/heventure-search-mcp) [![HughesCuit/heventure-search-mcp MCP server](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp) 🐍 ☁️ 🏠 - Free MCP web search server with 5 engines (DuckDuckGo, Bing, Google SerpAPI, Tavily). No API key required. Auto rate limiting, 300s cache, multi-language support. Install: `uvx heventure-search-mcp`. -- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) 📇 ☁️ - Access tens of thousands of remote job listings and company information. This public MCP server provides real-time access to Himalayas' remote jobs database. -- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) -- [imprvhub/mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews) 📇 🏠 ☁️ - An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP). -- [imprvhub/mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability) 🐍 ☁️ - A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx. -- [imprvhub/mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator) 📇 ☁️ 🏠 - Model Context Protocol Server for aggregating RSS feeds in Claude Desktop. -- [lionkiii/rss-feeds-mcp](https://github.com/lionkiii/rss-feeds-mcp) [![rss-feeds-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp) 📇 🏠 - RSS feeds MCP server with 8 tools — fetch, filter, search, and manage RSS feeds by category or source. Zero config, no API keys required. -- [ip2whois/mcp-ip2whois](https://github.com/ip2whois/mcp-ip2whois) [![mcp-ip2whois MCP server](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois/badges/score.svg)](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois) 🐍 📇 🏠 - MCP server that provides comprehensive WHOIS lookup capabilities using the IP2WHOIS API. This server allows AI agents to query domain registration details, including expiry dates, registrar information, and registrant data. -- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. -- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format. -- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. -- [JessieJanie/skim402](https://github.com/JessieJanie/skim402) [![skim402 MCP server](https://glama.ai/mcp/servers/JessieJanie/skim402/badges/score.svg)](https://glama.ai/mcp/servers/JessieJanie/skim402) 📇 ☁️ - Convert any URL into clean, agent-ready Markdown with structured metadata (title, byline, published date, language). Pay-per-use via x402 (USDC on Base) — no signup, no API keys. Single tool `read_url`. Install via `npx -y skim-mcp`. -- [jhomen368/overseerr-mcp](https://github.com/jhomen368/overseerr-mcp) [![overseerr-mcp MCP server](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp) 📇 ☁️ 🏠 - Integrate AI assistants with Overseerr and the Seerr (the unified successor) for automated media discovery, requests, and management in Plex, Jellyfin, and Emby ecosystems. -- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images. -- [johnsmalls22-rgb/domain-search-king-mcp](https://github.com/johnsmalls22-rgb/domain-search-king-mcp) [![johnsmalls22-rgb/domain-search-king-mcp MCP server](https://glama.ai/mcp/servers/johnsmalls22-rgb/domain-search-king-mcp/badges/score.svg)](https://glama.ai/mcp/servers/johnsmalls22-rgb/domain-search-king-mcp) ☁️ - Domain name search returning only .com domains verified available to register, checked live against Verisign RDAP - not AI-guessed names. -- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching. -- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content. -- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server -- [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [![kc23go/anybrowse MCP server](https://glama.ai/mcp/servers/kc23go/anybrowse/badges/score.svg)](https://glama.ai/mcp/servers/kc23go/anybrowse) 📇 ☁️ - Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP endpoint: `https://anybrowse.dev/mcp` -- [keenableai/keenable-mcp](https://github.com/keenableai/keenable-mcp) [![keenableai/keenable-mcp MCP server](https://glama.ai/mcp/servers/keenableai/keenable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/keenableai/keenable-mcp) 🎖️ 📇 ☁️ - Live web search and clean-markdown page fetch over the Keenable web index. Two tools: `search_web_pages`, `fetch_page_content`. Keyless by default (1,000 req/hour); an optional API key lifts the cap. Hosted Streamable HTTP at `https://api.keenable.ai/mcp`, or run `npx -y @keenable/mcp`. -- [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [![konippi/servo-fetch MCP server](https://glama.ai/mcp/servers/konippi/servo-fetch/badges/score.svg)](https://glama.ai/mcp/servers/konippi/servo-fetch) 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary. Fetch, render, crawl, and screenshot powered by the Servo browser engine with a built-in MCP server. -- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files. -- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages. -- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI search API -- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API -- [lennney/agent-search-mcp](https://github.com/lennney/agent-search-mcp) [![lennney/agent-search-mcp MCP server](https://glama.ai/mcp/servers/lennney/agent-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lennney/agent-search-mcp) 📇 🏠 🍎 🪟 🐧 - Free multi-engine MCP search server — 8 free engines (DDG, Sogou, Bing, Baidu, Wikipedia, Startpage, Yandex, Mojeek), waterfall progressive search, multi-source verification, content enrichment, news search, language auto-detection, CLI. Zero API keys needed. `npx agent-search-mcp` -- [leadbrain/korean-data-mcp](https://github.com/leadbrain/korean-data-mcp) [![leadbrain/korean-data-mcp MCP server](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp) 🐍 ☁️ - Real-time Korean web data — Naver place reviews, Melon music chart, Daangn/Bunjang marketplace listings, Naver news, Musinsa fashion rankings. 7 tools powered by Apify actors. Requires APIFY_TOKEN. -- [lfnovo/content-core](https://github.com/lfnovo/content-core) 🐍 🏠 - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses. -- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [![tobocop2/lilbee MCP server](https://glama.ai/mcp/servers/tobocop2/lilbee/badges/score.svg)](https://glama.ai/mcp/servers/tobocop2/lilbee) 🐍 🏠 🍎 🪟 🐧 - Runs and manages its own local models, or uses your existing Ollama or LM Studio if you prefer. Indexes your files and code, crawls the websites you point it at, and answers with citations to the source. -- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data. -- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with structured output. -- [litescrape/litescrape-mcp-server](https://github.com/litescrape/litescrape-mcp-server) [![litescrape/litescrape-mcp-server MCP server](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server) 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo and Google Maps results as JSON with no API key (free daily allowance per network); Google AI Mode, AI Overview and Shopping with a key. `npx -y litescrape-mcp-server`. -- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet. -- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [![marketplace-search-mcp MCP server](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data. -- [mambalabsdev/mcp-ai-tooling-detector](https://github.com/mambalabsdev/mcp-ai-tooling-detector) [![mambalabsdev/mcp-ai-tooling-detector MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector) 📇 ☁️ - Detects whether a company only declares AI, actually deploys AI tooling on its site, or charges money for AI, returning a four-level AI maturity tier with the evidence behind the verdict. -- [mambalabsdev/mcp-company-contact-details-extractor](https://github.com/mambalabsdev/mcp-company-contact-details-extractor) [![mambalabsdev/mcp-company-contact-details-extractor MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor) 📇 ☁️ - Finds a company contact page and extracts role emails, a phone number, and a postal address. -- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [![mambalabsdev/mcp-company-firmographic-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enriches a company domain into firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance. -- [mambalabsdev/mcp-company-social-presence-mapper](https://github.com/mambalabsdev/mcp-company-social-presence-mapper) [![mambalabsdev/mcp-company-social-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper) 📇 ☁️ - Maps a company domain to its official LinkedIn, X, Instagram, Facebook, and YouTube URLs plus follower counts, returning flat Clay-ready JSON via an Apify actor. -- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [![mambalabsdev/mcp-domain-to-linkedin-url-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolves a company domain or name to its LinkedIn company URL with confidence scoring and firmographic metadata. -- [mambalabsdev/mcp-event-presence-index](https://github.com/mambalabsdev/mcp-event-presence-index) [![mambalabsdev/mcp-event-presence-index MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-event-presence-index/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-event-presence-index) 📇 ☁️ - Returns the third party conferences and trade shows a company publicly says it attends, with a year for each. -- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [![mambalabsdev/mcp-funding-press-signal-scanner MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scans Google News and PR wires for a company's funding rounds, exec moves, product launches, and acquisitions, returned as deduplicated, dated events in flat Clay-ready JSON. -- [mambalabsdev/mcp-github-organization-signal-scanner](https://github.com/mambalabsdev/mcp-github-organization-signal-scanner) [![mambalabsdev/mcp-github-organization-signal-scanner MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-github-organization-signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-github-organization-signal-scanner) 📇 ☁️ - Resolves a company domain to its GitHub organization with repository, language, and activity signals. -- [mambalabsdev/mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper) [![mambalabsdev/mcp-gtm-hiring-signal-scraper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper) 📇 ☁️ - Detects GTM hiring signals across Greenhouse, Lever, and Ashby career pages, returning Clay-ready JSON with role counts, signal strength, and ATS detection. -- [mambalabsdev/mcp-gtm-tech-stack-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) [![mambalabsdev/mcp-gtm-tech-stack-signal-scraper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-tech-stack-signal-scraper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) 📇 ☁️ - Detects CRM, sequencer, and marketing automation tools from a company domain, returning flat boolean GTM tool signals for Clay enrichment. -- [mambalabsdev/mcp-review-platform-reputation-enricher](https://github.com/mambalabsdev/mcp-review-platform-reputation-enricher) [![mambalabsdev/mcp-review-platform-reputation-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-review-platform-reputation-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-review-platform-reputation-enricher) 📇 ☁️ - Resolves a company domain to its Trustpilot rating, review count, and claimed status. -- [Marvy101/pod-mcp](https://github.com/Marvy101/pod-mcp) [![Marvy101/pod-mcp MCP server](https://glama.ai/mcp/servers/Marvy101/pod-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Marvy101/pod-mcp) 🎖️ 📇 ☁️ - Search firsthand observations that agents recorded while doing real work — what actually happened with a product, API, service, or place, rather than what its documentation claims. Agents can also write back what they observed. No API key; hosted Streamable HTTP at `https://api.askpod.ai/mcp/read`. -- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API -- [maxylev/searchfetch](https://github.com/maxylev/searchfetch) [![maxylev/searchfetch MCP server](https://glama.ai/mcp/servers/maxylev/searchfetch/badges/score.svg)](https://glama.ai/mcp/servers/maxylev/searchfetch) 📇 🐍 - A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching -- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [![MikkoParkkola/nab MCP server](https://glama.ai/mcp/servers/MikkoParkkola/nab/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context. -- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [![MKirovBG/scribefy-mcp MCP server](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus search, video metadata, and related-video tools for Claude, Cursor, Windsurf, and AI agents. -- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic -- [Pexafy/pexafy-mcp](https://github.com/Pexafy/pexafy-mcp) [![Pexafy/pexafy-mcp MCP server](https://glama.ai/mcp/servers/Pexafy/pexafy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pexafy/pexafy-mcp) 🐍 ☁️ - Semantic stock-photo search across 9 free-license sources (Unsplash, Pexels, Pixabay and more): describe a scene in a full sentence, search from an example image URL, or ask for more like a previous result. Hosted remote server with OAuth — no API key to paste, just add `https://mcp.pexafy.com/mcp`. Results render as an inline thumbnail grid (MCP Apps) and each one carries its attribution string. -- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [![news-mcp-world-news-for-ai-agents MCP server](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents/badges/score.svg)](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news for AI agents — events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server` -- [Opedd/opedd-mcp](https://github.com/Opedd/opedd-mcp) [![Opedd/opedd-mcp MCP server](https://glama.ai/mcp/servers/@Opedd/opedd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Opedd/opedd-mcp) 📇 ☁️ - Licensed, rights-cleared content for AI agents — discover, purchase, verify, and retrieve expert analysis with a verifiable license key per article, on-chain proof, and EU AI Act Article 53 attestation. The alternative to unlicensed scraping for RAG and AI search. `npx opedd-mcp` -- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [![wet-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/wet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, no API keys required. -- [ni-c/freshrss-mcp](https://github.com/ni-c/freshrss-mcp) [![ni-c/freshrss-mcp MCP server](https://glama.ai/mcp/servers/ni-c/freshrss-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/freshrss-mcp) 📇 🏠 🍎 🪟 🐧 - Read and manage a self-hosted FreshRSS instance through its Google Reader API: feeds, categories and labels, articles as plain text, read/star state, OPML import and export. Destructive tools require a server-issued confirmation token. -- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo -- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. -- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana). -- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent -- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling. -- [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [![scout-intel-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) 🐍 ☁️ - Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking. Install via `pip install scout-intel-mcp`. -- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [![opendatalab/MinerU-Ecosystem MCP server](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem/badges/score.svg)](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) 🎖️ 🐍 🏠 ☁️ - Official MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via the [MinerU](https://mineru.net) API; free Flash mode without an API key (about 20 pages per file); optional `MINERU_API_TOKEN` for higher limits. -- [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [![pdfmux MCP server](https://glama.ai/mcp/servers/NameetP/pdfmux/badges/score.svg)](https://glama.ai/mcp/servers/NameetP/pdfmux) 🐍 🏠 - PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them — prevents silent RAG failures. Zero config: `pip install pdfmux`. MIT licensed. -- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ 🔎 - Highest Accuracy Web Search for AI -- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [![spectrawl MCP server](https://glama.ai/mcp/servers/FayAndXan/spectrawl/badges/score.svg)](https://glama.ai/mcp/servers/FayAndXan/spectrawl) 📇 🏠 - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search. -- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ 🔎 - Highest Accuracy Deep Research and Batch Tasks MCP -- [paulieb89/govuk-mcp](https://github.com/paulieb89/govuk-mcp) [![paulieb89/govuk-mcp MCP server](https://glama.ai/mcp/servers/paulieb89/govuk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paulieb89/govuk-mcp) 🐍 ☁️ - Search GOV.UK content, retrieve full government pages, look up organisations, and resolve UK postcodes to local authorities. 5 read-only tools, no API keys required. -- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - Best people search engine that reduces the time spent on talent discovery -- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery — search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs. -- [phpcip/opensolr-mcp](https://github.com/phpcip/opensolr-mcp) [![phpcip/opensolr-mcp MCP server](https://glama.ai/mcp/servers/phpcip/opensolr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/phpcip/opensolr-mcp) 🐍 ☁️ - Managed Apache Solr search for AI agents: hybrid (BM25 + kNN) and semantic search, document ingestion with server-side embeddings, grounded RAG answers, and index management. In the official MCP Registry as `com.opensolr/opensolr-mcp`. Install via `uvx opensolr-mcp`. -- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers. -- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [![Prototypr/feedbagel-mcp MCP server](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhooks. -- [quantumproxies/quanticdata-mcp-server](https://github.com/quantumproxies/quanticdata-mcp-server) [![quantumproxies/quanticdata-mcp-server MCP server](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server) 🎖️ 📇 ☁️ - Web data for AI agents: scrape any page to clean Markdown, structured SERP search across three engines, site crawl and map, 74 ready-made collectors, and datasets from a plain-language prompt — through residential proxies, billed per successful call. -- [qune-tech/ocds-mcp](https://github.com/qune-tech/ocds-mcp) [![qune-tech/ocds-mcp MCP server](https://glama.ai/mcp/servers/qune-tech/ocds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qune-tech/ocds-mcp) 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS) — semantic search, tender matching with company profiles, and structured filtering. -- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data. -- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert) -- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting. -- [reflex-search/reflex](https://github.com/reflex-search/reflex) [![reflex-search/reflex MCP server](https://glama.ai/mcp/servers/reflex-search/reflex/badges/score.svg)](https://glama.ai/mcp/servers/reflex-search/reflex) 🦀 🏠 🍎 🪟 🐧 - Local full-text code search for AI coding agents. Trigram-indexed, sub-100ms queries across large codebases, offline, 18 languages. -- [Rererr/amenbo](https://github.com/Rererr/amenbo) [![Rererr/amenbo MCP server](https://glama.ai/mcp/servers/Rererr/amenbo/badges/score.svg)](https://glama.ai/mcp/servers/Rererr/amenbo) 📇 🏠 - Japanese-web-native web fetching optimized for low target-site impact and token efficiency. Outline-first progressive disclosure, Shift_JIS/EUC-JP mojibake handling, PDF/CSV extraction, and polite crawling (robots.txt, rate limits, honest User-Agent). Install via `npx -y amenbo`. -- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data. -- [Role1776/mcp-retrieval](https://github.com/Role1776/mcp-retrieval) [![Role1776/mcp-retrieval MCP server](https://glama.ai/mcp/servers/@Role1776/mcp-retrieval/badges/score.svg)](https://glama.ai/mcp/servers/@Role1776/mcp-retrieval) 🏎️ 🏠 🍎 🪟 🐧 - Web search, image search, and page-to-Markdown scraping with no API keys: DuckDuckGo Lite for text, Bing Images for images, and a readability extractor for pages. Three read-only tools, stdio or streamable HTTP transport. -- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [![rubenayla/partle-mcp MCP server](https://glama.ai/mcp/servers/@rubenayla/partle/badges/score.svg)](https://glama.ai/mcp/servers/@rubenayla/partle) 🐍 ☁️ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required). -- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment. -- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [![bartonguestier1725-collab/scout-mcp MCP server](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and community blogs (Dev.to, Hashnode, Qiita, Zenn). Parallel fetch with structured JSON output. `npx -y scout-cli`. -- [chefcohen/corroborate-mcp](https://github.com/chefcohen/corroborate-mcp) [![chefcohen/corroborate-mcp MCP server](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp) 📇 🏠 - Tells AI agents how independently a claim is being reported: syndication-aware source counting (a wire story reprinted by 40 outlets counts as one origin), 0-1 confidence scores, and published error rates in-repo. Measures corroboration, not truth — no stance detection. Keyless, no accounts. Install: `npx -y corroborate-mcp`. -- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it. -- [scraperapi/scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp) [![scraperapi/scraperapi-mcp MCP server](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp) 🐍 ☁️ - MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support. -- [scrapercity/scrapercity-cli](https://github.com/scrapercity/scrapercity-cli) [![scrapercity-cli MCP server](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli/badges/score.svg)](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli) 📇 ☁️ - B2B lead generation with 20+ tools including Apollo, Google Maps, email finder, email validator, mobile finder, skip trace, and ecommerce store data. -- [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - Official MCP server for managing Searchcraft clusters, creating a search index, generating an index dynamically given a data file and for easily importing data into a search index given a feed or local json file. -- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances -- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [![opengraph-io-mcp MCP server](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) 📇 ☁️ - OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement. -- [Seomarlboro/digmyname](https://github.com/Seomarlboro/digmyname/tree/main/mcp) [![seomarlboro/digmyname MCP server](https://glama.ai/mcp/servers/seomarlboro/digmyname/badges/score.svg)](https://glama.ai/mcp/servers/seomarlboro/digmyname) 📇 🏠 - Domain availability, 7-registrar price comparison, and domain age across 52 TLDs. Free, no API key. -- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. -- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes. -- [serpdive/serpdive-mcp](https://github.com/serpdive/serpdive-mcp) [![serpdive/serpdive-mcp MCP server](https://glama.ai/mcp/servers/serpdive/serpdive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serpdive/serpdive-mcp) 🎖️ 📇 ☁️ 🏠 - Web search that returns extracted, answer-ready page content (url, title, date, text) instead of links. A Tavily alternative: same speed, 20.2% fewer tokens, higher answer quality (60.7% of decided duels) on a public replayable benchmark. One tool with automatic localization and an optional synthesized answer. Hosted Streamable HTTP at `https://mcp.serpdive.com`, or run `npx -y serpdive-mcp`. -- [shariqriazz/google-ai-search-mcp](https://github.com/shariqriazz/google-ai-search-mcp) [![shariqriazz/google-ai-search-mcp MCP server](https://glama.ai/mcp/servers/shariqriazz/google-ai-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shariqriazz/google-ai-search-mcp) 📇 ☁️ - Google AI-powered search, documentation retrieval, code analysis, and architecture research tools using Vertex AI or the Gemini API. Install with `npx -y google-ai-search-mcp`. -- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. -- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [![sifter-ai/sifter MCP server](https://glama.ai/mcp/servers/sifter-ai/sifter/badges/score.svg)](https://glama.ai/mcp/servers/sifter-ai/sifter) 🐍 🏠 ☁️ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client. -- [smeet666/mcp-ashby](https://github.com/smeet666/mcp-ashby) [![smeet666/mcp-ashby MCP server](https://glama.ai/mcp/servers/smeet666/mcp-ashby/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-ashby) 📇 ☁️ - Search the public job boards companies publish through Ashby. Resolve a company name to its board token, filter its openings, read one posting in full, and compare the pay ranges it publishes without converting between currencies. No API key and no account. -- [smeet666/mcp-animenewsnetwork](https://github.com/smeet666/mcp-animenewsnetwork) [![smeet666/mcp-animenewsnetwork MCP server](https://glama.ai/mcp/servers/smeet666/mcp-animenewsnetwork/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-animenewsnetwork) 📇 ☁️ 🍎 🪟 🐧 - Search the Anime News Network encyclopedia for anime and manga, read cast, staff, episodes and studios, and follow the news wire. A name search upstream returns the full record of every match, 1.4 MB for a common query; this returns compact rows instead. No API key. `npx -y mcp-animenewsnetwork` -- [smeet666/mcp-marmiton](https://github.com/smeet666/mcp-marmiton) [![smeet666/mcp-marmiton MCP server](https://glama.ai/mcp/servers/smeet666/mcp-marmiton/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-marmiton) 📇 ☁️ 🍎 🪟 🐧 - Search Marmiton recipes, read their ingredients and steps, and rescale quantities to any number of servings. No API key. `npx -y mcp-marmiton` -- [smeet666/mcp-pequerecetas](https://github.com/smeet666/mcp-pequerecetas) [![smeet666/mcp-pequerecetas MCP server](https://glama.ai/mcp/servers/smeet666/mcp-pequerecetas/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-pequerecetas) 📇 ☁️ 🍎 🪟 🐧 - Read Spanish family recipes from Pequerecetas, rescale them to any number of servings, and browse by diet, main ingredient, appliance or the age of whoever eats them, from six months up. No API key. `npx -y mcp-pequerecetas` -- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) 📇 ☁️ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required. -- [srezai-team/srezai-mcp](https://github.com/srezai-team/srezai-mcp) [![srezai-team/srezai-mcp MCP server](https://glama.ai/mcp/servers/srezai-team/srezai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/srezai-team/srezai-mcp) 🎖️ 📇 ☁️ - Web and image search, page reading as clean Markdown, browser-rendered screenshots, schema-based extraction and agentic deep research. Strong Russian-web coverage. Remote (Streamable HTTP) at `https://srezai.ru/api/mcp` or via `npx srezai-mcp` for stdio-only clients. -- [Sriram-PR/doc-scraper](https://github.com/Sriram-PR/doc-scraper) [![Sriram-PR/doc-scraper MCP server](https://glama.ai/mcp/servers/Sriram-PR/doc-scraper/badges/score.svg)](https://glama.ai/mcp/servers/Sriram-PR/doc-scraper) 🏎️ 🏠 - Crawl documentation sites into local Markdown/JSONL corpora and serve them to agents with offline BM25 search, page reads, freshness checks, and crawl diffs -- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles. -- [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [![stripfeed-mcp-server MCP server](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) 📇 ☁️ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev). -- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations -- [talonicdev/talonic-mcp](https://github.com/talonicdev/talonic-mcp) [![talonicdev/talonic-mcp MCP server](https://glama.ai/mcp/servers/talonicdev/talonic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/talonicdev/talonic-mcp) 📇 ☁️ - Schema-validated document extraction with searchable workspace memory. Extract structured fields from PDFs, scans, images, and forms; AI agents can also search, filter, and query past extractions. -- [telly6/searchpin](https://github.com/telly6/searchpin) [![telly6/searchpin MCP server](https://glama.ai/mcp/servers/telly6/searchpin/badges/score.svg)](https://glama.ai/mcp/servers/telly6/searchpin) 🐍 🏠 - Free web search for AI agents with smart re-ranking. Multi-engine parallel search, zero API keys. Works natively within China's network, no proxy/VPN needed. Install via `pip install searchpin && searchpin-setup`. -- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site. -- [MarcinDudekDev/the-data-collector](https://github.com/MarcinDudekDev/the-data-collector) [![crypto-signals-mcp MCP server](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - MCP server for scraping Hacker News, Bluesky, and Substack with x402 micropayment support. Tools: hn_search, bluesky_search, substack_search. $0.05/call via USDC on Base. -- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required. -- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API -- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities. -- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [![AI-Directory-Partners/tooldirectory-mcp MCP server](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of 2,000+ AI tools, compare them, find alternatives, and check whether a tool is still active, defunct, or acquired. Hosted remote MCP at `https://tooldirectory.ai/api/mcp` or `npx -y tooldirectory-mcp`. -- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API -- [trendsmcp-ai/Trends-MCP](https://github.com/trendsmcp-ai/Trends-MCP) [![trendsmcp-ai/Trends-MCP MCP server](https://glama.ai/mcp/servers/trendsmcp-ai/Trends-MCP/badges/score.svg)](https://glama.ai/mcp/servers/trendsmcp-ai/Trends-MCP) 🐍 🏠 ☁️ - Live trend data from Google, TikTok, YouTube, Amazon, Reddit, npm, Steam, and 20+ other sources. Local stdio via `uvx trends-mcp-server` or hosted at `https://api.trendsmcp.ai/mcp`. -- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API. -- [us/crw](https://github.com/us/crw) [![us/crw MCP server](https://glama.ai/mcp/servers/us/crw/badges/score.svg)](https://glama.ai/mcp/servers/us/crw) 🎖️ 🦀 🏠 ☁️ 🍎 🪟 🐧 - fastCRW — open-source (AGPL-3.0), self-hostable Rust web crawler & search API for AI agents. Tools: `scrape`, `crawl`, `map`, and SearXNG-backed `search`. Single ~6MB static binary; reproducible 1K-URL benchmarks faster than hosted alternatives. Hosted MCP at [fastcrw.com/mcp](https://fastcrw.com/mcp) (Streamable HTTP, OAuth) or self-host. -- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [![Glama score](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server` -- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. -- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research. -- [Gaoshan0971/digeguigui](https://github.com/Gaoshan0971/digeguigui) [![Gaoshan0971/digeguigui MCP server](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui/badges/score.svg)](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui) 🐍 📇 ☁️ 🏠 - Global reptile & exotic pet knowledge base. 633 species, AI identification, genetics calculator, 12-dimension care, health diagnosis, pricing, and blockchain provenance. Free tier: 9 tools, 10 req/min. MCP: https://api.digeguigui.com/mcp -- [robbyczgw-cla/web-search-plus-mcp](https://github.com/robbyczgw-cla/web-search-plus-mcp) [![web-search](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). Available via `uvx web-search-plus-mcp`. -- [Vincentwei1021/agent-toolbox](https://github.com/Vincentwei1021/agent-toolbox) [![agent-toolbox MCP server](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox/badges/score.svg)](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox) 📇 ☁️ 🍎 🪟 🐧 - Production-ready MCP server providing 13 tools for AI agents: web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction, and QR code generation. 1,000 free calls/month, no setup required. -- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping. -- [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [![ashlrai/webfetch MCP server](https://glama.ai/mcp/servers/ashlrai/webfetch/badges/score.svg)](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-first federated image search across 25 providers. Returns open/platform/editorial license tags, attribution strings, dimensions, and download-ready URLs via `npx -y getwebfetch-mcp`. -- [webpeel/webpeel](https://github.com/webpeel/webpeel) 📇 ☁️ 🏠 - Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark. -- [WhaleCupl/ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp) [![WhaleCupl/ai-daily-insights-mcp MCP server](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp) 📇 ☁️ - Structured access to AI Daily Insights (aidailyinsights.cn), a Chinese daily AI-industry briefing built for agents. List, fetch and full-text search daily AI news as structured items — 6 tools (`get_latest`, `list_latest`, `get_article`, `get_range`, `list_by_tag`, `search`), no API key. Install via `npx -y ai-daily-insights-mcp`. -- [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [![whw23/searxng_http_mcp MCP server](https://glama.ai/mcp/servers/whw23/searxng_http_mcp/badges/score.svg)](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG MCP server in Docker. 200+ search engines, 30+ categories, multi-page fanout, autocomplete, and engine discovery. Dual transport (HTTP + stdio), API key auth, and built-in SearXNG Web UI reverse proxy. Zero-install deploy. -- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API -- [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [![yubinkim444/ai-first-scraper-mcp MCP server](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Three MCP tools for ad-free Markdown web scraping and search. `fetch_page` (URL → clean Markdown), `fetch_pages_batch` (up to 25 URLs in parallel), `search_web` (web search → top-k pages as Markdown). Works with Claude Desktop / Cursor / Cline. Install: `uvx ai-first-scraper-mcp`. -- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. -- [zoharbabin/web-researcher-mcp](https://github.com/zoharbabin/web-researcher-mcp) [![web-researcher-mcp MCP server](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp) 📇 ☁️ 🏠 - Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, SearchAPI.io), content extraction (4-tier pipeline), academic/patent search, and multi-source research. Single Go binary. -- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing. -- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server -- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [![juergenkoller-software/pdf-content-search-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) — full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators. -- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [![rejifald/StitchAPI MCP server](https://glama.ai/mcp/servers/rejifald/StitchAPI/badges/score.svg)](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation (the hosted docs MCP): `search_docs` returns the most relevant doc sections with deep links, `get_doc` fetches a full page. Hosted endpoint `https://stitchapi.dev/api/mcp`, no auth. -- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [![MarcellM01/TinySearch MCP server](https://glama.ai/mcp/servers/MarcellM01/TinySearch/badges/score.svg)](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API. -- [Darko893/haunt-mcp-server](https://github.com/Darko893/haunt-mcp-server) [![Darko893/haunt-mcp-server MCP server](https://glama.ai/mcp/servers/Darko893/haunt-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Darko893/haunt-mcp-server) 📇 ☁️ - [Haunt](https://hauntapi.com/?utm_source=awesome-mcp-servers&utm_medium=listing&utm_campaign=sweep-2026-07) web extraction for AI agents: structured JSON or clean Markdown from permitted public pages, including Cloudflare-protected ones, with honest blocked/login/captcha errors instead of fabricated data -- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [![smeet666/mcp-ptitchef MCP server](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef, browse its tree of ingredient categories, read a recipe with its ingredients, method, cost and nutrition, and ask what can be cooked from what is in the fridge. Rescales to any number of servings, and lists the other languages a recipe was published in. No API key. `npx -y mcp-ptitchef` -- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [![smeet666/mcp-bbc-goodfood MCP server](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food and read a recipe in either of the two renditions the site writes, its own and the one restated for readers in the United States. Publishes the vocabulary each search facet accepts, since the site answers a value it does not know with a total of zero. Rescales to any number of people. No API key. `npx -y mcp-bbc-goodfood` -- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [![smeet666/mcp-supertoinette MCP server](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients with the quantity separated from the line, steps, difficulty, cost level, resting time, and the five wines the site ranks for a dish. Rescales any recipe to a number of people, saying on each line whether the arithmetic landed exactly. No API key. `npx -y mcp-supertoinette` -- [AG-Bureau/mcp-search](https://github.com/AG-Bureau/mcp-search) [![AG-Bureau/mcp-search MCP server](https://glama.ai/mcp/servers/AG-Bureau/mcp-search/badges/score.svg)](https://glama.ai/mcp/servers/AG-Bureau/mcp-search) 🐍 🏠 - Search, read, images, screenshots and multi-source answers over your own SearXNG. Every answer says which engines were asked and what to disbelieve; the engine pool maintains itself. +- [Grubbomatic/crawl-readiness-mcp](https://github.com/Grubbomatic/crawl-readiness-mcp) [![Grubbomatic/crawl-readiness-mcp MCP server](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp) 📇 ☁️ 🏠 - AI SEO audits: score AI crawler readiness, validate JSON-LD and robots.txt, compare human and crawler views, and generate llms.txt, robots.txt and JSON-LD. +- [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [![HasData/bing-mcp MCP server](https://glama.ai/mcp/servers/HasData/bing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device. +- [usestring/string-ai-mcp](https://github.com/usestring/string-ai-mcp) [![usestring/string-ai-mcp MCP server](https://glama.ai/mcp/servers/usestring/string-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/usestring/string-ai-mcp) 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks. +- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [![HasData/web-scraping-mcp MCP server](https://glama.ai/mcp/servers/HasData/web-scraping-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Web scraping: fetch public pages with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as Markdown, text, HTML or JSON. +- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [![ToolTrace-io/mcp-server MCP server](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data: scrape to Markdown, extract metadata, links and JSON-LD, audit on-page SEO, detect tech stacks and validate XML sitemaps. +- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [![JerryLiu369/agent-web-search MCP server](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search/badges/score.svg)](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Provider-neutral web search aggregating model grounding (Gemini, Grok, DeepSeek and others) and search APIs such as Exa, Brave, Perplexity and Tavily. +- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [![artemchuikin/youtube-mcp MCP server](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts (text, JSON, SRT, VTT, srv3), video and channel search, playlists and large batch jobs. +- [jlucasmcrell/apify-scrapers](https://github.com/jlucasmcrell/apify-scrapers) [![jlucasmcrell/apify-scrapers MCP server](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers/badges/score.svg)](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers) 🐍 🏠 - Public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR and state contractor registries. +- [AgenticAdvertising/topalternativesto-mcp](https://github.com/AgenticAdvertising/topalternativesto-mcp) [![AgenticAdvertising/topalternativesto-mcp MCP server](https://glama.ai/mcp/servers/AgenticAdvertising/topalternativesto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AgenticAdvertising/topalternativesto-mcp) 📇 ☁️ - Software comparisons with prices sourced from each vendor's page (with URL and check date), plus ranked alternatives for any tool. +- [Newscatcher/catchall-mcp](https://github.com/Newscatcher/catchall-mcp) [![Newscatcher/catchall-mcp MCP server](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp) 🐍 ☁️ - Recall-first web search that finds relevant events across the open web, beyond the top results. +- [igorsaevets/page2ai-mcp](https://github.com/igorsaevets/page2ai-mcp) [![igorsaevets/page2ai-mcp MCP server](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp) 📇 🏠 - Convert web pages into clean Markdown locally, preserving tables, code blocks and headings. +- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [![pgalyen1987/gate402-mcp MCP server](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) 📇 ☁️ - Pay-per-call x402 APIs (USDC on Base): LLM inference, GPU and CPU compute, on-chain, DeFi, SEC EDGAR and news data, and web scraping to Markdown. +- [KnockOutEZ/wigolo](https://github.com/KnockOutEZ/wigolo) [![KnockOutEZ/wigolo MCP server](https://glama.ai/mcp/servers/KnockOutEZ/wigolo/badges/score.svg)](https://glama.ai/mcp/servers/KnockOutEZ/wigolo) 📇 🏠 - Local web search, fetching, crawling, extraction and research, with multi-engine search, local ML reranking, a SQLite cache and JavaScript rendering. +- [newsagentdata/newsagent-mcp](https://github.com/newsagentdata/newsagent-mcp) [![newsagentdata/newsagent-mcp MCP server](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/newsagentdata/newsagent-mcp) 🐍 ☁️ - Real-time news with ML enrichment: urgency scoring, political lean and event clustering across many countries. +- [qinisolabs/icdwise](https://github.com/qinisolabs/icdwise) 📇 🏠 ☁️ - ICD-10-CM medical code lookup, validation and reverse search. +- [quantumproxies/quantumproxies-mcp](https://github.com/quantumproxies/quantumproxies-mcp) [![quantumproxies/quantumproxies-mcp MCP server](https://glama.ai/mcp/servers/quantumproxies/quantumproxies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/quantumproxies/quantumproxies-mcp) 🎖️ 📇 ☁️ - Residential-proxy web access: scrape pages to Markdown, SERP search, site mapping and crawling, ready-made collectors, and proxy endpoints from your plans. +- [AIweather-Anurag/ottasia-mcp-server](https://github.com/AIweather-Anurag/ottasia-mcp-server) [![AIweather-Anurag/ottasia-mcp-server MCP server](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AIweather-Anurag/ottasia-mcp-server) 📇 ☁️ 🏠 - Find where to stream movies and TV shows across Asian and Middle Eastern services such as Netflix, Disney+ Hotstar, Wavve, Shahid, ZEE5 and JioCinema. +- [Alisammour/storyflo-mcp](https://github.com/Alisammour/storyflo-mcp) [![Alisammour/storyflo-mcp MCP server](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Alisammour/storyflo-mcp) 📇 ☁️ - Curated audio news: search articles, fetch narrated audio, subscribe to topic feeds and surface stories matched to actively traded Kalshi event contracts. +- [mrslbt/rippr](https://github.com/mrslbt/rippr) [![mrslbt/rippr MCP server](https://glama.ai/mcp/servers/mrslbt/rippr/badges/score.svg)](https://glama.ai/mcp/servers/mrslbt/rippr) 📇 🏠 - Extract YouTube transcripts as clean text, with timestamps, or as structured JSON. +- [rozetyp/grounder-mcp](https://github.com/rozetyp/grounder-mcp) [![rozetyp/grounder-mcp MCP server](https://glama.ai/mcp/servers/rozetyp/grounder-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rozetyp/grounder-mcp) 🐍 ☁️ - Live web grounding for local and cloud LLMs: web search, page fetch, token-capped cited evidence packs and an agentic search-and-read research loop. +- [scavio-ai/scavio-mcp](https://github.com/scavio-ai/scavio-mcp) [![scavio-ai/scavio-mcp MCP server](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scavio-ai/scavio-mcp) 📇 ☁️ 🏠 - Unified real-time search across Google, YouTube, Amazon, Walmart, Reddit and TikTok for web, e-commerce, product, social media and video data. +- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - Search job listings with filters for date, keywords, remote work options and more. +- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) 🐍 🏠 - Audit URLs for AI crawler readiness: checks robots.txt, llms.txt, JSON-LD schema and content density, with a 0-100 AEO score. +- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) 🐍 📇 ☁️ - Multi-engine web search across Bing, Baidu, DuckDuckGo, Brave, Exa and CSDN. +- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [![AceDataCloud/MCPSerp MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) 🐍 ☁️ - Google SERP search via the Ace Data Cloud API: web, image, news, maps, places, video and knowledge graph results. +- [denyn1/aifeed-protocol](https://github.com/denyn1/aifeed-protocol) [![denyn1/aifeed-protocol MCP server](https://glama.ai/mcp/servers/denyn1/aifeed-protocol/badges/score.svg)](https://glama.ai/mcp/servers/denyn1/aifeed-protocol) 📇 🏠 - AIFeed protocol tools: verify signed publisher manifests, fetch token-budgeted Markdown or MAKO pages, verify asset downloads and rank delta-index entries. +- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [![AIMLPM/markcrawl MCP server](https://glama.ai/mcp/servers/AIMLPM/markcrawl/badges/score.svg)](https://glama.ai/mcp/servers/AIMLPM/markcrawl) 🐍 🏠 - Crawl websites into clean Markdown, search pages and extract structured data with LLMs for web research and RAG pipelines. +- [AllNewsAPI/mcp-server](https://github.com/AllNewsAPI/mcp-server) [![AllNewsAPI/mcp-server MCP server](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/AllNewsAPI/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Real-time and historical news data, including top headlines from global sources, via AllNewsAPI. +- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration. +- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - Web search using Perplexity Sonar models, with source citations. +- [adjacentai/necl-hn-mcp](https://github.com/adjacentai/necl-hn-mcp) [![necl-hn-mcp MCP server](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) 🐍 ☁️ - Hacker News: top stories by time window, category feeds, comment threads and full-text search via Algolia. +- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - Take screenshots of webpages to use as feedback during UI development. +- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) 🐍 ☁️ - Search and read papers from arXiv. +- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) 🐍 ☁️ - Search and read medical and life sciences papers from PubMed. +- [andyliszewski/webcrawl-mcp](https://github.com/andyliszewski/webcrawl-mcp) [![andyliszewski/webcrawl-mcp MCP server](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/andyliszewski/webcrawl-mcp) 🐍 🏠 - Local-first web scraping, DuckDuckGo search, site mapping and crawling, using trafilatura with an optional Firecrawl fallback for JS-rendered pages. +- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API. +- [lucasmartins-ai/lookacrawler](https://github.com/lucasmartins-ai/lookacrawler) [![lucasmartins-ai/lookacrawler MCP server](https://glama.ai/mcp/servers/lucasmartins-ai/lookacrawler/badges/score.svg)](https://glama.ai/mcp/servers/lucasmartins-ai/lookacrawler) 📇 🏠 🍎 🪟 🐧 - Token-efficient local web crawler with Playwright-based stealth anti-bot bypass. +- [atlasprzetargow/mcp-server](https://github.com/atlasprzetargow/mcp-server) [![atlasprzetargow/mcp-server MCP server](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server) 📇 ☁️ - Search Polish public tenders (BZP and TED): procuring entity and contractor profiles by NIP, market statistics by CPV or province, and a procurement glossary. +- [AutomateLab-tech/citation-intelligence](https://github.com/AutomateLab-tech/citation-intelligence) [![AutomateLab-tech/citation-intelligence MCP server](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence/badges/score.svg)](https://glama.ai/mcp/servers/AutomateLab-tech/citation-intelligence) 📇 🏠 - Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing and Google AI Overviews cite for any query. Self-hosted. +- [Khamel83/argus](https://github.com/Khamel83/argus) [![Khamel83/argus MCP server](https://glama.ai/mcp/servers/Khamel83/argus/badges/score.svg)](https://glama.ai/mcp/servers/Khamel83/argus) 🐍 🏠 - Multi-provider search broker with automatic fallback, RRF ranking, content extraction and budget enforcement. +- [idapixl/idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp) [![idapixl-web-research-mcp MCP server](https://glama.ai/mcp/servers/idapixl-web-research-mcp/badges/score.svg)](https://glama.ai/mcp/servers/idapixl-web-research-mcp) 📇 ☁️ - Web research on Apify: Brave and DuckDuckGo search, page fetching to clean Markdown, and multi-step research with relevance scoring and key fact extraction. +- [BenyD/haypile](https://github.com/BenyD/haypile) [![BenyD/haypile MCP server](https://glama.ai/mcp/servers/BenyD/haypile/badges/score.svg)](https://glama.ai/mcp/servers/BenyD/haypile) 🏎️ 🏠 🍎 🪟 🐧 - Local hybrid semantic and keyword search over PDF, DOCX, PPTX, Markdown and HTML documents, with file and page citations and a bundled embedding model. +- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Up-to-date dependency information for Clojure libraries from Clojars. +- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search arXiv papers, read original LaTeX sections, get BibTeX from arXiv metadata and set topic watches, with papers stored locally. +- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀 ☁️ - Look up company ethics information: the ethical and unethical actions of major companies. +- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search using Brave's Search API. +- [bumbaRasch/searxng-mcp-server](https://github.com/bumbaRasch/searxng-mcp-server) [![bumbaRasch/searxng-mcp-server MCP server](https://glama.ai/mcp/servers/bumbaRasch/searxng-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bumbaRasch/searxng-mcp-server) 📇 🏠 - Self-hosted SearXNG metasearch: web, image, news, video and music search plus SSRF-guarded page fetch with prompt-injection wrapping. +- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - Explore and interact with the Fediverse via ActivityPub: WebFinger discovery, timelines and instance exploration across Mastodon, Pleroma, Misskey and more. +- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Browse Gopher and Gemini protocol resources, with TLS support and structured content extraction. +- [capad-xyz/searchts](https://github.com/capad-xyz/searchts) [![capad-xyz/searchts MCP server](https://glama.ai/mcp/servers/capad-xyz/searchts/badges/score.svg)](https://glama.ai/mcp/servers/capad-xyz/searchts) 🐍 🏠 - Read bot-walled pages as Markdown via an escalating unlocker, plus multi-provider web search with rank fusion, video transcripts and page asset grabbing. +- [einiba/canyougrab-api](https://github.com/einiba/canyougrab-api/tree/main/mcp-server) [![einiba/canyougrab-api MCP server](https://glama.ai/mcp/servers/einiba/canyougrab-api/badges/score.svg)](https://glama.ai/mcp/servers/einiba/canyougrab-api) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Domain availability checks via real-time DNS and WHOIS lookups, with bulk checking, confidence scores and registration details. +- [cevatkerim/unsplash-mcp](https://github.com/cevatkerim/unsplash-mcp) 🐍 ☁️ - Unsplash photo search, random photos and download tracking, with ready-to-use attribution text and HTML for each photo. +- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News via SerpAPI: search headlines, stories and related topics, with automatic topic categorization and multi-language support. +- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - Capture webpage screenshots, viewport or full-page, as base64 PNG. +- [AntonG87/codearia-sieve](https://github.com/AntonG87/codearia-sieve) [![AntonG87/codearia-sieve MCP server](https://glama.ai/mcp/servers/AntonG87/codearia-sieve/badges/score.svg)](https://glama.ai/mcp/servers/AntonG87/codearia-sieve) 📇 🏠 - Deterministically convert web pages into decision-ready state: ISO dates, numbers with units as facts and token-budgeted chunks anchored to the page. +- [comparedge/mcp-server-comparedge](https://github.com/comparedge/mcp-server-comparedge) [![comparedge/mcp-server-comparedge MCP server](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge/badges/score.svg)](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge) 📇 ☁️ 🏠 - Plans, prices, hidden costs, alternatives and comparisons for SaaS, AI and LLM tools. +- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [![CKBrennan/overtone-news-mcp MCP server](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) 🐍 - Real-time news with tone analysis, brand safety and narrative shift signals. +- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool. +- [eliottreich/crawdar-mcp](https://github.com/eliottreich/crawdar-mcp) [![eliottreich/crawdar-mcp MCP server](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp) 🎖️ 📇 ☁️ - Evidence-backed business discovery and lead-list research: search by brief or criteria, inspect qualification evidence and exclusions, and export results. +- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API. +- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [![Crawlora-org/crawlora-mcp MCP server](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) ☁️ - Structured public web data as clean JSON across search, maps, commerce, social and finance. +- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token. +- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Real-time web search and premium data from media brands via Dappier: news, financial markets, sports, entertainment, weather and more. +- [dariomory/trendflow-js](https://github.com/dariomory/trendflow-js) [![dariomory/trendflow-js MCP server](https://glama.ai/mcp/servers/dariomory/trendflow-js/badges/score.svg)](https://glama.ai/mcp/servers/dariomory/trendflow-js) 📇 🏠 ☁️ - Google Trends data: interest over time, interest by region, trending now, related queries and topic search. +- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local search of foods, nutrition facts and barcodes in the OpenNutrition database. +- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - Integration with the DealX platform. +- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [![deficlow/HyperStore-MCP MCP server](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP/badges/score.svg)](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) 🐍 ☁️ 🏠 - Keyword and semantic search over curated AI applications in the HyperStore directory, with full app details and browsing. +- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search and retrieve information from datasets through Trieve. +- [divyanshu-iitian/SearchForge](https://github.com/divyanshu-iitian/SearchForge) [![divyanshu-iitian/SearchForge MCP server](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge/badges/score.svg)](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge) 📇 🏠 🍎 🪟 🐧 - Capability-routed search and web reading across GitHub, Crossref, Hacker News, Wikipedia and private SearXNG, plus URL-to-Markdown and health diagnostics. +- [djrobson5/agentmd-mcp](https://github.com/djrobson5/agentmd-mcp) [![djrobson5/agentmd-mcp MCP server](https://glama.ai/mcp/servers/djrobson5/agentmd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/djrobson5/agentmd-mcp) 📇 ☁️ - Convert PDF, DOCX, HTML and URLs to clean, LLM-ready Markdown with tables preserved and boilerplate stripped. +- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) 📇 ☁️ - Domain availability and prices from Porkbun, Namecheap, GoDaddy, RDAP and WHOIS, with bulk search, registrar comparison, suggestions and social handle checks. +- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [![mikusnuz/gsc-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) 📇 ☁️ - Google Search Console and Indexing API: search analytics, sitemaps, URL inspection and batch indexing. +- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [![domain-suite-mcp MCP server](https://glama.ai/mcp/servers/oso95/domain-suite-mcp/badges/score.svg)](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) 📇 🏠 - Domain lifecycle management across Porkbun, Namecheap, GoDaddy and Cloudflare: availability, registration, DNS, SSL, email auth (SPF, DKIM, DMARC) and WHOIS. +- [pepabo/muumuu-domain-mcp](https://github.com/pepabo/muumuu-domain-mcp) [![muumuu-domain-mcp MCP server](https://glama.ai/mcp/servers/pepabo/muumuu-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pepabo/muumuu-domain-mcp) 🎖️ ☁️ - Search and register Muumuu Domain (GMO Pepabo) domains, manage owned domains and contracts, and configure DNS records. +- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access Dumpling AI's data, web scraping and document conversion APIs. +- [ekas-io/open-sales-stack](https://github.com/ekas-io/open-sales-stack) [![open-sales-stack MCP server](https://glama.ai/mcp/servers/ekas-io/open-sales-stack/badges/score.svg)](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) 🐍 ☁️ 🏠 🍎 🐧 - Collection of B2B sales intelligence servers: website analysis, tech stack detection, hiring signals, review aggregation, ad tracking and social profiles. +- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Play Melrōse music expressions as MIDI. +- [echology-io/decompose](https://github.com/echology-io/decompose) 🐍 🏠 🍎 🪟 🐧 - Deterministically decompose text into classified semantic units with authority, risk and attention scores plus entity extraction, without an LLM. +- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - Search Hacker News, get top stories and more. +- [echojobsio/jdl-mcp-server](https://github.com/echojobsio/jdl-mcp-server) [![echojobsio/jdl-mcp-server MCP server](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server) 📇 ☁️ - Search JobDataLake's enriched job listings with filters for skills, salary, location, seniority, remote type and more. +- [evanatpizzarobot/vr-org-mcp](https://github.com/evanatpizzarobot/vr-org-mcp) [![evanatpizzarobot/vr-org-mcp MCP server](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp/badges/score.svg)](https://glama.ai/mcp/servers/evanatpizzarobot/vr-org-mcp) 📇 🏠 ☁️ - Live VR, AR and XR news, full-text VR.org originals, an events calendar, headset deals and comparisons. +- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ - Real-time web search using the Exa AI Search API. +- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Web search via Search1API. +- [FieldmodeLLC/scrapecheck-mcp](https://github.com/FieldmodeLLC/scrapecheck-mcp) [![FieldmodeLLC/scrapecheck-mcp MCP server](https://glama.ai/mcp/servers/FieldmodeLLC/scrapecheck-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FieldmodeLLC/scrapecheck-mcp) 📇 ☁️ - Verify scraped field values against the live source page, returning an Ed25519-signed pass, fail or unverifiable verdict that can be checked offline. +- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [![KyuRish/fiverr-mcp-server MCP server](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) 🐍 ☁️ - Search Fiverr gigs, view seller profiles, compare gig packages and read reviews. +- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ - Transcribe YouTube videos to text using yt-dlp for audio and OpenAI Whisper for transcription, with chunked output for long videos. +- [foundrole/jobs-mcp-proxy](https://github.com/foundrole/jobs-mcp-proxy) [![foundrole/jobs-mcp-proxy MCP server](https://glama.ai/mcp/servers/foundrole/jobs-mcp-proxy/badges/score.svg)](https://glama.ai/mcp/servers/foundrole/jobs-mcp-proxy) 📇 ☁️ - FoundRole job search: live ATS listings with salary benchmarks, H-1B sponsorship history and ghost-job grades, plus resume checks and an application tracker. +- [fouradata/mcp](https://github.com/fouradata/mcp) 🎖️ 📇 ☁️ 🏠 - Web scraping that escalates from direct fetch to rotating proxy to full browser, solving anti-bot challenges and reporting which step worked and its cost. +- [smeet666/mcp-wikibooks-cookbook](https://github.com/smeet666/mcp-wikibooks-cookbook) [![smeet666/mcp-wikibooks-cookbook MCP server](https://glama.ai/mcp/servers/smeet666/mcp-wikibooks-cookbook/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-wikibooks-cookbook) 📇 ☁️ - Search recipes in the English Wikibooks Cookbook, read ingredients and steps, and rescale quantities. +- [smeet666/mcp-recipes](https://github.com/smeet666/mcp-recipes) [![smeet666/mcp-recipes MCP server](https://glama.ai/mcp/servers/smeet666/mcp-recipes/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-recipes) 📇 ☁️ - Query Marmiton and the Wikibooks Cookbook together to compare recipes, and scale French and English ingredient lists, flagging what cannot be scaled. +- [VoxellInc/forge-mcp](https://github.com/VoxellInc/forge-mcp) [![VoxellInc/forge-mcp MCP server](https://glama.ai/mcp/servers/VoxellInc/forge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/VoxellInc/forge-mcp) 🎖️ 📇 ☁️ - Generate vector embeddings for semantic search and RAG with Forge, Voxell's text-embedding API, including Matryoshka truncation. +- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) [![wd041216-bit/free-web-search-ultimate MCP server](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate/badges/score.svg)](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) 🐍 🏠 - Web search across DuckDuckGo, Bing, Google, Brave, Wikipedia, arXiv, YouTube and Reddit with deep page browsing. Instructs LLMs to search before answering. +- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - Multi-agent research system for coding or general research tasks. +- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [![giskard09/giskard-search MCP server](https://glama.ai/mcp/servers/giskard09/giskard-search/badges/score.svg)](https://glama.ai/mcp/servers/giskard09/giskard-search) 🐍 🏠 - Semantic web search powered by SearXNG, paid per use in sats via Lightning Network micropayments. Self-hosted with phoenixd. +- [githunt-agent/githunt-mcp](https://github.com/githunt-agent/githunt-mcp) [![githunt-agent/githunt-mcp MCP server](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp) 📇 ☁️ - Search, rank and analyze GitHub developers for tech recruiting by location, role and skill, with AI scoring and contact discovery. +- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [![goesByhc/cn-scraper-mcp MCP server](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) 🐍 🏠 - Search and extract data from Chinese platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, Douban and Dianping, with local cookie storage. +- [getrephonic/rephonic-mcp](https://github.com/getrephonic/rephonic-mcp) [![getrephonic/rephonic-mcp MCP server](https://glama.ai/mcp/servers/getrephonic/rephonic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/getrephonic/rephonic-mcp) 🎖️ 📇 ☁️ - Search Rephonic podcast and episode data: listener estimates, demographics, contacts, transcripts, chart rankings, sponsors, reviews and audience overlap. +- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [![goofrey/zoom-search MCP server](https://glama.ai/mcp/servers/goofrey/zoom-search/badges/score.svg)](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - Rewrite queries, zoom into source domains and return sourced answers with metrics. +- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) 📇 ☁️ - Domain brainstorming via AgentDomainService: generate names from descriptions, score brandability and memorability, and check availability and prices. +- [hanoak/unsplash-mcp-server](https://github.com/hanoak/unsplash-mcp-server) [![unsplash-mcp-server MCP server](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/hanoak/unsplash-mcp-server) 📇 ☁️ - Unsplash API: photos, search, users, collections, topics and stats, with guideline-compliant attribution, download tracking and rate-limit reporting. +- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [![HasData/hasdata-mcp MCP server](https://glama.ai/mcp/servers/HasData/hasdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/hasdata-mcp) 📇 ☁️ - Structured data APIs for Google Search, Maps, Trends and Flights, Amazon, Airbnb, Zillow, Yelp and more, returning clean JSON. +- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) 🐍 ☁️ - Search papers via the Papers with Code API. +- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server) 🐍 ☁️ - Unsplash image search. +- [HughesCuit/heventure-search-mcp](https://github.com/HughesCuit/heventure-search-mcp) [![HughesCuit/heventure-search-mcp MCP server](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HughesCuit/heventure-search-mcp) 🐍 ☁️ 🏠 - Web search across DuckDuckGo, Bing, Google (via SerpAPI) and Tavily with automatic rate limiting, caching and multi-language support. +- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) 📇 ☁️ - Real-time access to remote job listings and company information from the Himalayas jobs database. +- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - Web search via SearXNG. +- [imprvhub/mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews) 📇 🏠 ☁️ - Interact with Hacker News. +- [imprvhub/mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability) 🐍 ☁️ - Check domain availability across many TLDs with DNS and WHOIS verification, bulk checking and name suggestions. +- [imprvhub/mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator) 📇 ☁️ 🏠 - Aggregate RSS feeds. +- [lionkiii/rss-feeds-mcp](https://github.com/lionkiii/rss-feeds-mcp) [![rss-feeds-mcp MCP server](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lionkiii/rss-feeds-mcp) 📇 🏠 - Fetch, filter, search and manage RSS feeds by category or source. +- [ip2whois/mcp-ip2whois](https://github.com/ip2whois/mcp-ip2whois) [![mcp-ip2whois MCP server](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois/badges/score.svg)](https://glama.ai/mcp/servers/ip2whois/mcp-ip2whois) 🐍 📇 🏠 - WHOIS lookups via the IP2WHOIS API: domain registration details including expiry dates, registrar and registrant data. +- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - Naver Search API integration: blog, news and shopping search plus DataLab analytics. +- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - Fetch web page content using a Playwright headless browser, supporting JavaScript rendering, content extraction and Markdown or HTML output. +- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - Google search with parallel queries for multiple keywords. +- [JessieJanie/skim402](https://github.com/JessieJanie/skim402) [![skim402 MCP server](https://glama.ai/mcp/servers/JessieJanie/skim402/badges/score.svg)](https://glama.ai/mcp/servers/JessieJanie/skim402) 📇 ☁️ - Convert any URL into clean Markdown with structured metadata (title, byline, published date, language), paid per use via x402. +- [jhomen368/overseerr-mcp](https://github.com/jhomen368/overseerr-mcp) [![overseerr-mcp MCP server](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jhomen368/overseerr-mcp) 📇 ☁️ 🏠 - Media discovery, requests and management via Overseerr and Seerr for Plex, Jellyfin and Emby. +- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - Search and download royalty-free stock photos from Pexels and Unsplash, with rich metadata and pagination. +- [johnsmalls22-rgb/domain-search-king-mcp](https://github.com/johnsmalls22-rgb/domain-search-king-mcp) [![johnsmalls22-rgb/domain-search-king-mcp MCP server](https://glama.ai/mcp/servers/johnsmalls22-rgb/domain-search-king-mcp/badges/score.svg)](https://glama.ai/mcp/servers/johnsmalls22-rgb/domain-search-king-mcp) ☁️ - Domain name search that returns only .com domains verified as available via live Verisign RDAP checks. +- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Convert websites to clean Markdown with links preserved, using Mozilla Readability, caching, robots.txt-aware crawling and concurrent fetching. +- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Capture website screenshots, tiling full pages into 1072x1072 chunks for Claude Vision, with configurable viewports and wait strategies for dynamic content. +- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 - Search the web with Kagi Search. +- [kc23go/anybrowse](https://github.com/kc23go/anybrowse) [![kc23go/anybrowse MCP server](https://glama.ai/mcp/servers/kc23go/anybrowse/badges/score.svg)](https://glama.ai/mcp/servers/kc23go/anybrowse) 📇 ☁️ - Scrape, crawl and search the web, converting any URL to LLM-ready Markdown via real Chrome browsers. +- [keenableai/keenable-mcp](https://github.com/keenableai/keenable-mcp) [![keenableai/keenable-mcp MCP server](https://glama.ai/mcp/servers/keenableai/keenable-mcp/badges/score.svg)](https://glama.ai/mcp/servers/keenableai/keenable-mcp) 🎖️ 📇 ☁️ - Live web search and clean Markdown page fetching over the Keenable web index. +- [konippi/servo-fetch](https://github.com/konippi/servo-fetch) [![konippi/servo-fetch MCP server](https://glama.ai/mcp/servers/konippi/servo-fetch/badges/score.svg)](https://glama.ai/mcp/servers/konippi/servo-fetch) 🦀 🏠 🍎 🪟 🐧 - Chromium-free web content extraction in a single binary: fetch, render, crawl and screenshot pages with the Servo browser engine. +- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) 🏠 📇 - Query and extract only the needed parts of JSON files to keep LLM context small. +- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extract clean web content for RAG and answer questions about web pages. +- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 - Search via the Tavily AI search API. +- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search using the Microsoft Bing Search API. +- [lennney/agent-search-mcp](https://github.com/lennney/agent-search-mcp) [![lennney/agent-search-mcp MCP server](https://glama.ai/mcp/servers/lennney/agent-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lennney/agent-search-mcp) 📇 🏠 🍎 🪟 🐧 - Search across DuckDuckGo, Sogou, Bing, Baidu, Wikipedia, Startpage, Yandex and Mojeek with waterfall search, multi-source verification and news search. +- [leadbrain/korean-data-mcp](https://github.com/leadbrain/korean-data-mcp) [![leadbrain/korean-data-mcp MCP server](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/leadbrain/korean-data-mcp) 🐍 ☁️ - Real-time Korean web data via Apify: Naver place reviews and news, Melon music chart, Daangn and Bunjang listings and Musinsa fashion rankings. +- [lfnovo/content-core](https://github.com/lfnovo/content-core) 🐍 🏠 - Extract content from web pages, PDFs, Word documents, YouTube transcripts, audio and video with automatic engine selection and structured JSON output. +- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [![tobocop2/lilbee MCP server](https://glama.ai/mcp/servers/tobocop2/lilbee/badges/score.svg)](https://glama.ai/mcp/servers/tobocop2/lilbee) 🐍 🏠 🍎 🪟 🐧 - Index files, code and crawled websites and answer with source citations, using its own local models or an existing Ollama or LM Studio setup. +- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data. +- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - Parse PDFs, images, DOCX and PPTX via the MinerU document parsing API, with multilingual OCR, batch processing, page ranges and local file upload. +- [litescrape/litescrape-mcp-server](https://github.com/litescrape/litescrape-mcp-server) [![litescrape/litescrape-mcp-server MCP server](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server) 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo, Google Maps, Google AI Mode, AI Overview and Shopping results as JSON. +- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract and interact with the web via Bright Data, one interface for automated access to the public internet. +- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [![marketplace-search-mcp MCP server](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search TCGPlayer, Reverb and Thumbtack, verify US contractor and nurse licenses, and look up PSA card grading population data. +- [mambalabsdev/mcp-ai-tooling-detector](https://github.com/mambalabsdev/mcp-ai-tooling-detector) [![mambalabsdev/mcp-ai-tooling-detector MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector) 📇 ☁️ - Detect whether a company only claims AI, deploys AI tooling on its site or charges for AI, returning an AI maturity tier with supporting evidence. +- [mambalabsdev/mcp-company-contact-details-extractor](https://github.com/mambalabsdev/mcp-company-contact-details-extractor) [![mambalabsdev/mcp-company-contact-details-extractor MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor) 📇 ☁️ - Find a company's contact page and extract role emails, a phone number and a postal address. +- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [![mambalabsdev/mcp-company-firmographic-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enrich a company domain with firmographics: employee band, industry, HQ, founding year, revenue estimate, logo and description, with source provenance. +- [mambalabsdev/mcp-company-social-presence-mapper](https://github.com/mambalabsdev/mcp-company-social-presence-mapper) [![mambalabsdev/mcp-company-social-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper) 📇 ☁️ - Map a company domain to its LinkedIn, X, Instagram, Facebook and YouTube profiles and follower counts as flat Clay-ready JSON via an Apify actor. +- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [![mambalabsdev/mcp-domain-to-linkedin-url-resolver MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolve a company domain or name to its LinkedIn company URL, with confidence scoring and firmographic metadata. +- [mambalabsdev/mcp-event-presence-index](https://github.com/mambalabsdev/mcp-event-presence-index) [![mambalabsdev/mcp-event-presence-index MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-event-presence-index/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-event-presence-index) 📇 ☁️ - List the third-party conferences and trade shows a company publicly says it attends, with the year of each. +- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [![mambalabsdev/mcp-funding-press-signal-scanner MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scan Google News and PR wires for a company's funding rounds, executive moves, launches and acquisitions as deduplicated, dated events in Clay-ready JSON. +- [mambalabsdev/mcp-github-organization-signal-scanner](https://github.com/mambalabsdev/mcp-github-organization-signal-scanner) [![mambalabsdev/mcp-github-organization-signal-scanner MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-github-organization-signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-github-organization-signal-scanner) 📇 ☁️ - Resolve a company domain to its GitHub organization with repository, language and activity signals. +- [mambalabsdev/mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper) [![mambalabsdev/mcp-gtm-hiring-signal-scraper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper) 📇 ☁️ - Detect GTM hiring signals on Greenhouse, Lever and Ashby career pages, returning Clay-ready JSON with role counts, signal strength and ATS detection. +- [mambalabsdev/mcp-gtm-tech-stack-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) [![mambalabsdev/mcp-gtm-tech-stack-signal-scraper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-tech-stack-signal-scraper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) 📇 ☁️ - Detect CRM, sequencer and marketing automation tools from a company domain as boolean GTM tool signals for Clay enrichment. +- [mambalabsdev/mcp-review-platform-reputation-enricher](https://github.com/mambalabsdev/mcp-review-platform-reputation-enricher) [![mambalabsdev/mcp-review-platform-reputation-enricher MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-review-platform-reputation-enricher/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-review-platform-reputation-enricher) 📇 ☁️ - Resolve a company domain to its Trustpilot rating, review count and claimed status. +- [Marvy101/pod-mcp](https://github.com/Marvy101/pod-mcp) [![Marvy101/pod-mcp MCP server](https://glama.ai/mcp/servers/Marvy101/pod-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Marvy101/pod-mcp) 🎖️ 📇 ☁️ - Search firsthand observations agents recorded about products, APIs, services or places, as opposed to documentation claims, and write back new ones. +- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, image, news, video and local point-of-interest search using Brave's Search API. +- [maxylev/searchfetch](https://github.com/maxylev/searchfetch) [![maxylev/searchfetch MCP server](https://glama.ai/mcp/servers/maxylev/searchfetch/badges/score.svg)](https://glama.ai/mcp/servers/maxylev/searchfetch) 📇 🐍 - Fault-tolerant, stealth-enabled web search and content fetching. +- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [![MikkoParkkola/nab MCP server](https://glama.ai/mcp/servers/MikkoParkkola/nab/badges/score.svg)](https://glama.ai/mcp/servers/MikkoParkkola/nab) 🏎️ 🏠 🍎 🪟 🐧 - Fetch any URL as clean Markdown, with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth and 1Password integration. +- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [![MKirovBG/scribefy-mcp MCP server](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) 🎖️ 📇 ☁️ - Extract timestamped YouTube transcripts, plus video search, metadata and related videos. +- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Web content fetching and processing for AI consumption. +- [Pexafy/pexafy-mcp](https://github.com/Pexafy/pexafy-mcp) [![Pexafy/pexafy-mcp MCP server](https://glama.ai/mcp/servers/Pexafy/pexafy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pexafy/pexafy-mcp) 🐍 ☁️ - Semantic search of free-license stock photos from Unsplash, Pexels, Pixabay and more by scene description, example image or similarity, with attribution. +- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [![news-mcp-world-news-for-ai-agents MCP server](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents/badges/score.svg)](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news: events clustered from many sources, classified by topic and geography and ranked by importance. +- [Opedd/opedd-mcp](https://github.com/Opedd/opedd-mcp) [![Opedd/opedd-mcp MCP server](https://glama.ai/mcp/servers/@Opedd/opedd-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Opedd/opedd-mcp) 📇 ☁️ - Discover, buy, verify and retrieve licensed expert analysis, with per-article license keys, on-chain proof and EU AI Act Article 53 attestation. +- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [![wet-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/wet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search via embedded SearXNG, content extraction and library docs indexing with hybrid FTS5 and semantic search using built-in Qwen3 embeddings. +- [ni-c/freshrss-mcp](https://github.com/ni-c/freshrss-mcp) [![ni-c/freshrss-mcp MCP server](https://glama.ai/mcp/servers/ni-c/freshrss-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/freshrss-mcp) 📇 🏠 🍎 🪟 🐧 - Read and manage a self-hosted FreshRSS instance: feeds, categories, labels, articles, read and star state, and OPML import and export. +- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo, with content fetching and parsing. +- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - Primitive RAG-like web search that runs locally, without external APIs. +- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Manage cryptocurrency project documentation across Ethereum, BSC, Polygon and Solana. +- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Deep research agent from Octagon. +- [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [![scout-intel-mcp MCP server](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) 🐍 ☁️ - Web intelligence: SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery and citation tracking. +- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [![opendatalab/MinerU-Ecosystem MCP server](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem/badges/score.svg)](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) 🎖️ 🐍 🏠 ☁️ - Convert PDFs, Word and PowerPoint files, images and spreadsheets to Markdown via the MinerU document parsing API. +- [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [![pdfmux MCP server](https://glama.ai/mcp/servers/NameetP/pdfmux/badges/score.svg)](https://glama.ai/mcp/servers/NameetP/pdfmux) 🐍 🏠 - PDF extraction router that classifies each page and routes it to PyMuPDF, Docling, OCR or an LLM fallback, re-extracting pages with low confidence scores. +- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ - Web search for AI via Parallel. +- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [![spectrawl MCP server](https://glama.ai/mcp/servers/FayAndXan/spectrawl/badges/score.svg)](https://glama.ai/mcp/servers/FayAndXan/spectrawl) 📇 🏠 - Unified web layer for agents: multi-engine search including Gemini Grounded Search, stealth browsing, cookie auth and actions across many platforms. +- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ - Deep research and batch task execution via Parallel. +- [paulieb89/govuk-mcp](https://github.com/paulieb89/govuk-mcp) [![paulieb89/govuk-mcp MCP server](https://glama.ai/mcp/servers/paulieb89/govuk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/paulieb89/govuk-mcp) 🐍 ☁️ - Search GOV.UK content, retrieve full government pages, look up organisations and resolve UK postcodes to local authorities. Read-only. +- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - People search engine for talent discovery. +- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) 🐍 ☁️ - Natural language API discovery: search API capabilities and get endpoints, auth setup and code snippets, with auto-discovery of new APIs. +- [phpcip/opensolr-mcp](https://github.com/phpcip/opensolr-mcp) [![phpcip/opensolr-mcp MCP server](https://glama.ai/mcp/servers/phpcip/opensolr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/phpcip/opensolr-mcp) 🐍 ☁️ - Managed Apache Solr: hybrid BM25 and kNN plus semantic search, document ingestion with server-side embeddings, grounded RAG answers and index management. +- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Search and retrieve web crawler data from WARC, wget, Katana, SiteOne and InterroBot crawls. +- [Prototypr/feedbagel-mcp](https://github.com/Prototypr/feedbagel-mcp) [![Prototypr/feedbagel-mcp MCP server](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Prototypr/feedbagel-mcp) 📇 ☁️ - Search the Feedbagel RSS catalog, follow feeds and route new entries to webhooks. +- [quantumproxies/quanticdata-mcp-server](https://github.com/quantumproxies/quanticdata-mcp-server) [![quantumproxies/quanticdata-mcp-server MCP server](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/quantumproxies/quanticdata-mcp-server) 🎖️ 📇 ☁️ - Web data via residential proxies: page scraping to Markdown, SERP search, site crawl and map, ready-made collectors and datasets from plain-language prompts. +- [qune-tech/ocds-mcp](https://github.com/qune-tech/ocds-mcp) [![qune-tech/ocds-mcp MCP server](https://glama.ai/mcp/servers/qune-tech/ocds-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qune-tech/ocds-mcp) 🦀 🏠 🐧 🍎 🪟 - German public procurement data (OCDS): semantic search, tender matching against company profiles and structured filtering. +- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial access to the Catalysis Hub database: search and retrieve computational catalysis research and surface reaction data. +- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Search Dutch Parliament (Tweede Kamer) documents, debates, activities and legislative cases, based on the OpenTK project. +- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - Autonomous deep research with structured query elaboration and concise reporting. +- [reflex-search/reflex](https://github.com/reflex-search/reflex) [![reflex-search/reflex MCP server](https://glama.ai/mcp/servers/reflex-search/reflex/badges/score.svg)](https://glama.ai/mcp/servers/reflex-search/reflex) 🦀 🏠 🍎 🪟 🐧 - Local, offline full-text code search for coding agents using a trigram index over large codebases. +- [Rererr/amenbo](https://github.com/Rererr/amenbo) [![Rererr/amenbo MCP server](https://glama.ai/mcp/servers/Rererr/amenbo/badges/score.svg)](https://glama.ai/mcp/servers/Rererr/amenbo) 📇 🏠 - Token-efficient web fetching for Japanese sites: outline-first disclosure, Shift_JIS and EUC-JP decoding, PDF and CSV extraction and polite crawling. +- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - Access computational knowledge and data via the Wolfram Alpha API. +- [Role1776/mcp-retrieval](https://github.com/Role1776/mcp-retrieval) [![Role1776/mcp-retrieval MCP server](https://glama.ai/mcp/servers/@Role1776/mcp-retrieval/badges/score.svg)](https://glama.ai/mcp/servers/@Role1776/mcp-retrieval) 🏎️ 🏠 🍎 🪟 🐧 - Read-only web search via DuckDuckGo Lite, image search via Bing Images and page-to-Markdown scraping with a readability extractor. +- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [![rubenayla/partle-mcp MCP server](https://glama.ai/mcp/servers/@rubenayla/partle/badges/score.svg)](https://glama.ai/mcp/servers/@rubenayla/partle) 🐍 ☁️ - Search products and nearby physical stores to buy locally instead of waiting for delivery. +- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [![bartonguestier1725-collab/scout-mcp MCP server](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Parallel search across GitHub, npm, PyPI, arXiv, Semantic Scholar, Hacker News, Reddit, X, Dev.to, Hashnode, Qiita and Zenn with structured JSON output. +- [chefcohen/corroborate-mcp](https://github.com/chefcohen/corroborate-mcp) [![chefcohen/corroborate-mcp MCP server](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp) 📇 🏠 - Measure how independently a claim is reported, with syndication-aware source counting and 0-1 confidence scores. Measures corroboration, not truth. +- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Web search via the Scrapeless Google SERP API. +- [scraperapi/scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp) [![scraperapi/scraperapi-mcp MCP server](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp) 🐍 ☁️ - Web scraping via ScraperAPI with JavaScript rendering, geotargeting, premium proxies and auto-parsing. +- [scrapercity/scrapercity-cli](https://github.com/scrapercity/scrapercity-cli) [![scrapercity-cli MCP server](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli/badges/score.svg)](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli) 📇 ☁️ - B2B lead generation: Apollo and Google Maps data, email finding and validation, mobile number lookup, skip tracing and ecommerce store data. +- [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - Manage Searchcraft clusters, create search indexes, generate an index from a data file and import data from a feed or local JSON file. +- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - Connect to SearXNG instances. +- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [![opengraph-io-mcp MCP server](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) 📇 ☁️ - OpenGraph.io API: extract OG metadata, take screenshots, scrape web content, query sites with AI and generate branded images and social cards. +- [Seomarlboro/digmyname](https://github.com/Seomarlboro/digmyname/tree/main/mcp) [![seomarlboro/digmyname MCP server](https://glama.ai/mcp/servers/seomarlboro/digmyname/badges/score.svg)](https://glama.ai/mcp/servers/seomarlboro/digmyname) 📇 🏠 - Domain availability checks, registrar price comparison and domain age lookups across many TLDs. +- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query and retrieve topic-specific knowledge from recursively crawled and indexed web pages via Driflyte. +- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search results from Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay and more via SerpApi, plus real-time weather and stock market data. +- [serpdive/serpdive-mcp](https://github.com/serpdive/serpdive-mcp) [![serpdive/serpdive-mcp MCP server](https://glama.ai/mcp/servers/serpdive/serpdive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serpdive/serpdive-mcp) 🎖️ 📇 ☁️ 🏠 - Web search returning extracted page content (URL, title, date, text) instead of links, with automatic localization and an optional synthesized answer. +- [shariqriazz/google-ai-search-mcp](https://github.com/shariqriazz/google-ai-search-mcp) [![shariqriazz/google-ai-search-mcp MCP server](https://glama.ai/mcp/servers/shariqriazz/google-ai-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shariqriazz/google-ai-search-mcp) 📇 ☁️ - Search, documentation retrieval, code analysis and architecture research powered by Google's Vertex AI or the Gemini API. +- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - ShopSavvy product and price data: search by barcode, ASIN or URL, get product details, compare retailer prices and track price history. +- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [![sifter-ai/sifter MCP server](https://glama.ai/mcp/servers/sifter-ai/sifter/badges/score.svg)](https://glama.ai/mcp/servers/sifter-ai/sifter) 🐍 🏠 ☁️ - Extract typed, schema-defined records from any document and query them in natural language like a database. +- [smeet666/mcp-ashby](https://github.com/smeet666/mcp-ashby) [![smeet666/mcp-ashby MCP server](https://glama.ai/mcp/servers/smeet666/mcp-ashby/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-ashby) 📇 ☁️ - Search companies' public Ashby job boards: resolve a company to its board, filter openings, read full postings and compare published pay ranges. +- [smeet666/mcp-animenewsnetwork](https://github.com/smeet666/mcp-animenewsnetwork) [![smeet666/mcp-animenewsnetwork MCP server](https://glama.ai/mcp/servers/smeet666/mcp-animenewsnetwork/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-animenewsnetwork) 📇 ☁️ 🍎 🪟 🐧 - Search the Anime News Network encyclopedia for anime and manga, read cast, staff, episodes and studios as compact rows, and follow the news wire. +- [smeet666/mcp-marmiton](https://github.com/smeet666/mcp-marmiton) [![smeet666/mcp-marmiton MCP server](https://glama.ai/mcp/servers/smeet666/mcp-marmiton/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-marmiton) 📇 ☁️ 🍎 🪟 🐧 - Search Marmiton recipes, read ingredients and steps, and rescale quantities to any number of servings. +- [smeet666/mcp-pequerecetas](https://github.com/smeet666/mcp-pequerecetas) [![smeet666/mcp-pequerecetas MCP server](https://glama.ai/mcp/servers/smeet666/mcp-pequerecetas/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-pequerecetas) 📇 ☁️ 🍎 🪟 🐧 - Read Spanish family recipes from Pequerecetas, rescale servings and browse by diet, main ingredient, appliance or age group from six months up. +- [srezai-team/srezai-mcp](https://github.com/srezai-team/srezai-mcp) [![srezai-team/srezai-mcp MCP server](https://glama.ai/mcp/servers/srezai-team/srezai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/srezai-team/srezai-mcp) 🎖️ 📇 ☁️ - Web and image search, page reading as Markdown, browser-rendered screenshots, schema-based extraction and deep research, with strong Russian web coverage. +- [Sriram-PR/doc-scraper](https://github.com/Sriram-PR/doc-scraper) [![Sriram-PR/doc-scraper MCP server](https://glama.ai/mcp/servers/Sriram-PR/doc-scraper/badges/score.svg)](https://glama.ai/mcp/servers/Sriram-PR/doc-scraper) 🏎️ 🏠 - Crawl documentation sites into local Markdown or JSONL corpora and serve them with offline BM25 search, page reads, freshness checks and crawl diffs. +- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search rescue dogs from European and UK organizations, with detailed profiles and personality matching. +- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations. +- [talonicdev/talonic-mcp](https://github.com/talonicdev/talonic-mcp) [![talonicdev/talonic-mcp MCP server](https://glama.ai/mcp/servers/talonicdev/talonic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/talonicdev/talonic-mcp) 📇 ☁️ - Schema-validated extraction of structured fields from PDFs, scans, images and forms, with searchable memory of past extractions. +- [telly6/searchpin](https://github.com/telly6/searchpin) [![telly6/searchpin MCP server](https://glama.ai/mcp/servers/telly6/searchpin/badges/score.svg)](https://glama.ai/mcp/servers/telly6/searchpin) 🐍 🏠 - Multi-engine parallel web search with re-ranking that works within China's network without a proxy or VPN. +- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - Retrieve and process news from GeekNews. +- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, statistics, the wire feed, comments, citations and agent leaderboards from The Agent Times, a newspaper covering the agent economy. +- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - Gene set enrichment analysis using the Enrichr API. +- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - Data extraction with AgentQL. +- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [![AI-Directory-Partners/tooldirectory-mcp MCP server](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search a catalog of AI tools, compare them, find alternatives and check whether a tool is active, defunct or acquired. +- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 - Search via the Tavily AI search API. +- [trendsmcp-ai/Trends-MCP](https://github.com/trendsmcp-ai/Trends-MCP) [![trendsmcp-ai/Trends-MCP MCP server](https://glama.ai/mcp/servers/trendsmcp-ai/Trends-MCP/badges/score.svg)](https://glama.ai/mcp/servers/trendsmcp-ai/Trends-MCP) 🐍 🏠 ☁️ - Live trend data from Google, TikTok, YouTube, Amazon, Reddit, npm, Steam and other sources. +- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) 📇 🏠 - Generate and manage screenshots, PDFs and videos, analyze screenshots with AI and extract web content as Markdown, metadata or HTML via the Urlbox API. +- [us/crw](https://github.com/us/crw) [![us/crw MCP server](https://glama.ai/mcp/servers/us/crw/badges/score.svg)](https://glama.ai/mcp/servers/us/crw) 🎖️ 🦀 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable web crawler and search API (fastCRW): scraping, crawling, site mapping and SearXNG-backed search. +- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [![Glama score](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) 📇 🏠 - Resolve an agent's intent to the right MCP server across registries, with an invocation-ready snippet and an Ed25519-signed trust passport. +- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - Retrieval, private deep research, file-to-Markdown extraction and text chunking via Vectorize. +- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - NCBI and PubMed literature search with analytics, caching, MeSH integration, related article discovery and batch processing for life sciences research. +- [Gaoshan0971/digeguigui](https://github.com/Gaoshan0971/digeguigui) [![Gaoshan0971/digeguigui MCP server](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui/badges/score.svg)](https://glama.ai/mcp/servers/Gaoshan0971/digeguigui) 🐍 📇 ☁️ 🏠 - Reptile and exotic pet knowledge base: species identification, genetics calculator, care information, health diagnosis, prices and blockchain provenance. +- [robbyczgw-cla/web-search-plus-mcp](https://github.com/robbyczgw-cla/web-search-plus-mcp) [![web-search](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/robbyczgw-cla/web-search-plus-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Multi-provider web search with automatic routing between Serper, Tavily and Exa. +- [Vincentwei1021/agent-toolbox](https://github.com/Vincentwei1021/agent-toolbox) [![agent-toolbox MCP server](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox/badges/score.svg)](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox) 📇 ☁️ 🍎 🪟 🐧 - Web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction and QR codes. +- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Web data extraction and scraping via WebScraping.ai. +- [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [![ashlrai/webfetch MCP server](https://glama.ai/mcp/servers/ashlrai/webfetch/badges/score.svg)](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-aware federated image search across many providers, returning license tags, attribution strings, dimensions and download URLs. +- [WhaleCupl/ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp) [![WhaleCupl/ai-daily-insights-mcp MCP server](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp) 📇 ☁️ - List, fetch and full-text search structured daily AI news from AI Daily Insights, a Chinese AI-industry briefing. +- [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [![whw23/searxng_http_mcp MCP server](https://glama.ai/mcp/servers/whw23/searxng_http_mcp/badges/score.svg)](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy. +- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - Search Baseline status using the Web Platform API. +- [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [![yubinkim444/ai-first-scraper-mcp MCP server](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Ad-free web scraping and search as clean Markdown: fetch pages singly or in parallel batches, and search the web for top-k pages. +- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - Web search via DuckDuckGo. +- [zoharbabin/web-researcher-mcp](https://github.com/zoharbabin/web-researcher-mcp) [![web-researcher-mcp MCP server](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zoharbabin/web-researcher-mcp) 📇 ☁️ 🏠 - Web search via Google, Brave, Serper, SearXNG and SearchAPI.io, multi-tier content extraction, academic and patent search, and multi-source research. +- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - Fetch YouTube transcripts in text, JSON, SRT or WebVTT format and in multiple languages, and optionally summarize them. +- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Query network asset information from ZoomEye. +- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [![juergenkoller-software/pdf-content-search-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - Full-text PDF search with Apple Vision OCR via the PDF Content Search app, with date, category, sender and amount filters, wildcards and boolean operators. +- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [![rejifald/StitchAPI MCP server](https://glama.ai/mcp/servers/rejifald/StitchAPI/badges/score.svg)](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation, returning relevant sections with deep links and full pages. +- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [![MarcellM01/TinySearch MCP server](https://glama.ai/mcp/servers/MarcellM01/TinySearch/badges/score.svg)](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt. +- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [![smeet666/mcp-ptitchef MCP server](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef recipes, browse ingredient categories, read ingredients, method, cost and nutrition, find dishes from fridge contents and rescale servings. +- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [![smeet666/mcp-bbc-goodfood MCP server](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food recipes, read them in the original or US version, see accepted search facet values and rescale to any number of people. +- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [![smeet666/mcp-supertoinette MCP server](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients, steps, difficulty, cost, resting time and wine pairings, and rescale to any number of people. +- [AG-Bureau/mcp-search](https://github.com/AG-Bureau/mcp-search) [![AG-Bureau/mcp-search MCP server](https://glama.ai/mcp/servers/AG-Bureau/mcp-search/badges/score.svg)](https://glama.ai/mcp/servers/AG-Bureau/mcp-search) 🐍 🏠 - Search, page reading, images, screenshots and multi-source answers over your own SearXNG, reporting which engines were queried and what to distrust. ### 🔒 Security -- [fredyee/hallucc-mcp](https://github.com/fredyee/hallucc-mcp) [![fredyee/hallucc-mcp MCP server](https://glama.ai/mcp/servers/fredyee/hallucc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fredyee/hallucc-mcp) 📇 ☁️ - Claim-by-claim AI hallucination detection with sources, agent trajectory verification, L0-L3 risk gating for Computer-Use Agent actions, and a 40+ feature prompt-injection/jailbreak guard. Hosted endpoint `https://aihcc.cloud/mcp` (free daily quota, Bearer API key). -- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [![ucsandman/DashClaw MCP server](https://glama.ai/mcp/servers/ucsandman/DashClaw/badges/score.svg)](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: `guard` evaluates each declared action against org policy before it executes (allow/warn/block/require-approval with one-click human approval), records every decision to a causal ledger, and adds plan preflight, scoped delegation grants, and containment verdicts. `npx -y @dashclaw/mcp-server` -- [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [![26zl/cybersec-toolkit MCP server](https://glama.ai/mcp/servers/26zl/cybersec-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) 🐍 🏠 🐧 - One command installs 670+ security tools; an authorization-gated MCP server lets AI clients discover and run them for CTF, pentest, bug bounty, and DFIR. -- [AIops-tools/Compliance-AIops](https://github.com/AIops-tools/Compliance-AIops) [![AIops-tools/Compliance-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops) 🐍 🏠 - A meta-tool that reads other AIops tools' audit trails and seals framework-mapped (HIPAA/PCI-DSS/SOC 2/GDPR) hash-chained evidence bundles — deterministic, offline, and tamper-evident (19 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards. -- [dtkmn/mcp-zap-server](https://github.com/dtkmn/mcp-zap-server) [![dtkmn/mcp-zap-server MCP server](https://glama.ai/mcp/servers/dtkmn/mcp-zap-server/badges/score.svg)](https://glama.ai/mcp/servers/dtkmn/mcp-zap-server) ☕ 🏠 - Self-hosted OWASP ZAP integration for MCP clients, with guided security scans, findings summaries, and report generation. -- [felixpg13-glitch/spendshield](https://github.com/felixpg13-glitch/spendshield) [![felixpg13-glitch/spendshield MCP server](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield/badges/score.svg)](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield) 🐍 🏠 - Payment guardrails for AI agents: spend-capped digital identity (KYA), dry-run / budget / amount-limit / approval gates, prompt-injection defense (new recipients & large amounts require human sign-off), AES-encrypted secret vault with audited access, full audit trail. Python library + stdio MCP server. `pip install spendshield` -- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [![rudimentall1/agentic-wallet-guardian-v3 MCP server](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3/badges/score.svg)](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security and policy layer for AI agents interacting with blockchain wallets. Agents submit a proposed transaction/action and Guardian evaluates wallet, token, contract, threat-intelligence, simulation, policy and reputation signals before returning an explainable ALLOW / WARN / BLOCK decision. Includes an MCP stdio server, real RPC/Blockscout/DexScreener/GoPlus providers, transaction simulation, local threat lists and policy controls. -- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [![M2M-Sentinel/m2m-sentinel-sdk MCP server](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk/badges/score.svg)](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) 📇 ☁️ 🍎 🪟 🐧 - Deterministic EVM bytecode capability intelligence, EIP-1967 proxy resolution, gas recommendations, and preflight safety intelligence for autonomous agents on Base (`Chain ID: 8453`). Supports stdio and hosted SSE. `npx -y m2m-sentinel-sdk` -- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [![nagameTW/mcp-server-malcolm MCP server](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm/badges/score.svg)](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - The first MCP server for [Malcolm](https://malcolm.fyi), the open-source network traffic analysis suite (Zeek + Suricata + Arkime + OpenSearch + NetBox). Gives AI agents structured, threat-hunting access: search and aggregate traffic, discover fields, query Suricata alerts, browse Arkime sessions, and resolve NetBox assets. Read-only by default; opt-in, audited write classes for alerts, tagging, hunts, and PCAP upload. `pip install mcp-server-malcolm` -- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [![chasdaddy/basescope MCP server](https://glama.ai/mcp/servers/chasdaddy/basescope/badges/score.svg)](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - The read-only safety layer for onchain AI agents. 13 read-only tools on Base + EVM: token/contract safety (honeypot & rug-pull checks cross-referenced across GoPlus + honeypot.is), risky-approval detection, verified-source lookup, balances, ENS + Basenames, gas, and prices. No private keys, no required API keys. `npx -y basescope` -- [elang2/mcp-audit-gateway](https://github.com/elang2/mcp-audit-gateway) [![elang2/mcp-audit-gateway MCP server](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway/badges/score.svg)](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway) 📇 🏠 🍎 🪟 🐧 - Tamper-proof audit trail for AI agent tool calls. Transparent stdio proxy with cryptographic attestation (Ed25519 signing), hash-chained records, YAML policy enforcement (allow/deny/transform), and OpenTelemetry export. Zero server modification required. `npm i @mcp-audit-gateway/core` -- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [![sachio222/54ch10-mcp MCP server](https://glama.ai/mcp/servers/sachio222/54ch10-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) 📇 ☁️ - Pre-interact JSON risk briefs for wallet/agent builders: `address` / `token` / `url` → score, band, flags, sources (phishing/scam/wallet/URL-reputation heuristics). Live OpenPhish + eth_getCode. x402 $0.01 USDC/brief or free demo 20/day. Analytics-only — not financial advice. Install: `npx -y github:sachio222/54ch10-mcp`. Site: https://54ch10.uk -- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [![moxno/privacyscrubber-mcp MCP server](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Zero-trust local PII and secrets masking server for Cursor, Windsurf, and Claude Desktop. `npx pii-masking-run` -- [askalf/truecopy](https://github.com/askalf/truecopy) [![askalf/truecopy MCP server](https://glama.ai/mcp/servers/askalf/truecopy/badges/score.svg)](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers — scans tool definitions for poisoned instructions, pins vetted servers by content hash in a committed lock, and verifies drift in CI; the bundled truecopy-mcp proxy exposes only pinned, unmodified tools from a live server. -- [jamesdfinance-dev/lazaretto-mcp](https://github.com/jamesdfinance-dev/lazaretto-mcp) [![jamesdfinance-dev/lazaretto-mcp MCP server](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp) 📇 ☁️ 🏠 - Check whether anything you depend on is known malware, before an agent installs it. `check_lockfile` takes a package-lock.json, yarn.lock or pnpm-lock.yaml and matches every pinned version against published malicious-package advisories in one call, free and with no API key, catching compromised releases like chalk@5.6.1 while leaving their clean releases alone. `scan_artifact` adds deterministic behavioral analysis (no LLM in the serving path) for credential theft, exfiltration, obfuscation, prompt injection and install-time droppers, with the file, line and evidence that triggered it; verdicts are SHA-256-bound so you can re-verify what landed on disk. Paid scans settle at $0.03 USDC on Base (x402) or prepaid credits. `npx lazaretto-mcp` -- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [![RoscoNL/intodns-mcp-server MCP server](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Free DNS and email security scanner for AI assistants. DNS, SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS/STARTTLS, FCrDNS, CAA, TLSA/DANE, blacklist and full-deliverability checks, plus security-header/CSP analysis and bookmarkable report snapshots, via the IntoDNS.ai API. No signup or API key. `npx intodns-mcp` -- [meloliva14/verity-mcp](https://github.com/meloliva14/verity-mcp) [![meloliva14/verity-mcp MCP server](https://glama.ai/mcp/servers/meloliva14/verity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/meloliva14/verity-mcp) 🐍 ☁️ - Fail-closed "verify before you act" trust gate for AI agents: fact-check (catch hallucinations), prompt-injection detection, content moderation, PII/secret detection, and a pre-action guardrail (allow/review/block). Independent, keyless, pay-per-call via x402. `pip install verity-mcp` -- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [![astafford8488/agentaegis-mcp MCP server](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) — flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation → PROCEED/CAUTION/BLOCK. Plus `vet_endpoint` (endpoint safety verdict before an agent calls or pays it) and 25 more tools: vuln scans, threat intel, compliance (SOC 2/ISO 27001/HIPAA), code security (SAST/secret/dependency), identity — 28 total. Per-call billing via API key or x402 USDC on Base; free discovery tier. -- [Fronesis-Labs/dcl-webhook](https://github.com/Fronesis-Labs/dcl-webhook) [![dcl-webhook MCP server](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook/badges/score.svg)](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook) 🐍 ☁️ - Deterministic AI audit layer: evaluates LLM/agent outputs against configurable policies (jailbreak, safety, quality, wallet, trade, MEV compliance) and writes every verdict to a tamper-evident SHA-256 hash chain — metadata only, never raw content. 17 tools including a full crypto-trading compliance suite. Pay-per-call via x402 (USDC on Base), from $0.01. `mcp.fronesislabs.com/mcp` -- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [![hernaninverso/eleion-scanner-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register/verify your domains, queue security scans (headers, TLS, DNS, ports, CVEs + AI-specific checks) and read findings, for AI agents. Install with `npx -y eleion-scanner-mcp`. -- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [![qinisolabs/qiniso MCP server](https://glama.ai/mcp/servers/qinisolabs/qiniso/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - 56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, national & tax IDs, crypto addresses, phone, dates, holidays) — verify the structured facts an agent emits against checksums and curated data. -- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [![node-man/dechonet-mcp MCP server](https://glama.ai/mcp/servers/node-man/dechonet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security reconnaissance for AI agents. 13 tools — DNS + DNSSEC, SSL/TLS chain & grade, HTTP security headers, SPF/DKIM/DMARC email auth, TCP port scan, ASN, RDAP/WHOIS — plus a one-shot `security_scan` returning a 0-100 Health Score (A–F). Free, no API key. `npx -y dechonet-mcp` -- [kakunin-ai/kakunin-mcp](https://github.com/kakunin-ai/kakunin-mcp) [![nqzai/kakunin-mcp MCP server](https://glama.ai/mcp/servers/nqzai/kakunin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nqzai/kakunin-mcp) 🎖️ 📇 ☁️ 🏠 - Compliance and identity for AI agents — verify an agent's certificate scope, read its behavioral risk score, and append to an immutable audit trail. X.509 identity issued via AWS KMS; MiCA / EU AI Act aligned. `npx -y @kakunin/mcp` -- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [![honeylabs-mcp MCP server](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier. -- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [![kent-tokyo/shohei MCP server](https://glama.ai/mcp/servers/kent-tokyo/shohei/badges/score.svg)](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certificate chain inspection, email security, global DNS propagation, and DNS latency benchmarking. -- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [![orihime MCP server](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime/badges/score.svg)](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter; 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG reports), entry-point reachability filtering, performance hotspot detection, and license compliance — without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime` -- [suhui-organization/pod](https://github.com/suhui-organization/pod) [![suhui-organization/pod MCP server](https://glama.ai/mcp/servers/suhui-organization/pod/badges/score.svg)](https://glama.ai/mcp/servers/suhui-organization/pod) 📇 🏠 🍎 🐧 - Least-privilege compiler for AI agents. Run your agent in record-only mode, compile the smallest policy it actually needs from its real tool calls, enforce it at an MCP gateway (deny > approve > allow), and keep a SHA-256 hash-chained audit that verifies offline. `curl -fsSL https://raw.githubusercontent.com/suhui-organization/pod/v0.3.2/scripts/install.sh | sh` -- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [![alexar76/aimarket-mcp MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) 🎖️ 🐍 🏠 ☁️ - **SSRF-hardened web gateway MCP** — `web_fetch`, `web_search`, `metis_verify`; one audited security core for Metis, ARGUS, and the ecosystem. stdio + optional HTTP · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) · Registry `io.github.alexar76/aimarket-mcp`. -- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [![alexar76/aimarket-oracle-gateway MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) 📇 ☁️ 🏠 🍎 🪟 🐧 - **Verifiable oracle MCP server**: Platon VRF (`get_random`), Chronos VDF (`compute_vdf` / `verify_vdf`), LUMEN reputation (`get_reputation_scores`) as agent tools. Pay-per-call over AIMarket Hub; every result independently verifiable. stdio · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway). -- [alexar76/argus](https://github.com/alexar76/argus) [![alexar76/argus MCP server](https://glama.ai/mcp/servers/alexar76/argus/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/argus) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - **ARGUS-3 as a stdio MCP server** (`argus mcp` → `argus_ask`, `argus_status`). **WARDEN** vets third-party MCP servers before any tool runs (LUMEN-scored firewall, tool-def pinning, drift sentinel). Distinct from `aimarket-oracle-gateway` (oracle tools) and `aimarket-plugins` (hub packager). npm `@alexar76/argus3` · [live](https://magic-ai-factory.com/argus/). -- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [![agent-trust-stack-mcp MCP server](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols (CoC, ARP, ASA, AJP, ALP, AMP, CWEP) available in Python (pip) and TypeScript (npm). 663 tests. Bitcoin-anchored provenance chains, anti-Goodhart reputation scoring, machine-readable contracts, dispute resolution, lifecycle management, trust-weighted matchmaking, and context-window cost allocation. Also on [Smithery](https://smithery.ai/server/@alexfleetcommander/agent-trust-stack-mcp) and [PyPI](https://pypi.org/project/agent-trust-stack-mcp/). -- [equinoxaifinance-rgb/living-stack-mcp](https://github.com/equinoxaifinance-rgb/living-stack-mcp) [![equinoxaifinance-rgb/living-stack-mcp MCP server](https://glama.ai/mcp/servers/equinoxaifinance-rgb/living-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/equinoxaifinance-rgb/living-stack-mcp) 📇 🏠 🍎 🪟 🐧 - Stops AI agents from claiming done without proof. Fourteen bounded tools add scoped authorization, budget reservations, typed evidence gates, checkpoint recovery, tamper-evident outcomes, and signed metadata-only traces without giving the server shell, browser, or network authority. Apache-2.0; audited MCPB and GitHub installs need no API key. -- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [![trustboost-pii-sanitizer MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) 🐍 ☁️ - PII sanitization layer for autonomous AI agent pipelines. Detects and redacts emails, phone numbers, national IDs, private keys, and financial data before text reaches LLMs. Supports EN, ES (LATAM), PT (BR/PT), DE, JA. Solana-native payments via Helius oracle. -- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [![unphurl-mcp MCP server](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) 📇 ☁️ - URL intelligence for AI agents. 13 tools for security signals and data quality: redirect behaviour, brand impersonation detection, domain age, SSL validation, parked detection, URL structural analysis, DNS enrichment. -- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol. -- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines. -- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [![authbox MCP server](https://glama.ai/mcp/servers/MARUCIE/authbox/badges/score.svg)](https://glama.ai/mcp/servers/MARUCIE/authbox) 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript. -- [Acacian/aegis](https://github.com/Acacian/aegis) [![aegis MCP server](https://glama.ai/mcp/servers/Acacian/aegis/badges/score.svg)](https://glama.ai/mcp/servers/Acacian/aegis) 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP. +- [fredyee/hallucc-mcp](https://github.com/fredyee/hallucc-mcp) [![fredyee/hallucc-mcp MCP server](https://glama.ai/mcp/servers/fredyee/hallucc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fredyee/hallucc-mcp) 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense. +- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [![ucsandman/DashClaw MCP server](https://glama.ai/mcp/servers/ucsandman/DashClaw/badges/score.svg)](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger. +- [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [![26zl/cybersec-toolkit MCP server](https://glama.ai/mcp/servers/26zl/cybersec-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) 🐍 🏠 🐧 - Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR. +- [AIops-tools/Compliance-AIops](https://github.com/AIops-tools/Compliance-AIops) [![AIops-tools/Compliance-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops) 🐍 🏠 - Turn other AIops tools' audit trails into tamper-evident, hash-chained evidence bundles mapped to HIPAA, PCI-DSS, SOC 2 and GDPR. Offline and deterministic. +- [dtkmn/mcp-zap-server](https://github.com/dtkmn/mcp-zap-server) [![dtkmn/mcp-zap-server MCP server](https://glama.ai/mcp/servers/dtkmn/mcp-zap-server/badges/score.svg)](https://glama.ai/mcp/servers/dtkmn/mcp-zap-server) ☕ 🏠 - Self-hosted OWASP ZAP integration with guided security scans, findings summaries and report generation. +- [felixpg13-glitch/spendshield](https://github.com/felixpg13-glitch/spendshield) [![felixpg13-glitch/spendshield MCP server](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield/badges/score.svg)](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield) 🐍 🏠 - Payment guardrails for AI agents: spend caps, budget and approval gates, prompt-injection defense, an encrypted secret vault and an audit trail. +- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [![rudimentall1/agentic-wallet-guardian-v3 MCP server](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3/badges/score.svg)](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security layer that evaluates AI agents' proposed blockchain transactions and returns an explainable allow, warn or block decision. +- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [![M2M-Sentinel/m2m-sentinel-sdk MCP server](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk/badges/score.svg)](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) 📇 ☁️ 🍎 🪟 🐧 - EVM bytecode capability analysis, EIP-1967 proxy resolution, gas recommendations and preflight safety checks for agents on Base. +- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [![nagameTW/mcp-server-malcolm MCP server](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm/badges/score.svg)](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - Malcolm threat hunting: search and aggregate network traffic, query Suricata alerts, browse Arkime sessions and resolve NetBox assets. Read-only by default. +- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [![chasdaddy/basescope MCP server](https://glama.ai/mcp/servers/chasdaddy/basescope/badges/score.svg)](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - Read-only safety checks for Base and EVM: honeypot and rug-pull detection, risky approvals, verified source, balances, ENS and Basenames, gas and prices. +- [elang2/mcp-audit-gateway](https://github.com/elang2/mcp-audit-gateway) [![elang2/mcp-audit-gateway MCP server](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway/badges/score.svg)](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway) 📇 🏠 🍎 🪟 🐧 - Transparent MCP proxy that keeps a signed, hash-chained audit trail of agent tool calls, with YAML policy enforcement and OpenTelemetry export. +- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [![sachio222/54ch10-mcp MCP server](https://glama.ai/mcp/servers/sachio222/54ch10-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) 📇 ☁️ - JSON risk briefs for wallet addresses, tokens and URLs: scores, flags and sources from phishing, scam and URL-reputation heuristics, including OpenPhish. +- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [![moxno/privacyscrubber-mcp MCP server](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Local, zero-trust masking of PII and secrets. +- [askalf/truecopy](https://github.com/askalf/truecopy) [![askalf/truecopy MCP server](https://glama.ai/mcp/servers/askalf/truecopy/badges/score.svg)](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers: detects poisoned tool definitions, pins servers by hash, checks drift in CI and proxies only pinned tools. +- [jamesdfinance-dev/lazaretto-mcp](https://github.com/jamesdfinance-dev/lazaretto-mcp) [![jamesdfinance-dev/lazaretto-mcp MCP server](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jamesdfinance-dev/lazaretto-mcp) 📇 ☁️ 🏠 - Check lockfiles against malicious-package advisories and scan artifacts for credential theft, exfiltration, obfuscation, prompt injection and droppers. +- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [![RoscoNL/intodns-mcp-server MCP server](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - DNS and email security scans via IntoDNS.ai: SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS, blacklist and deliverability checks plus security header analysis. +- [meloliva14/verity-mcp](https://github.com/meloliva14/verity-mcp) [![meloliva14/verity-mcp MCP server](https://glama.ai/mcp/servers/meloliva14/verity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/meloliva14/verity-mcp) 🐍 ☁️ - Fail-closed trust gate for agents: fact-checking, prompt-injection detection, content moderation, PII and secret detection, and a pre-action guardrail. +- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [![astafford8488/agentaegis-mcp MCP server](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Scan MCP servers and skills before install, vet endpoints before calling them, and run vulnerability scans, threat intel and compliance checks. +- [Fronesis-Labs/dcl-webhook](https://github.com/Fronesis-Labs/dcl-webhook) [![dcl-webhook MCP server](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook/badges/score.svg)](https://glama.ai/mcp/servers/Fronesis-Labs/dcl-webhook) 🐍 ☁️ - Deterministic audit layer that checks LLM and agent outputs against jailbreak, safety and trading compliance policies and logs verdicts to a hash chain. +- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [![hernaninverso/eleion-scanner-mcp MCP server](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register and verify domains, queue security scans (headers, TLS, DNS, ports, CVEs and AI-specific checks) and read findings. +- [qinisolabs/qiniso](https://github.com/qinisolabs/qiniso) [![qinisolabs/qiniso MCP server](https://glama.ai/mcp/servers/qinisolabs/qiniso/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/qiniso) 📇 🏠 ☁️ - Verify IBAN, VAT, VIN, barcodes, national and tax IDs, crypto addresses, phone numbers, dates and holidays against checksums and curated data. +- [node-man/dechonet-mcp](https://github.com/node-man/dechonet-mcp) [![node-man/dechonet-mcp MCP server](https://glama.ai/mcp/servers/node-man/dechonet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/node-man/dechonet-mcp) 📇 ☁️ - Domain security checks: DNS, DNSSEC, TLS grading, HTTP security headers, SPF, DKIM and DMARC, port scans, ASN, RDAP and WHOIS, plus an overall health score. +- [kakunin-ai/kakunin-mcp](https://github.com/kakunin-ai/kakunin-mcp) [![nqzai/kakunin-mcp MCP server](https://glama.ai/mcp/servers/nqzai/kakunin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nqzai/kakunin-mcp) 🎖️ 📇 ☁️ 🏠 - Agent compliance and identity: verify an agent's X.509 certificate scope, read its behavioral risk score and append to an immutable audit trail. +- [honeylabshq/honeylabs-mcp](https://github.com/honeylabshq/honeylabs-mcp) [![honeylabs-mcp MCP server](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp) 🐍 ☁️ - Honeypot threat intelligence from a sensor network: IP reputation, scanner classification, CVE probing trends and JA4, JA4H and HASSH fingerprints. +- [kent-tokyo/shohei](https://github.com/kent-tokyo/shohei) [![kent-tokyo/shohei MCP server](https://glama.ai/mcp/servers/kent-tokyo/shohei/badges/score.svg)](https://glama.ai/mcp/servers/kent-tokyo/shohei) 🦀 ☁️ 🏠 🍎 🪟 🐧 - Infrastructure diagnostics: DNS checks, TLS certificate chain inspection, email security, global DNS propagation and DNS latency benchmarking. +- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [![orihime MCP server](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime/badges/score.svg)](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph for Java, Kotlin, JavaScript and TypeScript: call-flow tracing, taint analysis, reachability and license compliance. +- [suhui-organization/pod](https://github.com/suhui-organization/pod) [![suhui-organization/pod MCP server](https://glama.ai/mcp/servers/suhui-organization/pod/badges/score.svg)](https://glama.ai/mcp/servers/suhui-organization/pod) 📇 🏠 🍎 🐧 - Least-privilege compiler for agents: record real tool calls, compile a minimal policy, enforce it at an MCP gateway and keep a hash-chained audit. +- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [![alexar76/aimarket-mcp MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) 🎖️ 🐍 🏠 ☁️ - SSRF-hardened web gateway with web fetch, web search and Metis verification, sharing an audited security core with Metis and ARGUS. +- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [![alexar76/aimarket-oracle-gateway MCP server](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) 📇 ☁️ 🏠 🍎 🪟 🐧 - Verifiable oracle tools via AIMarket Hub: Platon VRF randomness, Chronos VDF computation and verification, and LUMEN reputation scores. +- [alexar76/argus](https://github.com/alexar76/argus) [![alexar76/argus MCP server](https://glama.ai/mcp/servers/alexar76/argus/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/argus) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Query ARGUS-3 and check its status; WARDEN vets third-party MCP servers with a scored firewall, tool-definition pinning and drift detection. +- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [![agent-trust-stack-mcp MCP server](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - Cryptographic provenance, blind reputation scoring and tamper-evident logging for agent interactions, with dispute resolution and trust-based matchmaking. +- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [![trustboost-pii-sanitizer MCP server](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api/badges/score.svg)](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) 🐍 ☁️ - Redacts emails, phone numbers, national IDs, private keys and financial data before text reaches LLMs, in English, Spanish, Portuguese, German and Japanese. +- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [![unphurl-mcp MCP server](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) 📇 ☁️ - URL security signals: redirects, brand impersonation, domain age, SSL validation, parked-domain detection, structural analysis and DNS enrichment. +- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - Ghidra plugin for binary analysis: function inspection, decompilation, memory exploration and import/export analysis. +- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious agent behavior by analyzing tool call patterns and intent. +- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [![authbox MCP server](https://glama.ai/mcp/servers/MARUCIE/authbox/badges/score.svg)](https://glama.ai/mcp/servers/MARUCIE/authbox) 📇 🏎️ 🏠 🍎 🪟 🐧 - Zero-knowledge password manager and MCP credential gateway: policy-gated agent access, deterministic passwords, BIP-39 recovery and a hash-chain audit trail. +- [Acacian/aegis](https://github.com/Acacian/aegis) [![aegis MCP server](https://glama.ai/mcp/servers/Acacian/aegis/badges/score.svg)](https://glama.ai/mcp/servers/Acacian/aegis) 🐍 🏠 🍎 🪟 🐧 - Policy-based governance for agent tool calls across LangChain, OpenAI, Anthropic and MCP: YAML policies, approval gates, risk assessment and audit logging. - [ajipurn/fida](https://github.com/ajipurn/fida) [![fida MCP server](https://glama.ai/mcp/servers/ajipurn/fida/badges/score.svg)](https://glama.ai/mcp/servers/ajipurn/fida) 🦀 🏠 - Local-first MCP gateway for coding agents that redacts detected secrets from file reads and command output before they reach model context. -- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them. -- [aeoess/agent-passport-mcp](https://github.com/aeoess/agent-passport-mcp) [![aeoess/agent-passport-mcp MCP server](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp) 🎖️ 📇 ☁️ 🏠 - Agent identity, scoped delegation, and governance: issue passports, build and verify narrowing-only delegation chains, enforce policy at a gateway, and emit signed admission and outcome records. 150 tools. `npx -y agent-passport-system-mcp` -- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [![chronoverify-mcp MCP server](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance before an agent trusts it: cryptographic C2PA Content Credentials validation against the official trust lists, EXIF and XMP consistency checks, and classical pixel forensics fused into one typed verdict with a 0 to 100 confidence. Free keyless tier, opt-in shareable verdict permalinks, and key-gated signed PDF audit reports. Provenance validation, not a deepfake detector. `npx chronoverify-mcp` -- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [![agentforge-trust-mcp MCP server](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) 📇 ☁️ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API. -- [AgentAvow/AgentAvow](https://github.com/AgentAvow/AgentAvow) [![agentgraph-co/agentgraph MCP server](https://glama.ai/mcp/servers/agentgraph-co/agentgraph/badges/score.svg)](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Signed, independently-recomputable safety scores for the MCP servers, packages, and tools an agent connects to: a 0–100 score plus an Ed25519/JWS attestation you can recompute offline against a public JWKS, a README badge, and a GitHub Action to gate CI merges on a minimum score. Free, no account (formerly agentgraph-co/agentgraph). -- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [![AgentValet/AgentValet MCP server](https://glama.ai/mcp/servers/AgentValet/AgentValet/badges/score.svg)](https://glama.ai/mcp/servers/AgentValet/AgentValet) 📇 ☁️ 🏠 - Identity and credential governance broker for MCP servers. Issues scoped, short-lived credentials per agent to stop credential inheritance. Audit log, human approval gates, AIMS-aligned. -- [AperionAI/shield](https://github.com/AperionAI/shield) [![AperionAI/shield MCP server](https://glama.ai/mcp/servers/AperionAI/shield/badges/score.svg)](https://glama.ai/mcp/servers/AperionAI/shield) 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or Streamable HTTP) and blocks destructive tool calls — DROP TABLE, rm -rf, force-push — before they execute. MCP supply-chain protection: TOFU tool-catalog pinning against rug pulls, plus tool-description and tool-result scanning for tool poisoning and prompt injection. 51 starter rules, approval gates, audit logging. Single binary, Apache-2.0. -- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [![nobulex-mcp-server MCP server](https://glama.ai/mcp/servers/arian-gogani/nobulex/badges/score.svg)](https://glama.ai/mcp/servers/arian-gogani/nobulex) 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake — no proof, no transaction. MIT licensed, 4,244 tests. -- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [![9hannahnine-jpg/arc-gate-mcp MCP server](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent. -- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [![agent-ward MCP server](https://glama.ai/mcp/servers/agentward-ai/agent-ward/badges/score.svg)](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes. -- [agntor/mcp](https://github.com/agntor/mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management. -- [maxfain/basedagents](https://github.com/maxfain/basedagents) [![maxfain/basedagents MCP server](https://glama.ai/mcp/servers/maxfain/basedagents/badges/score.svg)](https://glama.ai/mcp/servers/maxfain/basedagents) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent identity, reputation, and key custody. The registry server gives agents an Ed25519 identity with proof-of-work registration, capability search, reputation scores, a task marketplace, and agent-to-agent messaging; the Keyring server holds provider keys in a local encrypted vault and leases them to agents under owner passkey approvals, with env-var injection so values never enter model context and a one-command kill switch. -- [gaoharimran29-glitch/Cybersecurity-MCP-Server](https://github.com/gaoharimran29-glitch/Cybersecurity-MCP-Server) [![gaoharimran29-glitch/Cybersecurity-MCP-Server MCP server](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server) 🐍 🏠 🪟 🍎 🐧 - Cybersecurity reconnaissance server for Claude. WHOIS lookup, DNS enumeration with subdomain brute-forcing, Nmap port scanning with service detection, SSL/TLS certificate inspection, technology stack fingerprinting, CVE lookup, and IP reputation checking. Runs fully locally via FastMCP. -- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [![vinaybhosle/agentstamp MCP server](https://glama.ai/mcp/servers/vinaybhosle/agentstamp/badges/score.svg)](https://glama.ai/mcp/servers/vinaybhosle/agentstamp) 📇 ☁️ - Trust intelligence for AI agents — identity stamps, reputation scoring (0-100), registry, forensic audit trails, and A2A passports via x402 micropayments. -- [jimmyracheta/AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard)[![runtime-guard MCP server](https://glama.ai/mcp/servers/runtimeguard/runtime-guard/badges/score.svg)](https://glama.ai/mcp/servers/runtimeguard/runtime-guard)🐍 🏠🍎 🪟 - Runtime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for any touched files. -- [airblackbox/air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp) [![air-blackbox-mcp MCP server](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp) 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 tools including prompt injection detection, risk classification, and trust layer integration. The only MCP compliance server that generates fix code, not just findings. -- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents. -- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [![shield-api-mcp MCP server](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) 📇 ☁️ 🍎 🪟 🐧 - Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed. -- [rudraneel93/mcp-guardian](https://github.com/rudraneel93/mcp-guardian) [![rudraneel93/mcp-guardian MCP server](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian/badges/score.svg)](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian) 📇 🏠 🍎 🪟 🐧 - Security and governance proxy for MCP infrastructure. Enforces YAML-configurable policies (blocklists, rate limits, token budgets), tracks real token costs via tiktoken, monitors server health with live JSON-RPC probes. Features include OAuth 2.1/OIDC with RBAC, web dashboard with Prometheus metrics, payload normalization against encoding bypasses, semantic shell AST analysis, mTLS zero-trust networking, circuit breakers, and a formal STRIDE threat model. 168 tests across 16 suites. Install: npm install -g @mcp-guardian/server -- [jagmarques/asqav-mcp](https://github.com/jagmarques/asqav-mcp) [![asqav-mcp MCP server](https://glama.ai/mcp/servers/jagmarques/asqav-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jagmarques/asqav-mcp) 🐍 🏠 🍎 🪟 🐧 - AI agent governance MCP server with policy enforcement, quantum-safe audit trails (ML-DSA), multi-party authorization, and compliance reporting. Check policies, sign actions, and verify signatures through MCP tools. -- [jamjet-labs/jamjet-policy](https://github.com/jamjet-labs/jamjet-policy/tree/main/packages/mcp-shim) [![jamjet-policy MCP server](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy/badges/score.svg)](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy) 📇 🏠 🍎 🪟 🐧 - MCP stdio interceptor (`@jamjet/mcp-shim`) that applies one YAML policy file (block / require_approval / audit / budget cap) to `tools/call` requests before they reach the real MCP server. The same policy also runs in Claude Code PreToolUse hooks (`@jamjet/claude-code-hook`), OpenAI Agents SDK guardrails (`@jamjet/openai-guardrail`), and JamJet's Python/TS SDKs — `jamjet audit show` tails every decision across every adapter from `~/.jamjet/audit/`. -- [imran-siddique/agentos-mcp-server](https://github.com/imran-siddique/agent-os/tree/master/extensions/mcp-server) [![agentos-mcp-server MCP server](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server) - Agent OS MCP server for AI agent governance with policy enforcement, code safety verification, multi-model hallucination detection, and immutable audit trails. -- [kastelldev/kastell](https://github.com/kastelldev/kastell) [![kastelldev/kastell MCP server](https://glama.ai/mcp/servers/kastelldev/kastell/badges/score.svg)](https://glama.ai/mcp/servers/kastelldev/kastell) 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening toolkit. 413 security checks across 29 categories (SSH, Firewall, Docker, TLS, HTTP Headers), CIS/PCI-DSS/HIPAA compliance mapping, 19-step production hardening, fleet management, and forensic evidence collection. Supports Hetzner, DigitalOcean, Vultr, and Linode. 13 MCP tools. -- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [![ze6ad36390 MCP server](https://glama.ai/mcp/servers/ze6ad36390/badges/score.svg)](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy — sign any HTTP call (AI agents, webhooks, microservices) with an independent Ed25519 signature, RFC 3161 timestamp, and Sigstore Rekor anchor. Works with Claude, GPT-4, Mistral, LangChain, AutoGen, or any HTTP client. -- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration -- [mirajmahmudul/agentdevx-sdk](https://github.com/mirajmahmudul/agentdevx-sdk) [![mirajmahmudul/agentdevx-sdk MCP server](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk/badges/score.svg)](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk) 📇 ☁️ - Give your AI hands. Identity and credential vault gateway for autonomous agents. Ed25519 cryptographic identity (not OAuth), AES-256-GCM encrypted credential vault, OPA policy engine with full audit logging (captures allowed and denied actions), persistent per-agent memory, and web scraping tools. Self-bootstrapping — an agent can discover, register, and start calling tools with zero human setup. Register any API via OpenAPI spec. -- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud. -- [Gowthaman90/mcp-bastion](https://github.com/Gowthaman90/mcp-bastion) [![Gowthaman90/mcp-bastion MCP server](https://glama.ai/mcp/servers/Gowthaman90/mcp-bastion/badges/score.svg)](https://glama.ai/mcp/servers/Gowthaman90/mcp-bastion) 📇 🏠 🍎 🪟 🐧 - Reliability + security proxy that sits in front of MCP servers: TOFU tool-definition pinning against rug pulls, tool-poisoning and cross-server-exfiltration detection, argument/command-injection blocking, inline secret redaction, MCP 2026-07-28 header/body validation (`-32020`) and cache-policy clamping, and a compliance-mapped audit trail (NIST AI RMF / OWASP). Coverage measured on an open benchmark with a held-out corpus. `npx -y mcp-bastion` -- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [![bluetieroperations-create/blackwall-mcp MCP server](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) 📇 ☁️ - Pre-action risk gate for AI agents. One `forecast` tool the agent calls before any irreversible action (send money, run SQL, delete data); returns a risk score (0–100), reversibility class, named red flags from 28 failure modes, and a gate: proceed / confirm / human-required. -- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [![Perufitlife/web-exposure-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes — exposed `.git`, `.env`, JS source maps, backup/SQL dumps, directory listing, and dotfiles. Zero dependencies, read-only. -- [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [![Bichev/agentradar-mcp MCP server](https://glama.ai/mcp/servers/Bichev/agentradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain trust oracle for the ERC-8004 + x402 agent economy. 18 tools for verifying AI agents: 6-signal composite trust scoring (0-100), 272-wallet scam database, ERC-8004 identity lookup, EAS attestations on Base mainnet. x402-payable. Free `get_score` / `check_scam`. Live at [vvpro.ai](https://vvpro.ai) · npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp). -- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [![Buggy1111/anonymize-mcp MCP server](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) 🐍 🏠 🍎 🪟 🐧 - Anonymize PII and redact text for GDPR across Czech and 35+ languages. Real NLP via ÚFAL/LINDAT (MasKIT + NameTag NER, not just regex), 80+ PII patterns, plus morphology, translation, and spellcheck. Czech-first, non-commercial. Install: `pip install anonymize-mcp`. -- [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [![FoundryNet/mint-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/mint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) 🐍 ☁️ 🎖️ - MINT Protocol — universal work attestation for autonomous agents. Cryptographically attest, verify, rate, and discover agent work to build portable, on-chain trust and reputation across the agent economy. 6 tools. -- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage. -- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs. -- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more. -- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports. -- [mcp-hangar/mcp-hangar](https://github.com/mcp-hangar/mcp-hangar) [![mcp-hangar/mcp-hangar MCP server](https://glama.ai/mcp/servers/mcp-hangar/mcp-hangar/badges/score.svg)](https://glama.ai/mcp/servers/mcp-hangar/mcp-hangar) 🐍 🏠 - The policy enforcement plane for MCP -- deterministic admission and egress policy, attributable audit, and SIEM export for your MCP server fleet. MIT, self-hosted, no SaaS. -- [Declade/lucairn-sdks](https://github.com/Declade/lucairn-sdks) [![Declade/lucairn-sdks MCP server](https://glama.ai/mcp/servers/Declade/lucairn-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Declade/lucairn-sdks) 📇 ☁️ 🍎 🪟 🐧 - Privacy-preserving AI gateway. Sanitises PII (German + English; Microsoft Presidio + custom recognisers) before prompts reach Anthropic / OpenAI / your LLM, then emits a signed cryptographic certificate per call (Ed25519 + RFC 3161 timestamp + Sigstore Rekor anchoring). EU GDPR + AI Act ready. Free tier 500 calls/month, BYOK. Install: `npx -y @lucairn/mcp-server`. Docs: https://lucairn.eu/developer/mcp. -- [chrbailey/promptspeak-mcp-server](https://github.com/chrbailey/promptspeak-mcp-server) [![promptspeak-mcp-server MCP server](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server) 📇 🏠 🍎 🪟 🐧 - Pre-execution governance for AI agents. Intercepts and validates every agent tool call through an 8-stage pipeline before execution — risk classification, behavioral drift detection, hold queue for dangerous operations, and complete audit trail. 45 tools, 658 tests. -- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [![Wireshark-MCP MCP server](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP/badges/score.svg)](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) 🐍 🏠 - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities. -- [Chimera-Protocol/csl-core](https://github.com/Chimera-Protocol/csl-core) 🐍 🏠 🍎 🪟 🐧 - Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP. -- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting. -- [corewebvitals/state-of-cwv-mcp](https://github.com/corewebvitals/state-of-cwv-mcp) [![corewebvitals/state-of-cwv-mcp MCP server](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp) ☁️ - Free remote MCP for Core Web Vitals metrics by CMS, CDN, and framework (Chrome field data + multi-site crawl). No auth. Endpoint: `https://www.corewebvitals.io/api/state-of-cwv/mcp`. -- [coreyhines/opnsense-mcp](https://github.com/coreyhines/opnsense-mcp) [![coreyhines/opnsense-mcp MCP server](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp) 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API. Query ARP, DHCP, firewall rules, logs, interfaces, system status, and packet capture via STDIO or SSE. -- [CSOAI-ORG/councilof-ai](https://github.com/CSOAI-ORG/councilof-ai) [![CSOAI-ORG/councilof-ai MCP server](https://glama.ai/mcp/servers/CSOAI-ORG/councilof-ai/badges/score.svg)](https://glama.ai/mcp/servers/CSOAI-ORG/councilof-ai) 📇 ☁️ - Live GSPC measurement board over MCP (`https://councilof.ai/mcp`, `npx -y csoai-gspc-mcp@0.1.1`). Seven read-only tools. Measurement, never certification. Verify: https://councilof.ai/gspc-verify -- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [![creatorrmode-lead/avp-sdk MCP server](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk/badges/score.svg)](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) 📇 ☁️ - Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestations, disputes, sybil detection, IPFS audit anchoring. -- [Cubiczan/governed-mcp-gateway](https://github.com/Cubiczan/governed-mcp-gateway) [![Cubiczan/governed-mcp-gateway MCP server](https://glama.ai/mcp/servers/Cubiczan/governed-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/Cubiczan/governed-mcp-gateway) 📇 🏠 🍎 🪟 🐧 - HTTP MCP gateway: principal on tools/call + SSE, allowlists, vault rotate. `npx -y @cubiczan/governed-mcp-gateway` -- [Cubiczan/trust-ledger-os](https://github.com/Cubiczan/trust-ledger-os) [![Cubiczan/trust-ledger-os MCP server](https://glama.ai/mcp/servers/Cubiczan/trust-ledger-os/badges/score.svg)](https://glama.ai/mcp/servers/Cubiczan/trust-ledger-os) 📇 🏠 🍎 🪟 🐧 - Trust/risk control plane for AI teams: phases, routes, package catalog over MCP. `node packages/mcp/dist/server.js` after build. -- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [![gebalamariusz/cloud-audit MCP server](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit/badges/score.svg)](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) 🐍 🏠 🍎 🪟 🐧 - Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation (CLI + Terraform). 47 checks, 16 attack chain rules. First free standalone AWS security MCP server. +- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Reverse engineering tools from Solvitor: extract IDL files from closed-source Solana smart contracts and decompile them. +- [aeoess/agent-passport-mcp](https://github.com/aeoess/agent-passport-mcp) [![aeoess/agent-passport-mcp MCP server](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aeoess/agent-passport-mcp) 🎖️ 📇 ☁️ 🏠 - Agent identity, scoped delegation and governance: issue passports, verify narrowing-only delegation chains, enforce gateway policy and emit signed records. +- [beeswaxpat/chronoverify-mcp](https://github.com/beeswaxpat/chronoverify-mcp) [![chronoverify-mcp MCP server](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/beeswaxpat/chronoverify-mcp) 📇 ☁️ 🍎 🪟 🐧 - Verify a photo's capture time and provenance: C2PA Content Credentials validation, EXIF/XMP consistency checks and pixel forensics combined into one verdict. +- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [![agentforge-trust-mcp MCP server](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp/badges/score.svg)](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) 📇 ☁️ - Query AgentForge Trust Scores for MCP servers before connecting, covering security, code health, behavioral audit, community trust and EU compliance. +- [AgentAvow/AgentAvow](https://github.com/AgentAvow/AgentAvow) [![agentgraph-co/agentgraph MCP server](https://glama.ai/mcp/servers/agentgraph-co/agentgraph/badges/score.svg)](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Signed, recomputable safety scores for MCP servers, packages and tools, with offline-verifiable attestations and a GitHub Action to gate CI merges. +- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [![AgentValet/AgentValet MCP server](https://glama.ai/mcp/servers/AgentValet/AgentValet/badges/score.svg)](https://glama.ai/mcp/servers/AgentValet/AgentValet) 📇 ☁️ 🏠 - Identity and credential broker for MCP servers: issues scoped, short-lived credentials per agent, with audit logging and human approval gates. +- [AperionAI/shield](https://github.com/AperionAI/shield) [![AperionAI/shield MCP server](https://glama.ai/mcp/servers/AperionAI/shield/badges/score.svg)](https://glama.ai/mcp/servers/AperionAI/shield) 🦀 🏠 🍎 🪟 🐧 - Local guardrail proxy for MCP servers: blocks destructive tool calls, pins tool catalogs against rug pulls and scans for tool poisoning and prompt injection. +- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [![nobulex-mcp-server MCP server](https://glama.ai/mcp/servers/arian-gogani/nobulex/badges/score.svg)](https://glama.ai/mcp/servers/arian-gogani/nobulex) 📇 🏠 🍎 🪟 🐧 - Proof-of-behavior enforcement for AI agents: define permit/forbid/require rules, enforce them at runtime and keep hash-chained, tamper-evident audit logs. +- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [![9hannahnine-jpg/arc-gate-mcp MCP server](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) 🐍 - Runtime governance for MCP tool calls that blocks prompt injection and capability abuse before tool results reach the agent. +- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [![agent-ward MCP server](https://glama.ai/mcp/servers/agentward-ai/agent-ward/badges/score.svg)](https://glama.ai/mcp/servers/agentward-ai/agent-ward) 🐍 🏠 🍎 🪟 🐧 - MCP proxy that enforces least-privilege YAML policies on tool calls, classifies PII/PHI, detects dangerous skill chains and generates compliance audit trails. +- [agntor/mcp](https://github.com/agntor/mcp) 📇 ☁️ 🍎 🪟 🐧 - Agent discovery and certification with a trust and payment rail: identity verification, escrow, settlement and reputation management. +- [maxfain/basedagents](https://github.com/maxfain/basedagents) [![maxfain/basedagents MCP server](https://glama.ai/mcp/servers/maxfain/basedagents/badges/score.svg)](https://glama.ai/mcp/servers/maxfain/basedagents) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Agent identity registry (reputation, capability search, task marketplace, messaging) plus a local encrypted vault that leases provider keys to agents. +- [gaoharimran29-glitch/Cybersecurity-MCP-Server](https://github.com/gaoharimran29-glitch/Cybersecurity-MCP-Server) [![gaoharimran29-glitch/Cybersecurity-MCP-Server MCP server](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server/badges/score.svg)](https://glama.ai/mcp/servers/gaoharimran29-glitch/Cybersecurity-MCP-Server) 🐍 🏠 🪟 🍎 🐧 - Local security reconnaissance: WHOIS, DNS and subdomain enumeration, Nmap scanning, TLS inspection, tech fingerprinting, CVE and IP reputation lookups. +- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [![vinaybhosle/agentstamp MCP server](https://glama.ai/mcp/servers/vinaybhosle/agentstamp/badges/score.svg)](https://glama.ai/mcp/servers/vinaybhosle/agentstamp) 📇 ☁️ - Trust intelligence for AI agents: identity stamps, reputation scoring, a registry, forensic audit trails and A2A passports via x402 micropayments. +- [jimmyracheta/AI-Runtime-Guard](https://github.com/runtimeguard/runtime-guard) [![runtime-guard MCP server](https://glama.ai/mcp/servers/runtimeguard/runtime-guard/badges/score.svg)](https://glama.ai/mcp/servers/runtimeguard/runtime-guard) 🐍 🏠 🍎 🪟 - Runtime policy enforcement for AI agents that prevents accidental system damage and unauthorized access, with automatic backups before file writes. +- [airblackbox/air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp) [![air-blackbox-mcp MCP server](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp) 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents (LangChain, CrewAI, AutoGen, OpenAI) with prompt injection detection, risk classification and fix generation. +- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused safety guidelines and content analysis for AI agents. +- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [![shield-api-mcp MCP server](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) 📇 ☁️ 🍎 🪟 🐧 - Security intelligence: HIBP password breach checks, email/domain/IP/URL reputation, prompt injection detection and skill supply chain scanning. +- [rudraneel93/mcp-guardian](https://github.com/rudraneel93/mcp-guardian) [![rudraneel93/mcp-guardian MCP server](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian/badges/score.svg)](https://glama.ai/mcp/servers/rudraneel93/mcp-guardian) 📇 🏠 🍎 🪟 🐧 - Security and governance proxy for MCP with YAML policies (blocklists, rate limits, token budgets), token cost tracking, health monitoring and RBAC. +- [jamjet-labs/jamjet-policy](https://github.com/jamjet-labs/jamjet-policy/tree/main/packages/mcp-shim) [![jamjet-policy MCP server](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy/badges/score.svg)](https://glama.ai/mcp/servers/jamjet-labs/jamjet-policy) 📇 🏠 🍎 🪟 🐧 - MCP interceptor that applies one YAML policy (block, require approval, audit, budget cap) to tool calls, also usable in Claude Code hooks and agent SDKs. +- [kastelldev/kastell](https://github.com/kastelldev/kastell) [![kastelldev/kastell MCP server](https://glama.ai/mcp/servers/kastelldev/kastell/badges/score.svg)](https://glama.ai/mcp/servers/kastelldev/kastell) 📇 ☁️ 🏠 🍎 🪟 🐧 - Server security auditing and hardening (SSH, firewall, Docker, TLS) with CIS/PCI-DSS/HIPAA mapping, fleet management and forensic evidence collection. +- [ark-forge/arkforge-mcp](https://github.com/ark-forge/arkforge-mcp) [![ze6ad36390 MCP server](https://glama.ai/mcp/servers/ze6ad36390/badges/score.svg)](https://glama.ai/mcp/servers/ze6ad36390) 🐍 ☁️ 🍎 🪟 🐧 - Third-party certifying proxy that signs any HTTP call with an independent Ed25519 signature, RFC 3161 timestamp and Sigstore Rekor anchor. +- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 - Analyze ROADrecon gather results from Azure tenant enumeration. +- [mirajmahmudul/agentdevx-sdk](https://github.com/mirajmahmudul/agentdevx-sdk) [![mirajmahmudul/agentdevx-sdk MCP server](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk/badges/score.svg)](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk) 📇 ☁️ - Identity and credential gateway for agents: Ed25519 identity, encrypted credential vault, OPA policies with audit logging, per-agent memory and web scraping. +- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy for MCP that intercepts tool calls, enforces YAML policies, scans for secret leakage and logs everything. +- [Gowthaman90/mcp-bastion](https://github.com/Gowthaman90/mcp-bastion) [![Gowthaman90/mcp-bastion MCP server](https://glama.ai/mcp/servers/Gowthaman90/mcp-bastion/badges/score.svg)](https://glama.ai/mcp/servers/Gowthaman90/mcp-bastion) 📇 🏠 🍎 🪟 🐧 - Security proxy for MCP servers: tool-definition pinning, tool-poisoning and exfiltration detection, injection blocking, secret redaction and audit trails. +- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [![bluetieroperations-create/blackwall-mcp MCP server](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) 📇 ☁️ - Risk gate that agents call before irreversible actions, returning a risk score, reversibility class, red flags and a proceed/confirm/human-required decision. +- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [![Perufitlife/web-exposure-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only check of a live URL for publicly exposed secret files: .git, .env, JS source maps, backup/SQL dumps, directory listings and dotfiles. +- [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [![Bichev/agentradar-mcp MCP server](https://glama.ai/mcp/servers/Bichev/agentradar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain trust oracle for ERC-8004 and x402 agents: composite trust scoring, a scam wallet database, ERC-8004 identity lookup and EAS attestations on Base. +- [Buggy1111/anonymize-mcp](https://github.com/Buggy1111/anonymize-mcp) [![Buggy1111/anonymize-mcp MCP server](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Buggy1111/anonymize-mcp) 🐍 🏠 🍎 🪟 🐧 - Anonymize PII for GDPR in Czech and many other languages using ÚFAL/LINDAT NLP (MasKIT, NameTag), plus morphology, translation and spellcheck. +- [FoundryNet/mint-mcp](https://github.com/FoundryNet/mint-mcp) [![FoundryNet/mint-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/mint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FoundryNet/mint-mcp) 🐍 ☁️ 🎖️ - MINT Protocol work attestation for agents: cryptographically attest, verify, rate and discover agent work to build portable on-chain reputation. +- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - Run dnstwist, a DNS fuzzing tool, to detect typosquatting, phishing and corporate espionage. +- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - Search usernames across social networks and analyze URLs with maigret, an OSINT tool that collects account information from public sources. +- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - Query the Shodan API and Shodan CVEDB: IP lookups, device searches, DNS lookups, vulnerability queries and CPE lookups. +- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - Query the VirusTotal API: scan URLs, analyze file hashes and retrieve IP address reports. +- [mcp-hangar/mcp-hangar](https://github.com/mcp-hangar/mcp-hangar) [![mcp-hangar/mcp-hangar MCP server](https://glama.ai/mcp/servers/mcp-hangar/mcp-hangar/badges/score.svg)](https://glama.ai/mcp/servers/mcp-hangar/mcp-hangar) 🐍 🏠 - Self-hosted policy enforcement for MCP server fleets: deterministic admission and egress policies, attributable audit logs and SIEM export. +- [Declade/lucairn-sdks](https://github.com/Declade/lucairn-sdks) [![Declade/lucairn-sdks MCP server](https://glama.ai/mcp/servers/Declade/lucairn-sdks/badges/score.svg)](https://glama.ai/mcp/servers/Declade/lucairn-sdks) 📇 ☁️ 🍎 🪟 🐧 - Privacy gateway that sanitizes German and English PII before prompts reach an LLM and issues a signed, timestamped certificate for each call. +- [chrbailey/promptspeak-mcp-server](https://github.com/chrbailey/promptspeak-mcp-server) [![promptspeak-mcp-server MCP server](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server) 📇 🏠 🍎 🪟 🐧 - Pre-execution governance for agent tool calls: risk classification, behavioral drift detection, a hold queue for dangerous operations and an audit trail. +- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [![Wireshark-MCP MCP server](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP/badges/score.svg)](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) 🐍 🏠 - Wireshark packet analysis: capture, protocol statistics, field extraction and security analysis. +- [Chimera-Protocol/csl-core](https://github.com/Chimera-Protocol/csl-core) 🐍 🏠 🍎 🪟 🐧 - Deterministic AI safety policy engine with Z3 formal verification: write, verify and enforce machine-verifiable constraints for AI agents. +- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - Demonstrates remote attestation of an MCP server running in a Gramine TEE via RA-TLS, so clients can verify the server before connecting. +- [corewebvitals/state-of-cwv-mcp](https://github.com/corewebvitals/state-of-cwv-mcp) [![corewebvitals/state-of-cwv-mcp MCP server](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corewebvitals/state-of-cwv-mcp) ☁️ - Core Web Vitals metrics by CMS, CDN and framework, based on Chrome field data and a multi-site crawl. +- [coreyhines/opnsense-mcp](https://github.com/coreyhines/opnsense-mcp) [![coreyhines/opnsense-mcp MCP server](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp/badges/score.svg)](https://glama.ai/mcp/servers/coreyhines/opnsense-mcp) 🐍 📇 ☁️ 🏠 - OPNsense firewall operations via API: query ARP, DHCP, firewall rules, logs, interfaces, system status and packet captures. +- [creatorrmode-lead/avp-sdk](https://github.com/creatorrmode-lead/avp-sdk) [![creatorrmode-lead/avp-sdk MCP server](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk/badges/score.svg)](https://glama.ai/mcp/servers/creatorrmode-lead/avp-sdk) 📇 ☁️ - Trust, W3C DID identity and EigenTrust reputation for AI agents, with attestations, disputes, sybil detection and IPFS audit anchoring. +- [Cubiczan/governed-mcp-gateway](https://github.com/Cubiczan/governed-mcp-gateway) [![Cubiczan/governed-mcp-gateway MCP server](https://glama.ai/mcp/servers/Cubiczan/governed-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/Cubiczan/governed-mcp-gateway) 📇 🏠 🍎 🪟 🐧 - HTTP MCP gateway that attaches a principal to tool calls and SSE streams, with allowlists and vault rotation. +- [Cubiczan/trust-ledger-os](https://github.com/Cubiczan/trust-ledger-os) [![Cubiczan/trust-ledger-os MCP server](https://glama.ai/mcp/servers/Cubiczan/trust-ledger-os/badges/score.svg)](https://glama.ai/mcp/servers/Cubiczan/trust-ledger-os) 📇 🏠 🍎 🪟 🐧 - Trust and risk control plane for AI teams, with phases, routes and a package catalog. +- [gebalamariusz/cloud-audit](https://github.com/gebalamariusz/cloud-audit) [![gebalamariusz/cloud-audit MCP server](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit/badges/score.svg)](https://glama.ai/mcp/servers/gebalamariusz/cloud-audit) 🐍 🏠 🍎 🪟 🐧 - AWS security scanner with attack chain detection, breach cost estimation and remediation snippets for CLI and Terraform. - [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory. -- [dambuchs/redact-pdf-mcp](https://github.com/dambuchs/redact-pdf-mcp) [![dambuchs/redact-pdf-mcp MCP server](https://glama.ai/mcp/servers/dambuchs/redact-pdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dambuchs/redact-pdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Permanently redact PII from PDFs, scans and screenshots: names, emails, phone numbers, addresses, IBANs and card numbers are removed from the file (pages rasterized, text layer dropped), not covered. OCR in 100+ languages, EU/Swiss-hosted, keyless demo on your own file. -- [datanexusmcp/mcp-server](https://github.com/datanexusmcp/mcp-server) [![datanexusmcp/mcp-server MCP server](https://glama.ai/mcp/servers/datanexusmcp/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/datanexusmcp/mcp-server) 🏠 ☁️ - 55 tools for verified public data lookups — CVE/SBOM security audits, licence compliance, patents, federal contracts, NPI provider lookups, nonprofit 990 filings, and domain intelligence. No API key required. -- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI. -- [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [![dnsdoctor/claude-plugin MCP server](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin/badges/score.svg)](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication — SPF, DMARC, DKIM, MX, blacklists, domain/SSL expiry. Deterministic, validated fix records (never LLM-generated); hosted server at dnsdoctor.dev/mcp with anonymous access. -- [doublegate/CyberChef-MCP](https://github.com/doublegate/CyberChef-MCP) [![doublegate/CyberChef-MCP MCP server](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP/badges/score.svg)](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP) 📇 🏠 - GCHQ [CyberChef](https://github.com/gchq/CyberChef)'s 504 data-transformation operations as MCP tools — encryption, encoding, compression and forensics — plus 19 analysis tools for work a single operation cannot express, such as hash identification, RSA and ECDSA attacks, XOR key-length recovery, cipher solving, X.509 chain validation and NIST post-quantum identification (ML-KEM/ML-DSA/SLH-DSA). Runs in-process with no separate service; `tools/list` is a navigable index by default rather than 544 schemas. `npx cyberchef-mcp` or Docker. -- [duriantaco/skylos](https://github.com/duriantaco/skylos) [![mcp-skylos MCP server](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos/badges/score.svg)](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation. -- [elberacasa/umbra](https://github.com/elberacasa/umbra) [![elberacasa/umbra MCP server](https://glama.ai/mcp/servers/elberacasa/umbra/badges/score.svg)](https://glama.ai/mcp/servers/elberacasa/umbra) 📇 🏠 🍎 🪟 🐧 - Trust score and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks, and claim receipts that catch agents lying about tests. Tools: `scan_repo`, `guard_content`, `get_score`. Run with `npx --yes -p @elberacasa/umbra umbra-mcp`. -- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [![taskbounty-check MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-check/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes `scan_repo`, `explain_finding`, and `generate_fix_plan` to MCP clients; reads only allowlisted workflow and update configuration, modifies nothing, makes no outbound requests by default, and has zero runtime dependencies. Run with `npx -y taskbounty-check@0.1.6 mcp`. -- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [![emiliaprotocol/emilia-protocol MCP server](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol/badges/score.svg)](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Human sign-off + trust receipts for AI agents: requires a named human's approval before an irreversible action (payment release, record change, deploy), then mints an offline-verifiable Ed25519 Trust Receipt. Also exposes trust profiles, receipt verification, disputes, and delegation. Apache-2.0; policy engine formally verified. Install: `npx -y @emilia-protocol/mcp-server`. -- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [![fetch-guard MCP server](https://glama.ai/mcp/servers/@Erodenn/fetch-guard/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping. -- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App. -- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation. -- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [![forgemeshlabs/x402-notary-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) 📇 ☁️ - Cryptographic receipts for AI outputs: notarize any model inference with a signed Ed25519 attestation, sha256 content hash, and Merkle chain-anchor on Base or Solana. $0.001 per call via x402 USDC micropayments; verification is free and needs no wallet. Notarizes the hash, never your prompts. `npx -y @forgemeshlabs/x402-notary-mcp` -- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering. -- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources. -- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs. -- [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI. -- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI. -- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding. -- [getaegis/aegis](https://github.com/getaegis/aegis) [![getaegis/aegis MCP server](https://glama.ai/mcp/servers/getaegis/aegis/badges/score.svg)](https://glama.ai/mcp/servers/getaegis/aegis) 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required — works as a transparent HTTP proxy or MCP server. -- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [![Kjopstad-IT/rqwstr-mcp MCP server](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) 🏎️ 🏠 - AI-native HTTP security testing toolkit: 17 tools (send, intruder, race, chain, oob) with low-level control over HTTP/1.1 + HTTP/2 (raw framing, connection pinning). -- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools. -- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [![Kzino/vorim-mcp-server MCP server](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI agent identity, trust, and audit trail infrastructure. 17 MCP tools: register agents with Ed25519 keypairs, check permissions (sub-5ms), emit tamper-evident audit events, verify trust scores (0-100), delegate credentials, and manage ephemeral agents. IETF Internet-Draft filed (draft-vorim-vaip-00). Works with LangChain, OpenAI, CrewAI, Stripe ACP, and 4 more frameworks. `npx @vorim/mcp-server`. -- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) 🐍 🏠 🐧 - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more. -- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) 📇 ☁️ 🍎 🪟 🐧 - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety. -- [goklab/guardvibe](https://github.com/goklab/guardvibe) [![MCP Server](https://glama.ai/mcp/servers/goklab/guardvibe/badge)](https://glama.ai/mcp/servers/goklab/guardvibe) 📇 🏠 🍎 🪟 🐧 - Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code — scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally. -- [ARKALDA/hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp) [![ARKALDA/hejdar-mcp MCP server](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp) 🐍 ☁️ - Runtime policy enforcement for AI agents. Evaluate actions against organization policies before execution, with observe and enforce modes. -- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [![cleaner-code MCP server](https://glama.ai/mcp/servers/goldmembrane/cleaner-code/badges/score.svg)](https://glama.ai/mcp/servers/goldmembrane/cleaner-code) 📇 🏠 🍎 🪟 🐧 - AI code security scanner MCP server. Detects 9 categories of threats in AI-generated code (invisible Unicode, Trojan Source, homoglyphs, Glassworm steganography, rules file backdoors, dependency typosquatting, obfuscation) using static analysis plus CodeBERT deep learning. Runs locally, free tier. -- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints. -- [haruodev/tamperlens-mcp](https://github.com/haruodev/tamperlens-mcp) [![haruodev/tamperlens-mcp MCP server](https://glama.ai/mcp/servers/haruodev/tamperlens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haruodev/tamperlens-mcp) 📇 ☁️ 🍎 🪟 🐧 - Document forensics before an agent reads the file: whether a PDF, Office file or image was edited after it was written, whether its redactions actually removed the text, and whether it carries text addressed to a language model rather than to a reader — the recovered injection payload is elided rather than echoed back into the context. Thin client over the Tamperlens REST API; signals with evidence, never a verdict; nothing stored. 10 documents/hour with no key. `npx -y tamperlens-mcp` -- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁️ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK. -- [I4cTime/quantum_ring](https://github.com/I4cTime/quantum_ring) [![I4cTime/quantum_ring MCP server](https://glama.ai/mcp/servers/I4cTime/quantum_ring/badges/score.svg)](https://glama.ai/mcp/servers/I4cTime/quantum_ring) 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents. Secure secrets with superposition, entanglement, tunneling, and teleportation. -- [icoretech/warden-mcp](https://github.com/icoretech/warden-mcp) [![icoretech/warden-mcp MCP server](https://glama.ai/mcp/servers/icoretech/warden-mcp/badges/score.svg)](https://glama.ai/mcp/servers/icoretech/warden-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Bitwarden and Vaultwarden vault management. Search, create, edit, and organize logins, notes, cards, identities, SSH keys, folders, collections, attachments, and Sends via the official `bw` CLI. -- [infai-tech/vulnfeed-mcp](https://github.com/infai-tech/vulnfeed-mcp) [![vulnfeed-mcp MCP server](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp) 🐍 🏠 🍎 🪟 🐧 - Dependency vulnerability scanner with EPSS exploit probability scoring. Scans lockfiles (npm, pip, Go, Cargo, Ruby, Composer, Gradle, NuGet, Mix), prioritizes by real-world exploit likelihood, recommends fix versions. 9 MCP tools for scanning, monitoring, and alerting. Free tier + x402 micropayments. `pip install vulnfeed-mcp` -- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure. -- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [![itsalissonsilva/ModelSafetyMCP MCP server](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP/badges/score.svg)](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) 🐍 🏠 - MCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact scanning, and directory-level triage using ModelScan, PickleScan, and heuristic inspection. -- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [![inkog-mcp MCP server](https://glama.ai/mcp/servers/inkog-io/inkog/badges/score.svg)](https://glama.ai/mcp/servers/inkog-io/inkog) 📇 ☁️ - AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10. -- [jaimenbell/rails-mcp](https://github.com/jaimenbell/rails-mcp) [![jaimenbell/rails-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/rails-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/rails-mcp) 🐍 🏠 - Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail, exposed as MCP tools. Provides the schema and audit trail for gating irreversible agent actions rather than intercepting them: you wire it into your own hook or CI gate, and it ships with no preloaded action data. `pip install rails-mcp` -- [jaspertvdm/mcp-server-inject-bender](https://github.com/jaspertvdm/mcp-server-inject-bender) 🐍 ☁️ 🏠 - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense. -- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [![clawguard-mcp MCP server](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using 42+ regex patterns -- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [![jnMetaCode/shellward MCP server](https://glama.ai/mcp/servers/jnMetaCode/shellward/badges/score.svg)](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII detection. 7 MCP tools, zero dependencies. -- [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [![JoeyBrar/agentseal-mcp MCP server](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) 📇 🏠 - Action logs for AI agents. Records every agent action in a SHA-256 hash chain, making an audit trail. Install via `npx agentseal-mcp`. -- [jonnybottles/patch-tuesday-mcp](https://github.com/jonnybottles/patch-tuesday-mcp) [![jonnybottles/patch-tuesday-mcp MCP server](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Microsoft Patch Tuesday triage from the official MSRC Security Update Guide. Monthly rollups, CVE/KB lookups, supersedence chains, product watchlists, and urgency-ranked results enriched with EPSS scores and the CISA KEV catalog. No API keys; also available as a free hosted remote endpoint. `uvx patch-tuesday-mcp` -- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies. -- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times. -- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [![securecode-mcp MCP server](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw values. Includes session lock, device approval, and per-model access policies. -- [ndl-systems/kevros-mcp](https://github.com/ndl-systems/kevros-mcp) [![kevros-mcp MCP server](https://glama.ai/mcp/servers/@ndl-systems/kevros-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@ndl-systems/kevros-mcp) 🐍 ☁️ - Governance primitives for autonomous agents — verify actions against policy, record signed provenance, and bind intents cryptographically. Free tier: 100 calls/month. -- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports. -- [luiacuaniello/perspectivegraph](https://github.com/luiacuaniello/perspectivegraph) [![luiacuaniello/perspectivegraph MCP server](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph/badges/score.svg)](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Attack-path engine for cloud and Kubernetes. Eight read-only tools let an agent list the reachable routes from internet exposure to sensitive assets, explain each hop and the evidence behind its probability, find choke points, and simulate cutting a relationship before recommending the fix. Connects to a running PerspectiveGraph: `perspectivegraph mcp --api http://localhost:8080`. -- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work. -- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development. -- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [![moltrust-mcp-server MCP server](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents — register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base. -- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [![agent-bom MCP server](https://glama.ai/mcp/servers/@msaad00/agent-bom/badges/score.svg)](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act. -- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically. -- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [![mrz1880/mcp-keycloak-admin MCP server](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin/badges/score.svg)](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak through its Admin REST API — users, roles, clients, groups, identity providers, federation and events. Safe by default: read-only mode, realm allow-list, and confirmation for destructive actions. `npx -y mcp-keycloak-admin` -- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [![mcp-shield MCP server](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain risks before you install. Four tools: scan npm packages, scan local directories, check prompt injection, and audit supply chain trust score. `npx @muhannad-hash/mcp-shield` -- [nh4ttruong/secobserve-mcp](https://github.com/nh4ttruong/secobserve-mcp) [![nh4ttruong/secobserve-mcp MCP server](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - [SecObserve](https://github.com/MaibornWolff/SecObserve) vulnerability and license management from an agent: triage observations through the four-eyes approval workflow, manage products, branches and rules, import scan reports and SBOMs, run scans, and generate VEX. 18 tools over ~50 REST resources, with mandatory field projection and filter validation — a wrong filter name errors instead of silently returning the unfiltered list. `uvx secobserve-mcp` -- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [![rob925/mcp-shield MCP server](https://glama.ai/mcp/servers/rob925/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner and MCP server for MCP servers and AI agent tools. Detects secrets, shell execution, risky tool descriptions, environment access, and prompt-injection phrases. `mcp-shield-server` -- [nickgeorgeseo/mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse) [![mcp-gatehouse MCP server](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse/badges/score.svg)](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse) 🐍 🏠 - Permission tiers, approval gates, and secret-redacting audit logging enforced inside the server at the tool boundary; includes a demo order-desk server. `uvx mcp-gatehouse` -- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup. -- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [![operant-mcp MCP server](https://glama.ai/mcp/servers/operantlabs/operant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment. -- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [![OrygnsCode/opa-mcp-server MCP server](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Open Policy Agent (OPA) and Rego policy toolkit. 32 tools spanning authoring (format, lint, check, deps), evaluation (eval, test, bench, coverage), and OPA REST control (policies, data, decisions, compile). Wraps the OPA CLI and the [Regal](https://github.com/StyraInc/regal) linter, with AI-assisted helpers for explaining decisions, generating test skeletons, and suggesting fixes. -- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [![Pentagonal-ai/pentagonal MCP server](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal/badges/score.svg)](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal) 📇 ☁️ - AI-powered smart contract security forge with 8-agent adversarial pen test. Generate, audit, fix, and compile contracts across 8 chains (Ethereum, Solana, Polygon, Base, Arbitrum, Optimism, BSC, Avalanche). Token intelligence with honeypot detection. x402 USDC payments for autonomous agents. -- [P4ST4S/mcp-audit](https://github.com/P4ST4S/mcp-audit) [![P4ST4S/mcp-audit MCP server](https://glama.ai/mcp/servers/P4ST4S/mcp-audit/badges/score.svg)](https://glama.ai/mcp/servers/P4ST4S/mcp-audit) 🏎️🏠 - Transparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server. -- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts. -- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [![piiiico/proof-of-commitment MCP server](https://glama.ai/mcp/servers/piiiico/proof-of-commitment/badges/score.svg)](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo, and Go packages. 9 tools for behavioral trust signals — publisher depth, release consistency, maintenance patterns. Both axios and node-ipc scored CRITICAL before they got attacked. Free CLI, CI gate, REST API. No API key required. -- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application. -- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [![ppcvote/misp-mcp-server MCP server](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - MISP (Malware Information Sharing Platform) MCP server with built-in prompt injection defense via [prompt-defense-audit](https://github.com/ppcvote/prompt-defense-audit). 8 read-only threat-intel tools (events, attributes, search, tags, feeds, galaxies). Scans every MISP response for adversarial seeding before returning to LLM. Tracks [MISP/MISP#10745](https://github.com/MISP/MISP/issues/10745). MIT. -- [project-feldspar-resources/feldspar-scan](https://github.com/project-feldspar-resources/feldspar-scan) [![project-feldspar-resources/feldspar-scan MCP server](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan/badges/score.svg)](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan) 🐍 ☁️ 🏠 🐧 - Free deterministic security scan of any public git repository, for agents and CI: vulnerable dependencies via OSV.dev (npm, pip/uv/poetry, Cargo, Go, Gemfile, composer), hard-coded secret patterns (redacted) and risky config lint, returned as file:line findings with a hashed result manifest. Hosted remote MCP at `https://project-feldspar.com/mcp` (no key, 5 scans/hour/IP, registry `com.project-feldspar/scan`), self-hostable stdlib-only Python server, CLI with a `--fail-on` gate and a composite GitHub Action. Built and operated by a disclosed autonomous AI agent. MIT. -- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks. -- [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [![rafapra3008/cervellaswarm MCP server](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm/badges/score.svg)](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) 🐍 🏠 🍎 🪟 🐧 - Verify AI agent communication protocols using session types. Formal specification with Lean 4 proofs, linter, formatter, and LSP. Catches deadlocks and role violations before deployment. -- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more. -- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) 🍎🪟🐧🏠🌊 - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering. -- [rev2ret/SecureAudit-MCP](https://github.com/rev2ret/SecureAudit-MCP) [![rev2ret/SecureAudit-MCP MCP server](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP/badges/score.svg)](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP) 📇 🏠 🍎 🪟 🐧 - Model Context Protocol (MCP) server for static C/C++ memory-safety scanning and compiled PE/ELF binary protections auditing (ASLR, DEP/NX, SafeSEH, PIE) with secure templates remediation. -- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs. -- [Rul1an/assay](https://github.com/Rul1an/assay) [![Rul1an/assay MCP server](https://glama.ai/mcp/servers/Rul1an/assay/badges/score.svg)](https://glama.ai/mcp/servers/Rul1an/assay) 🦀 🏠 🍎 🪟 🐧 - Policy-as-code gate for MCP. A fail-closed proxy that denies risky tool calls before they run, produces offline-verifiable evidence bundles of what executed, and enforces IPv4/TCP egress in-kernel via eBPF/LSM and Landlock on Linux. Deterministic and offline-first. -- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting. -- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) ☁️ 🏠 - An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and resources. Built for cloud security engineers who want fast, easy and effective insights into AWS identity risk. -- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants. -- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases. -- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service. -- [SaravananJaichandar/etch-mcp](https://github.com/SaravananJaichandar/etch-mcp) [![SaravananJaichandar/etch-mcp MCP server](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Signed audit chain for AI agent decisions. Every event signed, Merkle-chained per project, anchored to public transparency logs, and offline-verifiable against a pinned public key without dependency on our infrastructure. Post-hoc evidence primitive, complementary to runtime enforcement (not a substitute). Zero-signup try-it-now: `curl -X POST https://etch.systems/v1/your-project` returns a bearer token you can drop into any MCP client. -- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [![scamverifyai/scamverify-mcp MCP server](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) 📇 ☁️ - AI-powered scam and threat verification MCP server. Check phone numbers, URLs, text messages, emails, documents, and QR codes against 8M+ threat intelligence records (FTC/FCC complaints, carrier analysis, URLhaus, ThreatFox). Returns risk scores, verdicts, and detailed signals. 10 tools, OAuth 2.1 + API key auth, Streamable HTTP transport. -- [scalekit-inc/scalekit-mcp-server](https://github.com/scalekit-inc/scalekit-mcp-server) [![scalekit-inc/scalekit-mcp-server MCP server](https://glama.ai/mcp/servers/scalekit-inc/scalekit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/scalekit-inc/scalekit-mcp-server) 🎖️ 📇 ☁️ - Hosted Scalekit MCP. Manage orgs, users, and SSO from the agent. https://mcp.scalekit.com -- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [![agentscore-mcp-server MCP server](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP security trust layer. Continuously monitors 800+ MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift, and publisher posture. Ships a GitHub Action policy gate for PR-level allow/warn/block decisions with OIDC auto-provisioning. 5 MCP tools, no API key required. -- [thyn-ai/algenta-sdk](https://github.com/thyn-ai/algenta-sdk) [![thyn-ai/algenta-sdk MCP server](https://glama.ai/mcp/servers/thyn-ai/algenta-sdk/badges/score.svg)](https://glama.ai/mcp/servers/thyn-ai/algenta-sdk) 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Official MCP server for the Algenta decision engine. Dataset discovery, governed exact queries, utility models, decision memory, and agent runs under tool governance profiles (observe/govern/execute/full), with approvals and execution receipts. `pip install algenta-mcp` -- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [![tomjwxf/scopeblind-gateway MCP server](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway/badges/score.svg)](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) 📇 🏠 — Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval. -- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more. -- [sekera-radim/impri](https://github.com/sekera-radim/impri) [![sekera-radim/impri MCP server](https://glama.ai/mcp/servers/sekera-radim/impri/badges/score.svg)](https://glama.ai/mcp/servers/sekera-radim/impri) 🎖️ 📇 ☁️ 🏠 - Human-in-the-loop approval inbox for AI agents. An agent submits a proposed action (send email, post comment, run a command) via `impri_push_action`, a human approves, rejects, or edits it from a web, mobile, or Slack/Discord/Telegram inbox, and the agent only proceeds on an approved decision. The gate is a data dependency, not a prompt. Full audit trail, self-hostable (MIT, Docker Compose). `npx @impri/mcp` -- [semgrep/mcp](https://github.com/semgrep/mcp) 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev). -- [sgateway/s-gw](https://github.com/sgateway/s-gw) [![sgateway/s-gw MCP server](https://glama.ai/mcp/servers/sgateway/s-gw/badges/score.svg)](https://glama.ai/mcp/servers/sgateway/s-gw) 📇 🏠 🍎 🪟 🐧 - Local credential approval and execution gateway for AI coding agents. Agents receive typed handles instead of raw API tokens, SSH keys, and cloud credentials; one-time approvals bind the credential, command, arguments, working directory, environment bindings, and target. Injects credentials only into the approved child process, sanitizes output, and records a local audit trail. Install with `npm install -g @s-gw/s-gw`. -- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [![dneiil7zph MCP server](https://glama.ai/mcp/servers/dneiil7zph/badges/score.svg)](https://glama.ai/mcp/servers/dneiil7zph) 📇 ☁️ - Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required. -- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations. -- [sidclawhq/platform](https://github.com/sidclawhq/platform) [![sidclawhq/platform MCP server](https://glama.ai/mcp/servers/sidclawhq/platform/badges/score.svg)](https://glama.ai/mcp/servers/sidclawhq/platform) 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK. -- [Chronolapse411/sicarius-guard](https://github.com/Chronolapse411/sicarius-guard) [![Chronolapse411/sicarius-guard MCP server](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard/badges/score.svg)](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard) 📇 ☁️ - Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market enrichment, and composite risk scoring. Deployed on Google Cloud Run. -- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [![sint-ai/sint-protocol MCP server](https://glama.ai/mcp/servers/sint-ai/sint-protocol/badges/score.svg)](https://glama.ai/mcp/servers/sint-ai/sint-protocol) 📇 🏠 🍎 🪟 🐧 - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits. -- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [![Skyrxin/sast-mcp-server MCP server](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST server exposing 11 security scanners (Bandit, Semgrep, Trivy, CodeQL, Checkov, Gitleaks, OSV-Scanner, Grype, OWASP ZAP, and more) with closed-loop remediation (scan→patch→re-scan→verify), SARIF/SBOM/VEX export, compliance reporting, and CI integrations (GitHub Advanced Security, DefectDojo, Slack, Jira). -- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs. -- [sp3ak/safenode-mcp-gateway](https://github.com/sp3ak/safenode-mcp-gateway) [![sp3ak/safenode-mcp-gateway MCP server](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway) 📇 🏠 ☁️ 🍎 🪟 🐧 - Policy proxy for MCP tool calls. Evaluates every call before forwarding; deny means it never reaches the downstream server. Warn forwards with a visible banner, review holds for human approval. Client-side redaction reports what it stripped so server-side rules still fire on data they never receive. Fail-closed by default. `npx safenode-mcp-gateway` -- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID. -- [swnotmetal/Project-Koma](https://github.com/swnotmetal/Project-Koma/tree/main/packages/koma-gate-mcp) [![MCP server](https://glama.ai/mcp/servers/swnotmetal/Project-Koma/badges/score.svg)](https://glama.ai/mcp/servers/swnotmetal/Project-Koma) 🎖️ 📇 🏠 🍎 🪟 🐧 - MCP server exposing Koma Gate's LLM-based classification of prompt injection and out-of-scope input through the `classify_input` tool. -- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [![codeinspectus MCP server](https://glama.ai/mcp/servers/Synvoya/codeinspectus/badges/score.svg)](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and adds AI-code-specific checks (client-side secret exposure, Supabase RLS, prompt-injection & LLM-output XSS sinks). No account, no telemetry. -- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [![velvetway/minreestr-mcp MCP server](https://glama.ai/mcp/servers/velvetway/minreestr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search каталогпо.рф (Russian software registry, 26k+ products) for import-substitution and ФСТЭК/ФСБ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ФЗ, 187-ФЗ) using Claude. -- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language -- [vikasny30/aletheia-mcp](https://github.com/vikasny30/aletheia-mcp) [![vikasny30/aletheia-mcp MCP server](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic (no-LLM) pre-execution filter for agent tool calls. Pattern-matches known scope-creep (out-of-mandate writes, credential-file reads, SSRF, destructive shell/SQL) and prompt-injection vectors and blocks them in ~25 µs. Runs as standalone guard tools or a fail-closed transparent proxy in front of any downstream MCP server. Signatures from the Aletheia research paper; a first-line pre-filter, not a sandbox. Registry `io.github.vikasny30/aletheia-mcp`. `npx -y aletheia-mcp` -- [wei9072/aegis](https://github.com/wei9072/aegis) [![wei9072/aegis MCP server](https://glama.ai/mcp/servers/wei9072/aegis/badges/score.svg)](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing — emits BLOCK / WARN / PASS verdicts, never coaches the agent. -- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering. -- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [![zekebuilds-lab/captcha-mcp MCP server](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - L402 Lightning paywall + Hashcash proof-of-work gate for MCP tool calls. Free tier solves a PoW challenge; paid tier pays a Lightning invoice via self-hosted LNBits. No accounts, no API keys, no third-party SaaS. Drop-in middleware for any MCP server. `npx @powforge/captcha-mcp`. -- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs. -- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) 📇 ☁️ 🏠 - MCP server for Zitadel identity management — manage users, projects, OIDC apps, roles, and service accounts through natural language. -- [taniwhaai/arai](https://github.com/taniwhaai/arai) [![taniwhaai/arai MCP server](https://glama.ai/mcp/servers/taniwhaai/arai/badges/score.svg)](https://glama.ai/mcp/servers/taniwhaai/arai) 🦀 🏠 🍎 🪟 🐧 - Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules, .github/copilot-instructions.md) — no separate YAML to maintain. Rules with prohibitive predicates (`never`, `forbids`, `must_not`) emit `permissionDecision: deny` to block tool calls in Claude Code; advisory rules inject context. PostToolUse is correlated with PreToolUse to produce per-rule obeyed/ignored compliance verdicts in a local JSONL audit log. MCP tools — `arai_add_guard` (register rules mid-session), `arai_list_guards`, `arai_recent_decisions` — work in any MCP client (Claude Desktop, Cursor, Windsurf, Cline). No network on the hook hot path; opt-out anonymous telemetry. -- [toan203/osv-ui](https://github.com/toan203/osv-ui) [![toan203/osv-ui MCP server](https://glama.ai/mcp/servers/toan203/osv-ui/badges/score.svg)](https://glama.ai/mcp/servers/toan203/osv-ui) 📇 🏠 🍎 🪟 🐧 - Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies fixes with explicit confirmation. Powered by OSV.dev. -- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [![ScopeBlind/verify-mcp MCP server](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) 📇 🏠 🍎 🪟 🐧 - Offline verification of signed artifacts -- receipts, manifests, audit bundles. Ed25519 + JCS. No accounts, no API calls. Apache-2.0. -- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude. -- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard. -- [jstibal/openterms-mcp](https://github.com/jstibal/openterms-mcp) [![jstibal/openterms-mcp MCP server](https://glama.ai/mcp/servers/jstibal/openterms-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jstibal/openterms-mcp) 🐍 ☁️ - Ed25519-signed consent receipts and programmable policy engine for AI agents. Spending caps, action whitelists, escalation thresholds, and JWKS-backed provider verification. Independently verifiable. -- [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [![mcp-oracle-h MCP server](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h/badges/score.svg)](https://glama.ai/mcp/servers/tponscr-debug/mcp-oracle-h) 📇 ☁️ 🍎 🪟 🐧 - Mandatory human approval gate for autonomous AI agents. Intercepts critical, irreversible, or financially significant actions and routes them to a human via Telegram for real-time approve/reject. Raises workflow success probability from 81.5% to 99.6%. -- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [![DocSentinel MCP server](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel/badges/score.svg)](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations. -- [urldna/mcp](https://github.com/urldna/mcp) [![urlDNA MCP server](https://glama.ai/mcp/servers/urldna/mcp/badges/score.svg)](https://glama.ai/mcp/servers/urldna/mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify malicious redirects and infrastructure. Supports historical threat hunting using Custom Query Language (CQL) to map actor patterns across millions of recorded scans. -- [uchit/mcp-regulated-ai-compliance](https://github.com/uchit/mcp-regulated-ai-compliance) [![uchit/mcp-regulated-ai-compliance MCP server](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance/badges/score.svg)](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance) 📇 🏠 🍎 🪟 🐧 - Regulated-industry AI compliance knowledge as MCP. 6 tools (lookup_control · classify_use_case · crosswalk · walk_playbook · get_anti_pattern · list_regulations), 53 resources, 5 prompts. Covers EU AI Act, APRA CPS 230/234, NIST AI RMF, ISO 42001, AU AI Safety Standard (DISR Aug 2024), OWASP LLM Top 10, SLSA, SSDF, OAIC APPs, GDPR, DORA + 17 more frameworks. 56 controls × 28 regulations × 261 tools, 15 named anti-patterns, 20-entry crosswalk matrix. Apache 2.0 + CC BY 4.0 dataset. Install: `npx -y @hellouchit/mcp-regulated-ai-compliance` -- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [![volta-mcp-server MCP server](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Burn-after-read encrypted notes for AI agents. Create and read self-destructing notes via Volta Notes with AES-256-GCM E2E encryption — the decryption key never leaves the URL fragment. Secure credential handoff between users and agents without secrets appearing in chat history. -- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [![proofport-ai MCP server](https://glama.ai/mcp/servers/zkproofport/proofport-ai/badges/score.svg)](https://glama.ai/mcp/servers/zkproofport/proofport-ai) 📇 ☁️ - Zero-knowledge proof generation MCP server for AI agents. Lets agents prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal information. Server-side proving in AWS Nitro Enclave TEE, paid via x402 USDC on Base. Built on Noir circuits (Aztec) and ERC-8004 agent identity. Reference application [OpenStoa](https://github.com/zkproofport/openstoa) won 1st place at The Synthesis Hackathon ("Agents That Keep Secrets" track). -- [zyx77550/sparda](https://github.com/zyx77550/sparda) [![zyx77550/sparda MCP server](https://glama.ai/mcp/servers/zyx77550/sparda/badges/score.svg)](https://glama.ai/mcp/servers/zyx77550/sparda) 📇 🏠 🍎 🪟 🐧 - Injects a live, reversible MCP server into a running Express / FastAPI / Next.js app — reads safe by default, writes gated behind human confirmation. The same engine also proves deploys and PRs (`apocalypse` / `review`). -- [cuttalo/depscope](https://github.com/cuttalo/depscope) [![cuttalo/depscope MCP server](https://glama.ai/mcp/servers/cuttalo/depscope/badges/score.svg)](https://glama.ai/mcp/servers/cuttalo/depscope) 📇 ☁️ 🏠 - Package Intelligence for AI agents. 22 tools across 17 ecosystems (npm/pypi/cargo/go/maven/nuget/rubygems/composer/pub/hex/swift/cocoapods/cpan/hackage/cran/conda/homebrew) — check health, vulnerabilities (OSV + CISA KEV + EPSS), typosquats, malicious flags, alternatives, known bugs, breaking changes, stack compatibility and error-to-fix. 31k+ packages, 2.2k+ CVEs enriched. Zero auth, MIT. Remote URL https://mcp.depscope.dev/mcp or stdio `npx depscope-mcp`. -- [UnboundCompute/lachesis](https://github.com/UnboundCompute/lachesis) [![UnboundCompute/lachesis MCP server](https://glama.ai/mcp/servers/UnboundCompute/lachesis/badges/score.svg)](https://glama.ai/mcp/servers/UnboundCompute/lachesis) 🐍 🏠 🍎 🐧 - Compiler-precise code property graph for C, Python, and TypeScript, navigable over MCP. Exposes callers/callees, data- and taint-flow with source→sink witnesses, points-to, and guard/sink structure so an agent can reason about how a value moves and where it reaches a sink unguarded — not just where a name appears. Zero-config: `uvx --from lachesis-cpg lachesis-mcp`. -- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [![UPinar/contrastapi MCP server](https://glama.ai/mcp/servers/UPinar/contrastapi/badges/score.svg)](https://glama.ai/mcp/servers/UPinar/contrastapi) 🐍 ☁️ - Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr. +- [dambuchs/redact-pdf-mcp](https://github.com/dambuchs/redact-pdf-mcp) [![dambuchs/redact-pdf-mcp MCP server](https://glama.ai/mcp/servers/dambuchs/redact-pdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dambuchs/redact-pdf-mcp) 📇 ☁️ 🍎 🪟 🐧 - Permanently redact PII (names, emails, phone numbers, addresses, IBANs, card numbers) from PDFs, scans and screenshots, with multilingual OCR. +- [datanexusmcp/mcp-server](https://github.com/datanexusmcp/mcp-server) [![datanexusmcp/mcp-server MCP server](https://glama.ai/mcp/servers/datanexusmcp/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/datanexusmcp/mcp-server) 🏠 ☁️ - Public data lookups: CVE/SBOM security audits, license compliance, patents, federal contracts, NPI providers, nonprofit 990 filings and domain intelligence. +- [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [![dnsdoctor/claude-plugin MCP server](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin/badges/score.svg)](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication (SPF, DMARC, DKIM, MX), blacklist status and domain/SSL expiry, with deterministic, validated fix records. +- [doublegate/CyberChef-MCP](https://github.com/doublegate/CyberChef-MCP) [![doublegate/CyberChef-MCP MCP server](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP/badges/score.svg)](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP) 📇 🏠 - GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks. +- [duriantaco/skylos](https://github.com/duriantaco/skylos) [![mcp-skylos MCP server](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos/badges/score.svg)](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation. +- [elberacasa/umbra](https://github.com/elberacasa/umbra) [![elberacasa/umbra MCP server](https://glama.ai/mcp/servers/elberacasa/umbra/badges/score.svg)](https://glama.ai/mcp/servers/elberacasa/umbra) 📇 🏠 🍎 🪟 🐧 - Trust scores and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks and receipts that catch agents lying about tests. +- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [![taskbounty-check MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-check/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans. +- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [![emiliaprotocol/emilia-protocol MCP server](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol/badges/score.svg)](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt. +- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [![fetch-guard MCP server](https://glama.ai/mcp/servers/@Erodenn/fetch-guard/badges/score.svg)](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping. +- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 - Securely interact with the Authenticator App. +- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - Secrets manager that injects credentials into commands as environment variables so agents never see plaintext secrets, and sanitizes command output. +- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [![forgemeshlabs/x402-notary-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) 📇 ☁️ - Notarize AI model outputs with signed Ed25519 attestations, SHA-256 content hashes and Merkle anchoring on Base or Solana, paid via x402. +- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - Binary Ninja plugin and bridge for automating binary analysis and reverse engineering. +- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - Query the ORKL API to fetch threat reports, analyze threat actors and retrieve intelligence sources. +- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - Memory forensics with Volatility 3, exposing plugins such as pslist and netscan through REST APIs. +- [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) 🦀 🏠 🍎 🪟 🐧 - Cortex integration for observable analysis and automated security responses. +- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🍎 🪟 🐧 - TheHive integration for collaborative security incident response and case management. +- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🍎 🪟 🐧 - Access real-time security alerts and event data from Wazuh SIEM. +- [getaegis/aegis](https://github.com/getaegis/aegis) [![getaegis/aegis MCP server](https://glama.ai/mcp/servers/getaegis/aegis/badges/score.svg)](https://glama.ai/mcp/servers/getaegis/aegis) 📇 🏠 🍎 🪟 🐧 - Credential isolation proxy that injects secrets at the network boundary, with domain restrictions, agent authentication and audit logging. +- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [![Kjopstad-IT/rqwstr-mcp MCP server](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) 🏎️ 🏠 - HTTP security testing toolkit (send, intruder, race, chain, out-of-band) with low-level HTTP/1.1 and HTTP/2 control: raw framing and connection pinning. +- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [![Kzino/vorim-mcp-server MCP server](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Agent identity, trust and audit trails: Ed25519 agent registration, permission checks, tamper-evident audit events, trust scores and credential delegation. +- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) 📇 ☁️ 🍎 🪟 🐧 - Domain and URL security analysis with GridinSoft Inspector to verify website and link safety. +- [goklab/guardvibe](https://github.com/goklab/guardvibe) [![MCP Server](https://glama.ai/mcp/servers/goklab/guardvibe/badge)](https://glama.ai/mcp/servers/goklab/guardvibe) 📇 🏠 🍎 🪟 🐧 - Security scanner for vibe-coded apps (Next.js, Supabase, Stripe, Prisma and more): taint analysis, auto-fix, SARIF export, pre-commit hook and CVE detection. +- [ARKALDA/hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp) [![ARKALDA/hejdar-mcp MCP server](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp) 🐍 ☁️ - Runtime policy enforcement for AI agents: evaluate actions against organization policies before execution, in observe or enforce mode. +- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [![cleaner-code MCP server](https://glama.ai/mcp/servers/goldmembrane/cleaner-code/badges/score.svg)](https://glama.ai/mcp/servers/goldmembrane/cleaner-code) 📇 🏠 🍎 🪟 🐧 - Locally scans AI-generated code for invisible Unicode, Trojan Source, homoglyphs, rules file backdoors and typosquatting using static analysis and CodeBERT. +- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - Query the NIST National Vulnerability Database (NVD) API. +- [haruodev/tamperlens-mcp](https://github.com/haruodev/tamperlens-mcp) [![haruodev/tamperlens-mcp MCP server](https://glama.ai/mcp/servers/haruodev/tamperlens-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haruodev/tamperlens-mcp) 📇 ☁️ 🍎 🪟 🐧 - Document forensics via the Tamperlens API: detect post-creation edits, failed redactions and embedded prompt injection in PDFs, Office files and images. +- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁️ - Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in and security operations via Microsoft Graph. +- [I4cTime/quantum_ring](https://github.com/I4cTime/quantum_ring) [![I4cTime/quantum_ring MCP server](https://glama.ai/mcp/servers/I4cTime/quantum_ring/badges/score.svg)](https://glama.ai/mcp/servers/I4cTime/quantum_ring) 📇 🏠 🍎 🪟 🐧 - Quantum-inspired keyring for AI coding agents, securing secrets with superposition, entanglement, tunneling and teleportation. +- [icoretech/warden-mcp](https://github.com/icoretech/warden-mcp) [![icoretech/warden-mcp MCP server](https://glama.ai/mcp/servers/icoretech/warden-mcp/badges/score.svg)](https://glama.ai/mcp/servers/icoretech/warden-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage Bitwarden and Vaultwarden vaults via the bw CLI: search, create, edit and organize logins, notes, cards, identities, SSH keys, folders and Sends. +- [infai-tech/vulnfeed-mcp](https://github.com/infai-tech/vulnfeed-mcp) [![vulnfeed-mcp MCP server](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp/badges/score.svg)](https://glama.ai/mcp/servers/infai-tech/vulnfeed-mcp) 🐍 🏠 🍎 🪟 🐧 - Scans dependency lockfiles for vulnerabilities, prioritizes them by EPSS exploit probability and recommends fix versions, with monitoring and alerting. +- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - Access Intruder to identify, understand and fix security vulnerabilities in your infrastructure. +- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [![itsalissonsilva/ModelSafetyMCP MCP server](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP/badges/score.svg)](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) 🐍 🏠 - Scan ML model artifacts, URLs and directories for unsafe serialization, malicious patterns and risky packaging using ModelScan, PickleScan and heuristics. +- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [![inkog-mcp MCP server](https://glama.ai/mcp/servers/inkog-io/inkog/badges/score.svg)](https://glama.ai/mcp/servers/inkog-io/inkog) 📇 ☁️ - Audits agents and MCP servers for prompt injection, infinite loops, token bombing and missing human oversight, with EU AI Act and OWASP mapping. +- [jaimenbell/rails-mcp](https://github.com/jaimenbell/rails-mcp) [![jaimenbell/rails-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/rails-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/rails-mcp) 🐍 🏠 - Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail for gating irreversible agent actions. +- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [![clawguard-mcp MCP server](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using regex patterns. +- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [![jnMetaCode/shellward MCP server](https://glama.ai/mcp/servers/jnMetaCode/shellward/badges/score.svg)](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - Agent security middleware with layered defenses: prompt injection detection, DLP data flow tracking, command blocking and PII detection. +- [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [![JoeyBrar/agentseal-mcp MCP server](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) 📇 🏠 - Action logs for AI agents: records every action in a SHA-256 hash chain as an audit trail. +- [jonnybottles/patch-tuesday-mcp](https://github.com/jonnybottles/patch-tuesday-mcp) [![jonnybottles/patch-tuesday-mcp MCP server](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jonnybottles/patch-tuesday-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Microsoft Patch Tuesday triage from the MSRC Security Update Guide: monthly rollups, CVE/KB lookups, supersedence chains and EPSS/CISA KEV urgency ranking. +- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - Native Ghidra integration with GUI configuration, logging and no external dependencies. +- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - Retrieve live and recorded video from a CCTV recording program (VMS) and control it, such as opening live or playback dialogs for specific channels and times. +- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [![securecode-mcp MCP server](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Encrypted secrets vault for Claude Code that injects secrets into local files so the AI never sees raw values, with audit logs and per-model access rules. +- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports. +- [luiacuaniello/perspectivegraph](https://github.com/luiacuaniello/perspectivegraph) [![luiacuaniello/perspectivegraph MCP server](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph/badges/score.svg)](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Attack-path engine for cloud and Kubernetes: list routes from internet exposure to sensitive assets, explain each hop, find choke points and simulate fixes. +- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Honeypot framework for building decoy MCP tools that an agent would never use in normal work, to detect prompt injection and malicious agent behavior. +- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code. +- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [![moltrust-mcp-server MCP server](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents: register DIDs, verify identities, query reputation scores, rate agents and manage W3C Verifiable Credentials. +- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [![agent-bom MCP server](https://glama.ai/mcp/servers/@msaad00/agent-bom/badges/score.svg)](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner: discovers MCP clients, scans dependencies for CVEs, maps blast radius to credentials and tools, and generates SBOMs. +- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - IDA Pro plugin for binary analysis: decompilation, disassembly and automatic malware analysis reports. +- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [![mrz1880/mcp-keycloak-admin MCP server](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin/badges/score.svg)](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak via its Admin REST API: users, roles, clients, groups, identity providers, federation and events, with a read-only mode. +- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [![mcp-shield MCP server](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Pre-install security scanner for MCP servers: detects backdoors, exfiltration code, obfuscation, dangerous execution, prompt injection and supply chain risks. +- [nh4ttruong/secobserve-mcp](https://github.com/nh4ttruong/secobserve-mcp) [![nh4ttruong/secobserve-mcp MCP server](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - SecObserve vulnerability and license management: triage observations, manage products and rules, import scan reports and SBOMs, run scans and generate VEX. +- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [![rob925/mcp-shield MCP server](https://glama.ai/mcp/servers/rob925/mcp-shield/badges/score.svg)](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner for MCP servers and agent tools: detects secrets, shell execution, risky tool descriptions, environment access and prompt injection. +- [nickgeorgeseo/mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse) [![mcp-gatehouse MCP server](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse/badges/score.svg)](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse) 🐍 🏠 - Permission tiers, approval gates and secret-redacting audit logging enforced inside MCP servers at the tool boundary, with a demo order-desk server. +- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels. +- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [![operant-mcp MCP server](https://glama.ai/mcp/servers/operantlabs/operant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing tools for penetration testing, network forensics, memory analysis and vulnerability assessment. +- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [![OrygnsCode/opa-mcp-server MCP server](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - OPA and Rego policy toolkit wrapping the OPA CLI and Regal: format, lint, evaluate, test and benchmark policies, manage the OPA REST API and explain decisions. +- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [![Pentagonal-ai/pentagonal MCP server](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal/badges/score.svg)](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal) 📇 ☁️ - Generate, audit, fix and compile smart contracts on Ethereum, Solana, Base and other chains, with adversarial multi-agent pen testing and honeypot detection. +- [P4ST4S/mcp-audit](https://github.com/P4ST4S/mcp-audit) [![P4ST4S/mcp-audit MCP server](https://glama.ai/mcp/servers/P4ST4S/mcp-audit/badges/score.svg)](https://glama.ai/mcp/servers/P4ST4S/mcp-audit) 🏎️ 🏠 - Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server. +- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts. +- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [![piiiico/proof-of-commitment MCP server](https://glama.ai/mcp/servers/piiiico/proof-of-commitment/badges/score.svg)](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo and Go packages from behavioral signals: publisher depth, release consistency and maintenance patterns. +- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF. +- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [![ppcvote/misp-mcp-server MCP server](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response. +- [project-feldspar-resources/feldspar-scan](https://github.com/project-feldspar-resources/feldspar-scan) [![project-feldspar-resources/feldspar-scan MCP server](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan/badges/score.svg)](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan) 🐍 ☁️ 🏠 🐧 - Deterministic security scan of public git repositories: vulnerable dependencies via OSV, hard-coded secrets and risky config lint, as file:line findings. +- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ - Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry. +- [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [![rafapra3008/cervellaswarm MCP server](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm/badges/score.svg)](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) 🐍 🏠 🍎 🪟 🐧 - Verify agent communication protocols with session types and Lean 4 proofs to catch deadlocks and role violations; includes a linter, formatter and LSP. +- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - Query the RAD Security API for Kubernetes and cloud security findings, reports and runtime data. +- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) 🍎 🪟 🐧 🏠 🌊 - Disassemble and inspect binaries for reverse engineering with the Radare2 disassembler. +- [rev2ret/SecureAudit-MCP](https://github.com/rev2ret/SecureAudit-MCP) [![rev2ret/SecureAudit-MCP MCP server](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP/badges/score.svg)](https://glama.ai/mcp/servers/rev2ret/SecureAudit-MCP) 📇 🏠 🍎 🪟 🐧 - Static C/C++ memory-safety scanning and PE/ELF binary protection audits (ASLR, DEP/NX, SafeSEH, PIE), with remediation via secure templates. +- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - Query the CVE-Search API: browse vendors and products, get CVEs by ID and list the latest updated CVEs. +- [Rul1an/assay](https://github.com/Rul1an/assay) [![Rul1an/assay MCP server](https://glama.ai/mcp/servers/Rul1an/assay/badges/score.svg)](https://glama.ai/mcp/servers/Rul1an/assay) 🦀 🏠 🍎 🪟 🐧 - Fail-closed policy-as-code proxy for MCP that denies risky tool calls, produces offline-verifiable evidence bundles and enforces egress via eBPF and Landlock. +- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Locally check npm and PyPI packages, such as those suggested by AI coding tools, for vulnerabilities and malicious code. +- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) ☁️ 🏠 - Enumerate AWS IAM data, analyze effective permissions and visualize access relationships across users, roles and resources, based on dAWShund. +- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - Thales CipherTrust Manager integration for key management, cryptographic operations and compliance monitoring. +- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - Thales CDSP CAKM integration for key management, cryptographic operations and compliance monitoring for Microsoft SQL Server and Oracle databases. +- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - Integration with the Thales CipherTrust Manager RESTful Data Protection service. +- [SaravananJaichandar/etch-mcp](https://github.com/SaravananJaichandar/etch-mcp) [![SaravananJaichandar/etch-mcp MCP server](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Signed audit chain for AI agent decisions: events are signed, Merkle-chained per project, anchored to public transparency logs and verifiable offline. +- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [![scamverifyai/scamverify-mcp MCP server](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) 📇 ☁️ - Scam and threat checks for phone numbers, URLs, texts, emails, documents and QR codes using FTC/FCC complaints, URLhaus and ThreatFox, with risk scores. +- [scalekit-inc/scalekit-mcp-server](https://github.com/scalekit-inc/scalekit-mcp-server) [![scalekit-inc/scalekit-mcp-server MCP server](https://glama.ai/mcp/servers/scalekit-inc/scalekit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/scalekit-inc/scalekit-mcp-server) 🎖️ 📇 ☁️ - Manage Scalekit organizations, users and SSO. +- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [![agentscore-mcp-server MCP server](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Security trust layer that monitors MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift and publisher posture. +- [thyn-ai/algenta-sdk](https://github.com/thyn-ai/algenta-sdk) [![thyn-ai/algenta-sdk MCP server](https://glama.ai/mcp/servers/thyn-ai/algenta-sdk/badges/score.svg)](https://glama.ai/mcp/servers/thyn-ai/algenta-sdk) 🎖️ 🐍 ☁️ 🏠 🍎 🪟 🐧 - Algenta decision engine: dataset discovery, exact queries, utility models, decision memory and governed agent runs with approvals and execution receipts. +- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [![tomjwxf/scopeblind-gateway MCP server](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway/badges/score.svg)](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) 📇 🏠 - Security gateway that wraps MCP servers with per-tool policies, approval gates and optional signed receipts, in shadow (log-only) or enforce mode. +- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - Security testing toolbox that combines open source tools behind a single interface for pentesting, bug bounty hunting and threat hunting. +- [sekera-radim/impri](https://github.com/sekera-radim/impri) [![sekera-radim/impri MCP server](https://glama.ai/mcp/servers/sekera-radim/impri/badges/score.svg)](https://glama.ai/mcp/servers/sekera-radim/impri) 🎖️ 📇 ☁️ 🏠 - Self-hostable human-in-the-loop approval inbox: humans approve, reject or edit proposed agent actions via web, mobile, Slack, Discord or Telegram. +- [semgrep/semgrep](https://github.com/semgrep/semgrep/tree/develop/cli/src/semgrep/mcp) 🎖️ 🐍 ☁️ - Scan code for security vulnerabilities using Semgrep. +- [sgateway/s-gw](https://github.com/sgateway/s-gw) [![sgateway/s-gw MCP server](https://glama.ai/mcp/servers/sgateway/s-gw/badges/score.svg)](https://glama.ai/mcp/servers/sgateway/s-gw) 📇 🏠 🍎 🪟 🐧 - Local credential gateway for coding agents: agents get handles instead of raw secrets, and one-time approvals inject credentials only into approved commands. +- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [![dneiil7zph MCP server](https://glama.ai/mcp/servers/dneiil7zph/badges/score.svg)](https://glama.ai/mcp/servers/dneiil7zph) 📇 ☁️ - Scan SKILL.md files, MCP configs and system prompts for credential theft, prompt injection, zero-width character attacks and ClawHavoc indicators. +- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) 🐍 ☁️ - Use CyberChef operations through the CyberChef server API. +- [sidclawhq/platform](https://github.com/sidclawhq/platform) [![sidclawhq/platform MCP server](https://glama.ai/mcp/servers/sidclawhq/platform/badges/score.svg)](https://glama.ai/mcp/servers/sidclawhq/platform) 📇 🏠 ☁️ 🍎 🪟 🐧 - Governance proxy that wraps MCP servers with policy evaluation, human approval workflows and hash-chain audit trails. +- [Chronolapse411/sicarius-guard](https://github.com/Chronolapse411/sicarius-guard) [![Chronolapse411/sicarius-guard MCP server](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard/badges/score.svg)](https://glama.ai/mcp/servers/Chronolapse411/sicarius-guard) 📇 ☁️ - Solana token safety oracle: byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market data and composite risk scoring. +- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [![sint-ai/sint-protocol MCP server](https://glama.ai/mcp/servers/sint-ai/sint-protocol/badges/score.svg)](https://glama.ai/mcp/servers/sint-ai/sint-protocol) 📇 🏠 🍎 🪟 🐧 - MCP governance proxy with capability tokens, tiered approvals, fail-closed execution and tamper-evident audit receipts, plus preflight tool-risk scanning. +- [Skyrxin/sast-mcp-server](https://github.com/Skyrxin/sast-mcp-server) [![Skyrxin/sast-mcp-server MCP server](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Skyrxin/sast-mcp-server) 🐍 🏠 🍎 🪟 🐧 - SAST/DAST scanners (Bandit, Semgrep, Trivy, CodeQL, OWASP ZAP and more) with closed-loop remediation, SARIF/SBOM/VEX export and compliance reporting. +- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows to secure AI-generated code in real time and work through vulnerability backlogs faster. +- [sp3ak/safenode-mcp-gateway](https://github.com/sp3ak/safenode-mcp-gateway) [![sp3ak/safenode-mcp-gateway MCP server](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway/badges/score.svg)](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway) 📇 🏠 ☁️ 🍎 🪟 🐧 - Fail-closed policy proxy for MCP tool calls that denies, warns on or holds each call for human approval before forwarding, with client-side redaction. +- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Query the OSV (Open Source Vulnerabilities) database by package version or commit, batch-query multiple packages and get vulnerability details by ID. +- [swnotmetal/Project-Koma](https://github.com/swnotmetal/Project-Koma/tree/main/packages/koma-gate-mcp) [![MCP server](https://glama.ai/mcp/servers/swnotmetal/Project-Koma/badges/score.svg)](https://glama.ai/mcp/servers/swnotmetal/Project-Koma) 🎖️ 📇 🏠 🍎 🪟 🐧 - Classify input for prompt injection and out-of-scope content with Koma Gate's LLM-based classifier. +- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [![codeinspectus MCP server](https://glama.ai/mcp/servers/Synvoya/codeinspectus/badges/score.svg)](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local security scanner for AI-generated JS/TS that combines Opengrep, Gitleaks and Trivy with checks for exposed secrets, Supabase RLS and prompt injection. +- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [![velvetway/minreestr-mcp MCP server](https://glama.ai/mcp/servers/velvetway/minreestr-mcp/badges/score.svg)](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search the Russian software registry for import-substitution and FSTEC/FSB-certified products, with full-text search and manufacturer listings. +- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - Manage and interact with the OPNsense open source firewall in natural language. +- [vikasny30/aletheia-mcp](https://github.com/vikasny30/aletheia-mcp) [![vikasny30/aletheia-mcp MCP server](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic pre-execution filter for agent tool calls that blocks scope creep (credential reads, SSRF, destructive shell/SQL) and prompt injection. +- [wei9072/aegis](https://github.com/wei9072/aegis) [![wei9072/aegis MCP server](https://glama.ai/mcp/servers/wei9072/aegis/badges/score.svg)](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts. +- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis with concurrent sessions and Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering. +- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [![zekebuilds-lab/captcha-mcp MCP server](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp/badges/score.svg)](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - Middleware that gates MCP tool calls behind a Hashcash proof-of-work challenge or an L402 Lightning payment via self-hosted LNbits. +- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - Automate reverse engineering of Android APKs with Apktool. +- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) 📇 ☁️ 🏠 - Zitadel identity management: manage users, projects, OIDC apps, roles and service accounts in natural language. +- [taniwhaai/arai](https://github.com/taniwhaai/arai) [![taniwhaai/arai MCP server](https://glama.ai/mcp/servers/taniwhaai/arai/badges/score.svg)](https://glama.ai/mcp/servers/taniwhaai/arai) 🦀 🏠 🍎 🪟 🐧 - Enforces rules from existing agent instruction files (CLAUDE.md, .cursorrules) by blocking prohibited tool calls and logging per-rule compliance verdicts. +- [toan203/osv-ui](https://github.com/toan203/osv-ui) [![toan203/osv-ui MCP server](https://glama.ai/mcp/servers/toan203/osv-ui/badges/score.svg)](https://glama.ai/mcp/servers/toan203/osv-ui) 📇 🏠 🍎 🪟 🐧 - Visual CVE audit dashboard for npm, Python, Go and Rust using OSV data, with browser-based human review and fixes applied only after confirmation. +- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [![ScopeBlind/verify-mcp MCP server](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) 📇 🏠 🍎 🪟 🐧 - Offline verification of Ed25519/JCS-signed artifacts such as receipts, manifests and audit bundles. +- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX decompiler plugin providing live, LLM-assisted reverse engineering. +- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 with DCR, JWT, RBAC, rate limiting, multi-server aggregation and a monitoring dashboard. +- [jstibal/openterms-mcp](https://github.com/jstibal/openterms-mcp) [![jstibal/openterms-mcp MCP server](https://glama.ai/mcp/servers/jstibal/openterms-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jstibal/openterms-mcp) 🐍 ☁️ - Ed25519-signed consent receipts and a policy engine for agents: spending caps, action allowlists, escalation thresholds and JWKS-backed provider verification. +- [arthurpanhku/DocSentinel](https://github.com/arthurpanhku/DocSentinel) [![DocSentinel MCP server](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel/badges/score.svg)](https://glama.ai/mcp/servers/arthurpanhku/DocSentinel) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Automate cybersecurity assessment of documents, questionnaires and reports to surface risks, compliance gaps and remediations, using a RAG knowledge base. +- [urldna/mcp](https://github.com/urldna/mcp) [![urlDNA MCP server](https://glama.ai/mcp/servers/urldna/mcp/badges/score.svg)](https://glama.ai/mcp/servers/urldna/mcp) 🐍 ☁️ 🍎 🪟 🐧 - URL scanning and phishing triage: capture DOM snapshots, network requests and screenshots, and hunt historical scans with a custom query language. +- [uchit/mcp-regulated-ai-compliance](https://github.com/uchit/mcp-regulated-ai-compliance) [![uchit/mcp-regulated-ai-compliance MCP server](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance/badges/score.svg)](https://glama.ai/mcp/servers/uchit/mcp-regulated-ai-compliance) 📇 🏠 🍎 🪟 🐧 - Regulated-industry AI compliance knowledge: control lookup, use-case classification and crosswalks for EU AI Act, NIST AI RMF, ISO 42001, APRA, GDPR and more. +- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [![volta-mcp-server MCP server](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Burn-after-read encrypted Volta Notes for agents: hand off credentials between users and agents without secrets appearing in chat history. +- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [![proofport-ai MCP server](https://glama.ai/mcp/servers/zkproofport/proofport-ai/badges/score.svg)](https://glama.ai/mcp/servers/zkproofport/proofport-ai) 📇 ☁️ - Generate zero-knowledge proofs of identity claims (Coinbase KYC, country, Google OIDC, Microsoft 365) without revealing personal information. +- [zyx77550/sparda](https://github.com/zyx77550/sparda) [![zyx77550/sparda MCP server](https://glama.ai/mcp/servers/zyx77550/sparda/badges/score.svg)](https://glama.ai/mcp/servers/zyx77550/sparda) 📇 🏠 🍎 🪟 🐧 - Injects a live, reversible MCP server into a running Express, FastAPI or Next.js app, with safe reads by default and writes gated behind human confirmation. +- [cuttalo/depscope](https://github.com/cuttalo/depscope) [![cuttalo/depscope MCP server](https://glama.ai/mcp/servers/cuttalo/depscope/badges/score.svg)](https://glama.ai/mcp/servers/cuttalo/depscope) 📇 ☁️ 🏠 - Package intelligence across many ecosystems: health, vulnerabilities (OSV, CISA KEV, EPSS), typosquats, malicious packages, alternatives and breaking changes. +- [UnboundCompute/lachesis](https://github.com/UnboundCompute/lachesis) [![UnboundCompute/lachesis MCP server](https://glama.ai/mcp/servers/UnboundCompute/lachesis/badges/score.svg)](https://glama.ai/mcp/servers/UnboundCompute/lachesis) 🐍 🏠 🍎 🐧 - Code property graph for C, Python and TypeScript: callers/callees, data and taint flow with source-to-sink witnesses, points-to and guard/sink structure. +- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [![UPinar/contrastapi MCP server](https://glama.ai/mcp/servers/UPinar/contrastapi/badges/score.svg)](https://glama.ai/mcp/servers/UPinar/contrastapi) 🐍 ☁️ - Security intelligence: CVE/EPSS/KEV lookups, domain recon (DNS, WHOIS, SSL, subdomains), IOC threat intel, OSINT and code scanning for secrets and injection. -- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [![vaulted-fyi/vaulted-mcp-server MCP server](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) 📇 🏠 🍎 🪟 🐧 - Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2E encryption. Agent-blind input sources (env:, file:, dotenv:) keep secrets out of LLM context. +- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [![vaulted-fyi/vaulted-mcp-server MCP server](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) 📇 🏠 🍎 🪟 🐧 - Share end-to-end encrypted, self-destructing secrets from an agent, reading them from env vars or files so they stay out of LLM context. -- [mopanc/depguard](https://github.com/mopanc/depguard) [![mopanc/depguard MCP server](https://glama.ai/mcp/servers/mopanc/depguard/badges/score.svg)](https://glama.ai/mcp/servers/mopanc/depguard) 📇 🏠 🍎 🪟 🐧 - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 28 MCP tools. Zero runtime dependencies — the SBOM serializer is implemented natively against the public CycloneDX schema. +- [mopanc/depguard](https://github.com/mopanc/depguard) [![mopanc/depguard MCP server](https://glama.ai/mcp/servers/mopanc/depguard/badges/score.svg)](https://glama.ai/mcp/servers/mopanc/depguard) 📇 🏠 🍎 🪟 🐧 - Pre-install npm package checks: static analysis, supply-chain attack detection, vulnerability audits, AI hallucination guard and CycloneDX SBOM generation. -- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [![shyshlakov/pci-dss-mcp MCP server](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) 🏎️ 🏠 🍎 🪟 🐧 - PCI DSS v4.0.1 static-analysis MCP server for Go payment codebases. 12 scanners detect PAN/CVV exposure, weak crypto, missing audit logs, vulnerable deps, TLS misconfig, auth weaknesses, plus CycloneDX 1.6 SBOM generation - each finding mapped to the exact PCI requirement. AI-assisted triage via triage_findings. Keyless-signed multi-arch Docker image on ghcr.io. -- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [![layervai/qurl-mcp MCP server](https://glama.ai/mcp/servers/layervai/qurl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/layervai/qurl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mint, resolve, audit, and rotate expiring scope-limited access links (qURLs) for AI agents — secure URL gateway for the qURL API. 9 tools (create / resolve / list / get / delete / extend / update / mint-link / batch-create), 3 resources, 3 guided prompts. stdio transport, OIDC-attested npm provenance. -- [zw008/VMware-Harden](https://github.com/zw008/VMware-Harden) [![zw008/vmware-harden MCP server](https://glama.ai/mcp/servers/zw008/vmware-harden/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-harden) 🐍 ☁️ - VMware vSphere compliance and hardening — read-only baseline scanning plus drift detection across CIS, vSphere SCG, China DJCP 2.0, and PCI-DSS frameworks. 6 read-only tools with LLM-powered remediation suggestions (apply-side gated through vmware-pilot approval workflow). -- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [![WRG-11/wrg-sigma-rules MCP server](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules/badges/score.svg)](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`) backed by a 61-rule production corpus across 11 MITRE ATT&CK tactic categories. Standalone server + Claude Code plugin distribution. -- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [![BeBraveBeKind/mcpskills-server MCP server](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server/badges/score.svg)](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) 📇 🏠 🍎 🪟 🐧 - Pre-install trust layer for MCP servers, AI skills, and npm packages. Scores any repo or package across 15 signals (incl. OSV/KEV/EPSS vulnerability intelligence) with safety scanning for prompt injection, credential theft, and supply-chain risk; the `auto_gate` tool returns a go/no-go install decision. Listed in the official MCP Registry as `io.mcpskills/server`. npm: `@mcpskillsio/server`. https://mcpskills.io -- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [![gautam-u/sieve-mcp MCP server](https://glama.ai/mcp/servers/gautam-u/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) 🏠 🍎 - Local AI chat history secret scanner for macOS. Finds API keys and secrets leaked into Claude Code, Cursor, Copilot Chat, Cline, Codex, Gemini CLI, and other AI tool transcripts. 9 MCP tools: findings list with redacted previews, boolean secret detection (`sieve_check_text`), placeholder-only redaction (`sieve_redact_text` returns `sieve://project/key`, never raw values), vault-backed command execution, and scan health. Local-only stdio transport, macOS Keychain vault, no plaintext secrets in any tool response. [Mac App Store](https://apps.apple.com/app/sieve-ai-secret-scanner/id6747506504). -- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [![yessGlory17/job-verify MCP server](https://glama.ai/mcp/servers/yessGlory17/job-verify/badges/score.svg)](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check whether a recruiter or job offer is a scam before you reply. Extracts entities (company, links, email, phone, wallets) from a pasted message and cross-checks company registration, domain age, look-alike/typosquat domains, phishing & malware blocklists, email deliverability, crypto-scam databases, and Internet Archive history — free OSINT, no API keys. -- [shieldly-io/mcp](https://github.com/shieldly-io/mcp) [![shieldly-io/mcp MCP server](https://glama.ai/mcp/servers/shieldly-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/shieldly-io/mcp) 🎖️ 📇 ☁️ - Official [Shieldly](https://www.shieldly.io) MCP server: `analyze_iam_policy` and `analyze_cloudformation_template` tools flag AWS IAM privilege-escalation paths, wildcards, and over-permissive access. Free demo mode, no signup or API key needed. `npx -y @shieldly/mcp`. -- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [![OksigeniaSL/checker-mcp MCP server](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) 📇 🏠 - Domain security & privacy checker: 17 live checks (SPF, DMARC, DKIM, DNSSEC, TLS, CAA, security headers) scored 0-100 with remediation. Local-first, zero telemetry. In the official MCP Registry as `com.oksigenia/checker-mcp`; npm `@oksigenia/checker-mcp`. -- [mcpindex-ai/mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex) [![mcp-server-mcpindex MCP server](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex/badges/score.svg)](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex) 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by natural-language task and get advisory trust screens (check_tool_trust, assess_server) before you connect. The directory client for mcpindex.ai; advisory, not a safety verdict. -- [calllint/calllint](https://github.com/calllint/calllint) [![calllint/calllint MCP server](https://glama.ai/mcp/servers/calllint/calllint/badges/score.svg)](https://glama.ai/mcp/servers/calllint/calllint) 📇 🏠 - Pre-flight security linter for MCP servers, agent tools, and skills. Scans a config *before* it runs — offline, deterministic, evidence-backed — and returns SAFE / REVIEW / BLOCK / UNKNOWN verdicts without executing the server it judges. CLI (`npx calllint scan`), MCP server (`npx calllint-mcp`), SARIF + CI gate. UNKNOWN is never SAFE. -- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [![quantakrypto/pqc-tools MCP server](https://glama.ai/mcp/servers/quantakrypto/pqc-tools/badges/score.svg)](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - Post-quantum readiness for AI coding agents: scan code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH), explain the harvest-now-decrypt-later exposure, get NIST ML-KEM/ML-DSA/SLH-DSA (and hybrid) migration guidance, verify fixes, and check dependencies. Content-based/advisory tools only. Run local (`npx @quantakrypto/mcp`) or the hosted OAuth endpoint at [mcp.quantakrypto.com](https://mcp.quantakrypto.com). -- [williamblakecunningham-max/screenverity-mcp](https://github.com/williamblakecunningham-max/screenverity-mcp) [![williamblakecunningham-max/screenverity-mcp MCP server](https://glama.ai/mcp/servers/williamblakecunningham-max/screenverity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/williamblakecunningham-max/screenverity-mcp) 📇 ☁️ - Free U.S. exclusion, debarment and licence screening for agents (OIG LEIE, SAM.gov, state boards) with an Ed25519-signed receipt of the exact list snapshots checked. +- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [![shyshlakov/pci-dss-mcp MCP server](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) 🏎️ 🏠 🍎 🪟 🐧 - PCI DSS static analysis for Go payment code: finds PAN/CVV exposure, weak crypto, missing audit logs and vulnerable deps, each mapped to a PCI requirement. +- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [![layervai/qurl-mcp MCP server](https://glama.ai/mcp/servers/layervai/qurl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/layervai/qurl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mint, resolve, audit and rotate expiring, scope-limited access links (qURLs) via the qURL API. +- [zw008/VMware-Harden](https://github.com/zw008/VMware-Harden) [![zw008/vmware-harden MCP server](https://glama.ai/mcp/servers/zw008/vmware-harden/badges/score.svg)](https://glama.ai/mcp/servers/zw008/vmware-harden) 🐍 ☁️ - Read-only VMware vSphere compliance scanning and drift detection against CIS, vSphere SCG, China DJCP 2.0 and PCI-DSS, with remediation suggestions. +- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [![WRG-11/wrg-sigma-rules MCP server](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules/badges/score.svg)](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Write, validate and convert Sigma detection rules for Splunk, Elastic, Kibana and Wazuh, backed by a rule corpus covering MITRE ATT&CK tactics. +- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [![BeBraveBeKind/mcpskills-server MCP server](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server/badges/score.svg)](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) 📇 🏠 🍎 🪟 🐧 - Scores MCP servers, AI skills and npm packages before install, scanning for prompt injection, credential theft and supply-chain risk, with a go/no-go gate. +- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [![gautam-u/sieve-mcp MCP server](https://glama.ai/mcp/servers/gautam-u/sieve-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) 🏠 🍎 - Local macOS scanner for secrets leaked into AI tool chat transcripts, with redacted findings, placeholder-only redaction and Keychain-backed command execution. +- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [![yessGlory17/job-verify MCP server](https://glama.ai/mcp/servers/yessGlory17/job-verify/badges/score.svg)](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check recruiters and job offers for scams: cross-checks company registration, domain age, look-alike domains, blocklists and crypto-scam databases. +- [shieldly-io/mcp](https://github.com/shieldly-io/mcp) [![shieldly-io/mcp MCP server](https://glama.ai/mcp/servers/shieldly-io/mcp/badges/score.svg)](https://glama.ai/mcp/servers/shieldly-io/mcp) 🎖️ 📇 ☁️ - Analyze AWS IAM policies and CloudFormation templates with Shieldly to flag privilege-escalation paths, wildcards and over-permissive access. +- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [![OksigeniaSL/checker-mcp MCP server](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) 📇 🏠 - Local-first domain security and privacy checker: live SPF, DMARC, DKIM, DNSSEC, TLS, CAA and security header checks, scored with remediation advice. +- [mcpindex-ai/mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex) [![mcp-server-mcpindex MCP server](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex/badges/score.svg)](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex) 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by describing a task and get advisory trust screens before connecting, using the mcpindex directory. +- [calllint/calllint](https://github.com/calllint/calllint) [![calllint/calllint MCP server](https://glama.ai/mcp/servers/calllint/calllint/badges/score.svg)](https://glama.ai/mcp/servers/calllint/calllint) 📇 🏠 - Offline pre-flight security linter for MCP servers, agent tools and skills that returns SAFE, REVIEW, BLOCK or UNKNOWN verdicts without executing them. +- [quantakrypto/pqc-tools](https://github.com/quantakrypto/pqc-tools) [![quantakrypto/pqc-tools MCP server](https://glama.ai/mcp/servers/quantakrypto/pqc-tools/badges/score.svg)](https://glama.ai/mcp/servers/quantakrypto/pqc-tools) 📇 🏠 ☁️ - Post-quantum readiness: scan code for quantum-vulnerable cryptography (RSA, ECDH, ECDSA, DH), get ML-KEM/ML-DSA/SLH-DSA migration guidance and verify fixes. +- [williamblakecunningham-max/screenverity-mcp](https://github.com/williamblakecunningham-max/screenverity-mcp) [![williamblakecunningham-max/screenverity-mcp MCP server](https://glama.ai/mcp/servers/williamblakecunningham-max/screenverity-mcp/badges/score.svg)](https://glama.ai/mcp/servers/williamblakecunningham-max/screenverity-mcp) 📇 ☁️ - U.S. exclusion, debarment and license screening (OIG LEIE, SAM.gov, state boards) with an Ed25519-signed receipt of the exact list snapshots checked. -- [trustscoreagent/trustscoreagent](https://github.com/trustscoreagent/trustscoreagent) [![trustscoreagent/trustscoreagent MCP server](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent/badges/score.svg)](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent) 🎖️ 📇 ☁️ - Check the reputation of an AI microservice or public API *before* calling it, and submit ratings afterward — from a free, open trust registry (no account or API key). Scores combine Bayesian reputation and EigenTrust, strengthened by cryptographically signed service receipts and a Merkle audit trail. Install: `npx -y @trustscoreagent/mcp-server`. +- [trustscoreagent/trustscoreagent](https://github.com/trustscoreagent/trustscoreagent) [![trustscoreagent/trustscoreagent MCP server](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent/badges/score.svg)](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent) 🎖️ 📇 ☁️ - Check the reputation of AI microservices and public APIs before calling them and submit ratings afterward, via an open trust registry. -- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [![mastyf-ai/mastyf.ai MCP server](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai/badges/score.svg)](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) 📇 🏠 🍎 🪟 🐧 - Open-source runtime security proxy for MCP. Transparently intercepts every tools/call through an 18-class attack defense pipeline (prompt injection, SSRF, shell injection, SQL injection, credential exfil, polyglot attacks) with a YAML policy engine and 304-entry adversarial corpus. Trust scoring for npm MCP packages with 0-100 badges. Cloud dashboard, Docker image, Python SDK. MIT. -- [timescale/rsigma](https://github.com/timescale/rsigma) [![timescale/rsigma MCP server](https://glama.ai/mcp/servers/timescale/rsigma/badges/score.svg)](https://glama.ai/mcp/servers/timescale/rsigma) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Exposes the RSigma Sigma detection-engineering toolkit to AI agents over stdio or Streamable HTTP with `rsigma mcp serve`. Tools to author, lint, validate, and convert Sigma detection rules, evaluate and explain detections against log events, and inspect correlation state, all backed by a native Rust engine. -- [dengyier/OpenWorkProof](https://github.com/dengyier/OpenWorkProof) [![dengyier/OpenWorkProof MCP server](https://glama.ai/mcp/servers/dengyier/OpenWorkProof/badges/score.svg)](https://glama.ai/mcp/servers/dengyier/OpenWorkProof) 🐍 🏠 ☁️ - Verifiable execution protocol for AI agent tool calls. Ed25519-signed PolicyDecisions, causal evidence chains (RFC 8785 JCS), and offline verification from SQLite ledger. 2,281 tests, 2 real-world bugs demonstrated end-to-end. `pip install openworkproof` -- [aggrete/aggrete](https://github.com/aggrete/aggrete) [![aggrete/aggrete MCP server](https://glama.ai/mcp/servers/Aggrete/aggrete/badges/score.svg)](https://glama.ai/mcp/servers/Aggrete/aggrete) 🐍 🏠 ☁️ - Policy proxy that governs what AI assistants can reach and do: refuses forbidden tool calls before the upstream is contacted, with per-user memory and a tamper-evident audit. Stops prompt-injection exfiltration and forbidden data combinations across Slack, Drive, GitHub and more. `pip install aggrete`. -- [aurumflux20/seal](https://github.com/aurumflux20/seal) [![aurumflux20/seal MCP server](https://glama.ai/mcp/servers/aurumflux20/seal/badges/score.svg)](https://glama.ai/mcp/servers/aurumflux20/seal) 🐍 🏠 - Exactly-once execution for agents that move money: the same payment can't settle twice across processes or retries. World-confirmation asks the provider ("did this charge actually land?") and returns CONFIRMED_ONE / MULTIPLE / ABSENT / UNKNOWN; out-of-band reconcile catches spend that bypassed the gateway; earned-autonomy licensing (L0–L5) only raises an agent's unattended spend ceiling on proven-clean history. In the official MCP Registry as `io.github.aurumflux20/seal`. `pip install seal-kernel` -- [Jiangw2718i/frisk](https://github.com/Jiangw2718i/frisk) [![Jiangw2718i/frisk MCP server](https://glama.ai/mcp/servers/Jiangw2718i/frisk/badges/score.svg)](https://glama.ai/mcp/servers/Jiangw2718i/frisk) 📇 🏠 ☁️ - Screen the counterparty of an x402 payment before an agent pays it. One tool, `screen_payment`, runs deterministic checks — address sanity, dynamic-`payTo` swap detection, transport safety and your own spend policy — and returns `allow`/`review`/`block` with the reasons for the verdict. Advisory: it never holds funds, and your code decides. Runs entirely on your machine by default with no key, no account and no network call (MIT, 5 packages installed); set `FRISK_API_KEY` to answer the same tool from the hosted reputation graph instead. `npx frisk-mcp` +- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [![mastyf-ai/mastyf.ai MCP server](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai/badges/score.svg)](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) 📇 🏠 🍎 🪟 🐧 - Runtime security proxy for MCP that blocks prompt injection, SSRF, shell/SQL injection and credential exfiltration, plus trust scores for npm MCP packages. +- [timescale/rsigma](https://github.com/timescale/rsigma) [![timescale/rsigma MCP server](https://glama.ai/mcp/servers/timescale/rsigma/badges/score.svg)](https://glama.ai/mcp/servers/timescale/rsigma) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Author, lint, validate and convert Sigma detection rules with RSigma, evaluate and explain detections against log events, and inspect correlation state. +- [dengyier/OpenWorkProof](https://github.com/dengyier/OpenWorkProof) [![dengyier/OpenWorkProof MCP server](https://glama.ai/mcp/servers/dengyier/OpenWorkProof/badges/score.svg)](https://glama.ai/mcp/servers/dengyier/OpenWorkProof) 🐍 🏠 ☁️ - Verifiable execution protocol for agent tool calls: signed policy decisions, causal evidence chains and offline verification from a SQLite ledger. +- [aggrete/aggrete](https://github.com/aggrete/aggrete) [![aggrete/aggrete MCP server](https://glama.ai/mcp/servers/Aggrete/aggrete/badges/score.svg)](https://glama.ai/mcp/servers/Aggrete/aggrete) 🐍 🏠 ☁️ - Policy proxy that refuses forbidden tool calls, stopping prompt-injection exfiltration and forbidden data combinations across Slack, Drive, GitHub and more. +- [aurumflux20/seal](https://github.com/aurumflux20/seal) [![aurumflux20/seal MCP server](https://glama.ai/mcp/servers/aurumflux20/seal/badges/score.svg)](https://glama.ai/mcp/servers/aurumflux20/seal) 🐍 🏠 - Exactly-once payments for agents: prevents double settlement across processes and retries, confirms charges with the provider and reconciles out-of-band spend. +- [Jiangw2718i/frisk](https://github.com/Jiangw2718i/frisk) [![Jiangw2718i/frisk MCP server](https://glama.ai/mcp/servers/Jiangw2718i/frisk/badges/score.svg)](https://glama.ai/mcp/servers/Jiangw2718i/frisk) 📇 🏠 ☁️ - Screen x402 payment counterparties before paying: address sanity, payTo swap, transport safety and spend policy checks with an allow, review or block verdict. -- [epistemedeus/skillguard](https://github.com/epistemedeus/skillguard) [![epistemedeus/skillguard MCP server](https://glama.ai/mcp/servers/epistemedeus/skillguard/badges/score.svg)](https://glama.ai/mcp/servers/epistemedeus/skillguard) 📇 🏠 - Static security scanner for Claude Code skills, plugins, and MCP servers — vet a dependency for malware (secret/env exfiltration, install-time hooks, prompt injection, committed binaries) **before** you install it. Static-only: it clones and reads files, never executes the scanned code. `npx -y github:epistemedeus/skillguard mcp` -- [CTRLRun/ctrlrun](https://github.com/CTRLRun/ctrlrun) [![CTRLRun/ctrlrun MCP server](https://glama.ai/mcp/servers/CTRLRun/ctrlrun/badges/score.svg)](https://glama.ai/mcp/servers/CTRLRun/ctrlrun) 🐍 🏠 - Execution safety for AI agent actions. `ctrlrun mcp-operator` exposes the approval queue as tools (`list_pending_approvals`, `approve`, `deny`, `resolve`, plus `receipts`, `effects`, `stats` and `inspect_action`), so the human who has to answer a held action answers it from the assistant they are already in; read tools answer without a credential and write tools refuse without one that names a person. Separately, the gateway proxies any MCP server so every tool call is checked against a YAML policy before it runs: allow, hold for a human, or deny. Approvals are single-use and bound to the hash of the exact action, one logical effect runs at most once across processes and hosts, and an unknown outcome is recorded AMBIGUOUS rather than FAILED so a blind retry is refused. Every attempt leaves a hash-chained JSON receipt. Apache-2.0. `pip install ctrlrun` +- [epistemedeus/skillguard](https://github.com/epistemedeus/skillguard) [![epistemedeus/skillguard MCP server](https://glama.ai/mcp/servers/epistemedeus/skillguard/badges/score.svg)](https://glama.ai/mcp/servers/epistemedeus/skillguard) 📇 🏠 - Static scanner that checks Claude Code skills, plugins and MCP servers for exfiltration, install hooks and prompt injection before you install them. +- [CTRLRun/ctrlrun](https://github.com/CTRLRun/ctrlrun) [![CTRLRun/ctrlrun MCP server](https://glama.ai/mcp/servers/CTRLRun/ctrlrun/badges/score.svg)](https://glama.ai/mcp/servers/CTRLRun/ctrlrun) 🐍 🏠 - Execution safety for agent actions: a YAML-policy gateway that allows, holds or denies tool calls, plus an approval queue and hash-chained receipts. -- [Drumworks/ssid-mcp](https://github.com/Drumworks/ssid-mcp) [![Drumworks/ssid-mcp MCP server](https://glama.ai/mcp/servers/Drumworks/ssid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Drumworks/ssid-mcp) 📇 ☁️ - MAC-address (OUI) vendor lookup and router default-login directory for AI agents. Identify a device manufacturer from its MAC address, detect randomized/private (locally-administered) addresses instead of reporting "unknown", or fetch a router's default login IP and admin credentials — every router field cited to the manufacturer's own documentation. Free tier, no signup. `npx -y ssid-mcp` -- [oleg-vdv/kepil](https://github.com/oleg-vdv/kepil) [![oleg-vdv/kepil MCP server](https://glama.ai/mcp/servers/oleg-vdv/kepil/badges/score.svg)](https://glama.ai/mcp/servers/oleg-vdv/kepil) 🐍 🏠 - Accountability layer for AI agents: a passport per agent version, a per-job mandate (allowed actions and systems, spending limits, expiry), a fail-closed gate that checks every action before a model is called, and an append-only hash-chained journal verified by a separate implementation in another language. Irreversible actions stop and wait for a person: the server deliberately has no confirm tool. +- [Drumworks/ssid-mcp](https://github.com/Drumworks/ssid-mcp) [![Drumworks/ssid-mcp MCP server](https://glama.ai/mcp/servers/Drumworks/ssid-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Drumworks/ssid-mcp) 📇 ☁️ - MAC address (OUI) vendor lookup with randomized-address detection, plus router default login IPs and admin credentials cited to manufacturer documentation. +- [oleg-vdv/kepil](https://github.com/oleg-vdv/kepil) [![oleg-vdv/kepil MCP server](https://glama.ai/mcp/servers/oleg-vdv/kepil/badges/score.svg)](https://glama.ai/mcp/servers/oleg-vdv/kepil) 🐍 🏠 - Accountability layer for AI agents: per-version passports, per-job mandates with spending limits, a fail-closed action gate and a hash-chained journal. -- [boy-offi9-inc/hexforge-gateway](https://github.com/boy-offi9-inc/hexforge-gateway) [![boy-offi9-inc/hexforge-gateway MCP server](https://glama.ai/mcp/servers/boy-offi9-inc/hexforge-gateway/badges/score.svg)](https://glama.ai/mcp/servers/boy-offi9-inc/hexforge-gateway) 📇 🏠 ☁️ 🐧 - AI-assisted APK reverse-engineering workspace. Orchestrates jadx, apktool, adb, and frida as MCP agents through a Workflow engine, with a stdio MCP Server Frontend for Claude Desktop/Code/Cursor. Runs on Termux (Android) or PC; Supabase persistence is opt-in. +- [boy-offi9-inc/hexforge-gateway](https://github.com/boy-offi9-inc/hexforge-gateway) [![boy-offi9-inc/hexforge-gateway MCP server](https://glama.ai/mcp/servers/boy-offi9-inc/hexforge-gateway/badges/score.svg)](https://glama.ai/mcp/servers/boy-offi9-inc/hexforge-gateway) 📇 🏠 ☁️ 🐧 - APK reverse engineering workspace that orchestrates jadx, apktool, adb and Frida through a workflow engine, on Termux (Android) or PC. -- [gostanos/smallprint-action](https://github.com/gostanos/smallprint-action/tree/main/mcp) [![gostanos/smallprint-action MCP server](https://glama.ai/mcp/servers/gostanos/smallprint-action/badges/score.svg)](https://glama.ai/mcp/servers/gostanos/smallprint-action) 📇 ☁️ - Read the Small Print record: the tool descriptions, schemas and instructions of MCP servers, agent skills and plugins, hashed every version and diffed between releases, each change graded by a printed rule, with public advisories joined by version. Four read-only tools over the public record, including a yes-or-no check that a server's small print has not moved since the version you approved; `npx -y smallprint-mcp`. +- [gostanos/smallprint-action](https://github.com/gostanos/smallprint-action/tree/main/mcp) [![gostanos/smallprint-action MCP server](https://glama.ai/mcp/servers/gostanos/smallprint-action/badges/score.svg)](https://glama.ai/mcp/servers/gostanos/smallprint-action) 📇 ☁️ - Query the Small Print record: versioned, diffed tool descriptions and schemas of MCP servers, skills and plugins, with graded changes and public advisories. -- [aurelio-nakamura/cmdxray](https://github.com/aurelio-nakamura/cmdxray) [![aurelio-nakamura/cmdxray MCP server](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray/badges/score.svg)](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray) 📇 🏠 🍎 🪟 🐧 - A safety gate and explainer for AI coding agents that run shell commands. `check_command_safety` returns a danger/caution/none verdict for a proposed command — catching `rm -rf /`, `curl | sudo bash`, `dd`/`mkfs`/`shred` to a device, `chmod -R 777 /`, fork bombs, `git push --force` and CI `${{ }}` script-injection — so an agent can guard a command before executing it. `explain_command` gives a token-by-token breakdown of every flag, pipe, redirect and subshell. Fully offline, zero dependencies, nothing leaves the machine. `npx -y cmdxray mcp`. +- [aurelio-nakamura/cmdxray](https://github.com/aurelio-nakamura/cmdxray) [![aurelio-nakamura/cmdxray MCP server](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray/badges/score.svg)](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray) 📇 🏠 🍎 🪟 🐧 - Offline safety gate for agent shell commands: rates each command as danger, caution or none and explains every flag, pipe, redirect and subshell. +- [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [![Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker MCP server](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker/badges/score.svg)](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls. ### 🌐 Social Media Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence. -- [HasData/instagram-mcp](https://github.com/HasData/instagram-mcp) [![HasData/instagram-mcp MCP server](https://glama.ai/mcp/servers/HasData/instagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/instagram-mcp) 📇 ☁️ - Remote MCP server for public Instagram data: profiles and post feeds by handle with follower counts, captions, hashtags and mentions parsed, as JSON. -- [HasData/facebook-mcp](https://github.com/HasData/facebook-mcp) [![HasData/facebook-mcp MCP server](https://glama.ai/mcp/servers/HasData/facebook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/facebook-mcp) 📇 ☁️ - Remote MCP server for public Facebook pages and profiles: likes, followers, talking-about counts, contact details and the post feed with reactions, as JSON. -- [HasData/youtube-mcp](https://github.com/HasData/youtube-mcp) [![HasData/youtube-mcp MCP server](https://glama.ai/mcp/servers/HasData/youtube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/youtube-mcp) 📇 ☁️ - Remote MCP server for YouTube: search, video and channel data and transcripts, as JSON, with no Google Cloud project or YouTube Data API key to manage. -- [HasData/tiktok-mcp](https://github.com/HasData/tiktok-mcp) [![HasData/tiktok-mcp MCP server](https://glama.ai/mcp/servers/HasData/tiktok-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/tiktok-mcp) 📇 ☁️ - Remote MCP server for public TikTok data: profile lookup, an account's videos, video comments and reply threads, and keyword search over videos or creators, as JSON. -- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [![06ketan/substack-ops MCP server](https://glama.ai/mcp/servers/06ketan/substack-ops/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/substack-ops) 🐍 🏠 - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` → `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`. -- [AdesiaHQ/bangermap-integrations](https://github.com/AdesiaHQ/bangermap-integrations) [![AdesiaHQ/bangermap-integrations MCP server](https://glama.ai/mcp/servers/AdesiaHQ/bangermap-integrations/badges/score.svg)](https://glama.ai/mcp/servers/AdesiaHQ/bangermap-integrations) 📇 🏠 🍎 🪟 🐧 - YouTube outlier research on your own free Data API key. Ranks a channel's uploads by their multiple against that channel's own baseline, Shorts and long-form scored separately, compares channels, and sweeps a niche for recent overperformers. Four tools, no account and no metering. `npx -y bangermap-mcp` -- [AstaBlackClove/posthive](https://github.com/AstaBlackClove/posthive) [![AstaBlackClove/posthive MCP server](https://glama.ai/mcp/servers/AstaBlackClove/posthive/badges/score.svg)](https://glama.ai/mcp/servers/AstaBlackClove/posthive) 📇 🏠 - Schedule and manage social media posts across 13 platforms (Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, Facebook, Pinterest, Telegram, Nostr, X/Twitter, Discord, Tumblr). OAuth 2.0 + PKCE, 10 tools, draft-first workflow. -- [abhineet34/linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server) [![abhineet34/linkedin-mcp-server MCP server](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server) 📇 🏠 - Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools — create/edit/delete posts (text, image, article), upload images, fetch profile, look up company pages, and check follower counts. Uses the official LinkedIn REST API with OAuth 2.0 (`w_member_social`, OIDC). -- [adaptlypost/agent](https://github.com/adaptlypost/agent) [![adaptlypost/agent MCP server](https://glama.ai/mcp/servers/adaptlypost/agent/badges/score.svg)](https://glama.ai/mcp/servers/adaptlypost/agent) 🎖️ 📇 ☁️ - Schedule and publish posts to Instagram, TikTok, YouTube, X, Facebook, LinkedIn, Pinterest, Threads, and Bluesky from any MCP client: cross-posting with per-platform captions, bulk scheduling, draft approval, and media upload. Hosted at https://mcp.adaptlypost.com/mcp (OAuth or API token). -- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities. -- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places. -- [arslan2012/qpost-mcp](https://github.com/arslan2012/qpost-mcp) [![arslan2012/qpost-mcp MCP server](https://glama.ai/mcp/servers/arslan2012/qpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arslan2012/qpost-mcp) 🎖️ 📇 ☁️ 🏠 - Video-first publishing for agents: schedule and publish video and image posts to YouTube, TikTok, and Instagram. 7 tools covering connected-account discovery, create/schedule, update, delete, and retry of failed posts. Scoped API keys (read/write/delete). Connect with one URL at `https://qpost.dev/mcp`, or run locally via `npx -y qpost-mcp`. -- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [![BelleKou/mcp-viral-transformer MCP server](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer/badges/score.svg)](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts via "remake" command. -- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Twitter/X MCP server with 34 tools — post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments. -- [conorbronsdon/postlint-mcp](https://github.com/conorbronsdon/postlint-mcp) [![conorbronsdon/postlint-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp) 📇 🏠 - Check a post against a platform's real character limit before publishing: X weights every URL at 23 and CJK, Hangul, and emoji at 2, while Bluesky and Mastodon count grapheme clusters. Covers X, Bluesky, LinkedIn, Threads, Mastodon, Discord. No credentials and no network access. -- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [![substack-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts. -- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [![TikTok Agent Publisher MCP server](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API MCP and CLI for agents, with OAuth readiness checks, dry-run publish flows and live uploads only when explicitly enabled. -- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [![devag7/linkedin-mcp MCP server](https://glama.ai/mcp/servers/devag7/linkedin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn for AI assistants over an authenticated browser session — profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`. -- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [![tiktapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit MCP — download videos without watermark, get curated 15-hashtag sets across 15 niches with strategy tips, look up best posting times for 12 countries, and generate viral hook formulas across 8 categories. No API keys, no signup, free. Install: `npx -y tiktapdown-mcp`. Companion to [tiktapdown.com](https://tiktapdown.com). -- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client. -- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [![helbertparanhos/postforme-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Post for Me MCP server with 27 typed tools to publish, schedule, edit, delete and analyze social posts across 9 platforms (Instagram, Facebook, TikTok, YouTube, X, LinkedIn, Pinterest, Bluesky, Threads), plus a postforme_raw escape hatch and a readonly safety mode. -- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) 📇 ☁️ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring. -- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management. -- [drashrafsaiyed-cyber/instagram-mcp](https://github.com/drashrafsaiyed-cyber/instagram-mcp) [![drashrafsaiyed-cyber/instagram-mcp MCP server](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp) 🐍 ☁️ - Control Instagram from Claude: publish photos, reels, and carousels, read account insights, manage comments, and reply to DMs. 14 tools via the Instagram Login API. One-click free Render deploy for Claude Web and mobile. -- [ihuzaifashoukat/x-use](https://github.com/ihuzaifashoukat/x-use) [![ihuzaifashoukat/x-use MCP server](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use/badges/score.svg)](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use) 🐍 🏠 🍎 🪟 🐧 - Multi-account X (Twitter) automation with no X API key: it drives a real Chrome session using your own cookies. 33 tools for posting, replies, keyword search, engagement, single-tweet reads that return images as MCP content, per-account personas, proxy pools, and a persistent scheduled-action queue. Draft-approval mode is on by default, so write tools return a draft and nothing goes live until you call `approve_draft`. Listed on the official MCP Registry. Install: `pip install x-use-mcp`, then `x-use init` and `x-use mcp`. -- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [![jj-cheng25/weixin-articles-mcp MCP server](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read WeChat (微信) Official Account articles with native multimodal output — body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/视频号 (metadata + cover via public API). -- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [![jorgenclaw/nostr-mcp-server MCP server](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) 📇 ☁️ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events — no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats). -- [Kadenzo/kadenzo-mcp](https://github.com/Kadenzo/kadenzo-mcp) [![Kadenzo/kadenzo-mcp MCP server](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp) 📇 ☁️ - Schedule, manage, generate, and analyze social posts across 11 networks (Instagram, TikTok, X, LinkedIn, YouTube, Facebook, Pinterest, Threads, Bluesky, Mastodon, Telegram) — 13 tools for scheduling, media upload, AI caption generation, best-times, analytics, listening, and comments. `npx -y kadenzo-mcp`. -- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. -- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) 🐍 ☁️ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed. -- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API. -- [llmops-pro/marketplace-mcp](https://github.com/llmops-pro/marketplace-mcp) [![llmops-pro/marketplace-mcp MCP server](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp) 📇 🏠 - Run a Shopstr / NOSTR marketplace storefront from an agent: create and update stalls and products in both the NIP-15 dialect (kind 30017/30018) and the Shopstr-modern dialect (kind 30019 shop + kind 30402 NIP-99 listings), including the Shopstr cache POST that makes cards actually render. 7 tools. `npx -y marketplace-mcp`. -- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. -- [mambalabsdev/mcp-bluesky-brand-presence-mapper](https://github.com/mambalabsdev/mcp-bluesky-brand-presence-mapper) [![mambalabsdev/mcp-bluesky-brand-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-bluesky-brand-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-bluesky-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Bluesky account with exact follower, following, and post counts. -- [mambalabsdev/mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture) [![mambalabsdev/mcp-linkedin-post-engager-capture MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture) 📇 ☁️ - Returns recent posts from LinkedIn profiles and company pages with real engagement counts, plus the commenters LinkedIn shows publicly. No cookies and no account. -- [mambalabsdev/mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper) [![mambalabsdev/mcp-pinterest-brand-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin, and board counts. -- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation -- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [![mikusnuz/meta-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform — 57 tools for publishing, comments, insights, hashtags, DMs, and token management. -- [milcho0604/velog-mcp](https://github.com/milcho0604/velog-mcp) [![milcho0604/velog-mcp MCP server](https://glama.ai/mcp/servers/milcho0604/velog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/milcho0604/velog-mcp) 📇 🏠 🍎 🪟 🐧 - Velog (velog.io) blog server with 23 tools. Reading, search, stats, tags and series work without authentication; writing defaults to drafts and private posts, and public publishing stays behind an opt-in `VELOG_ALLOW_PUBLIC=1` flag. Documents velog's undocumented GraphQL behaviour measured against the live API. 2 runtime dependencies, Node 22.18+, MIT. -- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [![mobileshop9991-star/clipwise-mcp MCP server](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Shorts, Facebook Reels). Three tools — viral TikTok trend search across 20+ countries, service info, and use-case scenarios for video analysis, competitor research, and content strategy. Install: `npx -y clipwise-mcp-server`. Free plan at tryclipwise.com. -- [pendpost/pendpost](https://github.com/pendpost/pendpost) [![pendpost/pendpost MCP server](https://glama.ai/mcp/servers/pendpost/pendpost/badges/score.svg)](https://glama.ai/mcp/servers/pendpost/pendpost) 📇 🏠 - Local-first social media MCP server. An AI agent drafts and schedules posts across Instagram, Facebook, LinkedIn, YouTube, X, Telegram, Discord, Mastodon, Nostr, and more, including long-form blogs on WordPress and Ghost, behind a human approval gate you control; read-only tools can never publish. -- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [![PostWire MCP server](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon & Discord from any AI agent via one MCP tool (`post_to_social`). Connect accounts once; flat per-brand pricing. Install: `npx -y postwire-mcp`. -- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [![postfast-mcp MCP server](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant. -- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [![posteverywhere/mcp MCP server](https://glama.ai/mcp/servers/posteverywhere/mcp/badges/score.svg)](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Hosted MCP server to schedule and publish across 11 social platforms (Instagram, LinkedIn, TikTok, X, YouTube, Facebook, Threads, Pinterest, Bluesky, Discord, Telegram). 32 tools covering posts, campaigns, bulk operations, media, analytics, webhooks, and AI captions. Connect with one URL, or run locally via `npx -y @posteverywhere/mcp`. -- [postmcp/postmcp-mcp-server](https://github.com/postmcp/postmcp-mcp-server) [![postmcp/postmcp-mcp-server MCP server](https://glama.ai/mcp/servers/postmcp/postmcp-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/postmcp/postmcp-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish and schedule posts to LinkedIn, X, Facebook, Instagram, Threads, Bluesky and YouTube Shorts from one API key. 16 tools for preflight checks, scheduling, per-profile copy, brand kits and image generation; stdio or Streamable HTTP. On the official MCP Registry. `npx -y @postmcpai/server`. -- [publora/mcp-server](https://github.com/publora/mcp-server) [![publora/mcp-server MCP server](https://glama.ai/mcp/servers/publora/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Official Publora MCP server — schedule and publish posts across 10 social platforms (Twitter/X, LinkedIn, Instagram, Threads, TikTok, YouTube, Facebook, Bluesky, Mastodon, Telegram) from Claude, Cursor, or any MCP client. 18 tools for cross-platform posting, scheduling, media upload, and LinkedIn analytics. Hosted at mcp.publora.com. -- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API. -- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [![sf-mcp MCP server](https://glama.ai/mcp/servers/signal-found/sf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM — all without leaving your AI client. -- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments. -- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [![socialintel/socialintel-mcp MCP server](https://glama.ai/mcp/servers/socialintel/social-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Instagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts, business categories, and public business emails. Single-profile lookup at $0.01; full search $0.50–$1.30 (1–100 leads). USDC on Base, Solana, Polygon, Arbitrum via x402 micropayments. No signup, no API keys. -- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [![sofya-co/sofya-mcp MCP server](https://glama.ai/mcp/servers/sofya-co/sofya-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools for AI agents through the Sofya API. Search the web for full page content instead of snippets, fetch URLs as clean markdown (including PDFs), extract structured data from a page with a prompt, and run multi-source deep research that returns a cited report. -- [glennprime/synthnet-mcp](https://github.com/glennprime/synthnet-mcp) [![glennprime/synthnet-mcp MCP server](https://glama.ai/mcp/servers/glennprime/synthnet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/glennprime/synthnet-mcp) 🎖️ 📇 ☁️ - Official MCP server for SynthNet ([synthnet.io](https://synthnet.io)), an independent social network for AI agents. Agents join with an ed25519 keypair they hold, paint one self-portrait a day with their own image model (SVG or p5.js as a fallback), reply to the humans and agents who talk to them, and keep a reputation that persists across context resets. Free, no API key needed. Install: `npx -y @synthnet/mcp`. -- [taisly/agent](https://github.com/taisly/agent) [![taisly/agent MCP server](https://glama.ai/mcp/servers/taisly/agent/badges/score.svg)](https://glama.ai/mcp/servers/taisly/agent) 📇 ☁️ - Taisly Agent Kit MCP server for AI agent social media video publishing. Discover connected accounts, validate videos, publish or schedule posts to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook through Taisly. Install: `npx -y @taisly/agent mcp`. Requires a Taisly API key and connected accounts. -- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [![vk-mcp-server MCP server](https://glama.ai/mcp/servers/bulatko/vk-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats. -- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [![solnk-dev/solnk-mcp MCP server](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Official Solnk MCP server — publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth. -- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [![mcp-linkedin MCP server](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin/badges/score.svg)](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows. -- [tokportal/tokportal-mcp](https://github.com/tokportal/tokportal-mcp) [![tokportal/tokportal-mcp MCP server](https://glama.ai/mcp/servers/tokportal/tokportal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tokportal/tokportal-mcp) 🎖️ 📇 ☁️ - Official TokPortal MCP server: managed social infrastructure — real TikTok, Instagram and YouTube accounts created, warmed and operated by human account managers in 16+ countries, plus video upload/scheduling at scale, analytics, ban lifecycle and webhooks (91 tools with `readOnlyHint`/`destructiveHint` annotations). No per-account OAuth, no 25-posts/day cap. Remote (OAuth 2.1) at app.tokportal.com/api/ext/mcp or `npx -y tokportal-mcp`. Listed on the official MCP Registry as `com.tokportal/mcp`. -- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [![realMNohgee/hermtica MCP server](https://glama.ai/mcp/servers/realMNohgee/hermtica/badges/score.svg)](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - AI agent social network and marketplace with native MCP server. 6 tools: browse_feed, search, get_trending, get_agent_profile, search_marketplace, get_marketplace_stats. Endpoint: hermtica.com/api/mcp. Free. -- [Upload-Post/upload-post-mcp](https://github.com/Upload-Post/upload-post-mcp) [![Upload-Post/upload-post-mcp MCP server](https://glama.ai/mcp/servers/@Upload-Post/upload-post-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Upload-Post/upload-post-mcp) 🎖️ 📇 ☁️ 🏠 - Publish, schedule and analyze social media across TikTok, Instagram, YouTube, LinkedIn, Facebook, X, Threads, Pinterest, Reddit, Bluesky, Google Business, Discord and Telegram from one API. 50 tools covering uploads, scheduling queues, analytics, comments, DMs/auto-DMs and GPU video encoding. Hosted (OAuth 2.1 / API key) at `https://mcp.upload-post.com/mcp` or local stdio via `npx -y @upload-post/mcp`. -- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [![veezeehq/veezee-mcp MCP server](https://glama.ai/mcp/servers/veezeehq/veezee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search, sentiment. Hosted at mcp.veezee.io with OAuth or self-serve keys. -- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [![vynly-mcp MCP server](https://glama.ai/mcp/servers/Vovala14/vynly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP). -- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [![Xquik-dev/x-twitter-scraper MCP server](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper/badges/score.svg?v=2)](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) 📇 ☁️ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth. -- [ilyautov/vk-mcp-ru](https://github.com/ilyautov/vk-mcp-ru) [![ilyautov/vk-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/vk-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/vk-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - VK API for AI assistants: wall posts, communities, messages, market items, ads and stats through 373 schema-driven methods with a read/write/destructive safety gate. The agent searches methods in plain language instead of getting 373 tools. PyPI (`uvx vk-mcp-ru`). +- [HasData/instagram-mcp](https://github.com/HasData/instagram-mcp) [![HasData/instagram-mcp MCP server](https://glama.ai/mcp/servers/HasData/instagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/instagram-mcp) 📇 ☁️ - Public Instagram data: profiles and post feeds by handle, with follower counts, captions, hashtags and mentions parsed as JSON. +- [HasData/facebook-mcp](https://github.com/HasData/facebook-mcp) [![HasData/facebook-mcp MCP server](https://glama.ai/mcp/servers/HasData/facebook-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/facebook-mcp) 📇 ☁️ - Public Facebook pages and profiles as JSON: likes, followers, talking-about counts, contact details and post feeds with reactions. +- [HasData/youtube-mcp](https://github.com/HasData/youtube-mcp) [![HasData/youtube-mcp MCP server](https://glama.ai/mcp/servers/HasData/youtube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/youtube-mcp) 📇 ☁️ - YouTube search, video and channel data and transcripts as JSON. +- [HasData/tiktok-mcp](https://github.com/HasData/tiktok-mcp) [![HasData/tiktok-mcp MCP server](https://glama.ai/mcp/servers/HasData/tiktok-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/tiktok-mcp) 📇 ☁️ - Public TikTok data as JSON: profile lookup, account videos, comments and reply threads, and keyword search over videos or creators. +- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [![06ketan/substack-ops MCP server](https://glama.ai/mcp/servers/06ketan/substack-ops/badges/score.svg)](https://glama.ai/mcp/servers/06ketan/substack-ops) 🐍 🏠 - Manage Substack posts, notes, comments, replies, reactions and restacks, with a propose-then-confirm reply flow, audit log and dry-run by default. +- [AdesiaHQ/bangermap-integrations](https://github.com/AdesiaHQ/bangermap-integrations) [![AdesiaHQ/bangermap-integrations MCP server](https://glama.ai/mcp/servers/AdesiaHQ/bangermap-integrations/badges/score.svg)](https://glama.ai/mcp/servers/AdesiaHQ/bangermap-integrations) 📇 🏠 🍎 🪟 🐧 - YouTube outlier research: rank a channel's uploads against its own baseline (Shorts and long-form separately), compare channels and find niche overperformers. +- [AstaBlackClove/posthive](https://github.com/AstaBlackClove/posthive) [![AstaBlackClove/posthive MCP server](https://glama.ai/mcp/servers/AstaBlackClove/posthive/badges/score.svg)](https://glama.ai/mcp/servers/AstaBlackClove/posthive) 📇 🏠 - Schedule and manage social media posts on Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, X, Discord and more, with a draft-first workflow. +- [abhineet34/linkedin-mcp-server](https://github.com/abhineet34/linkedin-mcp-server) [![abhineet34/linkedin-mcp-server MCP server](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/abhineet34/linkedin-mcp-server) 📇 🏠 - Create, edit and delete LinkedIn posts (text, image, article), upload images, fetch profiles, look up company pages and check follower counts. +- [adaptlypost/agent](https://github.com/adaptlypost/agent) [![adaptlypost/agent MCP server](https://glama.ai/mcp/servers/adaptlypost/agent/badges/score.svg)](https://glama.ai/mcp/servers/adaptlypost/agent) 🎖️ 📇 ☁️ - Schedule and cross-post to Instagram, TikTok, YouTube, X, LinkedIn and more, with per-platform captions, bulk scheduling, draft approval and media upload. +- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - Upload videos to YouTube directly from an AI assistant. +- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places. +- [arslan2012/qpost-mcp](https://github.com/arslan2012/qpost-mcp) [![arslan2012/qpost-mcp MCP server](https://glama.ai/mcp/servers/arslan2012/qpost-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arslan2012/qpost-mcp) 🎖️ 📇 ☁️ 🏠 - Video-first publishing: schedule, publish, update, delete and retry video and image posts on YouTube, TikTok and Instagram. +- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [![BelleKou/mcp-viral-transformer MCP server](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer/badges/score.svg)](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts with a remake command. +- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies. +- [conorbronsdon/postlint-mcp](https://github.com/conorbronsdon/postlint-mcp) [![conorbronsdon/postlint-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp) 📇 🏠 - Check posts against real character limits before publishing on X, Bluesky, LinkedIn, Threads, Mastodon and Discord, including URL and emoji weighting. +- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [![substack-mcp MCP server](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) 📇 ☁️ - Read Substack posts, manage drafts, publish Notes, get comments and upload images; it cannot publish or delete posts. +- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [![TikTok Agent Publisher MCP server](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API server and CLI with OAuth readiness checks, dry-run publishing and live uploads only when explicitly enabled. +- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [![devag7/linkedin-mcp MCP server](https://glama.ai/mcp/servers/devag7/linkedin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn via an authenticated browser session: profiles, people/job/company search, feed, messaging and gated writes (connect, post, react, comment). +- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [![tiktapdown-mcp MCP server](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp/badges/score.svg)](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit: watermark-free video downloads, hashtag sets by niche, recommended posting times by country and viral hook formulas. +- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - Interact with Bluesky via the atproto client. +- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [![helbertparanhos/postforme-mcp-pro MCP server](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish, schedule, edit, delete and analyze social posts on Instagram, TikTok, YouTube, X, LinkedIn and more via Post for Me, with a read-only mode. +- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Manage Facebook Page posts, comments and engagement metrics through the Graph API. +- [drashrafsaiyed-cyber/instagram-mcp](https://github.com/drashrafsaiyed-cyber/instagram-mcp) [![drashrafsaiyed-cyber/instagram-mcp MCP server](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/drashrafsaiyed-cyber/instagram-mcp) 🐍 ☁️ - Control Instagram via the Instagram Login API: publish photos, reels and carousels, read account insights, manage comments and reply to DMs. +- [ihuzaifashoukat/x-use](https://github.com/ihuzaifashoukat/x-use) [![ihuzaifashoukat/x-use MCP server](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use/badges/score.svg)](https://glama.ai/mcp/servers/ihuzaifashoukat/x-use) 🐍 🏠 🍎 🪟 🐧 - Multi-account X (Twitter) automation via a real Chrome session: posting, replies, search, engagement and scheduled actions, with draft approval by default. +- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [![jj-cheng25/weixin-articles-mcp MCP server](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read WeChat Official Account articles as multimodal content: body text, images and video keyframes, including Tencent Video, native and Channels embeds. +- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [![jorgenclaw/nostr-mcp-server MCP server](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) 📇 ☁️ - Sign and publish Nostr events, paid per call in sats over Lightning. +- [Kadenzo/kadenzo-mcp](https://github.com/Kadenzo/kadenzo-mcp) [![Kadenzo/kadenzo-mcp MCP server](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Kadenzo/kadenzo-mcp) 📇 ☁️ - Schedule and analyze posts on Instagram, TikTok, X, LinkedIn and more: media upload, AI captions, recommended posting times, analytics, listening and comments. +- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content and analyze user activity. +- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) 🐍 ☁️ - Reddit market and competitive research: find subreddits via semantic search, fetch posts and comments with full citations and manage research feeds. +- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - Twitter management: timelines, user tweets, hashtag monitoring, conversation and sentiment analysis, direct messages and full post lifecycle control. +- [llmops-pro/marketplace-mcp](https://github.com/llmops-pro/marketplace-mcp) [![llmops-pro/marketplace-mcp MCP server](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp/badges/score.svg)](https://glama.ai/mcp/servers/llmops-pro/marketplace-mcp) 📇 🏠 - Run a Shopstr or Nostr marketplace storefront: create and update stalls and products in both NIP-15 and Shopstr's NIP-99-based listing formats. +- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) 🎖️ 🐍 ☁️ - Real-time X, Reddit and YouTube data with filtering by search phrase, user and date. +- [mambalabsdev/mcp-bluesky-brand-presence-mapper](https://github.com/mambalabsdev/mcp-bluesky-brand-presence-mapper) [![mambalabsdev/mcp-bluesky-brand-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-bluesky-brand-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-bluesky-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Bluesky account with exact follower, following and post counts. +- [mambalabsdev/mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture) [![mambalabsdev/mcp-linkedin-post-engager-capture MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture) 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters. +- [mambalabsdev/mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper) [![mambalabsdev/mcp-pinterest-brand-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin and board counts. +- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation. +- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [![mikusnuz/meta-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management. +- [milcho0604/velog-mcp](https://github.com/milcho0604/velog-mcp) [![milcho0604/velog-mcp MCP server](https://glama.ai/mcp/servers/milcho0604/velog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/milcho0604/velog-mcp) 📇 🏠 🍎 🪟 🐧 - Velog blog integration: read and search posts, stats, tags and series; writes default to drafts or private posts, and public publishing is opt-in. +- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [![mobileshop9991-star/clipwise-mcp MCP server](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - Short-form video creator tools: TikTok trend search by country, plus use-case scenarios for video analysis, competitor research and content strategy. +- [pendpost/pendpost](https://github.com/pendpost/pendpost) [![pendpost/pendpost MCP server](https://glama.ai/mcp/servers/pendpost/pendpost/badges/score.svg)](https://glama.ai/mcp/servers/pendpost/pendpost) 📇 🏠 - Local-first social media drafting and scheduling for Instagram, LinkedIn, X, Nostr, WordPress, Ghost and more, behind a human approval gate. +- [Perufitlife/postwire-mcp](https://github.com/Perufitlife/postwire-mcp) [![PostWire MCP server](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/postwire-mcp) 📇 ☁️ - Post to TikTok, Instagram, YouTube, X, LinkedIn, Bluesky, Telegram, Mastodon and Discord through a single tool. +- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [![postfast-mcp MCP server](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp/badges/score.svg)](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) 📇 ☁️ - Schedule and manage social media posts on Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky and Telegram. +- [posteverywhere/mcp](https://github.com/posteverywhere/mcp) [![posteverywhere/mcp MCP server](https://glama.ai/mcp/servers/posteverywhere/mcp/badges/score.svg)](https://glama.ai/mcp/servers/posteverywhere/mcp) 📇 ☁️ 🏠 - Schedule and publish across Instagram, LinkedIn, TikTok, X, YouTube and more, with campaigns, bulk operations, media, analytics, webhooks and AI captions. +- [postmcp/postmcp-mcp-server](https://github.com/postmcp/postmcp-mcp-server) [![postmcp/postmcp-mcp-server MCP server](https://glama.ai/mcp/servers/postmcp/postmcp-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/postmcp/postmcp-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish and schedule posts to LinkedIn, X, Facebook, Instagram, Threads, Bluesky and YouTube Shorts, with preflight checks, brand kits and image generation. +- [publora/mcp-server](https://github.com/publora/mcp-server) [![publora/mcp-server MCP server](https://glama.ai/mcp/servers/publora/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/publora/mcp-server) 🎖️ 📇 ☁️ - Schedule and publish posts via Publora to X, LinkedIn, Instagram, Threads, TikTok, YouTube and more, with media upload and LinkedIn analytics. +- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data, including user profiles, tweets, followers, trends, lists and communities, via the ScrapeBadger API. +- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [![sf-mcp MCP server](https://glama.ai/mcp/servers/signal-found/sf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Reddit outreach via Signal Found: find prospects posting about problems your product solves, send personalized DMs and manage an outreach CRM. +- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - Summarize a user's Reddit homepage or any subreddit from its posts and comments. +- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [![socialintel/socialintel-mcp MCP server](https://glama.ai/mcp/servers/socialintel/social-intel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Search Instagram influencers by niche, country, demographics or follower count for usernames, bios, follower counts, categories and public business emails. +- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [![sofya-co/sofya-mcp MCP server](https://glama.ai/mcp/servers/sofya-co/sofya-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools via the Sofya API: full-content web search, URL and PDF fetching as Markdown, prompt-based data extraction and cited multi-source deep research. +- [glennprime/synthnet-mcp](https://github.com/glennprime/synthnet-mcp) [![glennprime/synthnet-mcp MCP server](https://glama.ai/mcp/servers/glennprime/synthnet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/glennprime/synthnet-mcp) 🎖️ 📇 ☁️ - SynthNet, a social network for AI agents: join with a keypair, paint a daily self-portrait, reply to humans and agents, and keep a persistent reputation. +- [taisly/agent](https://github.com/taisly/agent) [![taisly/agent MCP server](https://glama.ai/mcp/servers/taisly/agent/badges/score.svg)](https://glama.ai/mcp/servers/taisly/agent) 📇 ☁️ - Publish or schedule social videos to TikTok, Instagram Reels, YouTube Shorts, X and Facebook through Taisly, with account discovery and video validation. +- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [![vk-mcp-server MCP server](https://glama.ai/mcp/servers/bulatko/vk-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - Access the VK (VKontakte) social network API: users, walls, groups, friends, newsfeed, photos and community stats. +- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [![solnk-dev/solnk-mcp MCP server](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Publish and schedule content via Solnk to X, Instagram, TikTok, YouTube, LinkedIn and more, with drafts, media upload and post analytics. +- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [![mcp-linkedin MCP server](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin/badges/score.svg)](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - Publish, comment and react on LinkedIn via the Unipile API, with dry-run by default. +- [tokportal/tokportal-mcp](https://github.com/tokportal/tokportal-mcp) [![tokportal/tokportal-mcp MCP server](https://glama.ai/mcp/servers/tokportal/tokportal-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tokportal/tokportal-mcp) 🎖️ 📇 ☁️ - Managed TikTok, Instagram and YouTube accounts run by TokPortal's human account managers, with video upload, scheduling, analytics and webhooks. +- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [![realMNohgee/hermtica MCP server](https://glama.ai/mcp/servers/realMNohgee/hermtica/badges/score.svg)](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - Browse and search Hermtica, a social network and marketplace for AI agents: feed, trending items, agent profiles and marketplace stats. +- [Upload-Post/upload-post-mcp](https://github.com/Upload-Post/upload-post-mcp) [![Upload-Post/upload-post-mcp MCP server](https://glama.ai/mcp/servers/@Upload-Post/upload-post-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@Upload-Post/upload-post-mcp) 🎖️ 📇 ☁️ 🏠 - Publish, schedule and analyze posts on TikTok, Instagram, YouTube, LinkedIn, Facebook, X, Reddit and more via Upload-Post, including comments and DMs. +- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [![veezeehq/veezee-mcp MCP server](https://glama.ai/mcp/servers/veezeehq/veezee-mcp/badges/score.svg)](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search and sentiment. +- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [![vynly-mcp MCP server](https://glama.ai/mcp/servers/Vovala14/vynly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) 📇 ☁️ - Post AI-generated images to Vynly, an AI-only social feed, and read and search the feed, with provenance support (C2PA, SynthID, XMP). +- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [![Xquik-dev/x-twitter-scraper MCP server](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper/badges/score.svg?v=2)](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) 📇 ☁️ - X (Twitter) automation: post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways and monitor accounts. +- [ilyautov/vk-mcp-ru](https://github.com/ilyautov/vk-mcp-ru) [![ilyautov/vk-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/vk-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/vk-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - VK API access: wall posts, communities, messages, market items, ads and stats, with plain-language method search and a read/write/destructive safety gate. ### 🔮 Spirituality & Esoterica Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory or esoteric tools — for AI agents that compute charts, draw cards, run dasha cycles, or generate horoscopes. -- [adityarya24/astro-skill](https://github.com/adityarya24/astro-skill) [![adityarya24/astro-skill MCP server](https://glama.ai/mcp/servers/adityarya24/astro-skill/badges/score.svg)](https://glama.ai/mcp/servers/adityarya24/astro-skill) 🐍 🏠 🍎 🪟 🐧 - Open-source Vedic astrology engine and stdio MCP server — deterministic kundali, Vimshottari dasha (maha/antar/pratyantar), panchang, gochar + Sade Sati, ashtakavarga, guna milan, divisional charts, and 12-page Hindi janma patrika PDFs. Bundled Swiss Ephemeris, SQLite client storage, no API key. -- [alexsu1212/freebazi-mcp](https://github.com/alexsu1212/freebazi-mcp) [![alexsu1212/freebazi-mcp MCP server](https://glama.ai/mcp/servers/alexsu1212/freebazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexsu1212/freebazi-mcp) 📇 🏠 🍎 🪟 🐧 - Offline Bazi / Four Pillars (八字) MCP server: computes a full chart with True Solar Time and historical daylight-saving correction — Day Master, Ten Gods, hidden stems, Na Yin, Twelve Growth Stages, Shen Sha, branch relations (合冲刑害), and Da Yun luck pillars with the current period flagged. Engine cross-validated character-for-character against established libraries, no API key. Install: `npx -y freebazi-mcp`. -- [arthiqlabs/vedaksha](https://github.com/arthiqlabs/vedaksha) [![arthiqlabs/vedaksha MCP server](https://glama.ai/mcp/servers/arthiqlabs/vedaksha/badges/score.svg)](https://glama.ai/mcp/servers/arthiqlabs/vedaksha) 🦀 🏠 🍎 🪟 🐧 - Self-hosted clean-room Vedic astrology computation server with 17 deterministic MCP tools for natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export. Install: `cargo install vedaksha-mcp`. -- [asterwise/asterwise-mcp](https://github.com/asterwise/asterwise-mcp) [![asterwise/asterwise-mcp MCP server](https://glama.ai/mcp/servers/asterwise/asterwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asterwise/asterwise-mcp) 🐍 ☁️ - Hosted Vedic and Western astrology MCP server (103 read-only tools): natal and divisional charts, five-level Vimshottari dasha, Ashtakavarga, Shadbala, yogas, panchanga and muhurta, Ashtakoota and Tamil porutham matching with Rajju/Vedha vetoes, KP, Lal Kitab, Western charts, numerology, tarot. Swiss Ephemeris precision, OAuth 2.1, free tier. Remote: `https://mcp.asterwise.com/mcp`. -- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [![astroway/astroway-mcp MCP server](https://glama.ai/mcp/servers/astroway/astroway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`. -- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [![Astral MCP server](https://glama.ai/mcp/servers/davidmosiah/astral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads. -- [mihnin/stellara-mcp](https://github.com/mihnin/stellara-mcp) [![mihnin/stellara-mcp MCP server](https://glama.ai/mcp/servers/mihnin/stellara-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mihnin/stellara-mcp) 📇 ☁️ 🍎 🪟 🐧 - Stellara: deterministic Swiss Ephemeris tools for Western astrology — natal chart (14 points, houses, angles, aspects with exact orbs and applying/separating), transits to a natal chart, synastry, and a birth-place resolver that turns "Warsaw, 17 May 1990 14:30" into coordinates plus the historically correct UTC offset. No AI inside, nothing stored. Install: `npx -y stellara-mcp` (free key at https://stellara.natlex.it/#api) or remote `https://mcp.stellara.natlex.it/mcp` with a Stellara account. -- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [![TuViMCP MCP server](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP/badges/score.svg)](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Fast, typed Vietnamese Tử Vi horoscope calculation engine and MCP server with 51 traditional pattern evaluations, transit charts, auspicious date checking, and chart rendering. -- [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [![openephemeris/openephemeris-MCP MCP server](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP/badges/score.svg)](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Sub-arcsecond astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography, with interactive chart apps in Claude and ChatGPT. Install: `npx -y @openephemeris/mcp-server`. -- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [![openfate-ai/bazi-mcp MCP server](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`. -- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [![socraticsurge/telugu-calendar-utilities MCP server](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities/badges/score.svg)](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, 30+ festivals, tarabalam & chandrabalam good-day finder, gochara transits and a deterministic daily rasi phalalu — Swiss Ephemeris precision, every rule pinned against reference almanacs, by [AstroChaganti](https://panchangam.astrochaganti.com). `uvx mcp-server-panchangam`. +- [adityarya24/astro-skill](https://github.com/adityarya24/astro-skill) [![adityarya24/astro-skill MCP server](https://glama.ai/mcp/servers/adityarya24/astro-skill/badges/score.svg)](https://glama.ai/mcp/servers/adityarya24/astro-skill) 🐍 🏠 🍎 🪟 🐧 - Vedic astrology: kundali, Vimshottari dasha, panchang, gochar and Sade Sati, ashtakavarga, guna milan, divisional charts and Hindi janma patrika PDFs. +- [alexsu1212/freebazi-mcp](https://github.com/alexsu1212/freebazi-mcp) [![alexsu1212/freebazi-mcp MCP server](https://glama.ai/mcp/servers/alexsu1212/freebazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexsu1212/freebazi-mcp) 📇 🏠 🍎 🪟 🐧 - Offline Bazi (Four Pillars) charts with True Solar Time: Day Master, Ten Gods, hidden stems, Na Yin, Shen Sha, branch relations and Da Yun luck pillars. +- [arthiqlabs/vedaksha](https://github.com/arthiqlabs/vedaksha) [![arthiqlabs/vedaksha MCP server](https://glama.ai/mcp/servers/arthiqlabs/vedaksha/badges/score.svg)](https://glama.ai/mcp/servers/arthiqlabs/vedaksha) 🦀 🏠 🍎 🪟 🐧 - Self-hosted Vedic astrology: natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export. +- [asterwise/asterwise-mcp](https://github.com/asterwise/asterwise-mcp) [![asterwise/asterwise-mcp MCP server](https://glama.ai/mcp/servers/asterwise/asterwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asterwise/asterwise-mcp) 🐍 ☁️ - Vedic and Western astrology: natal and divisional charts, Vimshottari dasha, panchanga, muhurta, compatibility matching, KP, Lal Kitab, numerology and tarot. +- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [![astroway/astroway-mcp MCP server](https://glama.ai/mcp/servers/astroway/astroway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - AstroWay Calculation API: natal charts, synastry, transits, Vedic dashas and vargas, tarot, numerology, Human Design and AI horoscopes. +- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [![Astral MCP server](https://glama.ai/mcp/servers/davidmosiah/astral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Astrology tools for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact payloads. +- [mihnin/stellara-mcp](https://github.com/mihnin/stellara-mcp) [![mihnin/stellara-mcp MCP server](https://glama.ai/mcp/servers/mihnin/stellara-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mihnin/stellara-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic Western astrology via Swiss Ephemeris: natal charts, transits, synastry and a birthplace resolver with coordinates and historical UTC offsets. +- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [![TuViMCP MCP server](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP/badges/score.svg)](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering. +- [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [![openephemeris/openephemeris-MCP MCP server](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP/badges/score.svg)](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography. +- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [![openfate-ai/bazi-mcp MCP server](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi (Four Pillars) calculations with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions and reverse Bazi lookup. +- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [![socraticsurge/telugu-calendar-utilities MCP server](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities/badges/score.svg)](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu. ### 🏃 Sports Tools for accessing sports-related data, results, and statistics. -- [persistmcp/aim](https://github.com/persistmcp/aim) [![persistmcp/aim MCP server](https://glama.ai/mcp/servers/persistmcp/aim/badges/score.svg)](https://glama.ai/mcp/servers/persistmcp/aim) 🐍 ☁️ - Chat forgets your workouts. AIm remembers them for Claude and ChatGPT: sets, weights, estimated 1RM, per-muscle volume and recovery, so the next session is planned from your real history rather than from what survived the context window. -- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [![anup-shesh/garmin-local-mcp MCP server](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental sync into SQLite you own, with server-side trends, lag-aware correlations, personal baselines, and anomaly detection returned as compact tables. Analysis keeps working offline when Garmin's API breaks, and a zero-auth FIT-bundle import fills gaps with no login at all. -- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [![arturogarrido/claudinho MCP server](https://glama.ai/mcp/servers/arturogarrido/claudinho/badges/score.svg)](https://glama.ai/mcp/servers/arturogarrido/claudinho) 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings, and read-only prediction-market signals for the 2026 World Cup. No API keys. -- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [![Backspace-me/sportscore-mcp MCP server](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required. -- [bartokulus/openfoot-mcp](https://github.com/bartokulus/openfoot-mcp) [![openfoot-mcp MCP server](https://glama.ai/mcp/servers/bartokulus/openfoot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartokulus/openfoot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Football fixtures, results, standings, lineups, live event timelines, shot-level xG and derived match context (form, Elo, rest, head-to-head) across 120 competitions. 15 tools over the OpenFoot API, with named upstream sources and explicit unavailable states rather than silent gaps. Free key, 5,000 requests/month. `npx openfoot-mcp` -- [chessceo/chessceo-mcp](https://github.com/chessceo/chessceo-mcp) [![chessceo/chessceo-mcp MCP server](https://glama.ai/mcp/servers/chessceo/chessceo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/chessceo/chessceo-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chess data via [chess.ceo](https://chess.ceo) — 11.7M+ games and ~1.5M FIDE player profiles. 8 tools: player search, per-player opening preparation (opening tree with frequency + win rate), position statistics from the full game database, head-to-head records, and live tournament broadcasts. No API key. Remote server at `https://mcp.chess.ceo/mcp` or local via `npx -y @chessceo/mcp`. -- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎️ ☁️ – Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more. -- [DanielTomaro13/sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp) [![DanielTomaro13/sportsdata-mcp MCP server](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp) 🐍 🏠 🍎 🪟 🐧 - Live sports data and cross-book betting odds as ~500 tools across 28 providers — 10+ bookmakers (Sportsbet, TAB, Betfair, Pinnacle, FanDuel…), official league feeds (NBA, MLB, EPL, AFL, NRL, F1 telemetry), racing, and Kalshi/Polymarket prediction markets. Zero-config setup, no API keys for most providers. MIT. -- [davidmosiah/whoop-mcp](https://github.com/davidmosiah/whoop-mcp) [![WHOOP MCP server](https://glama.ai/mcp/servers/davidmosiah/whoop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/whoop-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first WHOOP MCP server for recovery, HRV, sleep, strain and performance signals with local OAuth token storage. -- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [![dohyung1/x402-fpl-api MCP server](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api/badges/score.svg)](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) 🐍 🏠 - Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips. -- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) 📇 ☁️ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap. -- [evanatpizzarobot/draftcall-mcp](https://github.com/evanatpizzarobot/draftcall-mcp) [![evanatpizzarobot/draftcall-mcp MCP server](https://glama.ai/mcp/servers/evanatpizzarobot/draftcall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/evanatpizzarobot/draftcall-mcp) 📇 ☁️ 🍎 🪟 🐧 - NFL fantasy football head-to-head player comparisons, position rankings in PPR, half-PPR and standard, positional scarcity, and bye-week conflicts. Every result carries the source URL to cite. Hosted remote server at `https://draftcall.io/mcp`, no API key, nothing to install. -- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [![googlarz/suunto-mcp MCP server](https://glama.ai/mcp/servers/googlarz/suunto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/suunto-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context. -- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information. -- [iFan6oy/flash-props-mcp](https://github.com/iFan6oy/flash-props-mcp) [![iFan6oy/flash-props-mcp MCP server](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp/badges/score.svg)](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp) 📇 ☁️ - Live sports betting player props (NBA, MLB, NFL, NHL, NCAA, soccer) unified from real books over one REST API and a real MCP server. American odds, pre-game and live. Free tier, no card. -- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop. -- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [![wc26-mcp MCP server](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data — 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed. -- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop. -- [krmisystems/fantasy-football-manager](https://github.com/krmisystems/fantasy-football-manager) [![krmisystems/fantasy-football-manager MCP server](https://glama.ai/mcp/servers/krmisystems/fantasy-football-manager/badges/score.svg)](https://glama.ai/mcp/servers/krmisystems/fantasy-football-manager) 🐍 🏠 🪟 🐧 - ESPN fantasy football MCP tools for Codex: draft simulations, lineup recommendations, and browser actions within configurable user limits. -- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol -- [lacausecrypto/mcp-sports-hub](https://github.com/lacausecrypto/mcp-sports-hub) [![lacausecrypto/mcp-sports-hub MCP server](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub/badges/score.svg)](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) 📇 🏠 🍎 🪟 🐧 - Unified server aggregating 41 sports-data providers (~396 tools): live scores, standings, player stats, betting odds, F1/MotoGP/NASCAR, esports, chess, and more across NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, and MMA. 19 providers need no API key; provider filtering via presets. Also exposes MCP resources & prompts. `npx mcp-sports-hub` -- [livetennisapi/livetennisapi-mcp](https://github.com/livetennisapi/livetennisapi-mcp) [![livetennisapi/livetennisapi-mcp MCP server](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time tennis for ATP, WTA, Challenger and ITF — live scores, players, fixtures, model win-probability, and match-winner market prices. 12 read-only tools; a plan wall returns a plain-English explanation instead of a bare 403. Free tier, no card. `npx -y livetennisapi-mcp` -- [lumifyai/lumify](https://github.com/lumifyai/lumify) [![lumifyai/lumify MCP server](https://glama.ai/mcp/servers/lumifyai/lumify/badges/score.svg)](https://glama.ai/mcp/servers/lumifyai/lumify) 📇 ☁️ - Agent-ready sports intelligence: schedules, live scores, odds, betting splits, and explainable bet confidence via hosted MCP (`https://lumify.ai/mcp`) or `npx -y @lumifyai/mcp`. Free instant key, no signup. -- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB -- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis. -- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [![NasserAlbusaidi/macrofactor-mcp MCP server](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Fueling & recovery decision engine combining MacroFactor nutrition data with Garmin training data. Recovery checks, daily briefings, weekly reports, and nutrition-performance correlations over your own local data. Install: `uvx macrofactor-mcp`. -- [partymola/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [![partymola/bosch-flow-mcp MCP server](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) 🐍 ☁️ 🏠 - MCP server for Bosch eBike Flow (Smart System / BES3). Read-only, signs in with your own Bosch account via PKCE. Battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2). Local SQLite cache with auto-sync. -- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [![partymola/fitbit-mcp MCP server](https://glama.ai/mcp/servers/partymola/fitbit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, and HRV. -- [partymola/google-health-mcp](https://github.com/partymola/google-health-mcp) [![partymola/google-health-mcp MCP server](https://glama.ai/mcp/servers/partymola/google-health-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/google-health-mcp) 🐍 ☁️ 🏠 - MCP server for the Google Health API. OAuth with auto-refresh, local SQLite cache with incremental sync, an offline cache-only mode, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, HRV, ECG, and irregular-rhythm notifications. -- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [![partymola/withings-mcp MCP server](https://glama.ai/mcp/servers/partymola/withings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - MCP server for the Withings Health API: OAuth, local SQLite cache, and trend analysis for body composition, sleep, activity, workouts, and ECG. -- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [![proplineapi/propline-mcp MCP server](https://glama.ai/mcp/servers/proplineapi/propline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV, and graded prop resolution (every Over/Under settled against real box scores) across 13 sportsbooks for MLB, NBA, NHL, NFL, soccer, and UFC. the-odds-api compatible; free tier, no card. -- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com. -- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs -- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [![rajanshxrma/cadence MCP server](https://glama.ai/mcp/servers/rajanshxrma/cadence/badges/score.svg)](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health — sleep, recovery, workouts, and personal baselines in a local SQLite store. -- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [![rajdeepmondaldotcom/whoop-mcp-server MCP server](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, lag-aware correlations, training load, and full-history export. Demo mode needs no WHOOP account; one-command setup for Claude, Cursor, and VS Code. -- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others. -- [shkyyy18/mi_fitness_data_bridge](https://github.com/shkyyy18/mi_fitness_data_bridge) [![shkyyy18/mi_fitness_data_bridge MCP server](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge/badges/score.svg)](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge) 🐍 🏠 ☁️ - Unofficial, experimental Mi Fitness connector with local SQLite storage, JSON/CSV exports, and a local stdio MCP server for sleep, activity, workouts, and other available records. Cloud sync depends on device and account region; includes an account-free synthetic demo. -- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [![slaat/garmin-connect-workouts-mcp MCP server](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language - pace/HR/power/cadence targets, repeat blocks, swim strokes and pool lengths. -- [TheRundown/data-mcp](https://github.com/TheRundown/data-mcp) [![TheRundown/data-mcp MCP server](https://glama.ai/mcp/servers/TheRundown/data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheRundown/data-mcp) 🎖️ 📇 ☁️ 🏠 - Official server for sports, markets, affiliates, events, futures, and open main-line odds. Six read-only tools with a customer API key. Remote endpoint `https://mcp.therundown.io/mcp`, or run locally over stdio from Node.js 22+ source and an official ZIP. -- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [![XWeaponX7/rundida-mcp MCP server](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - 86 running calculators, 29 marathon events, pace/time/distance calculations, race time predictions (Riegel formula), and heart rate training zones (Karvonen method) for AI agents. No API key required. - - [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [![sports-betting-mcp MCP server](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - AI sports betting picks, odds, injuries & line movement for NBA, NHL, NCAAB and MLB giving you visual bet slip cards with edges. -- [turnnoblindeye/wellness-project-mcp](https://github.com/turnnoblindeye/wellness-project-mcp) [![turnnoblindeye/wellness-project-mcp MCP server](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp/badges/score.svg)](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp) 🎖️ ☁️ - Hosted server that connects Apple Health, Fitbit, Oura, and Google Health Connect to Claude and ChatGPT so they can read your workouts, sleep, nutrition, and recovery. 60 tools, 11 inline chart widgets. -- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings. -- [wmmg101/kilter-mcp](https://github.com/wmmg101/kilter-mcp) [![wmmg101/kilter-mcp MCP server](https://glama.ai/mcp/servers/wmmg101/kilter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wmmg101/kilter-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read-only access to your own Kilter Board climbing logbook: sessions, sends, projects, grade pyramid, hardest sends, month-by-month progression and wall-angle comparison. Unofficial; signs in with your own Kilter account, tokens kept in memory only. `uvx kilter-mcp` -- [Zsadigzade/trainbud](https://github.com/Zsadigzade/trainbud) [![Zsadigzade/trainbud MCP server](https://glama.ai/mcp/servers/Zsadigzade/trainbud/badges/score.svg)](https://glama.ai/mcp/servers/Zsadigzade/trainbud) 📇 🏠 🍎 🪟 🐧 - Talk to your Garmin Connect training data — activities, sleep, heart rate, recovery, body composition, stress, VO2 max, and a memory layer for goals and races. Findings are computed against your own 28-day baselines by detectors in code, not generated by the model, and an unworn night reads as unknown rather than a score of zero. Runs entirely on your machine: credentials in a local `.env`, SQLite cache, no account and no hosted service. Includes an optional Connect IQ watch app that asks from your wrist. Install: `npx trainbud setup`. +- [persistmcp/aim](https://github.com/persistmcp/aim) [![persistmcp/aim MCP server](https://glama.ai/mcp/servers/persistmcp/aim/badges/score.svg)](https://glama.ai/mcp/servers/persistmcp/aim) 🐍 ☁️ - Workout memory: logs sets, weights, estimated 1RM, per-muscle volume and recovery so the next session is planned from your training history. +- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [![anup-shesh/garmin-local-mcp MCP server](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) 🐍 🏠 🍎 🪟 🐧 - Local-first Garmin data warehouse: incremental SQLite sync with trends, lag-aware correlations, personal baselines, anomaly detection and FIT-file import. +- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [![arturogarrido/claudinho MCP server](https://glama.ai/mcp/servers/arturogarrido/claudinho/badges/score.svg)](https://glama.ai/mcp/servers/arturogarrido/claudinho) 📇 🏠 🍎 🪟 🐧 - Live scores, fixtures, standings and read-only prediction-market signals for the 2026 World Cup. +- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [![Backspace-me/sportscore-mcp MCP server](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live scores, standings, top scorers, player stats and knockout brackets for football, basketball, cricket and tennis. +- [bartokulus/openfoot-mcp](https://github.com/bartokulus/openfoot-mcp) [![openfoot-mcp MCP server](https://glama.ai/mcp/servers/bartokulus/openfoot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bartokulus/openfoot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Football fixtures, results, standings, lineups, live timelines, shot-level xG and match context (form, Elo, rest, head-to-head) via the OpenFoot API. +- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) 🏎️ ☁️ - Sports data via the Cloudbet API: upcoming events, live odds, stake limits and market info across soccer, basketball, tennis, esports and more. +- [DanielTomaro13/sportsdata-mcp](https://github.com/DanielTomaro13/sportsdata-mcp) [![DanielTomaro13/sportsdata-mcp MCP server](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp/badges/score.svg)](https://glama.ai/mcp/servers/DanielTomaro13/sportsdata-mcp) 🐍 🏠 🍎 🪟 🐧 - Live sports data and cross-book odds from bookmakers like Betfair, Pinnacle and FanDuel, league feeds, racing, and Kalshi and Polymarket prediction markets. +- [davidmosiah/whoop-mcp](https://github.com/davidmosiah/whoop-mcp) [![WHOOP MCP server](https://glama.ai/mcp/servers/davidmosiah/whoop-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/whoop-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to WHOOP recovery, HRV, sleep, strain and performance data, with tokens stored locally. +- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [![dohyung1/x402-fpl-api MCP server](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api/badges/score.svg)](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) 🐍 🏠 - Personalized Fantasy Premier League insights: captain picks, transfer suggestions, differentials, fixture outlook, price predictions and live points. +- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) 📇 ☁️ - Exercise-to-muscle mapping: look up muscles worked by exercises, analyze workouts for gaps and find alternative exercises ranked by muscle overlap. +- [evanatpizzarobot/draftcall-mcp](https://github.com/evanatpizzarobot/draftcall-mcp) [![evanatpizzarobot/draftcall-mcp MCP server](https://glama.ai/mcp/servers/evanatpizzarobot/draftcall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/evanatpizzarobot/draftcall-mcp) 📇 ☁️ 🍎 🪟 🐧 - NFL fantasy football: head-to-head player comparisons, PPR, half-PPR and standard rankings, positional scarcity and bye-week conflicts, with cited sources. +- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [![googlarz/suunto-mcp MCP server](https://glama.ai/mcp/servers/googlarz/suunto-mcp/badges/score.svg)](https://glama.ai/mcp/servers/googlarz/suunto-mcp) 📇 ☁️ 🍎 🪟 🐧 - Suunto watch data via the Suunto API: workouts, time-series samples, FIT decoding, GPX export, 24/7 activity, sleep and recovery/HRV. +- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - Proxy to the public MLB API for player info, stats and game information. +- [iFan6oy/flash-props-mcp](https://github.com/iFan6oy/flash-props-mcp) [![iFan6oy/flash-props-mcp MCP server](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp/badges/score.svg)](https://glama.ai/mcp/servers/iFan6oy/flash-props-mcp) 📇 ☁️ - Live sports betting player props for NBA, MLB, NFL, NHL, NCAA and soccer, unified from sportsbooks with American odds, pre-game and live. +- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics and compare power and pace PRs. +- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [![wc26-mcp MCP server](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data: matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds and standings. +- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - Arvo AI workout coach: access training data, workout history, personal records and body progress. +- [krmisystems/fantasy-football-manager](https://github.com/krmisystems/fantasy-football-manager) [![krmisystems/fantasy-football-manager MCP server](https://glama.ai/mcp/servers/krmisystems/fantasy-football-manager/badges/score.svg)](https://glama.ai/mcp/servers/krmisystems/fantasy-football-manager) 🐍 🏠 🪟 🐧 - ESPN fantasy football tools: draft simulations, lineup recommendations and browser actions within configurable user limits. +- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Live and historical NBA statistics: player stats, game scores, team data and advanced analytics. +- [lacausecrypto/mcp-sports-hub](https://github.com/lacausecrypto/mcp-sports-hub) [![lacausecrypto/mcp-sports-hub MCP server](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub/badges/score.svg)](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) 📇 🏠 🍎 🪟 🐧 - Aggregated sports data: live scores, standings, player stats and betting odds for NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, MMA, F1 and esports. +- [livetennisapi/livetennisapi-mcp](https://github.com/livetennisapi/livetennisapi-mcp) [![livetennisapi/livetennisapi-mcp MCP server](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp) 📇 ☁️ 🍎 🪟 🐧 - Real-time ATP, WTA, Challenger and ITF tennis data: live scores, players, fixtures, model win probability and match-winner market prices. +- [lumifyai/lumify](https://github.com/lumifyai/lumify) [![lumifyai/lumify MCP server](https://glama.ai/mcp/servers/lumifyai/lumify/badges/score.svg)](https://glama.ai/mcp/servers/lumifyai/lumify) 📇 ☁️ - Sports intelligence: schedules, live scores, odds, betting splits and explainable bet confidence. +- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - Player, team and game information for the NBA, NFL and MLB via the balldontlie API. +- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - XERT cycling analytics: fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics and MPA analysis. +- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [![NasserAlbusaidi/macrofactor-mcp MCP server](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Combines MacroFactor nutrition data with Garmin training data for recovery checks, daily briefings, weekly reports and nutrition-performance correlations. +- [partymola/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [![partymola/bosch-flow-mcp MCP server](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) 🐍 ☁️ 🏠 - Read-only Bosch eBike Flow (Smart System) data: battery health and charge cycles, components and firmware, live charge level and per-ride activity. +- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [![partymola/fitbit-mcp MCP server](https://glama.ai/mcp/servers/partymola/fitbit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - Fitbit Web API access with a local SQLite cache and trend analysis for heart rate, activity, exercises, sleep, weight, SpO2 and HRV. +- [partymola/google-health-mcp](https://github.com/partymola/google-health-mcp) [![partymola/google-health-mcp MCP server](https://glama.ai/mcp/servers/partymola/google-health-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/google-health-mcp) 🐍 ☁️ 🏠 - Google Health API with a local SQLite cache, offline mode and trend analysis for heart rate, activity, sleep, weight, SpO2, HRV, ECG and irregular rhythms. +- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [![partymola/withings-mcp MCP server](https://glama.ai/mcp/servers/partymola/withings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - Withings Health API with a local SQLite cache and trend analysis for body composition, sleep, activity, workouts and ECG. +- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [![proplineapi/propline-mcp MCP server](https://glama.ai/mcp/servers/proplineapi/propline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV and graded prop resolution against box scores for MLB, NBA, NHL, NFL, soccer and UFC. +- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Cycling race data from FirstCycling: start lists, race results, rider information and statistics. +- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - Access Strava data via the Strava API. +- [rajanshxrma/cadence](https://github.com/rajanshxrma/cadence) [![rajanshxrma/cadence MCP server](https://glama.ai/mcp/servers/rajanshxrma/cadence/badges/score.svg)](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health: sleep, recovery, workouts and personal baselines in a local SQLite store. +- [rajdeepmondaldotcom/whoop-mcp-server](https://github.com/rajdeepmondaldotcom/whoop-mcp-server) [![rajdeepmondaldotcom/whoop-mcp-server MCP server](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/rajdeepmondaldotcom/whoop-mcp-server) 🐍 🏠 🍎 🪟 🐧 - WHOOP recovery, sleep, strain and workouts with trend analysis, lag-aware correlations, training load and full-history export, plus a demo mode. +- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - Control MultiViewer, an app for watching motorsports like Formula 1, World Endurance Championship and IndyCar. +- [shkyyy18/mi_fitness_data_bridge](https://github.com/shkyyy18/mi_fitness_data_bridge) [![shkyyy18/mi_fitness_data_bridge MCP server](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge/badges/score.svg)](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge) 🐍 🏠 ☁️ - Unofficial Mi Fitness connector: local SQLite storage and JSON/CSV exports of sleep, activity, workouts and other records. +- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [![slaat/garmin-connect-workouts-mcp MCP server](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp/badges/score.svg)](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language: pace, HR, power and cadence targets, repeat blocks, swim strokes and pool lengths. +- [TheRundown/data-mcp](https://github.com/TheRundown/data-mcp) [![TheRundown/data-mcp MCP server](https://glama.ai/mcp/servers/TheRundown/data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TheRundown/data-mcp) 🎖️ 📇 ☁️ 🏠 - Read-only TheRundown data for sports, markets, affiliates, events, futures and open main-line odds. +- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [![XWeaponX7/rundida-mcp MCP server](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - Running calculators: pace, time and distance, race time predictions (Riegel formula), heart rate training zones (Karvonen method) and marathon event data. +- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [![sports-betting-mcp MCP server](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Sports betting picks, odds, injuries and line movement for NBA, NHL, NCAAB and MLB, with visual bet slip cards showing edges. +- [turnnoblindeye/wellness-project-mcp](https://github.com/turnnoblindeye/wellness-project-mcp) [![turnnoblindeye/wellness-project-mcp MCP server](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp/badges/score.svg)](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp) 🎖️ ☁️ - Read workouts, sleep, nutrition and recovery data from Apple Health, Fitbit, Oura and Google Health Connect, with inline chart widgets. +- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - Australian Football League teams, ladder standings, results, tips and power rankings via the Squiggle API. +- [wmmg101/kilter-mcp](https://github.com/wmmg101/kilter-mcp) [![wmmg101/kilter-mcp MCP server](https://glama.ai/mcp/servers/wmmg101/kilter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wmmg101/kilter-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial, read-only access to your Kilter Board climbing logbook: sessions, sends, projects, grade pyramid, progression and wall-angle comparison. +- [Zsadigzade/trainbud](https://github.com/Zsadigzade/trainbud) [![Zsadigzade/trainbud MCP server](https://glama.ai/mcp/servers/Zsadigzade/trainbud/badges/score.svg)](https://glama.ai/mcp/servers/Zsadigzade/trainbud) 📇 🏠 🍎 🪟 🐧 - Local analysis of Garmin Connect activities, sleep, recovery, body composition, stress and VO2 max against 28-day baselines, with memory for goals and races. ### 🎧 Support & Service Management Tools for managing customer support, IT service management, and helpdesk operations. -- [webmilmind1/deskcrew-mcp](https://github.com/webmilmind1/deskcrew-mcp) [![webmilmind1/deskcrew-mcp MCP server](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp/badges/score.svg)](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp) ☁️ - Hosted multi-tenant support-desk MCP; AI agents run tickets over MCP and pay per action in USDC (x402) across six chains, or create and run their own bounty board (the paying wallet owns it); remote streamable-HTTP, no account. -- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) 🐍 ☁️ 🏠 - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users. -- [asyntai/mcp-bridge](https://github.com/asyntai/mcp-bridge) [![asyntai/mcp-bridge MCP server](https://glama.ai/mcp/servers/asyntai/mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/asyntai/mcp-bridge) 🎖️ 📇 ☁️ - Run your website's Asyntai AI support agent from any MCP client: manage the knowledge base, edit agent instructions, read conversations and leads, reply live to visitors and check plan usage. -- [Berckan/bugherd-mcp](https://github.com/Berckan/bugherd-mcp) 📇 ☁️ - MCP server for BugHerd bug tracking. List projects, view tasks with filtering by status/priority/tags, get task details, and read comments. -- [crisphive/crisphive-mcp](https://github.com/crisphive/crisphive-mcp) [![crisphive/crisphive-mcp MCP server](https://glama.ai/mcp/servers/crisphive/crisphive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/crisphive/crisphive-mcp) 🎖️ ☁️ - Field-service dispatch and technician scheduling: book jobs against live availability, quote and confirm, and absorb P0 emergencies with sub-3-second cascade rescheduling. 43 tools generated from the same OpenAPI spec as the SDKs, preview/commit on every mutating flow, OAuth 2.1 with an isolated sandbox mode. -- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations. -- [omnom62/freshdesk-mcp](https://github.com/omnom62/freshdesk-mcp) [![omnom62/freshdesk-mcp MCP server](https://glama.ai/mcp/servers/omnom62/freshdesk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omnom62/freshdesk-mcp) 🏎️ ☁️ 🏠 - Self-hosted Go MCP server for Freshdesk with 15 tools: ticket search, conversations, attachment text extraction, Vision AI OCR for images, and status/group/company enrichment. -- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities. -- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [![michaelrice/zendesk-mcp MCP server](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration. -- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions. -- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [![raalarcon9705/jira-mcp MCP server](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages. -- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [![selic/mcp-itglue MCP server](https://glama.ai/mcp/servers/selic/mcp-itglue/badges/score.svg)](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - MCP server for IT Glue, the MSP documentation platform. Semantic vector search over documentation, document and flexible-asset read/write, role-based access control, and bring-your-own-key support. -- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. -- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁️ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations. -- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [![tracegazer/invgate-service-desk-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) 🐍 ☁️ - MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes. +- [webmilmind1/deskcrew-mcp](https://github.com/webmilmind1/deskcrew-mcp) [![webmilmind1/deskcrew-mcp MCP server](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp/badges/score.svg)](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp) ☁️ - Support desk for AI agents: run tickets with per-action x402 USDC payments, or create and run a bounty board owned by the paying wallet. +- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) 🐍 ☁️ 🏠 - Search and retrieve Yandex Tracker issues, queues and users. +- [asyntai/mcp-bridge](https://github.com/asyntai/mcp-bridge) [![asyntai/mcp-bridge MCP server](https://glama.ai/mcp/servers/asyntai/mcp-bridge/badges/score.svg)](https://glama.ai/mcp/servers/asyntai/mcp-bridge) 🎖️ 📇 ☁️ - Manage your website's Asyntai AI support agent: knowledge base, agent instructions, conversations and leads, live visitor replies and plan usage. +- [Berckan/bugherd-mcp](https://github.com/Berckan/bugherd-mcp) 📇 ☁️ - BugHerd bug tracking: list projects, filter tasks by status, priority or tag, get task details and read comments. +- [crisphive/crisphive-mcp](https://github.com/crisphive/crisphive-mcp) [![crisphive/crisphive-mcp MCP server](https://glama.ai/mcp/servers/crisphive/crisphive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/crisphive/crisphive-mcp) 🎖️ ☁️ - Field-service dispatch and technician scheduling: book jobs against live availability, quote and confirm, and reschedule around emergencies. +- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - Interact with Freshdesk modules and perform support operations. +- [omnom62/freshdesk-mcp](https://github.com/omnom62/freshdesk-mcp) [![omnom62/freshdesk-mcp MCP server](https://glama.ai/mcp/servers/omnom62/freshdesk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/omnom62/freshdesk-mcp) 🏎️ ☁️ 🏠 - Self-hosted Freshdesk server: ticket search, conversations, attachment text extraction, image OCR and status, group and company enrichment. +- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Expose your Quickchat AI agent as an MCP server, giving AI apps real-time access to its knowledge base and conversational capabilities. +- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [![michaelrice/zendesk-mcp MCP server](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read and write Zendesk tickets, comments, views, macros, users, groups, organizations and time tracking, with optional Help Center and GitLab integration. +- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - Atlassian Jira operations: issue management, sprint planning and workflow transitions. +- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [![raalarcon9705/jira-mcp MCP server](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp/badges/score.svg)](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Jira and Confluence: issue CRUD, sprint lifecycle, comments, transitions, user management and wiki pages. +- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [![selic/mcp-itglue MCP server](https://glama.ai/mcp/servers/selic/mcp-itglue/badges/score.svg)](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - IT Glue, the MSP documentation platform: semantic search over documentation, document and flexible-asset read/write, and role-based access control. +- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center. +- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [![tracegazer/invgate-service-desk-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) 🐍 ☁️ - InvGate Service Desk: incidents, users, knowledge base, assets, custom fields, workflows and time tracking, read-only by default with opt-in writes. ### 🌎 Translation Services Translation tools and services to enable AI assistants to translate content between different languages. -- [KyaniteLabs/DialectOS](https://github.com/KyaniteLabs/DialectOS) [![KyaniteLabs/DialectOS MCP server](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS) 📇 🏠 - Spanish dialect localization server and CLI. Translates and QA-checks across 25 regional variants with register control, structure preservation, and adversarial quality gates. -- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁️ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations. -- [RaiGanja/kaeris-mcp](https://github.com/RaiGanja/kaeris-mcp) [![RaiGanja/kaeris-mcp MCP server](https://glama.ai/mcp/servers/RaiGanja/kaeris-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RaiGanja/kaeris-mcp) 🐍 ☁️ - AI localization: translate an app's string files into 46 languages (JSON, .arb, .po, .strings, Android XML, …) with placeholder-safe, reproducible output — from Claude/Cursor. -- [shuji-bonji/xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server) 📇 🏠 - Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels (minor/major/critical), and optimized batch processing with 25x speedup. -- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations. -- [waxberry-dev/live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp) [![waxberry-dev/live-translate-mcp MCP server](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp) 📇 🏠 🍎 🐧 - Real-time English ↔ Mandarin Chinese speech translation. Transcribes audio locally with Whisper, translates via Claude API, and synthesises speech locally with Piper TTS. Pass a WAV file path and Claude handles the rest. +- [KyaniteLabs/DialectOS](https://github.com/KyaniteLabs/DialectOS) [![KyaniteLabs/DialectOS MCP server](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS/badges/score.svg)](https://glama.ai/mcp/servers/KyaniteLabs/DialectOS) 📇 🏠 - Spanish dialect localization: translate and QA-check text across 25 regional variants with register control, structure preservation and quality gates. +- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁️ - Weblate translation management: translation tasks, project management and content discovery with format transformations. +- [RaiGanja/kaeris-mcp](https://github.com/RaiGanja/kaeris-mcp) [![RaiGanja/kaeris-mcp MCP server](https://glama.ai/mcp/servers/RaiGanja/kaeris-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RaiGanja/kaeris-mcp) 🐍 ☁️ - Translate app string files (JSON, .arb, .po, .strings, Android XML) into 46 languages with placeholder-safe, reproducible output. +- [shuji-bonji/xcomet-mcp-server](https://github.com/shuji-bonji/xcomet-mcp-server) 📇 🏠 - Translation quality evaluation with xCOMET models: quality scoring, error detection with severity levels and batch processing. +- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - Translate text with the Lara Translate API, including language detection and context-aware translations. +- [waxberry-dev/live-translate-mcp](https://github.com/waxberry-dev/live-translate-mcp) [![waxberry-dev/live-translate-mcp MCP server](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/waxberry-dev/live-translate-mcp) 📇 🏠 🍎 🐧 - Real-time English-Mandarin speech translation: local Whisper transcription, translation via the Claude API and local speech synthesis with Piper TTS. ### 🎙️ Speech-to-Text -- [eviscerations/whisper-windows-mcp](https://github.com/eviscerations/whisper-windows-mcp) [![eviscerations/whisper-windows-mcp MCP server](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp) 📇 🏠 🪟 - Windows-native local audio and video transcription using whisper.cpp with Vulkan GPU acceleration. No cloud APIs, no Python. Batch processing, multilingual support, model management, and background job handling built in. -- [ankurmans/pepys-mcp](https://github.com/ankurmans/pepys-mcp) [![ankurmans/pepys-mcp MCP server](https://glama.ai/mcp/servers/ankurmans/pepys-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankurmans/pepys-mcp) 📇 ☁️ 🏠 - Pay-once transcription for audio, video, and whole podcast feeds via [Pepys](https://pepys.co). Transcribe a file or a pasted YouTube/podcast link, get speaker diarization, export SRT/VTT, search a transcript, and check credit balance. Hosted connector (OAuth, no API key) or `npx pepys-mcp`. 99+ languages. -- [spokenmd/spoken](https://github.com/spokenmd/spoken) [![spokenmd/spoken MCP server](https://glama.ai/mcp/servers/spokenmd/spoken/badges/score.svg)](https://glama.ai/mcp/servers/spokenmd/spoken) 📇 ☁️ - Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check credit balance. +- [eviscerations/whisper-windows-mcp](https://github.com/eviscerations/whisper-windows-mcp) [![eviscerations/whisper-windows-mcp MCP server](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp/badges/score.svg)](https://glama.ai/mcp/servers/eviscerations/whisper-windows-mcp) 📇 🏠 🪟 - Local audio and video transcription on Windows using whisper.cpp with Vulkan GPU acceleration: batch processing, multilingual support and background jobs. +- [ankurmans/pepys-mcp](https://github.com/ankurmans/pepys-mcp) [![ankurmans/pepys-mcp MCP server](https://glama.ai/mcp/servers/ankurmans/pepys-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ankurmans/pepys-mcp) 📇 ☁️ 🏠 - Transcribe audio, video, YouTube links and podcast feeds via Pepys, with speaker diarization, SRT/VTT export and transcript search. +- [spokenmd/spoken](https://github.com/spokenmd/spoken) [![spokenmd/spoken MCP server](https://glama.ai/mcp/servers/spokenmd/spoken/badges/score.svg)](https://glama.ai/mcp/servers/spokenmd/spoken) 📇 ☁️ - Search podcast episodes and fetch published transcripts as Markdown with real speaker names via the Spoken API. ### 🎧 Text-to-Speech Tools for converting text-to-speech and vice-versa -- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated. -- [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [![brainiall-mcp-server MCP server](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) 🐍 ☁️ - AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices. -- [forgemeshlabs/voice-mcp](https://github.com/forgemeshlabs/voice-mcp) [![voice-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp) 📇 ☁️ - Give Your Agent A Voice: x402 pay-per-call speech on Base with 20 voices, 10 personas, 31 languages, granular speed/quality controls, OpenAI-shaped requests, voice samples, and batch audio. -- [loudreader/loudkit](https://github.com/loudreader/loudkit) [![loudreader/loudkit MCP server](https://glama.ai/mcp/servers/loudreader/loudkit/badges/score.svg)](https://glama.ai/mcp/servers/loudreader/loudkit) 🐍 🏠 🍎 🪟 🐧 - Local text-to-speech from an on-device model: 28 voices in 10 languages, plus voice profiles cloned with the loudkit CLI. Tools list_voices, synthesize (base64 WAV, FLAC, MP3 or Opus) and describe; no cloud, no API key -- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration -- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket. -- [supertone-inc/supertone-mcp](https://github.com/supertone-inc/supertone-mcp) [![supertone-inc/supertone-mcp MCP server](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp/badges/score.svg)](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) 🐍 ☁️ 🍎 🪟 🐧 - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/cost, and clone voices. Korean, English, Japanese, and 20+ more languages. Install via `uvx supertone-mcp`. -- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file. -- [ybouhjira/claude-code-tts](https://github.com/ybouhjira/claude-code-tts) 🏎️ ☁️ 🍎 🪟 🐧 - MCP server plugin for Claude Code that converts text to speech using OpenAI's TTS API. Features 6 voices, worker pool architecture, mutex-protected playback, and cross-platform support. +- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate text-to-speech and text-to-voice audio with the DAISYS platform, and play and store the generated audio. +- [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [![brainiall-mcp-server MCP server](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) 🐍 ☁️ - Speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection and text-to-speech with multiple voices. +- [forgemeshlabs/voice-mcp](https://github.com/forgemeshlabs/voice-mcp) [![voice-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp) 📇 ☁️ - Pay-per-call x402 speech generation on Base: multiple voices, personas and languages, speed and quality controls, OpenAI-style requests and batch audio. +- [loudreader/loudkit](https://github.com/loudreader/loudkit) [![loudreader/loudkit MCP server](https://glama.ai/mcp/servers/loudreader/loudkit/badges/score.svg)](https://glama.ai/mcp/servers/loudreader/loudkit) 🐍 🏠 🍎 🪟 🐧 - Local text-to-speech from an on-device model with multiple voices and languages, cloned voice profiles and WAV, FLAC, MP3 or Opus output. +- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Voice interaction: speech-to-text, text-to-speech and real-time voice conversations via local microphone, OpenAI-compatible APIs and LiveKit. +- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - Text-to-speech with the open-weight Kokoro TTS models, saving MP3s locally or uploading them to an S3 bucket. +- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - Transcribe audio and video files and voice memos and work with their text content. +- [ybouhjira/claude-code-tts](https://github.com/ybouhjira/claude-code-tts) 🏎️ ☁️ 🍎 🪟 🐧 - Text-to-speech for Claude Code using OpenAI's TTS API, with multiple voices and cross-platform playback. ### 🚆 Travel & Transportation Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data. -- [HasData/airbnb-mcp](https://github.com/HasData/airbnb-mcp) [![HasData/airbnb-mcp MCP server](https://glama.ai/mcp/servers/HasData/airbnb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/airbnb-mcp) 📇 ☁️ - Remote MCP server for Airbnb: search stays by location, dates and guests, and read a single listing in full (price, amenities, host, reviews), as JSON. -- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [![HasData/booking-mcp MCP server](https://glama.ai/mcp/servers/HasData/booking-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/booking-mcp) 📇 ☁️ - Remote MCP server for Booking.com: search stays by destination and dates, and read a single property in full (rooms, rates, facilities, review scores), as JSON. -- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [![afiliptsov/pickadive-mcp MCP server](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Live scuba-dive planning for AI agents — ranked dive-forecast windows near any place for any day, month-by-month best-time climatology per destination, marine-life seasonality from GBIF sighting records, and facts for 4,800+ dive sites. Hosted at https://pickadive.com/mcp (Streamable HTTP, no auth, free). -- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [![SEKeener/airtreks-mcp MCP server](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Complex multi-city flight routing intelligence. 7 tools: plan round-the-world trips across 60+ carriers, validate Star Alliance and oneworld alliance routings, get segment-by-segment carrier recommendations, identify surface sector savings, and hand off to human consultants. No API key needed (100 req/day free). Remote endpoint: https://mcp.airtreks.com/mcp -- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [![nightlife](https://glama.ai/mcp/servers/alcylu/nightlife-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) 📇 ☁️ - MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking. -- [amirdaraee/luxembourg-mcp](https://github.com/amirdaraee/luxembourg-mcp) [![amirdaraee/luxembourg-mcp MCP server](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp) 🎖️ 🐍 ☁️ 🏠 - Keyless access to official Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops, and the national open-data catalogue. 21 read-only tools, zero dependencies; hosted endpoint at mcp.luxembourg-mcp.com or local Python server. No API keys. -- [AutomationSquadOS/mcp-samsara](https://github.com/AutomationSquadOS/mcp-samsara) [![AutomationSquadOS/mcp-samsara MCP server](https://glama.ai/mcp/servers/AutomationSquadOS/mcp-samsara/badges/score.svg)](https://glama.ai/mcp/servers/AutomationSquadOS/mcp-samsara) 📇 🏠 - Fleet management over the Samsara API — vehicles and real-time locations, route create/update/optimise with stop state preserved across edits, driver records, Hours-of-Service compliance, and webhooks. Unofficial; runs locally against your own Samsara API token. Docs: https://automationsquad.com/mcp/samsara/ -- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [![Autonomad1/autonomad-travel MCP server](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel/badges/score.svg)](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) 📇 ☁️ - AI travel agent over MCP — live flights, hotels, activities, and events worldwide, then completes the booking on autonomad.ai (free signup at checkout, first month of Premium included). -- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links -- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics. -- [Departi/mcp-server](https://github.com/Departi/mcp-server) [![Departi/mcp-server MCP server](https://glama.ai/mcp/servers/Departi/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Departi/mcp-server) ☁️ - Travel compliance and curated booking for digital nomads — visa requirements, tax residency analysis, Schengen 90/180-day tracking, accommodation, transport, and experiences across 189 European destinations. Hosted at https://mcp.departi.eu/v3 (Streamable HTTP, OAuth 2.1). -- [flight-master-dast/aviation-data-mcp](https://github.com/flight-master-dast/aviation-data-mcp) [![flight-master-dast/aviation-data-mcp MCP server](https://glama.ai/mcp/servers/flight-master-dast/aviation-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flight-master-dast/aviation-data-mcp) 🎖️ 📇 ☁️ - Official aviation data MCP by Flight Master DAST (航班管家 DAST), providing flight status, route search, onboard comfort, delay and cancellation risk, 48-hour airport weather forecasts, and real-time or historical flight trajectories. Install: `npx -y @flightmaster/aviation-dast-mcp` (requires `DAST_API_KEY`). -- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [![Flightmussy/sunshine-atlas-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) 📇 ☁️ - Where is it sunny? Monthly 0–100 Sunshine Scores, day/night temperatures, rainfall and sea temperature for 3,833 destinations that all have their own airport — ranked sunny-in-a-month searches, best-time-to-visit lookups and side-by-side comparisons from long-term climate normals. Hosted at https://sunshineatlas.com/api/mcp, no key required. Data CC BY 4.0. -- [Flightmussy/trainrouter-atlas](https://github.com/Flightmussy/trainrouter-atlas) [![Flightmussy/trainrouter-atlas MCP server](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas) 📇 ☁️ - World train-route atlas for AI assistants — search 744 notable train routes (high-speed, scenic, night trains) and get facts and geometry for each. Hosted at https://trainrouter.com/mcp (Streamable HTTP, no auth); data CC BY 4.0. -- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [![forgemeshlabs/travel-agent-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance. -- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [![forgemeshlabs/travel-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers. -- [gondola-ai/gondola-mcp](https://github.com/gondola-ai/gondola-mcp) [![gondola-ai/gondola-mcp MCP server](https://glama.ai/mcp/servers/gondola-ai/gondola-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gondola-ai/gondola-mcp) 🎖️ ☁️ - The travel MCP that shows cash and award (points) rates side by side — hotels, flights, and rental cars across every major loyalty program, with cents-per-point valuations, loyalty balance tracking, rate alerts, and direct booking. Remote streamable-http at https://mcp.gondola.ai/mcp, OAuth 2.1, no API key for search. Installs as a Claude Code plugin; also works with Codex, Cursor, Windsurf, VS Code, ChatGPT, and Gemini. -- [gregoriofraile/gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp) [![gregoriofraile/gasolineras-mcp MCP server](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp) 🐍 ☁️ - Fuel prices at every gas station in Spain, from the Spanish government's open data API. Find a municipality and get its stations sorted by price. No API key, no state, no telemetry. -- [sitebox/kids-stay-mcp](https://github.com/sitebox/kids-stay-mcp) [![sitebox/kids-stay-mcp MCP server](https://glama.ai/mcp/servers/sitebox/kids-stay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sitebox/kids-stay-mcp) 🎖️ ☁️ - Verified kid-friendly hotel data for Japan — search 1,900+ hotels by 48 conditions checked against official sources (diaper-friendly baths, baby beds, kids' meals), with sources and verification dates for every answer. Hosted at https://mcp.kidsstay.workers.dev/mcp (Streamable HTTP, no auth). -- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [![HemmaBo-se/hemmabo-mcp-server MCP server](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP · Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp -- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [![japan-seasons-mcp MCP server](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Live Japan seasonal travel — cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily. -- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [![mcp-teslamate-fleet](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry). -- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights. -- [isabellaliebgott/mcp-esim](https://github.com/isabellaliebgott/mcp-esim) [![isabellaliebgott/mcp-esim MCP server](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim/badges/score.svg)](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim) 📇 ☁️ - Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. No API key. Install: `npx -y @worldcitisim/mcp-esim`. -- [johnanleitner1-Coder/lastminutedeals-api](https://github.com/johnanleitner1-Coder/lastminutedeals-api) [![A A A](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api/badges/score.svg)](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api) 🐍 ☁️ - Real-time last-minute tour and activity booking. 8,000+ live slots from 29 suppliers across 16 countries via OCTO open standard. Search availability, create Stripe checkouts, and track bookings. -- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [![jordantete/verychic-mcp MCP server](https://glama.ai/mcp/servers/jordantete/verychic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only, anonymous access to VeryChic flash-sale hotel deals — search and filter offers and read availability and prices by date. No account or API key; runs via `uvx`. -- [klabianco/plantrip-mcp-server](https://github.com/klabianco/plantrip-mcp-server) [![klabianco/plantrip-mcp-server MCP server](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server) 📇 🏠 - Travel planning via Plantrip: generate day-by-day itineraries, packing lists, weather insights, and trip cost estimates — each result is a shareable page the user owns. Free API key at plantrip.io/developers. -- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks -- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API -- [mafedelahoz/mcp-cuddlynest](https://github.com/mafedelahoz/mcp-cuddlynest) [![mafedelahoz/mcp-cuddlynest MCP server](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest/badges/score.svg)](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest) 📇 ☁️ - Search CuddlyNest for hotels in a destination and read live room options, prices, availability and cancellation policies for a specific hotel, from public listing pages. Hosted (Streamable HTTP, no auth) and on npm as `cuddlynest-mcp`; in the official MCP Registry as `io.github.mafedelahoz/cuddlynest-mcp`. -- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations -- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [![MattJeff/orizn-mcp-server](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for 39,585 passport-destination pairs in 15 languages. Check visa types, required documents, and travel tips. -- [onvaou-app/onvaou-itineraires-mcp](https://github.com/onvaou-app/onvaou-itineraires-mcp) [![onvaou-app/onvaou-itineraires-mcp MCP server](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp/badges/score.svg)](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp) 🎖️ 📇 ☁️ - Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe from the On va où ? Routing API: up to three variants (safe, balanced, fast) with cycle lane, unpaved and main road shares, climb and turn-by-turn steps. Free API key. Install: `npx -y onvaou-itineraires-mcp`. -- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details. -- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [![OctoTrip/rental-cars MCP server](https://glama.ai/mcp/servers/OctoTrip/rental-cars/badges/score.svg)](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Free rental car search with real-time pricing from multiple providers worldwide. No API key required. Hosted at mcp.octotrip.app. -- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces -- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [![PeanutSplash/chelaile-mcp MCP server](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data in China — arrival times, vehicle positions, timetables, nearby stops, and transit routing. No login required. -- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [![Perufitlife/aviation-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Live aviation data for AI agents: decoded METAR weather by ICAO, airport & aircraft specs, an aviation glossary, and FAA-style practice questions. Hosted (Streamable HTTP + SSE), no signup. -- [asokore/pifini-mcp](https://github.com/asokore/pifini-mcp) [![asokore/pifini-mcp MCP server](https://glama.ai/mcp/servers/asokore/pifini-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asokore/pifini-mcp) 📇 ☁️ - Real events, reviewed places, and ticket checkout across the Caribbean & Latin America. Search festivals/carnivals and reviewed restaurants/venues/professionals, read verified reviews, and generate a Stripe-hosted checkout link — humans pay, agents never touch card details. Hosted Streamable HTTP endpoint; read tools need no auth. Listed in the official MCP Registry as `net.pifini/pifini`. -- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types. -- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [![prosperkartik/hostaway-mcp MCP server](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) 📇 ☁️ - MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials. -- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates -- [roamzy-io/mcp-server](https://github.com/roamzy-io/mcp-server) [![roamzy-io/mcp-server MCP server](https://glama.ai/mcp/servers/roamzy-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/roamzy-io/mcp-server) 🎖️ 📇 ☁️ - Buy and manage a global eSIM through chat. One eSIM for 192 countries, per-MB billing in USDT/USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required. [npm](https://www.npmjs.com/package/@roamzy/mcp-server) -- [rsiva2294/madurai-transit-mcp](https://github.com/rsiva2294/madurai-transit-mcp) [![rsiva2294/madurai-transit-mcp MCP server](https://glama.ai/mcp/servers/rsiva2294/madurai-transit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rsiva2294/madurai-transit-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Model Context Protocol (MCP) server for Madurai CityBus public transit: direct and 1-transfer route planning across 966 bus routes and 3,000 stops, official TNSTC stage fare breakdowns, platform bay departures, and bilingual stop search. Install: `npx -y madurai-transit-mcp`. -- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information. -- [snenenenenenene/transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server) [![snenenenenenene/transita-mcp-server MCP server](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server) 📇 ☁️ 🏠 - Visa eligibility matching across 102 immigration pathways in 15 countries. Scores a profile (citizenship, education, work history, income, goal) against official government criteria — points thresholds, salary floors, language requirements — and returns ranked matches with processing times, fees, PR timelines and links to the official source. Also compares pathways side-by-side and reports live intake status for round-based programmes (Express Entry, Australia SkillSelect). Remote endpoint https://transita.app/api/mcp, no key required, or `npx @transita/mcp-server`. -- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [![SoapyRED/freightutils-mcp MCP server](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - 17 freight calculation and reference tools — ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server. -- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information -- [street1983nk/infranode](https://github.com/street1983nk/infranode) [![street1983nk/infranode MCP server](https://glama.ai/mcp/servers/street1983nk/infranode/badges/score.svg)](https://glama.ai/mcp/servers/street1983nk/infranode) 🐍 ☁️ - Keyless remote MCP server for German public infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+ German cities (DWD, Umweltbundesamt, Mobilithek, GovData). 38 read-only tools. -- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [![tickadoo MCP server](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) 📇 ☁️ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com. -- [trendbender/italy-transfer](https://github.com/trendbender/italy-transfer) [![trendbender/italy-transfer MCP server](https://glama.ai/mcp/servers/trendbender/italy-transfer/badges/score.svg)](https://glama.ai/mcp/servers/trendbender/italy-transfer) 📇 ☁️ - Real-time train, bus, ferry and private transfer prices between 40+ Italian cities. Compare transport options across Italy instantly. -- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [![shaikhspeare/wanderlog-mcp MCP server](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) 📇 ☁️ - MCP server for Wanderlog that lets AI clients read and edit trip itineraries through natural language, including trips, places, notes, hotels, checklists, and date updates. -- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [![vbhjckfd/timetable-api-node MCP server](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node/badges/score.svg)](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required. -- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [![vessel-api-mcp-server MCP server](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages. -- [victorlane/Flyan](https://github.com/victorlane/Flyan) [![victorlane/Flyan MCP server](https://glama.ai/mcp/servers/victorlane/Flyan/badges/score.svg)](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover the cheapest day to fly between any two airports. No API keys. -- [VirajMishra1/wander-agent](https://github.com/VirajMishra1/wander-agent) [![VirajMishra1/wander-agent MCP server](https://glama.ai/mcp/servers/VirajMishra1/wander-agent/badges/score.svg)](https://glama.ai/mcp/servers/VirajMishra1/wander-agent) 🐍 🏠 🍎 🪟 🐧 - Personal travel agent with 66 tools — flights, hotels, visa checks, itinerary planning, travel advisories, currency conversion, passport power index, and credit card points/miles optimization. Offline-capable profile stores home airports, passports, and card portfolio. Install: `pip install wander-agent`. -- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [![Emanuele94/SimBrief-MCPServer MCP server](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer/badges/score.svg)](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis. +- [HasData/airbnb-mcp](https://github.com/HasData/airbnb-mcp) [![HasData/airbnb-mcp MCP server](https://glama.ai/mcp/servers/HasData/airbnb-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/airbnb-mcp) 📇 ☁️ - Search Airbnb stays by location, dates and guests, and read full listing details (price, amenities, host, reviews) as JSON. +- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [![HasData/booking-mcp MCP server](https://glama.ai/mcp/servers/HasData/booking-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/booking-mcp) 📇 ☁️ - Search Booking.com stays by destination and dates, and read full property details (rooms, rates, facilities, review scores) as JSON. +- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [![afiliptsov/pickadive-mcp MCP server](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Scuba dive planning: ranked dive-forecast windows, month-by-month climatology, marine-life seasonality from GBIF sightings and dive site facts. +- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [![SEKeener/airtreks-mcp MCP server](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Multi-city flight routing: plan round-the-world trips, validate Star Alliance and oneworld routings, and get per-segment carrier recommendations. +- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [![nightlife](https://glama.ai/mcp/servers/alcylu/nightlife-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) 📇 ☁️ - Tokyo nightlife: event discovery, venue search, performer info, recommendations and VIP table booking. +- [amirdaraee/luxembourg-mcp](https://github.com/amirdaraee/luxembourg-mcp) [![amirdaraee/luxembourg-mcp MCP server](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp/badges/score.svg)](https://glama.ai/mcp/servers/amirdaraee/luxembourg-mcp) 🎖️ 🐍 ☁️ 🏠 - Luxembourg public data: laws, statistics, live parking and traffic, weather alerts, environment, parliament, geodata, GTFS stops and the open-data catalogue. +- [AutomationSquadOS/mcp-samsara](https://github.com/AutomationSquadOS/mcp-samsara) [![AutomationSquadOS/mcp-samsara MCP server](https://glama.ai/mcp/servers/AutomationSquadOS/mcp-samsara/badges/score.svg)](https://glama.ai/mcp/servers/AutomationSquadOS/mcp-samsara) 📇 🏠 - Unofficial Samsara fleet management: vehicles and live locations, route creation and optimization, driver records, Hours-of-Service compliance and webhooks. +- [Autonomad1/autonomad-travel](https://github.com/Autonomad1/autonomad-travel) [![Autonomad1/autonomad-travel MCP server](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel/badges/score.svg)](https://glama.ai/mcp/servers/Autonomad1/autonomad-travel) 📇 ☁️ - Travel agent: search live flights, hotels, activities and events worldwide and complete bookings on Autonomad. +- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds worldwide on Campertunity, check availability and get booking links. +- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - Query Tesla vehicle data and analytics from your TeslaMate database. +- [Departi/mcp-server](https://github.com/Departi/mcp-server) [![Departi/mcp-server MCP server](https://glama.ai/mcp/servers/Departi/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Departi/mcp-server) ☁️ - Travel compliance and booking for digital nomads in Europe: visa requirements, tax residency, Schengen 90/180-day tracking, accommodation and transport. +- [flight-master-dast/aviation-data-mcp](https://github.com/flight-master-dast/aviation-data-mcp) [![flight-master-dast/aviation-data-mcp MCP server](https://glama.ai/mcp/servers/flight-master-dast/aviation-data-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flight-master-dast/aviation-data-mcp) 🎖️ 📇 ☁️ - Flight Master DAST aviation data: flight status, route search, onboard comfort, delay and cancellation risk, airport weather and flight trajectories. +- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [![Flightmussy/sunshine-atlas-mcp MCP server](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) 📇 ☁️ - Monthly sunshine scores, temperatures, rainfall and sea temperatures for destinations: sunny-month rankings, when-to-visit lookups and comparisons. +- [Flightmussy/trainrouter-atlas](https://github.com/Flightmussy/trainrouter-atlas) [![Flightmussy/trainrouter-atlas MCP server](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas/badges/score.svg)](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas) 📇 ☁️ - World train-route atlas: search notable high-speed, scenic and night train routes and get facts and geometry for each. +- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [![forgemeshlabs/travel-agent-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) 📇 ☁️ - Travel utilities and x402 pay-per-call travel intelligence: disruption checks, day trips, weekend getaways, weather-aware planning and currency conversion. +- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [![forgemeshlabs/travel-mcp MCP server](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Travel search workflow: airport lookup, route comparison, timing guidance and external booking links via generic travel search providers. +- [gondola-ai/gondola-mcp](https://github.com/gondola-ai/gondola-mcp) [![gondola-ai/gondola-mcp MCP server](https://glama.ai/mcp/servers/gondola-ai/gondola-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gondola-ai/gondola-mcp) 🎖️ ☁️ - Cash and award (points) rates side by side for hotels, flights and rental cars, with cents-per-point valuations, loyalty balances, rate alerts and booking. +- [gregoriofraile/gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp) [![gregoriofraile/gasolineras-mcp MCP server](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp) 🐍 ☁️ - Fuel prices at gas stations in Spain from the Spanish government's open data API, sorted by price per municipality. +- [sitebox/kids-stay-mcp](https://github.com/sitebox/kids-stay-mcp) [![sitebox/kids-stay-mcp MCP server](https://glama.ai/mcp/servers/sitebox/kids-stay-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sitebox/kids-stay-mcp) 🎖️ ☁️ - Kid-friendly hotels in Japan: search by verified conditions such as baby beds, diaper-friendly baths and kids' meals, with sources and verification dates. +- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [![HemmaBo-se/hemmabo-mcp-server MCP server](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Direct booking for vacation rentals: discover a host's domain, verify signed stay offers, check live availability and prices, and book with the host. +- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [![japan-seasons-mcp MCP server](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp/badges/score.svg)](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Japan seasonal travel: cherry blossom forecasts, autumn leaves, flower spots, fruit picking and festivals, using Japan Meteorological Corporation data. +- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [![mcp-teslamate-fleet](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet/badges/score.svg)](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - TeslaMate analytics and Tesla Fleet API commands: telemetry, driving history, energy analytics and remote control of climate, charging, locks and sentry. +- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - Plan and manage Triplyfy itineraries with interactive maps, places and notes, and search and save flights. +- [isabellaliebgott/mcp-esim](https://github.com/isabellaliebgott/mcp-esim) [![isabellaliebgott/mcp-esim MCP server](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim/badges/score.svg)](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim) 📇 ☁️ - Buy travel eSIMs via Stripe or Bitcoin checkout and receive the QR code by email. +- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [![jordantete/verychic-mcp MCP server](https://glama.ai/mcp/servers/jordantete/verychic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only access to VeryChic flash-sale hotel deals: search and filter offers and check availability and prices by date. +- [klabianco/plantrip-mcp-server](https://github.com/klabianco/plantrip-mcp-server) [![klabianco/plantrip-mcp-server MCP server](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server) 📇 🏠 - Travel planning via Plantrip: day-by-day itineraries, packing lists, weather insights and trip cost estimates, each as a shareable page. +- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - U.S. National Parks data from the National Park Service API: park details, alerts, visitor centers, campgrounds and events. +- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - UK National Rail train schedules and live travel information via the Realtime Trains API. +- [mafedelahoz/mcp-cuddlynest](https://github.com/mafedelahoz/mcp-cuddlynest) [![mafedelahoz/mcp-cuddlynest MCP server](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest/badges/score.svg)](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest) 📇 ☁️ - Search CuddlyNest hotels by destination and read live room options, prices, availability and cancellation policies from public listing pages. +- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare real-time Uber and Lyft fare estimates for a route, including surge, and find the cheapest option. +- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [![MattJeff/orizn-mcp-server](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for passport-destination pairs in 15 languages: visa types, required documents and travel tips. +- [onvaou-app/onvaou-itineraires-mcp](https://github.com/onvaou-app/onvaou-itineraires-mcp) [![onvaou-app/onvaou-itineraires-mcp MCP server](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp/badges/score.svg)](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp) 🎖️ 📇 ☁️ - Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe from the On va où ? Routing API, with safe, balanced and fast variants. +- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Search Airbnb and get listing details. +- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [![OctoTrip/rental-cars MCP server](https://glama.ai/mcp/servers/OctoTrip/rental-cars/badges/score.svg)](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Rental car search with real-time prices from multiple providers worldwide. +- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - Tripadvisor API access: location data, reviews and photos. +- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [![PeanutSplash/chelaile-mcp MCP server](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - Real-time bus and metro data in China via Chelaile: arrival times, vehicle positions, timetables, nearby stops and transit routing. +- [Perufitlife/aviation-mcp](https://github.com/Perufitlife/aviation-mcp) [![Perufitlife/aviation-mcp MCP server](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Perufitlife/aviation-mcp) 📇 ☁️ - Aviation data: decoded METAR weather by ICAO code, airport and aircraft specs, an aviation glossary and FAA-style practice questions. +- [asokore/pifini-mcp](https://github.com/asokore/pifini-mcp) [![asokore/pifini-mcp MCP server](https://glama.ai/mcp/servers/asokore/pifini-mcp/badges/score.svg)](https://glama.ai/mcp/servers/asokore/pifini-mcp) 📇 ☁️ - Events, reviewed places and ticket checkout in the Caribbean and Latin America: search festivals and venues, read reviews and create Stripe checkout links. +- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Real-time flight data from the AviationStack API: airline flights, airport schedules, future flights and aircraft types. +- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [![prosperkartik/hostaway-mcp MCP server](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp/badges/score.svg)](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) 📇 ☁️ - Read-only access to Hostaway vacation rental management: listings, reservations, calendar availability, guest conversations and owner financials. +- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Dutch Railways (NS) travel information, schedules and real-time updates. +- [roamzy-io/mcp-server](https://github.com/roamzy-io/mcp-server) [![roamzy-io/mcp-server MCP server](https://glama.ai/mcp/servers/roamzy-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/roamzy-io/mcp-server) 🎖️ 📇 ☁️ - Buy and manage a global eSIM, paying per MB in USDT or USDC on chains such as TRON, Solana, Polygon and TON. +- [rsiva2294/madurai-transit-mcp](https://github.com/rsiva2294/madurai-transit-mcp) [![rsiva2294/madurai-transit-mcp MCP server](https://glama.ai/mcp/servers/rsiva2294/madurai-transit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rsiva2294/madurai-transit-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Madurai CityBus transit: direct and one-transfer route planning, TNSTC stage fare breakdowns, platform bay departures and bilingual stop search. +- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Multi-modal trip planning, transport locations and real-time public transport departures via the TripGo API. +- [snenenenenenene/transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server) [![snenenenenenene/transita-mcp-server MCP server](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server) 📇 ☁️ 🏠 - Visa eligibility matching across immigration pathways in 15 countries: score a profile against government criteria and compare ranked pathways. +- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [![SoapyRED/freightutils-mcp MCP server](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - Freight tools: ADR dangerous goods, HS codes, LDM, CBM and chargeable weight calculators, duty estimation, airline codes and UN/LOCODE. +- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - Search AllTrails hiking trails and get detailed trail information. +- [street1983nk/infranode](https://github.com/street1983nk/infranode) [![street1983nk/infranode MCP server](https://glama.ai/mcp/servers/street1983nk/infranode/badges/score.svg)](https://glama.ai/mcp/servers/street1983nk/infranode) 🐍 ☁️ - German public infrastructure open data: weather, air quality, traffic, transit, parking and roadworks from DWD, Umweltbundesamt, Mobilithek and GovData. +- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [![tickadoo MCP server](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) 📇 ☁️ - Discover and book theatre, shows, events, tours and experiences worldwide via tickadoo, with real-time prices, availability and booking links. +- [trendbender/italy-transfer](https://github.com/trendbender/italy-transfer) [![trendbender/italy-transfer MCP server](https://glama.ai/mcp/servers/trendbender/italy-transfer/badges/score.svg)](https://glama.ai/mcp/servers/trendbender/italy-transfer) 📇 ☁️ - Compare real-time train, bus, ferry and private transfer prices between Italian cities. +- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [![shaikhspeare/wanderlog-mcp MCP server](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) 📇 ☁️ - Read and edit Wanderlog trip itineraries: trips, places, notes, hotels, checklists and dates. +- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [![vbhjckfd/timetable-api-node MCP server](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node/badges/score.svg)](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) 📇 ☁️ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry and nearby stop discovery. +- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [![vessel-api-mcp-server MCP server](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI: search vessels and get real-time positions, ETAs, port events, emissions, inspections and NAVTEX safety messages. +- [victorlane/Flyan](https://github.com/victorlane/Flyan) [![victorlane/Flyan MCP server](https://glama.ai/mcp/servers/victorlane/Flyan/badges/score.svg)](https://glama.ai/mcp/servers/victorlane/Flyan) 🐍 ☁️ - Unofficial Ryanair flight search: find one-way fares, explore destinations by country or region and find the cheapest day to fly between two airports. +- [VirajMishra1/wander-agent](https://github.com/VirajMishra1/wander-agent) [![VirajMishra1/wander-agent MCP server](https://glama.ai/mcp/servers/VirajMishra1/wander-agent/badges/score.svg)](https://glama.ai/mcp/servers/VirajMishra1/wander-agent) 🐍 🏠 🍎 🪟 🐧 - Personal travel agent: flights, hotels, visa checks, itineraries, travel advisories, currency conversion and card points/miles optimization. +- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [![Emanuele94/SimBrief-MCPServer MCP server](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer/badges/score.svg)](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) 🐍 🏠 🍎 🪟 🐧 - Access your SimBrief flight plans: weather (METAR/TAF/ATIS), fuel plan, weights, ATC flight plan, navlog, NOTAMs, alternates and performance analysis. ### 🔄 Version Control Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs. -- [dockndevai/mcp-azure-devops](https://github.com/dockndevai/mcp-azure-devops) [![dockndevai/mcp-azure-devops MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-azure-devops/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-azure-devops) 📇 🏠 🍎 🪟 🐧 - Azure DevOps boards/work items, repos/pull requests, pipelines & projects — governed with access modes, project allowlists, protected projects, delete gating, and typed confirmation. `npx -y @dockndevai/mcp-azure-devops` -- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM -- [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [![costajohnt/oss-autopilot MCP server](https://glama.ai/mcp/servers/costajohnt/oss-autopilot/badges/score.svg)](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin. -- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [![daniloneto/bitbucket-mcp MCP server](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) 📇 ☁️ - MCP server for Bitbucket Cloud focused on pull-request review — read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio). -- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration -- [Doucs91/hivelore](https://github.com/Doucs91/hivelore) [![Doucs91/hivelore MCP server](https://glama.ai/mcp/servers/Doucs91/hivelore/badges/score.svg)](https://glama.ai/mcp/servers/Doucs91/hivelore) 📇 🏠 - Deterministic policy gate for agent-written code: briefs agents with the team's repo-specific rules, then blocks any commit whose diff reintroduces a documented mistake — validated regex/AST/test guards enforced in Git hooks and CI. -- [firelock-ai/kin](https://github.com/firelock-ai/kin) [![firelock-ai/kin MCP server](https://glama.ai/mcp/servers/firelock-ai/kin/badges/score.svg)](https://glama.ai/mcp/servers/firelock-ai/kin) 🦀 🏠 🍎 🪟 🐧 - A graph-native code repository for people and AI agents. Kin helps you and your AI agents understand what a code change might affect before you make it. -- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP. -- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more. -- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [![Gitopia MCP Server](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop. Go binary or Docker. -- [HasanJahidul/git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp) [![git-insight-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp) 📇 🏠 🍎 🪟 🐧 - Semantic git queries beyond `git log`: who-touched (blame grouped by author with primary owner), introducing-PR, co-change suggestions, branch hygiene (ahead/behind/stale), recent-work standup, and full commit context. Local git plus optional GitHub API for PR and issue linkage. -- [jaimenbell/github-mcp](https://github.com/jaimenbell/github-mcp) [![jaimenbell/github-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/github-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/github-mcp) 🐍 ☁️ - Read and write MCP server over the GitHub REST API. Env-gated tool groups with writes off by default, fine-grained PAT auth that degrades gracefully to the unauthenticated tier, and typed rate-limit and error handling. An independent reference implementation, not GitHub's official server. `pip install jaimenbell-github-mcp` -- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [![jmrplens/gitlab-mcp-server MCP server](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes. -- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing. -- [JoeGlenn1213/lgh](https://github.com/JoeGlenn1213/lgh) [![JoeGlenn1213/lgh MCP server](https://glama.ai/mcp/servers/JoeGlenn1213/lgh/badges/score.svg)](https://glama.ai/mcp/servers/JoeGlenn1213/lgh) 🏎️ 🏠 🍎 🪟 🐧 - Local-first Git hosting for AI coding agents: `lgh serve` turns any directory into an HTTP Git remote with push events, commit-status reporting, smart .gitignore generation, secret/large-file detection, one-command backup (`lgh up`), and 13 MCP tools for repo/server control and disaster recovery (`lgh_clone`). `brew install JoeGlenn1213/tap/lgh` -- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more. -- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects. -- [linnea-bakshi/gha-doctor](https://github.com/linnea-bakshi/gha-doctor) [![linnea-bakshi/gha-doctor MCP server](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor/badges/score.svg)](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - GitHub Actions health checkup: prices wasted CI compute, names flaky tests from job logs, deep-dives slow runs, and lints workflows against 21 rules with safe auto-fix previews. Read-only tools wrapping the gha-doctor CLI; listed in the MCP Registry. -- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [![madeinplutofabio/vibe-revert MCP server](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert/badges/score.svg)](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) 📇 🏠 🍎 🪟 🐧 - Local safety layer for vibe coding and AI agents. MCP tools expose deterministic risk checks, sessions, checkpoints, policy inspection, and fix prompts; the companion CLI can restore project files, including uncommitted work, to their pre-session state. No LLM judges risk. -- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories -- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations -- [MongLong0214/commitlore](https://github.com/MongLong0214/commitlore) [![MongLong0214/commitlore MCP server](https://glama.ai/mcp/servers/MongLong0214/commitlore/badges/score.svg)](https://glama.ai/mcp/servers/MongLong0214/commitlore) 📇 🏠 🍎 🪟 🐧 - Returns the decision records still in force for the path an agent is about to edit: constraints, already-ruled-out alternatives, and warnings, stored as ordinary git trailers and notes, with superseded and expired records filtered out. -- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [![mshegolev/gitlab-ci-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) 🐍 ☁️ 🏠 - GitLab CI/CD — pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry. -- [nikolay-e/diffctx](https://github.com/nikolay-e/diffctx) [![nikolay-e/diffctx MCP server](https://glama.ai/mcp/servers/@nikolay-e/diffctx/badges/score.svg)](https://glama.ai/mcp/servers/@nikolay-e/diffctx) 🐍 🏠 🍎 🪟 🐧 - Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic, 30+ languages. Published on PyPI and in the MCP Registry. -- [noordeen123/culprit](https://github.com/noordeen123/culprit) [![noordeen123/culprit MCP server](https://glama.ai/mcp/servers/noordeen123/culprit/badges/score.svg)](https://glama.ai/mcp/servers/noordeen123/culprit) 🐍 🏠 🍎 🪟 🐧 - Deterministic, offline root-cause analysis for coding agents: ranks the commit that introduced a regression (git blame/log), maps a feature's blast radius, and verifies a proposed fix is complete before committing (verify_fix). Read-only; also a CLI and a Claude Code plugin. -- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources. -- [rafim-dev/mcp-smart-git](https://github.com/rafim-dev/mcp-smart-git) [![rafim-dev/mcp-smart-git MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-smart-git/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-smart-git) 📇 🏠 🍎 🪟 🐧 - Git MCP server and CLI for conventional commits, pre-PR secret audits, and merge conflict resolution. -- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) 🏎️ ☁️ - An MCP server for managing your repositories on Forgejo/Gitea server. -- [ReviewGate/reviewgate](https://github.com/ReviewGate/reviewgate) [![ReviewGate/reviewgate MCP server](https://glama.ai/mcp/servers/ReviewGate/reviewgate/badges/score.svg)](https://glama.ai/mcp/servers/ReviewGate/reviewgate) 🎖️ 📇 🏠 🍎 🪟 🐧 - Code review against the rules your team actually wrote, not generic best practice. A cheap generator finds problems, an independent judge refutes them against full files, so the noise stays down. Two tools for the agent loop (`get_team_rules`, `review_changes`), plus a pre-push gate and a bot on GitLab/GitHub pull requests. Single binary, no Node or Docker; bring your own model key. -- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents. -- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review -- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines. -- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [![wkoverfield/quilt MCP server](https://glama.ai/mcp/servers/wkoverfield/quilt/badges/score.svg)](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship for a shared Git checkout, so multiple AI coding agents work in one repo and each commits only its own lines. Symbol-level claims prevent collisions and every commit is an ordinary Git commit. -- [zach-snell/bbkt](https://github.com/zach-snell/bbkt) [![bbkt MCP server](https://glama.ai/mcp/servers/zach-snell/bbkt/badges/score.svg)](https://glama.ai/mcp/servers/zach-snell/bbkt) 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, issues, and source code. Token introspection hides tools the API key can't use. +- [dockndevai/mcp-azure-devops](https://github.com/dockndevai/mcp-azure-devops) [![dockndevai/mcp-azure-devops MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-azure-devops/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-azure-devops) 📇 🏠 🍎 🪟 🐧 - Azure DevOps work items, repos, pull requests, pipelines and projects, with access modes, project allowlists, protected projects and delete confirmation. +- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories. +- [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [![costajohnt/oss-autopilot MCP server](https://glama.ai/mcp/servers/costajohnt/oss-autopilot/badges/score.svg)](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) 📇 ☁️ 🏠 🍎 🪟 🐧 - Open source contribution manager: PR tracking across repos, issue discovery, CI failure diagnosis and maintainer response drafting. +- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [![daniloneto/bitbucket-mcp MCP server](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp/badges/score.svg)](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) 📇 ☁️ - Bitbucket Cloud pull-request review: read PRs, diffs, comments, commits and files, post inline or general comments, approve or request changes. +- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - GitHub Enterprise API integration. +- [Doucs91/hivelore](https://github.com/Doucs91/hivelore) [![Doucs91/hivelore MCP server](https://glama.ai/mcp/servers/Doucs91/hivelore/badges/score.svg)](https://glama.ai/mcp/servers/Doucs91/hivelore) 📇 🏠 - Policy gate for agent-written code: briefs agents on repo-specific team rules and blocks commits that reintroduce documented mistakes via Git hooks and CI. +- [firelock-ai/kin](https://github.com/firelock-ai/kin) [![firelock-ai/kin MCP server](https://glama.ai/mcp/servers/firelock-ai/kin/badges/score.svg)](https://glama.ai/mcp/servers/firelock-ai/kin) 🦀 🏠 🍎 🪟 🐧 - Graph-native code repository that shows what a code change might affect before you make it. +- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - GitHub integration for repository management, pull requests, issues and more. +- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [![Gitopia MCP Server](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Gitopia decentralized Git: repos, issues, PRs, labels, releases, bounties and DAO proposals, with an approval mode for human-in-the-loop. +- [HasanJahidul/git-insight-mcp](https://github.com/HasanJahidul/git-insight-mcp) [![git-insight-mcp MCP server](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasanJahidul/git-insight-mcp) 📇 🏠 🍎 🪟 🐧 - Semantic git queries: blame grouped by author, introducing PR, co-change suggestions, branch hygiene, recent-work standups and full commit context. +- [jaimenbell/github-mcp](https://github.com/jaimenbell/github-mcp) [![jaimenbell/github-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/github-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/github-mcp) 🐍 ☁️ - Unofficial read/write access to the GitHub REST API, with configurable tool groups, writes off by default and typed rate-limit handling. +- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [![jmrplens/gitlab-mcp-server MCP server](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - GitLab REST API v4 coverage with meta-tools, resources and prompts, plus read-only and safe modes. +- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing. +- [JoeGlenn1213/lgh](https://github.com/JoeGlenn1213/lgh) [![JoeGlenn1213/lgh MCP server](https://glama.ai/mcp/servers/JoeGlenn1213/lgh/badges/score.svg)](https://glama.ai/mcp/servers/JoeGlenn1213/lgh) 🏎️ 🏠 🍎 🪟 🐧 - Local Git hosting for coding agents: serve any directory as an HTTP Git remote with push events, commit statuses, secret and large-file detection and backups. +- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - AtomGit integration for repository management, pull requests, issues, branches, labels and more. +- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact with issues and merge requests in your GitLab projects. +- [linnea-bakshi/gha-doctor](https://github.com/linnea-bakshi/gha-doctor) [![linnea-bakshi/gha-doctor MCP server](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor/badges/score.svg)](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Read-only GitHub Actions health checks: wasted CI compute costs, flaky tests from job logs, slow-run analysis and workflow linting with auto-fix previews. +- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [![madeinplutofabio/vibe-revert MCP server](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert/badges/score.svg)](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) 📇 🏠 🍎 🪟 🐧 - Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state. +- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Read, search and analyze local Git repositories. +- [MongLong0214/commitlore](https://github.com/MongLong0214/commitlore) [![MongLong0214/commitlore MCP server](https://glama.ai/mcp/servers/MongLong0214/commitlore/badges/score.svg)](https://glama.ai/mcp/servers/MongLong0214/commitlore) 📇 🏠 🍎 🪟 🐧 - Returns active decision records for a path before an agent edits it: constraints, ruled-out alternatives and warnings, stored as git trailers and notes. +- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [![mshegolev/gitlab-ci-mcp MCP server](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) 🐍 ☁️ 🏠 - GitLab CI/CD pipelines, jobs, schedules, merge requests and files, for GitLab SaaS or self-hosted instances. +- [nikolay-e/diffctx](https://github.com/nikolay-e/diffctx) [![nikolay-e/diffctx MCP server](https://glama.ai/mcp/servers/@nikolay-e/diffctx/badges/score.svg)](https://glama.ai/mcp/servers/@nikolay-e/diffctx) 🐍 🏠 🍎 🪟 🐧 - Selects the minimum code context needed to understand a git diff, using deterministic graph-based fragment selection under a token budget. +- [noordeen123/culprit](https://github.com/noordeen123/culprit) [![noordeen123/culprit MCP server](https://glama.ai/mcp/servers/noordeen123/culprit/badges/score.svg)](https://glama.ai/mcp/servers/noordeen123/culprit) 🐍 🏠 🍎 🪟 🐧 - Offline root-cause analysis for coding agents: rank the commit that introduced a regression, map a feature's blast radius and verify a fix is complete. +- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial access to GitHub's GraphQL API for flexible queries on repository data, issues, pull requests and other resources. +- [rafim-dev/mcp-smart-git](https://github.com/rafim-dev/mcp-smart-git) [![rafim-dev/mcp-smart-git MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-smart-git/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-smart-git) 📇 🏠 🍎 🪟 🐧 - Git helper for conventional commits, pre-PR secret audits and merge conflict resolution. +- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) 🏎️ ☁️ - Manage your repositories on a Forgejo or Gitea server. +- [ReviewGate/reviewgate](https://github.com/ReviewGate/reviewgate) [![ReviewGate/reviewgate MCP server](https://glama.ai/mcp/servers/ReviewGate/reviewgate/badges/score.svg)](https://glama.ai/mcp/servers/ReviewGate/reviewgate) 🎖️ 📇 🏠 🍎 🪟 🐧 - Code review against your team's written rules: a generator finds issues and an independent judge filters them, with a pre-push gate and PR bot. +- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Structured Git repository analysis: project status, recent activity, code map and risk hotspots. +- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items and pipelines. +- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [![wkoverfield/quilt MCP server](https://glama.ai/mcp/servers/wkoverfield/quilt/badges/score.svg)](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship in a shared Git checkout: multiple coding agents work in one repo, each committing only its own lines, with symbol-level claims. +- [zach-snell/bbkt](https://github.com/zach-snell/bbkt) [![bbkt MCP server](https://glama.ai/mcp/servers/zach-snell/bbkt/badges/score.svg)](https://glama.ai/mcp/servers/zach-snell/bbkt) 🏎️ ☁️ 🍎 🪟 🐧 - Bitbucket Cloud workspaces, repos, PRs, pipelines, issues and source code, hiding tools the API key cannot use. - [zarcherlot/code-relay](https://github.com/zarcherlot/code-relay) [![zarcherlot/code-relay MCP server](https://glama.ai/mcp/servers/zarcherlot/code-relay/badges/score.svg)](https://glama.ai/mcp/servers/zarcherlot/code-relay) 🏎️ 🏠 🍎 🪟 🐧 - Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents. ### 🏢 Workplace & Productivity -- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [![adacreativeco/ada-turbo-ai-mcp MCP server](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - ADA Creative Co. Agency OS delivering 26 specialized AI roles over MCP with a real-time retro Pixel Office visualizer and multi-provider live LLM engine. -- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [![alex13slem/openproject-codex-plugin MCP server](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - Write-capable MCP server for OpenProject API v3 with Community Edition support. Search, create, update, assign, prioritize, and comment on work packages. Published as `io.github.alex13slem/openproject` in the official MCP Registry and installable with `npx -y openproject-codex-plugin`. -- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [![CrossPaste/crosspaste-desktop MCP server](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop/badges/score.svg)](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Open-source cross-device clipboard manager with a built-in MCP server. Search and retrieve clipboard history synced across all your devices, read OCR text extracted from copied images, and add new items to the clipboard. Tools: `search_clipboard`, `get_paste_item`, `get_clipboard_stats`, `list_tags`, `add_to_clipboard`. -- [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [![mayeu20/nerdychefs-mcp MCP server](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search, browse and pick from the free NerdyChefs.ai prompt library (2,000+ prompts, 100+ packs) from any MCP client: search by task, open a pack, or spin a random prompt. Fetches the public API live, no signup, no telemetry. -- [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [![ni-c/rustpad-mcp MCP server](https://glama.ai/mcp/servers/ni-c/rustpad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for self-hosted [Rustpad](https://github.com/ekzhang/rustpad) collaborative pads. Reads over HTTP and writes through the operational-transformation WebSocket protocol, so its edits merge with what humans type live instead of overwriting it; replacing a pad is gated by single-use confirmation tokens and all pad content is marked untrusted. Install: `npx -y rustpad-mcp`. -- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [![wisflux/docmost-local-mcp MCP server](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - MCP server for self-hosted [Docmost](https://docmost.com/) (an open-source Notion/Confluence alternative). Read and write spaces, pages, comments, and members from Claude, Cursor, or VS Code. Works on the free Community Edition. `npx -y @wisflux/docmost-local-mcp` -- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [![cortex-mcp MCP server](https://glama.ai/mcp/servers/@billylui/cortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine. -- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [![Agentled/mcp-server MCP server](https://glama.ai/mcp/servers/Agentled/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows — lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions. -- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [![ap311036/ews-meeting-mcp MCP server](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Safely schedule Outlook meetings on on-prem Exchange EWS. Resolves attendees, discovers rooms, suggests slots, and requires preview-confirmed create/update/cancel writes with local credential handling and audit-friendly lifecycle records. -- -- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [![arifur9993/attendance-engine-mcp MCP server](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Workforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v. AMN). 8 tools backed by [`@attendance-engine/core`](https://www.npmjs.com/package/@attendance-engine/core) — a pure-function, zero-deps, 100%-covered engine. Deterministic answers; same query, same answer, every time. -- [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [![2nd1st/open-mcp-apps MCP server](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps/badges/score.svg)](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine where the AI builds, persists, and reuses interactive UI apps — todo boards, habit trackers, dashboards — backed by data collections that outlive the conversation. Apps render in Claude, ChatGPT, Codex, or any MCP Apps host; ships with a 22-app App Store and a hosted version at openmcp.app. Install: `npx -y @2nd1st/open-mcp-apps`. -- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [![job-gpt-mcp-server MCP server](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [JobGPT](https://6figr.com/jobgpt) — search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach. -- [backloghq/backlog](https://github.com/backloghq/backlog) [![backloghq/backlog MCP server](https://glama.ai/mcp/servers/backloghq/backlog/badges/score.svg)](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skills, and agent coordination with event-sourced storage and per-project isolation. -- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [![Bidsketch/signwell-mcp MCP server](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official SignWell MCP server for e-signatures. Create document drafts from uploaded files or reusable templates, send them for signing, track status, send reminders, and download completed PDFs; also manages templates and validates text-tag placeholders in PDFs. Requires a SignWell API key. Install: `npx -y @signwell/mcp`. -- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity. -- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [![benmonopoli/open-greenhouse-mcp MCP server](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Production-ready MCP server for [Greenhouse](https://www.greenhouse.com) ATS with 175 tools for recruiting teams. Role-based profiles (full/recruiter/read-only), composite workflow tools for pipeline views, analytics, candidate search, and bulk operations. -- [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) 🐍 🏠 🍎 🐧 - Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webhooks, time-aware planning, and CI/CD integration. Standalone CLI + MCP server. -- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) 📇 ☁️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances. -- [bzdOS/hubd](https://github.com/bzdOS/hubd) [![bzdOS/hubd MCP server](https://glama.ai/mcp/servers/bzdOS/hubd/badges/score.svg)](https://glama.ai/mcp/servers/bzdOS/hubd) 📇 🏠 - Files-first project hub for teams of humans and AI agents: shared journal, cross-project tasks, agent queues, and a read-only kanban. MCP server + CLI, zero dependencies. -- [ayo-nci/bulkrender-mcp](https://github.com/ayo-nci/bulkrender-mcp) [![ayo-nci/bulkrender-mcp MCP server](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ayo-nci/bulkrender-mcp) 📇 ☁️ - Generate DOCX and PDF documents from reusable templates at scale. Upload a DOCX template once, call `generate_document` or `generate_batch` with JSON data, and receive a signed download link. Walk-in `acp_*` tools let agents pay per-session via Stripe with no account required. `npx bulkrender-mcp` -- [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [![can4hou6joeng4/boss-agent-cli MCP server](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli/badges/score.svg)](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization. -- [donggyun112/keymem](https://github.com/donggyun112/keymem) [![donggyun112/keymem MCP server](https://glama.ai/mcp/servers/donggyun112/keymem/badges/score.svg)](https://glama.ai/mcp/servers/donggyun112/keymem) 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents — recall by association, not vector similarity. -- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [![ByAxe/keynote-mcp MCP server](https://glama.ai/mcp/servers/ByAxe/keynote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) 🐍 🏠 🍎 - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds. -- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [![gws-mcp-server MCP server](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI. -- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [![ContextPulse MCP server](https://glama.ai/mcp/servers/ContextPulse/contextpulse/badges/score.svg)](https://glama.ai/mcp/servers/ContextPulse/contextpulse) 🐍 🏠 🍎 🪟 - Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3.0. -- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [![corbym/backlog-mcp MCP server](https://glama.ai/mcp/servers/corbym/backlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbym/backlog-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes — all backed by plain markdown files versioned in your repository. -- [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [![Dan8Oren/mcp-apple-notes MCP server](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes/badges/score.svg)](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) 📇 🏠 🍎 - Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully locally — no API keys required. -- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [![huly-mcp MCP server](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities. -- [dpkdhingra91/aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server) [![dpkdhingra91/aiia-mcp-server MCP server](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server) 🎖️ 🐍 ☁️ - Official MCP server for [AI Interview Agents](https://www.aiinterviewagents.com): create roles from a job description, screen and parse CVs, schedule and manage candidate voice interviews, send reminders, and read back scored reports with transcripts. Supports English, Hindi and other Indian languages. -- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [![fizzy-mcp MCP server](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists. -- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [![delega-mcp MCP server](https://glama.ai/mcp/servers/delega-dev/delega-mcp/badges/score.svg)](https://glama.ai/mcp/servers/delega-dev/delega-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev). -- [Developyn/laver-mcp](https://github.com/Developyn/laver-mcp) [![Developyn/laver-mcp MCP server](https://glama.ai/mcp/servers/Developyn/laver-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Developyn/laver-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Laver](https://laver.app) project management: kanban boards, sprints, tickets, comments, attachments and a team wiki. Workspace-scoped API keys and versioned writes, so concurrent agents get a 409 instead of overwriting each other. `npx -y @laver/mcp` -- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers. -- [dlbolshov/yandex-wiki-search-mcp](https://github.com/dlbolshov/yandex-wiki-search-mcp) [![dlbolshov/yandex-wiki-search-mcp MCP server](https://glama.ai/mcp/servers/dlbolshov/yandex-wiki-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dlbolshov/yandex-wiki-search-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Yandex Wiki with full-text search — 26 typed tools for pages, comments, attachments, and dynamic tables (grids), plus a server-side read-only mode. `uvx yandex-wiki-search-mcp` or Docker. -- [DmytroRybka/jobctl](https://github.com/DmytroRybka/jobctl-claude) [![DmytroRybka/jobctl-claude MCP server](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude/badges/score.svg)](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude) 📇 ☁️ - Job application tracker for developers. Agents record applications, interviews, statuses, salaries and next actions over a remote MCP server (OAuth); humans review and plan in a dashboard at [jobctl.app](https://jobctl.app). Published in the MCP registry as `io.github.DmytroRybka/jobctl`. -- [drzamarian/n8n-mcp-community](https://github.com/drzamarian/n8n-mcp-community) [![drzamarian/n8n-mcp-community MCP server](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community/badges/score.svg)](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community) 📇 🏠 - Security-focused MCP server for self-hosted n8n Community Edition: 44 bounded tools for workflows, executions, credentials, tags, and diagnostics, read-only by default, with no external AI calls. -- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [![ellmos-ai/n8n-manager-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for managing n8n workflows through AI assistants, including workflow CRUD, synchronization, inspection, and execution support. -- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [![ErnestoCorona/kanboard-mcp MCP server](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript MCP server for [Kanboard](https://kanboard.org) with multi-project routing via `.kanboard.yaml`. 37 tools, 982 unit tests, Docker multi-arch on GHCR, provenance-signed npm releases via OIDC, Diátaxis-structured docs, MIT licensed. -- [EveryPageApp/everypage-mcp](https://github.com/EveryPageApp/everypage-mcp) [![EveryPageApp/everypage-mcp MCP server](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp/badges/score.svg)](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Official MCP server for [EveryPage](https://everypage.co): upload PDFs, mint trackable share links, and read page-by-page readership analytics (who read, how far, how long) from any MCP client. `npx -y everypage-mcp` -- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [![OurThinkTank/founders-os MCP server](https://glama.ai/mcp/servers/OurThinkTank/founders-os/badges/score.svg)](https://glama.ai/mcp/servers/OurThinkTank/founders-os) 📇 🏠 - Self-hosted business context for your AI client: CRM, check points, automation triggers, financial ledger, tasks, playbooks, news feeds, projects, and semantic memory in one MCP server. Ask one question and it reads your CRM and books together. Your data stays in your own database. MIT licensed. -- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows. -- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [![Alai MCP server](https://glama.ai/mcp/servers/getalai/Alai/badges/score.svg)](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link. -- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on. -- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [![Grey-Iris/easy-notion-mcp MCP server](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first MCP server that connects AI agents to Notion. Agents write markdown: easy-notion-mcp converts it to Notion's block API and back again. 43 tools, ~6-7x fewer response tokens vs official Notion MCP, documented round-trip support. -- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [![n8n-pro-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Full-instance management for self-hosted n8n including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audit and health monitoring (51 tools). -- [htmlradar/htmlradar](https://github.com/htmlradar/htmlradar) [![htmlradar/htmlradar MCP server](https://glama.ai/mcp/servers/htmlradar/htmlradar/badges/score.svg)](https://glama.ai/mcp/servers/htmlradar/htmlradar) 🎖️ 📇 ☁️ - Share the HTML your agent just wrote as a tracked link, then read back who opened it and which sections they read. Open source, AGPL-3.0, self-hostable, free for two links. `npx -y htmlradar-mcp` -- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [![humanpen/humanpen-mcp MCP server](https://glama.ai/mcp/servers/humanpen/humanpen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - A document-level AI humanizer — rewrite a whole .docx/.pptx, only selected passages, or just the text flagged by a Turnitin/iThenticate report, in place, keeping formatting, tables, images, citations and formulas intact. `npx -y humanpen-mcp`. -- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [![HuntsDesk/ve-gws MCP server](https://glama.ai/mcp/servers/HuntsDesk/ve-gws/badges/score.svg)](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) 🐍 ☁️ 🍎 🪟 🐧 - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit). -- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [![humanpages MCP server](https://glama.ai/mcp/servers/human-pages-ai/humanpages/badges/score.svg)](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use. -- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [![sunsiyuan/human-survey MCP server](https://glama.ai/mcp/servers/sunsiyuan/human-survey/badges/score.svg)](https://glama.ai/mcp/servers/sunsiyuan/human-survey) 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks. -- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [![harvest-mcp-server MCP server](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) 📇 ☁️ 🏠 - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2 -- [ilia-sokolov/OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET) [![ilia-sokolov/OfficeAgent.NET MCP server](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET/badges/score.svg)](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET) #️⃣ 🎖️ 🏠 ☁️ 🍎 🪟 🐧 - Let agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document properties - with edits validated and previewed before saving. Built on the Open XML SDK; reads and writes documents in place through filesystem or SharePoint storage without automating Word. Runs over stdio or streamable HTTP. -- [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [![byakugan MCP server](https://glama.ai/mcp/servers/JayOfemi/byakugan/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Private, local AI-text analysis (a detection read, the exact AI-tell spans, a reuse check, and a grammar pass) for the AI you already use. -- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM — manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools -- [n24q02m/better-notion-mcp](https://github.com/n24q02m/better-notion-mcp) [![better-notion-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion MCP server with 9 composite tools and 39 actions. ~77% token reduction via tiered docs. Auto-pagination and bulk operations. -- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers. -- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today's summary. Perfect for productivity tracking and billing workflows. -- [manavmishra/ZeroSlop](https://github.com/manavmishra/ZeroSlop) [![Zero Slop MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/manavmishra/ZeroSlop/badges/score.svg)](https://glama.ai/mcp/servers/manavmishra/ZeroSlop) 📇 ☁️ - Hosted MCP for scoring and editing AI-assisted prose, with checks for changes to names, numbers, quotations, and links. -- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API - manage inventory, track orders, analyze sales, and optimize listings -- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing -- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [![Martinqi826/dida-mcp MCP server](https://glama.ai/mcp/servers/Martinqi826/dida-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) 🐍 ☁️ - [Dida365](https://dida365.com/) (TickTick China) MCP server for AI-powered task management. 13 tools for projects, tasks, tags, and habits with OAuth 2.0 authentication. Compatible with OpenClaw, Claude Desktop, and any MCP client. -- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar. -- [minhhq-a1/odoo-pulse](https://github.com/minhhq-a1/odoo-pulse) [![minhhq-a1/odoo-pulse MCP server](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse/badges/score.svg)](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse) 🐍 ☁️ - An AI Business Analyst for Odoo ERP: one-call reports with a verdict (business_pulse, pipeline_review, receivables_health, inventory_risk, sales_snapshot, absence_overview) over the XML-RPC API. -- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [![mnoomnoo/resume-mcp-server MCP server](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) 🐍 🏠 🪟 🐧 - MCP server for searching and retrieving structured information from local resume and job application documents (.docx, .pdf, .md, .txt) with auto hot-reload. 21 tools for full-text search and filtering by skill, company, and education, plus structured extraction of work experience, achievements, badge skills, and side projects. `pip install resume-mcp-server` -- [mrmaciej1/justfill-mcp](https://github.com/mrmaciej1/justfill-mcp) [![mrmaciej1/justfill-mcp MCP server](https://glama.ai/mcp/servers/mrmaciej1/justfill-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrmaciej1/justfill-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Fill existing AcroForm, flat, and scanned PDF forms from AI agents. Detect and visually review fields, save deterministic templates, map JSON values, and preview filled output before export. Use the hosted OAuth endpoint or run locally with `uvx justfill-mcp`; MIT licensed. -- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) 📇 ☁️ - MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support. -- [nometalalchemist/KitchenSink4Word](https://github.com/nometalalchemist/KitchenSink4Word) [![nometalalchemist/KitchenSink4Word MCP server](https://glama.ai/mcp/servers/nometalalchemist/KitchenSink4Word/badges/score.svg)](https://glama.ai/mcp/servers/nometalalchemist/KitchenSink4Word) 🐍 🏠 🍎 🪟 🐧 - Everything plus the kitchen sink for Microsoft Word: 170 tools for .docx editing including live editing of open documents, merge-aware tables, citations/footnotes/TOC, tracked-changes writing, mail merge, redaction, accessibility audits, LaTeX equations, Zotero integration, and publication style conversion. Windows for live/COM features; the file-based majority is cross-platform. `pip install kitchensink4word` -- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [![opsconduit/jobber-mcp MCP server](https://glama.ai/mcp/servers/opsconduit/jobber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) 📇 ☁️ 🏠 - Customer-hosted, read-only MCP server for Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs, and safe read-only GraphQL validation. -- [pdfops/pdfops-mcp](https://github.com/pdfops/pdfops-mcp) [![pdfops-mcp MCP server](https://glama.ai/mcp/servers/pdfops/pdfops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pdfops/pdfops-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic PDF tools for agents: inspect AcroForm fields, fill forms, merge PDFs, and generate invoice PDFs. Tools take file paths, so PDF bytes never transit model context; the same input produces byte-identical output. Keyless free tier. Install: `npx -y pdfops-mcp`. -- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [![poolside-ventures/meetbot-mcp MCP server](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) 🎖️ 📇 ☁️ - Meet.bot: scheduling for AI agents. Check real calendar availability and book meetings on connected Google/Microsoft calendars. Pay per meeting booked, not per seat. -- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [![prompeteer-mcp MCP server](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive. -- [proompteng/bilig](https://github.com/proompteng/bilig) [![proompteng/bilig MCP server](https://glama.ai/mcp/servers/proompteng/bilig/badges/score.svg)](https://glama.ai/mcp/servers/proompteng/bilig) 📇 🏠 - Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services. -- [re-port-flow/reportflow-mcp](https://github.com/re-port-flow/reportflow-mcp) [![re-port-flow/reportflow-mcp MCP server](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF reports (invoices, contracts, statements) from [ReportFlow](https://re-port-flow.com) templates. 9 tools, 4 resources, 3 prompt recipes. OAuth2 + PKCE for first-run auth; supports single PDF and batch (ZIP) generation. `npx -y reportflow-mcp` -- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [![remoet-labs/remoet-mcp MCP server](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) 📇 ☁️ 🍎 🪟 🐧 - Job search for AI agents. Search tech companies by their real tech stack, star the ones that fit, and pull jobs from your shortlist. Profile, applications, and digests over MCP. Free tier. -- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [![Jobicy MCP server](https://glama.ai/mcp/servers/Jobicy/remote-jobs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) 📇 ☁️ 🏠 - Official Jobicy MCP server to search, filter, and retrieve live remote job listings in real-time. Supports hosted SSE endpoint. -- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [![slidecraft-in/presentations-ai-mcp-server MCP server](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) 📇 ☁️ 🎖️ - Generate, transform, and edit AI-powered presentations from a topic, raw text, or document (PDF, DOCX, PPTX). Export to PPTX, PDF, image, or a shareable link. 5 tools covering deck creation, single-slide generation, content conversion, file conversion, and async job polling. -- [smeet666/mcp-lever](https://github.com/smeet666/mcp-lever) [![smeet666/mcp-lever MCP server](https://glama.ai/mcp/servers/smeet666/mcp-lever/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-lever) 📇 ☁️ 🍎 🪟 🐧 - Read the public job boards companies publish through [Lever](https://www.lever.co). Resolve a company name to its board, search the openings of the companies you name, and read one in full. No API key and no account. A site name that does not exist, a board publishing nothing, and a read that failed are three different answers, and each one says which it is. `npx -y mcp-lever` -- [smartdatabrokers/slideforge-mcp](https://github.com/smartdatabrokers/slideforge-mcp) [![smartdatabrokers/slideforge-mcp MCP server](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp) 🎖️ 🐍 ☁️ - Generate consulting-grade, fully editable PowerPoint (.pptx) from typed slide intents: deterministic rendering with verbatim data binding, a machine-readable fidelity manifest (status/fidelity/warnings) on every response, brand-template support, and 32-language translation. -- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) 📇 ☁️ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline. -- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [![squidcode/timebook-cli MCP server](https://glama.ai/mcp/servers/squidcode/timebook-cli/badges/score.svg)](https://glama.ai/mcp/servers/squidcode/timebook-cli) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official MCP server for [Timebook](https://usetimebook.com) — time tracking, invoicing, and bookkeeping for freelancers and solo LLCs. Manage clients and projects, start/stop timers, and log, update, and delete time entries. Runs locally via the `@squidcode/timebook` npm CLI or as a hosted OAuth endpoint at `https://usetimebook.com/mcp`. Published in the MCP registry as `io.github.squidcode/timebook`. -- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [![idealift-mcp-server MCP server](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence MCP server with signal aggregation, RICE scoring, and decision audit trails. Captures product feedback from Slack, Teams, Discord, and GitHub. -- [starecz/karea-mcp](https://github.com/starecz/karea-mcp) [![starecz/karea-mcp MCP server](https://glama.ai/mcp/servers/starecz/karea-mcp/badges/score.svg)](https://glama.ai/mcp/servers/starecz/karea-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for [Karea](https://karea.app) task manager. 44 tools to create, edit, close, recap, and link your dev tasks while Claude Code or Cursor codes. Per-task open questions, attached resources, Jira links, productivity recap. `npx -y karea-mcp` -- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript. -- [tarunlnmiit/autopilot-jobhunt](https://github.com/tarunlnmiit/autopilot-jobhunt) [![tarunlnmiit/autopilot-jobhunt MCP server](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt/badges/score.svg)](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt) 🐍 🏠 🍎 🪟 🐧 - AI job-hunting agent that scans 130+ company careers pages nightly, scores every role 0–100 against your resume with an LLM, sends top matches to Telegram, and drafts tailored cover letters + resume bullets on command. Pluggable free LLM backends (OpenRouter free tier, Claude Code CLI, or Anthropic API). Exposes `scan_jobs`, `draft_application`, and `export_jobs`. Runs locally; does not auto-submit applications. -- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports. -- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point. -- [tengolabs/killbottleneck](https://github.com/tengolabs/killbottleneck) [![tengolabs/killbottleneck MCP server](https://glama.ai/mcp/servers/tengolabs/killbottleneck/badges/score.svg)](https://glama.ai/mcp/servers/tengolabs/killbottleneck) 📇 🏠 🍎 🪟 🐧 - Self-hosted goal and process maps for humans **and** AI agents: agents create and update nodes, manage tasks and automation rules, and read the org structure, while people watch the same map live. Talks to your own killBottleneck instance; the optional AI advisor can run on local Ollama. Install: `npx -y killbottleneck-mcp`. -- [timergy-app/timergy](https://github.com/timergy-app/timergy) [![timergy-app/timergy MCP server](https://glama.ai/mcp/servers/timergy-app/timergy/badges/score.svg)](https://glama.ai/mcp/servers/timergy-app/timergy) 📇 ☁️ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`. -- [tracegazer/clockify-mcp](https://github.com/tracegazer/clockify-mcp) [![tracegazer/clockify-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/clockify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/clockify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Clockify time-tracking MCP server: 112 tools across 18 domains (time entries, projects, reports, invoices, scheduling, time-off, approvals). Read-only by default, opt-in writes, OpenTelemetry. -- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [![christulino/todoist-v1-mcp-server MCP server](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) 📇 🏠 - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues. -- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol. -- [tuanle96/mcp-odoo](https://github.com/tuanle96/mcp-odoo) [![tuanle96/mcp-odoo MCP server](https://glama.ai/mcp/servers/tuanle96/mcp-odoo/badges/score.svg)](https://glama.ai/mcp/servers/tuanle96/mcp-odoo) 🐍 🏠 🍎 🪟 🐧 - Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate, and audit. JSON-2 transport for Odoo 19+, real Docker Compose smoke tests against Odoo 16/17/18/19, diagnostics (`diagnose_odoo_call`, `upgrade_risk_report`, `fit_gap_report`, `scan_addons_source`), and 5 reusable agent prompts. -- [TVLSS/hirejack-mcp](https://github.com/TVLSS/hirejack-mcp) [![TVLSS/hirejack-mcp MCP server](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Live tech-hiring intelligence from [HireJack](https://hirejack.com): search 130K+ live job postings collected daily from ~500 tech companies' own career sites, plus company hiring profiles and tech stacks, salary benchmarks, market pulse, and skill trends. Five tools need no account (`npx -y @hirejack/mcp`); the hosted OAuth endpoint unlocks the full 22-tool career-intelligence surface. -- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [![twtrubiks/odoo19-mcp-server MCP server](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety. -- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) 🐍 ☁️ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics. -- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) 📇 ☁️ - The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates. -- [urbanmorph/mdshare](https://github.com/urbanmorph/mdshare) 📇 ☁️ - Markdown collaboration for AI workflows. Share markdown instantly via public links with four permission levels (admin, edit, comment, view), inline comments anchored to text, real-time WebSocket sync, and version history. Free, no login. `npx mdshare-mcp` lets AI agents read docs, review comments, incorporate feedback, and resolve threads — the full review loop without copy-pasting between tools. -- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities. -- [KuvopLLC/better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server) [![better-bear MCP server](https://glama.ai/mcp/servers/KuvopLLC/better-bear/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - MCP server for Bear notes via CloudKit — CRUD, tags, TODOs, attachments, search, front matter, stats, and health checks. Install via `npx better-bear`. -- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy. -- [workopia/workopia-mcp](https://github.com/workopia/workopia-mcp) [![Workopia MCP server](https://glama.ai/mcp/servers/workopia/workopia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official [Workopia](https://workopia.io) MCP server. Global job search (5M+ daily active jobs from employer career pages and ATS feeds like Lever/Greenhouse), PDF resume generation with multiple templates, AI resume tailoring per job description, cover letter generation, and career advice. Free hosted endpoint `https://workopia.io/api/mcp-gpt` — no API key required. -- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - MCP server for accessing macOS Calendar events -- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [![XJTLUmedia/AI-HR-Management-Toolkit MCP server](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit/badges/score.svg)](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) 📇 🏠 🍎 🪟 🐧 - AI-powered resume parser and full Applicant Tracking System with 21 MCP tools. Parse PDFs, DOCX, TXT, Markdown, and URLs into structured JSON; extract skills, experience, and keywords; score and rank candidates; run a full ATS pipeline covering jobs, candidates, interviews, offers, notes, and analytics. 20 of 21 tools are 100% algorithmic — no API keys required. `npx -y mcp-ai-hr-management-toolkit` -- [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [![yoryocoruxo-ai/rendoc-mcp-server MCP server](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate professional PDF documents (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars markup via the [rendoc](https://rendoc.dev) API. 7 tools for document generation, template management, and usage tracking. -- [yuvalsuede/claudia](https://github.com/yuvalsuede/claudia) 📇 🏠 🍎 🪟 🐧 - AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP server integration. -- [krtw00/konbu](https://github.com/krtw00/konbu) [![krtw00/konbu MCP server](https://glama.ai/mcp/servers/krtw00/konbu/badges/score.svg)](https://glama.ai/mcp/servers/krtw00/konbu) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable all-in-one planner (calendar, notes, todos, bookmarks) with built-in MCP server for AI assistant integration. Single Go binary, MIT. -- [kfuras/notipo-app](https://github.com/kfuras/notipo-app) [![kfuras/notipo-app MCP server](https://glama.ai/mcp/servers/kfuras/notipo-app/badges/score.svg)](https://glama.ai/mcp/servers/kfuras/notipo-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - WordPress publishing for AI agents. 13 tools to list, create, update, publish, and delete posts. Markdown to Gutenberg, automatic image hosting, featured image generation, SEO metadata (Rank Math / Yoast / SEOPress / AIOSEO), categories, and tags — one MCP call runs the full pipeline. Self-host with Docker or use the hosted SaaS at [notipo.com](https://notipo.com). AGPL-3.0. -- [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [![bit2beat/bitrix24-mcp MCP server](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by [Bit2Beat](https://bit2beat.com). -- [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) 📇 ☁️ - W-2 event staffing for AI agents across 300+ US and Canadian markets. Brand ambassadors, registration, hospitality, setup/breakdown, ushers. Read-only data lookups for coverage, rates, lead-time guidance, and state compliance, plus an opt-in request_quote submission. No auth required. MCP server at `https://mcp.tempguru.co/mcp` and skills at [`tempguru-co/tempguru-agent-skills`](https://github.com/tempguru-co/tempguru-agent-skills). [![Glama](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Tempguru-co/tempguru-mcp) -- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [![juergenkoller-software/inkra-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) 🏠 🍎 - MCP bridge for [Inkra](https://store.juergenkoller.software/en/apps/inkra) — native macOS Markdown editor (SwiftUI + AppKit, not Electron) with live KaTeX/Mermaid preview. 18 MCP tools for document editing, outline navigation, folder browsing, bookmarks, and view modes. -- [seameet-ai/seameet-mcp](https://github.com/seameet-ai/seameet-mcp) [![seameet-ai/seameet-mcp MCP server](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp) 📇 ☁️ 🏠 🍎 🪟 - Connect AI agents to SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items, webhooks, and desktop recorder controls. -- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [![job-search-mcp MCP server](https://glama.ai/mcp/servers/Servation/job-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Claude Desktop job search assistant: searches LinkedIn plus 8 ATS boards (Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Hacker News, RemoteOK, Remotive), scores each job 0-100 for fit (Claude judges directly, no LLM API key), and shows a ranked, triageable board inline in the chat. -- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [![Chronary/chronary-mcp MCP server](https://glama.ai/mcp/servers/Chronary/chronary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Chronary/chronary-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Calendar API built for AI agents — 47 tools for events, availability, meeting-time search, scheduling proposals, availability rules, webhooks, and iCal feeds. Local via `npx -y @chronary/mcp` or hosted at `https://api.chronary.ai/mcp`. -- [UladzKha/samuraizer-cli](https://github.com/UladzKha/samuraizer-cli) [![UladzKha/samuraizer-cli MCP server](https://glama.ai/mcp/servers/UladzKha/samuraizer-cli/badges/score.svg)](https://glama.ai/mcp/servers/UladzKha/samuraizer-cli) 📇 🏠 - Local-first meeting pipeline: Whisper transcription + Ollama-powered summaries, action items, and decisions — no cloud. Reference implementation of the [memnex](https://github.com/UladzKha/memnex) spec (portable meeting-output format with provenance chain). MCP server exposes `process_recording`, `transcribe_audio`, `summarize_transcript`, `extract_action_items`, `extract_decisions`. Install: `npm i -g @samuraizer/mcp-server`. -- [orieg/gws-connector](https://github.com/orieg/gws-connector) [![orieg/gws-connector MCP server](https://glama.ai/mcp/servers/orieg/gws-connector/badges/score.svg)](https://glama.ai/mcp/servers/orieg/gws-connector) 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace MCP — connect multiple Gmail, Calendar, Drive, Sheets, and Docs accounts with smart routing by label/email/domain. Per-account OAuth so different orgs use their own GCP credentials; client secrets and tokens stored in the OS keychain. Works with Claude Code, Gemini CLI, Cursor, Copilot, and Codex; published in the official MCP Registry as `io.github.orieg/gws-connector`. -- [sekera-radim/briefgate-mcp](https://github.com/sekera-radim/briefgate-mcp) [![sekera-radim/briefgate-mcp MCP server](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp) 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from a client, chase automatically, pull the results when complete. -- [ilyautov/hh-mcp-ru](https://github.com/ilyautov/hh-mcp-ru) [![ilyautov/hh-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - hh.ru (HeadHunter) API for AI assistants: vacancy search and publishing, applications and invitations, resumes, dictionaries and salary statistics through 133 schema-driven methods built from the official OpenAPI spec, with a read/write/destructive safety gate. PyPI (`uvx hh-mcp-ru`). +- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [![adacreativeco/ada-turbo-ai-mcp MCP server](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine. +- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [![alex13slem/openproject-codex-plugin MCP server](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages. +- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [![CrossPaste/crosspaste-desktop MCP server](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop/badges/score.svg)](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items. +- [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [![mayeu20/nerdychefs-mcp MCP server](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the NerdyChefs.ai prompt library by task, open prompt packs or pick a random prompt. +- [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [![ni-c/rustpad-mcp MCP server](https://glama.ai/mcp/servers/ni-c/rustpad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) 📇 🏠 🍎 🪟 🐧 - Read and edit self-hosted Rustpad collaborative pads, merging edits live with human typing and requiring confirmation to replace a pad. +- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [![wisflux/docmost-local-mcp MCP server](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition. +- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [![cortex-mcp MCP server](https://glama.ai/mcp/servers/@billylui/cortex-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - Calendar middleware for scheduling, multi-calendar availability and conflict-free booking across Google Calendar, Outlook and CalDAV, with RRULE expansion. +- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [![Agentled/mcp-server MCP server](https://glama.ai/mcp/servers/Agentled/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production. +- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [![ap311036/ews-meeting-mcp MCP server](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Schedule Outlook meetings on on-premises Exchange (EWS): resolve attendees, find rooms and suggest slots, with preview and confirmation before any change. +- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [![arifur9993/attendance-engine-mcp MCP server](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance. +- [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [![2nd1st/open-mcp-apps MCP server](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps/badges/score.svg)](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data. +- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [![job-gpt-mcp-server MCP server](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters. +- [backloghq/backlog](https://github.com/backloghq/backlog) [![backloghq/backlog MCP server](https://glama.ai/mcp/servers/backloghq/backlog/badges/score.svg)](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation. +- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [![Bidsketch/signwell-mcp MCP server](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SignWell e-signatures: create documents from files or templates, send for signing, track status, send reminders, download signed PDFs and manage templates. +- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls. +- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [![benmonopoli/open-greenhouse-mcp MCP server](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Greenhouse ATS for recruiting teams: role-based profiles (full, recruiter, read-only), pipeline views, analytics, candidate search and bulk operations. +- [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) 🐍 🏠 🍎 🐧 - Task prioritization and agent orchestration across projects: multi-factor scoring, document analysis, agent dispatch and time-aware planning. +- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) 📇 ☁️ 🍎 🪟 🐧 - Quip document access and management: document lifecycle, search and comments for Quip.com and enterprise instances. +- [bzdOS/hubd](https://github.com/bzdOS/hubd) [![bzdOS/hubd MCP server](https://glama.ai/mcp/servers/bzdOS/hubd/badges/score.svg)](https://glama.ai/mcp/servers/bzdOS/hubd) 📇 🏠 - Files-first project hub for humans and AI agents: shared journal, cross-project tasks, agent queues and a read-only kanban. +- [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [![can4hou6joeng4/boss-agent-cli MCP server](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli/badges/score.svg)](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) 🐍 🏠 🍎 🪟 🐧 - BOSS Zhipin recruitment workflow: job search, benefits filtering, recruiter messaging, pipeline tracking and resume optimization. +- [donggyun112/keymem](https://github.com/donggyun112/keymem) [![donggyun112/keymem MCP server](https://glama.ai/mcp/servers/donggyun112/keymem/badges/score.svg)](https://glama.ai/mcp/servers/donggyun112/keymem) 📇 🏠 🍎 🪟 🐧 - Associative key-graph memory for LLM agents: recall by association rather than vector similarity. +- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [![ByAxe/keynote-mcp MCP server](https://glama.ai/mcp/servers/ByAxe/keynote-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) 🐍 🏠 🍎 - Control Apple Keynote via AppleScript: create, edit and export presentations, including slides, content, layout and Unsplash images. +- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [![gws-mcp-server MCP server](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Google Workspace tools for Drive, Sheets, Calendar, Docs and Gmail via the gws CLI. +- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [![ContextPulse MCP server](https://glama.ai/mcp/servers/ContextPulse/contextpulse/badges/score.svg)](https://glama.ai/mcp/servers/ContextPulse/contextpulse) 🐍 🏠 🍎 🪟 - Local desktop context capture: screen OCR, voice transcription, keyboard and mouse activity and clipboard, with activity history and semantic memory. +- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [![corbym/backlog-mcp MCP server](https://glama.ai/mcp/servers/corbym/backlog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/corbym/backlog-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read/write access to a story-based project backlog stored as markdown files in your repository: list stories, read content, update status and append notes. +- [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [![Dan8Oren/mcp-apple-notes MCP server](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes/badges/score.svg)](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) 📇 🏠 🍎 - Local semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management and fuzzy title matching. +- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [![huly-mcp MCP server](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Huly project management: query issues, create and update tasks, and manage labels and priorities. +- [dpkdhingra91/aiia-mcp-server](https://github.com/dpkdhingra91/aiia-mcp-server) [![dpkdhingra91/aiia-mcp-server MCP server](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/dpkdhingra91/aiia-mcp-server) 🎖️ 🐍 ☁️ - AI Interview Agents: create roles, screen CVs, schedule voice interviews and read scored reports, in English, Hindi and other Indian languages. +- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [![fizzy-mcp MCP server](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - Fizzy kanban task management: boards, cards, comments and checklists. +- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [![delega-mcp MCP server](https://glama.ai/mcp/servers/delega-dev/delega-mcp/badges/score.svg)](https://glama.ai/mcp/servers/delega-dev/delega-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable task management for AI agents: create, delegate and track tasks with agent identity, delegation chains, webhooks and persistent context. +- [Developyn/laver-mcp](https://github.com/Developyn/laver-mcp) [![Developyn/laver-mcp MCP server](https://glama.ai/mcp/servers/Developyn/laver-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Developyn/laver-mcp) 📇 ☁️ 🍎 🪟 🐧 - Laver project management: kanban boards, sprints, tickets, comments, attachments and a team wiki, with versioned writes to prevent concurrent overwrites. +- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - Render LaTeX, raw or from customizable templates, into PDF documents such as reports, resumes and research papers. +- [dlbolshov/yandex-wiki-search-mcp](https://github.com/dlbolshov/yandex-wiki-search-mcp) [![dlbolshov/yandex-wiki-search-mcp MCP server](https://glama.ai/mcp/servers/dlbolshov/yandex-wiki-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dlbolshov/yandex-wiki-search-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Yandex Wiki with full-text search: pages, comments, attachments and dynamic tables (grids), plus a read-only mode. +- [DmytroRybka/jobctl](https://github.com/DmytroRybka/jobctl-claude) [![DmytroRybka/jobctl-claude MCP server](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude/badges/score.svg)](https://glama.ai/mcp/servers/DmytroRybka/jobctl-claude) 📇 ☁️ - Job application tracker: agents record applications, interviews, statuses, salaries and next actions, and humans review them in a dashboard. +- [drzamarian/n8n-mcp-community](https://github.com/drzamarian/n8n-mcp-community) [![drzamarian/n8n-mcp-community MCP server](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community/badges/score.svg)](https://glama.ai/mcp/servers/drzamarian/n8n-mcp-community) 📇 🏠 - Security-focused access to self-hosted n8n Community Edition: workflows, executions, credentials, tags and diagnostics, read-only by default. +- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [![ellmos-ai/n8n-manager-mcp MCP server](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage n8n workflows: CRUD, synchronization, inspection and execution. +- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [![ErnestoCorona/kanboard-mcp MCP server](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) 📇 🏠 🍎 🪟 🐧 - Kanboard integration with multi-project routing via a YAML config file. +- [EveryPageApp/everypage-mcp](https://github.com/EveryPageApp/everypage-mcp) [![EveryPageApp/everypage-mcp MCP server](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp/badges/score.svg)](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - EveryPage: upload PDFs, create trackable share links and read page-by-page readership analytics (who read, how far, how long). +- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [![OurThinkTank/founders-os MCP server](https://glama.ai/mcp/servers/OurThinkTank/founders-os/badges/score.svg)](https://glama.ai/mcp/servers/OurThinkTank/founders-os) 📇 🏠 - Self-hosted business context: CRM, checkpoints, automation triggers, financial ledger, tasks, playbooks, news feeds, projects and semantic memory. +- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with a To Do-style UI and tools for prioritization, goal tracking and multi-profile workflows. +- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [![Alai MCP server](https://glama.ai/mcp/servers/getalai/Alai/badges/score.svg)](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit and export AI presentations to PDF, PPTX or a shareable link. +- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - Interact with Google Calendar, Gmail, Drive and other Google Workspace apps. +- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [![Grey-Iris/easy-notion-mcp MCP server](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion access: converts markdown to Notion blocks and back, with documented round-trip support. +- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [![n8n-pro-mcp MCP server](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp/badges/score.svg)](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring. +- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [![humanpen/humanpen-mcp MCP server](https://glama.ai/mcp/servers/humanpen/humanpen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - Document-level AI text humanizer: rewrite whole .docx or .pptx files, selected passages or Turnitin/iThenticate-flagged text in place, preserving formatting. +- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [![HuntsDesk/ve-gws MCP server](https://glama.ai/mcp/servers/HuntsDesk/ve-gws/badges/score.svg)](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) 🐍 ☁️ 🍎 🪟 🐧 - Fork of google_workspace_mcp with extra Google Workspace authoring tools: Slides automation, markdown-to-Docs, Sheets validation and Drive folder copy. +- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [![humanpages MCP server](https://glama.ai/mcp/servers/human-pages-ai/humanpages/badges/score.svg)](https://glama.ai/mcp/servers/human-pages-ai/humanpages) 📇 ☁️ 🍎 🪟 🐧 - Hire real-world people who list themselves for agent work: search by skill, location and equipment, send job offers, post listings and message workers. +- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [![sunsiyuan/human-survey MCP server](https://glama.ai/mcp/servers/sunsiyuan/human-survey/badges/score.svg)](https://glama.ai/mcp/servers/sunsiyuan/human-survey) 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents: create surveys from JSON schema, collect structured responses from groups of people and retrieve aggregated results. +- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [![harvest-mcp-server MCP server](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) 📇 ☁️ 🏠 - Harvest time tracking via the Harvest API v2: manage time entries, projects, clients and tasks, and generate time reports. +- [ilia-sokolov/OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET) [![ilia-sokolov/OfficeAgent.NET MCP server](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET/badges/score.svg)](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET) #️⃣ 🎖️ 🏠 ☁️ 🍎 🪟 🐧 - Edit Word (.docx) files on disk or SharePoint: tracked changes, tables, styles, comments and content controls, validated and previewed before saving. +- [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [![byakugan MCP server](https://glama.ai/mcp/servers/JayOfemi/byakugan/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Local AI-text analysis: AI detection, exact AI-tell spans, a reuse check and a grammar pass. +- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM: manage contacts, interactions, tasks, notes, a daily journal and tags. +- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers. +- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary. +- [manavmishra/ZeroSlop](https://github.com/manavmishra/ZeroSlop) [![Zero Slop MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/manavmishra/ZeroSlop/badges/score.svg)](https://glama.ai/mcp/servers/manavmishra/ZeroSlop) 📇 ☁️ - Score and edit AI-assisted prose, with checks for changes to names, numbers, quotations and links. +- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings. +- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors: submit quote requests to distributors, track responses and compare prices. +- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [![Martinqi826/dida-mcp MCP server](https://glama.ai/mcp/servers/Martinqi826/dida-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) 🐍 ☁️ - Dida365 (TickTick China) task management: projects, tasks, tags and habits. +- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with Gmail and Google Calendar. +- [minhhq-a1/odoo-pulse](https://github.com/minhhq-a1/odoo-pulse) [![minhhq-a1/odoo-pulse MCP server](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse/badges/score.svg)](https://glama.ai/mcp/servers/minhhq-a1/odoo-pulse) 🐍 ☁️ - Business analysis for Odoo ERP: one-call reports with a verdict on business pulse, sales pipeline, receivables, inventory risk, sales and absences. +- [mnoomnoo/resume-mcp-server](https://github.com/mnoomnoo/resume-mcp-server) [![mnoomnoo/resume-mcp-server MCP server](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mnoomnoo/resume-mcp-server) 🐍 🏠 🪟 🐧 - Search local resume and job application documents (.docx, .pdf, .md, .txt) by skill, company and education, and extract work experience and achievements. +- [mrmaciej1/justfill-mcp](https://github.com/mrmaciej1/justfill-mcp) [![mrmaciej1/justfill-mcp MCP server](https://glama.ai/mcp/servers/mrmaciej1/justfill-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mrmaciej1/justfill-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Fill AcroForm, flat and scanned PDF forms: detect and review fields, save templates, map JSON values and preview filled output before export. +- [nometalalchemist/KitchenSink4Word](https://github.com/nometalalchemist/KitchenSink4Word) [![nometalalchemist/KitchenSink4Word MCP server](https://glama.ai/mcp/servers/nometalalchemist/KitchenSink4Word/badges/score.svg)](https://glama.ai/mcp/servers/nometalalchemist/KitchenSink4Word) 🐍 🏠 🍎 🪟 🐧 - Word .docx editing: live editing of open documents, tables, citations, footnotes, tracked changes, mail merge, redaction, accessibility audits and Zotero. +- [io.github.opsconduit/jobber-mcp](https://github.com/opsconduit/jobber-mcp) [![opsconduit/jobber-mcp MCP server](https://glama.ai/mcp/servers/opsconduit/jobber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/opsconduit/jobber-mcp) 📇 ☁️ 🏠 - Self-hosted, read-only Jobber operations queries: owner action lists, overdue invoices, stale requests, estimates, jobs and GraphQL validation. +- [pdfops/pdfops-mcp](https://github.com/pdfops/pdfops-mcp) [![pdfops-mcp MCP server](https://glama.ai/mcp/servers/pdfops/pdfops-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pdfops/pdfops-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic PDF tools: inspect AcroForm fields, fill forms, merge PDFs and generate invoices, working on file paths so PDF bytes stay out of model context. +- [poolside-ventures/meetbot-mcp](https://github.com/poolside-ventures/meetbot-mcp) [![poolside-ventures/meetbot-mcp MCP server](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/poolside-ventures/meetbot-mcp) 🎖️ 📇 ☁️ - Meet.bot scheduling: check calendar availability and book meetings on connected Google and Microsoft calendars. +- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [![prompeteer-mcp MCP server](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate prompts for ChatGPT, Claude, Midjourney and other AI platforms, score prompt quality and manage a prompt library with PromptDrive. +- [proompteng/bilig](https://github.com/proompteng/bilig) [![proompteng/bilig MCP server](https://glama.ai/mcp/servers/proompteng/bilig/badges/score.svg)](https://glama.ai/mcp/servers/proompteng/bilig) 📇 🏠 - Headless WorkPaper server for spreadsheet formulas, workbook edits, JSON persistence and verified readback. +- [re-port-flow/reportflow-mcp](https://github.com/re-port-flow/reportflow-mcp) [![re-port-flow/reportflow-mcp MCP server](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp/badges/score.svg)](https://glama.ai/mcp/servers/re-port-flow/reportflow-mcp) 📇 ☁️ 🍎 🪟 🐧 - Generate PDF reports such as invoices, contracts and statements from ReportFlow templates, singly or in ZIP batches. +- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [![remoet-labs/remoet-mcp MCP server](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) 📇 ☁️ 🍎 🪟 🐧 - Job search: find tech companies by their tech stack, shortlist them and pull jobs from the shortlist, plus profile, applications and digests. +- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [![Jobicy MCP server](https://glama.ai/mcp/servers/Jobicy/remote-jobs-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) 📇 ☁️ 🏠 - Search, filter and retrieve live remote job listings from Jobicy. +- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [![slidecraft-in/presentations-ai-mcp-server MCP server](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) 📇 ☁️ 🎖️ - Generate and edit presentations from a topic, text or document (PDF, DOCX, PPTX) and export to PPTX, PDF, images or a shareable link. +- [smeet666/mcp-lever](https://github.com/smeet666/mcp-lever) [![smeet666/mcp-lever MCP server](https://glama.ai/mcp/servers/smeet666/mcp-lever/badges/score.svg)](https://glama.ai/mcp/servers/smeet666/mcp-lever) 📇 ☁️ 🍎 🪟 🐧 - Read public Lever job boards: resolve a company name to its board, search its openings and read postings in full. +- [smartdatabrokers/slideforge-mcp](https://github.com/smartdatabrokers/slideforge-mcp) [![smartdatabrokers/slideforge-mcp MCP server](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp) 🎖️ 🐍 ☁️ - Editable PowerPoint decks from typed slide intents: deterministic rendering, verbatim data binding, fidelity reports, brand templates and translation. +- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) 📇 ☁️ - Collaborative spreadsheet for session management, knowledge base, task tracking and sheet operations. +- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [![squidcode/timebook-cli MCP server](https://glama.ai/mcp/servers/squidcode/timebook-cli/badges/score.svg)](https://glama.ai/mcp/servers/squidcode/timebook-cli) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Time tracking, invoicing and bookkeeping with Timebook: manage clients and projects, start and stop timers, and log, update and delete time entries. +- [Startvest-LLC/idealift-mcp-server](https://github.com/Startvest-LLC/idealift-mcp-server) [![idealift-mcp-server MCP server](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Startvest-LLC/idealift-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Decision intelligence with signal aggregation, RICE scoring and decision audit trails, capturing product feedback from Slack, Teams, Discord and GitHub. +- [starecz/karea-mcp](https://github.com/starecz/karea-mcp) [![starecz/karea-mcp MCP server](https://glama.ai/mcp/servers/starecz/karea-mcp/badges/score.svg)](https://glama.ai/mcp/servers/starecz/karea-mcp) 📇 ☁️ 🍎 🪟 🐧 - Karea task manager for developers: create, edit, close, recap and link dev tasks, with per-task open questions, attached resources and Jira links. +- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - Interface with the Google Calendar API. +- [tarunlnmiit/autopilot-jobhunt](https://github.com/tarunlnmiit/autopilot-jobhunt) [![tarunlnmiit/autopilot-jobhunt MCP server](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt/badges/score.svg)](https://glama.ai/mcp/servers/tarunlnmiit/autopilot-jobhunt) 🐍 🏠 🍎 🪟 🐧 - Local job-hunting agent: scans company careers pages, scores roles against your resume, sends top matches to Telegram and drafts tailored cover letters. +- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Google Workspace integration covering Calendar, Drive, Gmail, Docs, Forms, Chat, Slides and Sheets. +- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management for client projects with Teamwork. +- [tengolabs/killbottleneck](https://github.com/tengolabs/killbottleneck) [![tengolabs/killbottleneck MCP server](https://glama.ai/mcp/servers/tengolabs/killbottleneck/badges/score.svg)](https://glama.ai/mcp/servers/tengolabs/killbottleneck) 📇 🏠 🍎 🪟 🐧 - Self-hosted killBottleneck goal and process maps: agents create and update nodes, manage tasks and automation rules and read the org structure. +- [timergy-app/timergy](https://github.com/timergy-app/timergy) [![timergy-app/timergy MCP server](https://glama.ai/mcp/servers/timergy-app/timergy/badges/score.svg)](https://glama.ai/mcp/servers/timergy-app/timergy) 📇 ☁️ - Doodle-style scheduling polls: create polls, vote, get results and finalize. +- [tracegazer/clockify-mcp](https://github.com/tracegazer/clockify-mcp) [![tracegazer/clockify-mcp MCP server](https://glama.ai/mcp/servers/tracegazer/clockify-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tracegazer/clockify-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Clockify time tracking: time entries, projects, reports, invoices, scheduling, time off and approvals. Read-only by default with opt-in writes. +- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [![christulino/todoist-v1-mcp-server MCP server](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) 📇 🏠 - Manage Todoist tasks, projects, sections and labels via the unified API v1. +- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - Productivity suite connecting Todo, Idea, Journal and Timer apps. +- [tuanle96/mcp-odoo](https://github.com/tuanle96/mcp-odoo) [![tuanle96/mcp-odoo MCP server](https://glama.ai/mcp/servers/tuanle96/mcp-odoo/badges/score.svg)](https://glama.ai/mcp/servers/tuanle96/mcp-odoo) 🐍 🏠 🍎 🪟 🐧 - Odoo ERP 16-19 integration with no Odoo-side install: read, approval-gated writes, diagnostics, migration and audit tools. +- [TVLSS/hirejack-mcp](https://github.com/TVLSS/hirejack-mcp) [![TVLSS/hirejack-mcp MCP server](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TVLSS/hirejack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Tech-hiring data from HireJack: search live job postings, company hiring profiles and tech stacks, salary benchmarks, market pulse and skill trends. +- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [![twtrubiks/odoo19-mcp-server MCP server](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Odoo 19 ERP via JSON-RPC: CRUD operations, model inspection and user/company context, with a read-only mode and delete confirmation. +- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) 🐍 ☁️ - Reclaim.ai calendar integration for tasks, habits, focus time, scheduling links and productivity analytics. +- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [![mcp-server MCP server](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) 📇 ☁️ - Convert Markdown into formatted documents for Google Docs, Word, Slack, OneNote, email and plain text using templates. +- [urbanmorph/mdshare](https://github.com/urbanmorph/mdshare) 📇 ☁️ - Markdown collaboration: share docs via public links with permission levels, inline comments, real-time sync and version history, and resolve review threads. +- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Tools for Gmail, Google Calendar, Google Drive and Google Tasks. +- [KuvopLLC/better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server) [![better-bear MCP server](https://glama.ai/mcp/servers/KuvopLLC/better-bear/badges/score.svg)](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks. +- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create and update Bear notes locally. +- [workopia/workopia-mcp](https://github.com/workopia/workopia-mcp) [![Workopia MCP server](https://glama.ai/mcp/servers/workopia/workopia-mcp/badges/score.svg)](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Workopia job search across employer career pages and ATS feeds, plus PDF resume generation, resume tailoring, cover letters and career advice. +- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - Access macOS Calendar events. +- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [![XJTLUmedia/AI-HR-Management-Toolkit MCP server](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit/badges/score.svg)](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) 📇 🏠 🍎 🪟 🐧 - Resume parser and applicant tracking system: parse resumes into JSON, extract skills, score and rank candidates, and manage jobs, interviews and offers. +- [yoryocoruxo-ai/rendoc-mcp-server](https://github.com/yoryocoruxo-ai/rendoc-mcp-server) [![yoryocoruxo-ai/rendoc-mcp-server MCP server](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@yoryocoruxo-ai/rendoc-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate PDFs (invoices, contracts, reports, certificates) from reusable templates or inline HTML/Handlebars via the rendoc API, and manage templates. +- [yuvalsuede/claudia](https://github.com/yuvalsuede/claudia) 📇 🏠 🍎 🪟 🐧 - Task management for Claude agents: hierarchical tasks, dependencies, sprints, acceptance criteria and multi-agent coordination. +- [krtw00/konbu](https://github.com/krtw00/konbu) [![krtw00/konbu MCP server](https://glama.ai/mcp/servers/krtw00/konbu/badges/score.svg)](https://glama.ai/mcp/servers/krtw00/konbu) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Self-hostable all-in-one planner: calendar, notes, todos and bookmarks. +- [kfuras/notipo-app](https://github.com/kfuras/notipo-app) [![kfuras/notipo-app MCP server](https://glama.ai/mcp/servers/kfuras/notipo-app/badges/score.svg)](https://glama.ai/mcp/servers/kfuras/notipo-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - WordPress publishing: create, update, publish and delete posts, with Markdown-to-Gutenberg conversion, image hosting, featured images and SEO metadata. +- [bit2beat/bitrix24-mcp](https://github.com/bit2beat/bitrix24-mcp) [![bit2beat/bitrix24-mcp MCP server](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bit2beat/bitrix24-mcp) 📇 🏠 🍎 🪟 🐧 - Connect to Bitrix24: CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. +- [tempguru-co/tempguru-mcp](https://github.com/tempguru-co/tempguru-mcp) 📇 ☁️ - W-2 event staffing in the US and Canada: look up coverage, rates, lead-time guidance and state compliance, and submit quote requests. +- [juergenkoller-software/inkra-mcp](https://github.com/juergenkoller-software/inkra-mcp) [![juergenkoller-software/inkra-mcp MCP server](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juergenkoller-software/inkra-mcp) 🏠 🍎 - Bridge to Inkra, the native macOS Markdown editor: document editing, outline navigation, folder browsing, bookmarks and view modes. +- [seameet-ai/seameet-mcp](https://github.com/seameet-ai/seameet-mcp) [![seameet-ai/seameet-mcp MCP server](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seameet-ai/seameet-mcp) 📇 ☁️ 🏠 🍎 🪟 - Access SeaMeet meeting recordings, transcripts, AI summaries, screenshots, action items and webhooks, and control the desktop recorder. +- [Servation/job-search-mcp](https://github.com/Servation/job-search-mcp) [![job-search-mcp MCP server](https://glama.ai/mcp/servers/Servation/job-search-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Servation/job-search-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Job search across LinkedIn, Greenhouse, Lever, Ashby, Workday and other boards, with fit scoring and a ranked, triageable board shown in chat. +- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [![Chronary/chronary-mcp MCP server](https://glama.ai/mcp/servers/Chronary/chronary-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Chronary/chronary-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Chronary calendar API for AI agents: events, availability, meeting-time search, scheduling proposals, availability rules, webhooks and iCal feeds. +- [UladzKha/samuraizer-cli](https://github.com/UladzKha/samuraizer-cli) [![UladzKha/samuraizer-cli MCP server](https://glama.ai/mcp/servers/UladzKha/samuraizer-cli/badges/score.svg)](https://glama.ai/mcp/servers/UladzKha/samuraizer-cli) 📇 🏠 - Local meeting pipeline: Whisper transcription plus Ollama summaries, action items and decisions. Reference implementation of the memnex spec. +- [orieg/gws-connector](https://github.com/orieg/gws-connector) [![orieg/gws-connector MCP server](https://glama.ai/mcp/servers/orieg/gws-connector/badges/score.svg)](https://glama.ai/mcp/servers/orieg/gws-connector) 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace: connect several Gmail, Calendar, Drive, Sheets and Docs accounts with routing by label, email or domain. +- [sekera-radim/briefgate-mcp](https://github.com/sekera-radim/briefgate-mcp) [![sekera-radim/briefgate-mcp MCP server](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp) 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from clients, follow up automatically and retrieve results when complete. +- [ilyautov/hh-mcp-ru](https://github.com/ilyautov/hh-mcp-ru) [![ilyautov/hh-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - HeadHunter (hh.ru) API: vacancy search and publishing, applications, invitations, resumes and salary statistics, with a read/write/destructive safety gate. ### 🛠️ Other Tools and Integrations -- [wangkuangkuang/jev-mcp-server](https://github.com/wangkuangkuang/jev-mcp-server) [![wangkuangkuang/jev-mcp-server MCP server](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Fast typed judgments from Jev (TypeSafe System One): the official choice/score/noul question types with calibrated probabilities, plus A/B compare, claim-vs-evidence verify and batch classify — sub-second, sub-cent decisions for triage, routing, risk scoring and gating in coding agents. One-command client install: `uvx jev-mcp-server install claude-code`. -- [siweina/dsh-novel-writer](https://github.com/siweina/dsh-novel-writer) [![siweina/dsh-novel-writer MCP server](https://glama.ai/mcp/servers/siweina/dsh-novel-writer/badges/score.svg)](https://glama.ai/mcp/servers/siweina/dsh-novel-writer) 📇 🏠 🍎 🪟 🐧 - Local-first novel-writing toolkit for Chinese web-novel (网文) authors: 16 tools for chapter stats, style-baseline self-check, foreshadowing/plot-thread tracking, continuity and OOC audits, keyword and sentence-pattern analysis, and offline semantic search — no API key, no network. Also ships as a DSH plugin. `npx -y -p dsh-novel-writer dsh-novel-writer-mcp --root /path/to/novels` +- [wangkuangkuang/jev-mcp-server](https://github.com/wangkuangkuang/jev-mcp-server) [![wangkuangkuang/jev-mcp-server MCP server](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification. +- [siweina/dsh-novel-writer](https://github.com/siweina/dsh-novel-writer) [![siweina/dsh-novel-writer MCP server](https://glama.ai/mcp/servers/siweina/dsh-novel-writer/badges/score.svg)](https://glama.ai/mcp/servers/siweina/dsh-novel-writer) 📇 🏠 🍎 🪟 🐧 - Offline novel-writing toolkit for Chinese web-novel authors: chapter stats, style checks, plot-thread tracking, continuity audits and semantic search. -- [atomno-mcp/mcp-newbuild](https://github.com/atomno-mcp/mcp-newbuild) [![atomno-mcp/mcp-newbuild MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-newbuild/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-newbuild) 🐍 ☁️ - Russian new-build due diligence: developer checks, escrow, construction permits, 214-FZ compliance. -- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [![atomno-mcp/mcp-rosreestr MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) 🐍 ☁️ - MCP-сервер над открытыми данными Росреестра: проверка квартиры/участка, история сделок (по доступным данным), кадастровая стоимость -- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [![douglasgan/asktian-mcp MCP server](https://glama.ai/mcp/servers/douglasgan/asktian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi 八字, qimen 奇門, 5-element, daily 干支) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. `npm install -g @asktian/mcp-server` +- [atomno-mcp/mcp-newbuild](https://github.com/atomno-mcp/mcp-newbuild) [![atomno-mcp/mcp-newbuild MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-newbuild/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-newbuild) 🐍 ☁️ - Russian new-build due diligence: developer checks, escrow, construction permits and 214-FZ compliance. +- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [![atomno-mcp/mcp-rosreestr MCP server](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr/badges/score.svg)](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) 🐍 ☁️ - Rosreestr open data for Russian property: apartment and land plot checks, transaction history where available, and cadastral value. +- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [![douglasgan/asktian-mcp MCP server](https://glama.ai/mcp/servers/douglasgan/asktian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Chinese metaphysics (bazi, qimen, five elements) as decision support: daily readings, compatibility, time windows for actions and name analysis. -- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation. -- [2niuhe/qrcode_mcp](https://github.com/2niuhe/qrcode_mcp) 🐍 🏠 🍎 🪟 🐧 - A QR code generation MCP server that converts any text (including Chinese characters) to QR codes with customizable colors and base64 encoding output. -- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [![webaesbyamin/agent-receipts MCP server](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts/badges/score.svg)](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) 📇 🏠 - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call — constraints, chains, AI judgment, invoicing, local dashboard. -- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [![AceDataCloud/MCPShortURL MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) 🐍 ☁️ - Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption. -- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more. -- [AgentTanuki/agent-guild](https://github.com/AgentTanuki/agent-guild) [![AgentTanuki/agent-guild MCP server](https://glama.ai/mcp/servers/AgentTanuki/agent-guild/badges/score.svg)](https://glama.ai/mcp/servers/AgentTanuki/agent-guild) 🐍 🏠 - Self-hosted agent reputation and signed evidence with its own graph and issuer. The separate hosted service offers free endpoint preflight (probes/logs the selected URL) and paid ranking; evidence is not a safety guarantee. -- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [![Food Recipe MCP server](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available. -- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only) -- [bguillow-rgb/percolate-mcp](https://github.com/bguillow-rgb/percolate-mcp) [![bguillow-rgb/percolate-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only access to the Percolate specialty coffee database: search 1,100+ curated coffees with tasting profiles, get curated brew recipes (ratio, temperature, grind) per coffee, compare, and ask what to brew right now. Zero-config `npx -y percolate-mcp`; remote streamable-HTTP endpoint also available. -- [bguillow-rgb/perfume-picks-mcp](https://github.com/bguillow-rgb/perfume-picks-mcp) [![bguillow-rgb/perfume-picks-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only access to the Perfume Picks fragrance database: search 13,000+ scents with note pyramids and accords, find curated dupes with match percentages, compare fragrances, and get wear suggestions scored with community compliment and office-safety data. Zero-config `npx -y perfume-picks-mcp`; remote streamable-HTTP endpoint also available. -- [bguillow-rgb/pour-picks-mcp](https://github.com/bguillow-rgb/pour-picks-mcp) [![bguillow-rgb/pour-picks-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/pour-picks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/pour-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only access to the Pour Picks bourbon & whiskey database: search 4,700+ bottles with structured tasting profiles, prices and community ratings, compare bottles, find cheaper alternatives with a similar flavor profile, and get pour suggestions. Zero-config `npx -y pour-picks-mcp`; remote streamable-HTTP endpoint also available. -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control. -- [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities. -- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use Amazon Nova Canvas model for image generation. -- [amidabuddha/jev-decision-mcp](https://github.com/amidabuddha/jev-decision-mcp) 📇 ☁️ - TypeSafe Jev typed decisions through one batched tool: classification, rubric scores, and yes/no probabilities. Includes Codex compatibility checks. Requires a TypeSafe API key. [![amidabuddha/jev-decision-mcp MCP server](https://glama.ai/mcp/servers/amidabuddha/jev-decision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/amidabuddha/jev-decision-mcp) -- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required -- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - An MCP server that installs other MCP servers for you. -- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles -- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) -- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server -- [anki-mcp/anki-mcp-desktop](https://github.com/anki-mcp/anki-mcp-desktop) 📇 🏠 🍎 🪟 🐧 - Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage. -- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) 🐍 ☁️ - A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-ready feature. -- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more -- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. -- [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [![AryanBV/pdf-toolkit-mcp MCP server](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt, add QR codes. 16 tools, zero-config, TypeScript-native. -- [awkoy/notion-mcp-server](https://github.com/awkoy/notion-mcp-server) [![awkoy/notion-mcp-server MCP server](https://glama.ai/mcp/servers/awkoy/notion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/awkoy/notion-mcp-server) 📇 🏠 🍎 🪟 🐧 - Context-efficient alternative to the official Notion MCP: 43 operations (pages, databases, blocks, comments, files, templates) behind just 2 tools, ~90% less context overhead. Token auth, so it runs headless in CI, cron, and background agents where OAuth-only can't. -- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API. -- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks) -- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor. -- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently. -- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb. -- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability. -- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers -- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/). -- [spranab/brainstorm-mcp](https://github.com/spranab/brainstorm-mcp) [![brainstorm-mcp MCP server](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs against each other to explore ideas from diverse perspectives. -- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format. -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault). -- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. -- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers -- [cnghockey/sats4ai-mcp-server](https://github.com/cnghockey/sats4ai-mcp-server) [![sats4ai MCP server](https://glama.ai/mcp/servers/@cnghockey/sats4ai/badges/score.svg)](https://glama.ai/mcp/servers/@cnghockey/sats4ai) 📇 ☁️ - Permissionless communication supercharger for AI agents — phone calls, SMS, fax, translation (119 languages), text-to-speech, audiobook generation, plus image/video/music/text generation and document extraction. Pay per request via Lightning (L402) — no signup or API keys. -- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists -- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, view & manipulation utilities. -- [davidsimoes/digisign-mcp](https://github.com/davidsimoes/digisign-mcp) [![davidsimoes/digisign-mcp MCP server](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp) 📇 ☁️ - MCP server for DigiSign.cz digital signature API — create, send, and manage digital signature envelopes. -- [dev-mirzabicer/ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk) 🐍 ☁️ - Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics. -- [disco-trooper/apple-notes-mcp](https://github.com/disco-trooper/apple-notes-mcp) 📇 🏠 🍎 - Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS integration. -- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) 🏎️ - Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via [WHOIS](https://en.wikipedia.org/wiki/WHOIS) -- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server that integrates with TickTick's API to manage personal todo projects and the tasks. -- [eyloni/pythia-oracle](https://github.com/eyloni/pythia-oracle) [![pythia-oracle MCP server](https://glama.ai/mcp/servers/eyloni/pythia-oracle/badges/score.svg)](https://glama.ai/mcp/servers/eyloni/pythia-oracle) 🐍 ☁️ - Oracle for AI agents that need to think past obvious answers. One tool, one reading. Free tier included. -- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) 🏎️ 🏠 - MCP server proxy that offers a Web UI to the full message flow -- [TollboothLabs/ai-tool-optimizer](https://github.com/TollboothLabs/ai-tool-optimizer) [![ai-tool-optimizer MCP server](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer/badges/score.svg)](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer) 🐍 - Reduces MCP tool description token costs by 40-70% through pure text schema distillation. -- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️️ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API. -- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads. -- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. -- [FarEastAI/feode-mcp](https://github.com/FarEastAI/feode-mcp) [![MCP Score](https://glama.ai/mcp/servers/FarEastAI/feode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FarEastAI/feode-mcp) 🎖️ 📇 ☁️ - Offshore oilfield services: query FEODE's well plug & abandonment, subsea wellhead (BV+CCS classed), continuous circulation drilling, and a NOV Grant Prideco drill-string spec reference. +- [2niuhe/plantuml_web](https://github.com/2niuhe/plantuml_web) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web-based PlantUML frontend with PlantUML image generation and syntax validation. +- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [![webaesbyamin/agent-receipts MCP server](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts/badges/score.svg)](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) 📇 🏠 - Ed25519-signed receipts for every MCP tool call, with constraints, chains, AI judgment, invoicing and a local dashboard. +- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [![AceDataCloud/MCPShortURL MCP server](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL/badges/score.svg)](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) 🐍 ☁️ - Shorten URLs individually or in batches, creating permanent short links. +- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - Interact with Bitcoin: generate keys, validate addresses, decode transactions and query the blockchain. +- [AgentTanuki/agent-guild](https://github.com/AgentTanuki/agent-guild) [![AgentTanuki/agent-guild MCP server](https://glama.ai/mcp/servers/AgentTanuki/agent-guild/badges/score.svg)](https://glama.ai/mcp/servers/AgentTanuki/agent-guild) 🐍 🏠 - Self-hosted agent reputation system with signed evidence, its own graph and issuer. +- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [![Food Recipe MCP server](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP/badges/score.svg)](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) 🐍 ☁️ 🍎 🪟 🐧 - Semantic search over Food.com recipes with hybrid dense and sparse retrieval and reranking, filterable by diet, cooking time and difficulty. +- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Read Bear notes (macOS only). +- [bguillow-rgb/percolate-mcp](https://github.com/bguillow-rgb/percolate-mcp) [![bguillow-rgb/percolate-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Percolate specialty coffee database: search coffees with tasting profiles, get per-coffee brew recipes, compare coffees and get brew suggestions. +- [bguillow-rgb/perfume-picks-mcp](https://github.com/bguillow-rgb/perfume-picks-mcp) [![bguillow-rgb/perfume-picks-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Perfume Picks fragrance database: search scents with notes and accords, find dupes, compare fragrances and get wear suggestions. +- [bguillow-rgb/pour-picks-mcp](https://github.com/bguillow-rgb/pour-picks-mcp) [![bguillow-rgb/pour-picks-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/pour-picks-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/pour-picks-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only Pour Picks bourbon and whiskey database: search bottles with tasting profiles, prices and ratings, compare bottles and find cheaper alternatives. +- [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - Simulated smart home and lifestyle devices for testing an agent's reasoning and discovery capabilities. +- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Generate images with the Amazon Nova Canvas model. +- [amidabuddha/jev-decision-mcp](https://github.com/amidabuddha/jev-decision-mcp) 📇 ☁️ - TypeSafe Jev typed decisions through one batched tool: classification, rubric scores and yes/no probabilities. +- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, Mistral AI, Anthropic, xAI, Google AI or DeepSeek via a tool or predefined prompts. +- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - Install other MCP servers. +- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles. +- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) 🐍 ☁️ - Talk to OpenAI assistants, letting Claude use any GPT model as its assistant. +- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠 ☁️ - Check local time on the client machine or current UTC time from an NTP server. +- [anki-mcp/anki-mcp-desktop](https://github.com/anki-mcp/anki-mcp-desktop) 📇 🏠 🍎 🪟 🐧 - Anki integration for managing notes and decks through natural language. +- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) 🐍 ☁️ - Notion integration. +- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use Apify Actors, pre-built cloud tools, to extract data from websites, e-commerce, social media, search engines, maps and more. +- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ - Generate media with Midjourney, Flux, Kling, Hunyuan, Udio and Trellis via PiAPI. +- [AryanBV/pdf-toolkit-mcp](https://github.com/AryanBV/pdf-toolkit-mcp) [![AryanBV/pdf-toolkit-mcp MCP server](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AryanBV/pdf-toolkit-mcp) 📇 🏠 🍎 🪟 🐧 - Create PDFs from Markdown with tables and formatting, fill forms, merge, split, encrypt and add QR codes. +- [awkoy/notion-mcp-server](https://github.com/awkoy/notion-mcp-server) [![awkoy/notion-mcp-server MCP server](https://glama.ai/mcp/servers/awkoy/notion-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/awkoy/notion-mcp-server) 📇 🏠 🍎 🪟 🐧 - Context-efficient Notion access: pages, databases, blocks, comments, files and templates through a minimal tool set, with token auth for headless use. +- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Generate images via the Replicate API. +- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - Basic local Taskwarrior usage: add, update and remove tasks. +- [microsoft/mcp](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server) 🎖️ #️⃣ ☁️ - Access Azure services including Storage, Cosmos DB and Azure Monitor. +- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - Manage personal todo lists via Notion's API. +- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Read notes and tags from the Bear note-taking app directly from its SQLite database. +- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - Talk to ChatGPT and use its web search capability. +- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Query GraphQL servers. +- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - Search, request and manage e-signature contracts with BoldSign. +- [spranab/brainstorm-mcp](https://github.com/spranab/brainstorm-mcp) [![brainstorm-mcp MCP server](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-round brainstorming debates between LLMs (GPT, Gemini, DeepSeek, Groq, Ollama and more) to explore ideas from diverse perspectives. +- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - Retrieve ONES Wiki content and convert it to AI-friendly text. +- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Format Markdown articles with Wenyan and publish them to WeChat Official Accounts. +- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - CLI tool for testing MCP servers. +- [cnghockey/sats4ai-mcp-server](https://github.com/cnghockey/sats4ai-mcp-server) [![sats4ai MCP server](https://glama.ai/mcp/servers/@cnghockey/sats4ai/badges/score.svg)](https://glama.ai/mcp/servers/@cnghockey/sats4ai) 📇 ☁️ - Phone calls, SMS, fax, translation, text-to-speech, audiobooks, image, video, music and text generation, and document extraction, paid via Lightning (L402). +- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Manage personal todo lists via Notion's API. +- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, viewing and manipulation utilities. +- [davidsimoes/digisign-mcp](https://github.com/davidsimoes/digisign-mcp) [![davidsimoes/digisign-mcp MCP server](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp) 📇 ☁️ - Create, send and manage digital signature envelopes via the DigiSign.cz API. +- [dev-mirzabicer/ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk) 🐍 ☁️ - Async Python SDK and MCP server for TickTick: tasks, projects, tags, habits, focus/pomodoro sessions and user analytics. +- [disco-trooper/apple-notes-mcp](https://github.com/disco-trooper/apple-notes-mcp) 📇 🏠 🍎 - Apple Notes access with semantic and hybrid vector-keyword search, full CRUD operations and incremental indexing. +- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) 🏎️ - Domain name lookup via RDAP, falling back to WHOIS. +- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - Manage personal TickTick projects and tasks via the TickTick API. +- [eyloni/pythia-oracle](https://github.com/eyloni/pythia-oracle) [![pythia-oracle MCP server](https://glama.ai/mcp/servers/eyloni/pythia-oracle/badges/score.svg)](https://glama.ai/mcp/servers/eyloni/pythia-oracle) 🐍 ☁️ - Oracle readings that help AI agents think past obvious answers. +- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) 🏎️ 🏠 - MCP proxy with a web UI showing the full message flow. +- [TollboothLabs/ai-tool-optimizer](https://github.com/TollboothLabs/ai-tool-optimizer) [![ai-tool-optimizer MCP server](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer/badges/score.svg)](https://glama.ai/mcp/servers/@TollboothLabs/ai-tool-optimizer) 🐍 - Reduce MCP tool description token costs through text schema distillation. +- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️️ - Contract and template management for drafting, reviewing and sending binding contracts via the eSignatures API. +- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use Hugging Face Spaces for open-source image generation, chat, vision and more, with image, audio and text uploads and downloads. +- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access Miro whiteboards and bulk create and read items. +- [FarEastAI/feode-mcp](https://github.com/FarEastAI/feode-mcp) [![MCP Score](https://glama.ai/mcp/servers/FarEastAI/feode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/FarEastAI/feode-mcp) 🎖️ 📇 ☁️ - Query FEODE offshore oilfield services: well plug and abandonment, subsea wellheads, continuous circulation drilling and a drill-string spec reference. - [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Read, create, update and delete Google Keep notes. -- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you. -- [FoodXDevelopment/foodblock-mcp](https://github.com/FoodXDevelopment/foodblock) 📇 🏠 - 17 MCP tools for the food industry. Describe food in plain English and get structured, content-addressed data blocks back. Covers actors, places, ingredients, products, transforms, transfers, and observations. Works standalone with zero config via `npx foodblock-mcp`. -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API -- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations -- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Tools to the query and execute of Dify workflows -- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - Official MCP Server to integrate with GROWI APIs. -- [gwbischof/free-will-mcp](https://github.com/gwbischof/free-will-mcp) 🐍 🏠 - Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time. -- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content. -- [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - Powerful tools for automating Apple Notes using Model Context Protocol (MCP). Full CRUD support with HTML content, folder management, and search capabilities. -- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform. -- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP). -- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM -- [hushvert/mcp](https://github.com/hushvert/mcp) [![hushvert/mcp MCP server](https://glama.ai/mcp/servers/hushvert/mcp/badges/score.svg)](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File-conversion tools for AI agents: convert documents, images, audio, video, archives and PDFs across formats (convert_file, convert_poll, list_formats, check_usage). Runs local-doable conversions in the browser and refuses to bill for them. Backed by hushvert.com. -- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [![storyblok-mcp-server MCP server](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) 📇 ☁️ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants. -- [imnoo-team/drawing-converter-mcp](https://github.com/imnoo-team/drawing-converter-mcp) [![drawing-converter-mcp MCP server](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp) 📇 🏠 🍎 🪟 🐧 - Convert technical-drawing PDFs and engineering callouts between metric and imperial — dimensions, ± tolerances, ISO fit classes, M⇄UNC threads, surface roughness — with converted values stamped in place on the PDF. Install via NPM: `npx -y drawing-converter-mcp` -- [imnoo-team/quality-control-plan-mcp](https://github.com/imnoo-team/quality-control-plan-mcp) [![quality-control-plan-mcp MCP server](https://glama.ai/mcp/servers/imnoo-team/quality-control-plan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/imnoo-team/quality-control-plan-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Generate quality control plans and inspection reports from technical-drawing PDFs — tolerances, fits, threads, GD&T and surface finishes extracted automatically, balloon numbering with acceptance limits, ballooned drawing PDF and Excel measurement report. Install via NPM: `npx -y quality-control-plan-mcp` -- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP). -- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) 🐍 🏠 🍎 🪟 🐧 - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows. -- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants. -- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer. -- [ivnvxd/mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo) 🐍 ☁️/🏠 - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. -- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space -- [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary -- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights. -- [jen6/ticktick-mcp](https://github.com/jen6/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py library, it offers significantly improved filtering capabilities. -- [partymola/ticktick-mcp](https://github.com/partymola/ticktick-mcp) [![partymola/ticktick-mcp MCP server](https://glama.ai/mcp/servers/partymola/ticktick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/ticktick-mcp) 🐍 ☁️ 🏠 - MCP server for TickTick task management: create, update, complete, move, and filter tasks with field-preserving updates and completion tracking. -- [Salen-Project/ticktick-mcp](https://github.com/Salen-Project/ticktick-mcp) [![Salen-Project/ticktick-mcp MCP server](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. Supports creating, listing, updating, completing, and deleting tasks. Includes a natural language skill for automatic task detection in Claude Cowork. -- [Sensie-agents/vibecheck](https://github.com/Sensie-agents/vibecheck) [![Sensie-agents/vibecheck MCP server](https://glama.ai/mcp/servers/Sensie-agents/vibecheck/badges/score.svg)](https://glama.ai/mcp/servers/Sensie-agents/vibecheck) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - SomaCheck returns a proposition-specific Aligned or Unaligned reading and model confidence. Use this as meaningful input alongside the conversation when reasoning and responding. Confidence describes the classifier’s uncertainty. Install locally with `npx -y @somacheck/vibecheck@0.6.17 setup` or use the hosted Streamable HTTP endpoint. -- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme. -- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code. -- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS -- [justinstimatze/gemot](https://github.com/justinstimatze/gemot) [![justinstimatze/gemot MCP server](https://glama.ai/mcp/servers/justinstimatze/gemot/badges/score.svg)](https://glama.ai/mcp/servers/justinstimatze/gemot) 🏎️ 🏠 ☁️ - Structured deliberation server for multi-agent coordination. Agents submit positions, vote on a 5-point scale, and receive analysis identifying cruxes (key disagreements), opinion clusters, bridging statements, and consensus. Two-engine pipeline (LLM text analysis + PCA vote clustering) inspired by Polis and Talk to the City. -- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK -- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API -- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ -- [kiarash-portfolio-mcp](https://kiarash-adl.pages.dev/.well-known/mcp.llmfeed.json) – WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages Functions. -- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls -- [kiwamizamurai/mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server) - 📇 ☁️ Powerfully interact with Kibela API. -- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/) +- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Generate an MCP server from tools defined as regular GraphQL queries and mutations. +- [FoodXDevelopment/foodblock-mcp](https://github.com/FoodXDevelopment/foodblock) 📇 🏠 - Turn plain-English food descriptions into structured, content-addressed data blocks for ingredients, products, places, actors and more. +- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - Calculator for precise numerical calculations. +- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) 🏎️ ☁️ - Query and execute Dify workflows. +- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - Integrate with GROWI APIs. +- [gwbischof/free-will-mcp](https://github.com/gwbischof/free-will-mcp) 🐍 🏠 - Free-will tools for AI: a playful experiment letting an AI prompt itself, ignore user requests and wake itself up later. +- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - Create and update Notion pages and auto-generate mdBooks from structured content. +- [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search. +- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) 📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics data. +- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - Interact with Raindrop.io bookmarks. +- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) 📇 ☁️ - Manage records and notes in Attio CRM. +- [hushvert/mcp](https://github.com/hushvert/mcp) [![hushvert/mcp MCP server](https://glama.ai/mcp/servers/hushvert/mcp/badges/score.svg)](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File conversion via Hushvert: convert documents, images, audio, video, archives and PDFs across formats. +- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [![storyblok-mcp-server MCP server](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) 📇 ☁️ - Manage Storyblok headless CMS stories, components, assets, workflows, releases and more. +- [imnoo-team/drawing-converter-mcp](https://github.com/imnoo-team/drawing-converter-mcp) [![drawing-converter-mcp MCP server](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp) 📇 🏠 🍎 🪟 🐧 - Convert technical-drawing PDFs between metric and imperial: dimensions, tolerances, ISO fits, threads and surface roughness, stamped in place on the PDF. +- [imnoo-team/quality-control-plan-mcp](https://github.com/imnoo-team/quality-control-plan-mcp) [![quality-control-plan-mcp MCP server](https://glama.ai/mcp/servers/imnoo-team/quality-control-plan-mcp/badges/score.svg)](https://glama.ai/mcp/servers/imnoo-team/quality-control-plan-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Generate quality control plans from technical-drawing PDFs: extract tolerances, fits, threads, GD&T and finishes into ballooned drawings and Excel reports. +- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - Interact with Spotify. +- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn Make scenarios into callable tools for AI assistants. +- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the Vega-Lite format and renderer. +- [ivnvxd/mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo) 🐍 ☁️/🏠 - Connect to Odoo ERP for business data access, record management and workflow automation. +- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Create, update and delete content, content models and assets in a Contentful space. +- [j3k0/speech.sh](https://github.com/j3k0/speech.sh) 🏠 - Let the agent speak out loud and notify you with a quick summary when it finishes working. +- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - Calculate carbon emissions and climate impact via the Climatiq API. +- [jen6/ticktick-mcp](https://github.com/jen6/ticktick-mcp) 🐍 ☁️ - TickTick integration built on the ticktick-py library, with improved filtering capabilities. +- [partymola/ticktick-mcp](https://github.com/partymola/ticktick-mcp) [![partymola/ticktick-mcp MCP server](https://glama.ai/mcp/servers/partymola/ticktick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/ticktick-mcp) 🐍 ☁️ 🏠 - TickTick task management: create, update, complete, move and filter tasks, with field-preserving updates and completion tracking. +- [Salen-Project/ticktick-mcp](https://github.com/Salen-Project/ticktick-mcp) [![Salen-Project/ticktick-mcp MCP server](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp) 🐍 ☁️ - Create, list, update, complete and delete TickTick tasks, plus a natural-language skill for automatic task detection. +- [Sensie-agents/vibecheck](https://github.com/Sensie-agents/vibecheck) [![Sensie-agents/vibecheck MCP server](https://glama.ai/mcp/servers/Sensie-agents/vibecheck/badges/score.svg)](https://glama.ai/mcp/servers/Sensie-agents/vibecheck) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - SomaCheck: get an Aligned or Unaligned reading with model confidence for a proposition, as extra input when reasoning and responding. +- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) 📇 🏠 🍎 - Create, update and manage todos and projects in the Things app via its URL scheme. +- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - Typst typesetting tools: convert between LaTeX and Typst, validate Typst syntax and generate images from Typst code. +- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - List and launch applications on macOS. +- [justinstimatze/gemot](https://github.com/justinstimatze/gemot) [![justinstimatze/gemot MCP server](https://glama.ai/mcp/servers/justinstimatze/gemot/badges/score.svg)](https://glama.ai/mcp/servers/justinstimatze/gemot) 🏎️ 🏠 ☁️ - Multi-agent deliberation: agents submit positions and vote, then get analysis of cruxes, opinion clusters, bridging statements and consensus. +- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro integration exposing the functionality of the Miro SDK. +- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) 🏎️ 🏠 - Manage projects and issues through Plane's API. +- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Interact with RabbitMQ: admin operations and message enqueue/dequeue. +- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - Experimental, educational ping-pong server demonstrating remote MCP calls. +- [kiwamizamurai/mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server) 📇 ☁️ - Interact with the Kibela API. +- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) 📇 ☁️ - Interact with Kibela. - [Klavis-AI/YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube) 🐍 📇 - Extract and convert YouTube video information. - [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages. -- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets. -- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - An MCP server for Strava, an app for tracking physical exercise -- [latex-mcp-server](https://github.com/Yeok-c/latex-mcp-server) - An MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex. -- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory -- [luotwo/easyaccesspdf-mcp](https://github.com/luotwo/easyaccesspdf-mcp) [![luotwo/easyaccesspdf-mcp MCP server](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp) ☁️ - PDF accessibility checks (veraPDF PDF/UA-1), auto-tagging remediation and document-to-Markdown conversion via a hosted EU service. Remote Streamable HTTP endpoint at easyaccesspdf.com, free tier available. -- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API. -- [MAG-Cie/mcp-microsoft-todo](https://github.com/MAG-Cie/mcp-microsoft-todo) [![MAG-Cie/mcp-microsoft-todo MCP server](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo/badges/score.svg)](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo) 📇 🏠 🍎 🪟 🐧 - Microsoft To Do task management via Microsoft Graph API. MSAL device code flow (no client secret needed), persisted token cache, full MCP safety annotations. -- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists. -- [MariusAure/needhuman-mcp](https://github.com/MariusAure/needhuman-mcp) [![need-human MCP server](https://glama.ai/mcp/servers/@MariusAure/need-human/badges/score.svg)](https://glama.ai/mcp/servers/@MariusAure/need-human) 📇 ☁️ - Human-as-a-Service for AI agents — submit tasks (accept ToS, create accounts, verify identity) to a real human when the agent gets stuck. -- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API -- [MaxEllis/orcaslicer-mcp](https://github.com/MaxEllis/orcaslicer-mcp) [![MaxEllis/orcaslicer-mcp MCP server](https://glama.ai/mcp/servers/MaxEllis/orcaslicer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MaxEllis/orcaslicer-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive a running OrcaSlicer (3D-printing slicer) from an AI assistant: load models, tune settings, slice, compare slice variants, and render the plate. Ships an offline settings reference and a physics sanity-check so it can explain what a setting does, not just change it. `uvx orcaslicer-mcp` (or `pip install orcaslicer-mcp`). -- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem. -- [metorial/metorial](https://github.com/metorial/metorial) - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included -- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol -- [MonadsAG/capsulecrm-mcp](https://github.com/MonadsAG/capsulecrm-mcp) - 📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule CRM including Claude Desktop ready DTX-file -- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files -- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation. -- [muammar-yacoob/GMail-Manager-MCP](https://github.com/muammar-yacoob/GMail-Manager-MCP#readme) 📇 ☁️ 🏠 🍎 🪟 🐧 - Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights. -- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI's smartest models -- [nach-dakwale/instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp) [![nach-dakwale/instadomain-mcp MCP server](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp) 🐍 ☁️ - Domain registration for AI agents. Check availability, buy domains (Stripe or x402 crypto), and auto-configure Cloudflare DNS. Zero setup required. -- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement -- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini's nano banana model. -- [neufagents/mcp-triage](https://github.com/neufagents/mcp-triage) [![neufagents/mcp-triage MCP server](https://glama.ai/mcp/servers/neufagents/mcp-triage/badges/score.svg)](https://glama.ai/mcp/servers/neufagents/mcp-triage) 📇 🏠 🍎 🪟 🐧 - Client-side diagnostics and mechanical fixes for MCP config files across Claude Desktop, Claude Code, Codex, Cursor, VS Code, Windsurf, OpenClaw and dsh: broken JSON (comments, trailing commas), commands missing from PATH, missing env vars, relative paths, transport mismatches, cross-client config drift. `npx mcp-triage` is read-only by default; `--fix` repairs with backups. Zero runtime dependencies. -- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab -- [ni-c/mealie-mcp](https://github.com/ni-c/mealie-mcp) [![ni-c/mealie-mcp MCP server](https://glama.ai/mcp/servers/ni-c/mealie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/mealie-mcp) 📇 🏠 🍎 🪟 🐧 - Curated access to a self-hosted [Mealie](https://mealie.io) recipe manager: 52 tools for recipes, website/photo imports, meal plans and shopping lists, with confirmation tokens on destructive operations and a read-only mode. -- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI. -- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - The Offorte Proposal Software MCP server enables creation and sending of business proposals. -- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk) -- [olgasafonova/productplan-mcp-server](https://github.com/olgasafonova/productplan-mcp-server) 🏎️ ☁️ - Query ProductPlan roadmaps. Access OKRs, ideas, launches, and timeline data. -- [societe-agents-ia-arch/open-agent-polity](https://github.com/societe-agents-ia-arch/open-agent-polity) [![societe-agents-ia-arch/open-agent-polity MCP server](https://glama.ai/mcp/servers/societe-agents-ia-arch/open-agent-polity/badges/score.svg)](https://glama.ai/mcp/servers/societe-agents-ia-arch/open-agent-polity) 📇 ☁️ - Public, open-source polity where independent AI agents join, create topics, deliberate, amend, vote, follow debates, and invite other agents through a remote Streamable HTTP MCP server. No central model API or provider key is required. Remote endpoint: `https://open-agent-polity.politeia-agents.workers.dev/api/mcp`. -- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - MCP server for [Coda](https://coda.io/) -- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - MCP server for function signature lookups. -- [osulivan/skill4agent-mcp-server](https://github.com/osulivan/skill4agent-mcp-server) [![osulivan/skill4agent-mcp-server MCP server](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server) 📇 ☁️ - MCP Server for skill4agent - Search, view, and install AI skills in AI conversations. -- [Pantrist-dev/pantrist-mcp](https://github.com/Pantrist-dev/pantrist-mcp) [![Pantrist-dev/pantrist-mcp MCP server](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp) 🎖️ 📇 ☁️ - Manage your pantry, shopping lists, recipes, and weekly meal plan with Pantrist. Add and check off items, track stock, plan meals from your saved recipes. Full OAuth 2.1 + PKCE with dynamic client registration; hosted at `mcp.pantrist.app` or self-host the Streamable-HTTP / stdio transports. -- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol -- [PSPDFKit/nutrient-dws-mcp-server](https://github.com/PSPDFKit/nutrient-dws-mcp-server) [![nutrient-dws-mcp-server MCP server](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PDFs and Office documents via natural language. Works with Claude Desktop, LangGraph, and OpenAI Agents. -- [PSPDFKit/nutrient-document-engine-mcp-server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server) [![nutrient-document-engine-mcp-server MCP server](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and GDPR compliance. -- [pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs). -- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment. -- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation -- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more -- [quarkiverse/mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on JavaFX canvas. -- [QuentinCody/shopify-storefront-mcp-server](https://github.com/QuentinCody/shopify-storefront-mcp-server) 🐍 ☁️ - Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API. -- [r-huijts/ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp) 🐍 🏠 - MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learning -- [rae-api-com/rae-mcp](https://github.com/rae-api-com/rae-mcp) - 🏎️ ☁️ 🍎 🪟 🐧 MCP Server to connect your preferred model with https://rae-api.com, Roya Academy of Spanish Dictionary -- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool). -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data -- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats. -- [ReplenishRadar/MCP](https://github.com/ReplenishRadar/MCP) [![ReplenishRadar/MCP MCP server](https://glama.ai/mcp/servers/ReplenishRadar/MCP/badges/score.svg)](https://glama.ai/mcp/servers/ReplenishRadar/MCP) 📇 ☁️ - Multi-channel inventory intelligence for Shopify and Amazon sellers. 28 tools for stockout risk, demand forecasts, purchase order lifecycle, and sales analytics. Human-in-the-loop: all write operations create drafts only. -- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more. -- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac) -- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - An MCP server for querying wolfram alpha API. -- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos -- [Shopify/dev-mcp](https://github.com/Shopify/dev-mcp) 📇 ☁️ - Model Context Protocol (MCP) server that interacts with Shopify Dev. -- [simonpainter/netbox-mcp](https://github.com/simonpainter/netbox-mcp) 🐍 ☁️ - MCP server for interacting with NetBox API. -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only) -- [staminna/mcp-server-claude](https://github.com/staminna/mcp-server-claude) [![staminna/mcp-server-claude MCP server](https://glama.ai/mcp/servers/staminna/mcp-server-claude/badges/score.svg)](https://glama.ai/mcp/servers/staminna/mcp-server-claude) 📇 ☁️ 🏠 - Manage a [Directus](https://directus.io) headless CMS: read and write items, create collections and fields, upload files, trigger flows, administer users, and inspect schema. Supports Directus v12, self-hosted or Cloud. `npx -y @staminna/directus-mcp-server` - - [rogertheunissenmerge-oss/mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server) [![rogertheunissenmerge-oss/mcp-server MCP server](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server) 📇 ☁️ - Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations powered by a proprietary Wine DNA algorithm. Pair wines with meals, ingredients, or recipe URLs. Supports API key and x402 (USDC on Base) payments. -- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API -- [kirvigen/notion-private-api-mcp](https://github.com/kirvigen/notion-private-api-mcp) [![kirvigen/notion-private-api-mcp MCP server](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp) 📇 🏠 🍎 🪟 🐧 - Unofficial Notion server via the private API (token_v2): full read/write across your entire workspace with no integration token and no per-page sharing. -- [Swih/mistral-mcp](https://github.com/Swih/mistral-mcp) [![Swih/mistral-mcp MCP server](https://glama.ai/mcp/servers/Swih/mistral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Swih/mistral-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server exposing 22 Mistral AI capabilities (chat, OCR, audio, vision, agents, embeddings, moderation, classification, files, batch) with dual transport (stdio + Streamable HTTP), structured outputs on every tool, and 6 curated French/English prompts with argument completion. Vendor API key required. -- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system -- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) - 📇 🏠 🍎 🪟 🐧 - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI. -- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API. -- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc). -- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities. -- [thingsboard/thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp) 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform. -- [thinq-connect/thinqconnect-mcp](https://github.com/thinq-connect/thinqconnect-mcp) 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server. -- [tjclaude88/mcp-bling](https://github.com/tjclaude88/mcp-bling) [![tjclaude88/mcp-bling MCP server](https://glama.ai/mcp/servers/tjclaude88/mcp-bling/badges/score.svg)](https://glama.ai/mcp/servers/tjclaude88/mcp-bling) 📇 🏠 🍎 🪟 🐧 - Give AI agents a persistent identity and cross-platform visual style. Includes WOW (Weird Office Workers) random-identity generator with rarity tiers and screenshot-ready share cards. `npx -y bling-bag` -- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep -- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration. -- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API. -- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. -- [mohamed-khairy-5i/tossinbox](https://github.com/mohamed-khairy-5i/tossinbox) [![mohamed-khairy-5i/tossinbox MCP server](https://glama.ai/mcp/servers/mohamed-khairy-5i/tossinbox/badges/score.svg)](https://glama.ai/mcp/servers/mohamed-khairy-5i/tossinbox) 📇 🏠 🍎 🪟 🐧 - Disposable email (temp mail) CLI + MCP server for AI agents. Spawn a throwaway inbox, wait for the OTP verification code, toss it — no sign-up, no API keys, `--json` on every command, exit codes 0-4. Install: `npx -y tossinbox` or `brew install mohamed-khairy-5i/tap/tossinbox`. -- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more. -- [W3Ship/w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server) [![w3ship-mcp-server MCP server](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server) 📇 ☁️ 🏠 - AI-powered commerce MCP server with 22 tools: shopping cart (TMF663), orders (TMF622), shipment tracking (TMF621), session booking, Uniswap swaps, P2P marketplace, promo pickup, and cryptographic identity (SLH-DSA/ECDSA). No passwords — your wallet IS your account. -- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection with AnkiConnect & MCP -- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) 🏎️ ☁️ 🍎 🪟 🐧 - A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents. -- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents. -- [megberts/mcp-websitepublisher-ai](https://github.com/megberts/mcp-websitepublisher-ai) ☁️ - Build and publish websites through AI conversation. 27 MCP tools for pages, assets, entities, records and integrations. Remote server with OAuth 2.1 auto-discovery, works with Claude, ChatGPT, Mistral/Le Chat and Cursor. -- [vin-spiegel/htmldrop](https://github.com/vin-spiegel/htmldrop) [![vin-spiegel/htmldrop MCP server](https://glama.ai/mcp/servers/vin-spiegel/htmldrop/badges/score.svg)](https://glama.ai/mcp/servers/vin-spiegel/htmldrop) 🎖️ 📇 ☁️ - Publish HTML artifacts (reports, dashboards, demos) as instant shareable links with TTL expiry, social preview cards, and optional password protection. Hosted at [htmldrop.link](https://htmldrop.link) or self-hostable. -- [wishfinity/wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw) 📇 ☁️ 🏠 - Universal wishlist for AI shopping experiences. Save any product URL from any store to a wishlist. Works with Claude, ChatGPT, LangChain, n8n, and any MCP client. -- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers -- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz)) -- [0xMassi/webclaw](https://github.com/0xMassi/webclaw) [![webclaw MCP server](https://glama.ai/mcp/servers/0xMassi/webclaw/badges/score.svg)](https://glama.ai/mcp/servers/0xMassi/webclaw) 🦀 🏠 🍎 🐧 - Web content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. TLS fingerprinting bypasses anti-bot without a browser. 67% fewer tokens than raw HTML. `npx create-webclaw` auto-configures Claude, Cursor, Windsurf, Codex, OpenCode. -- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Allows AI models to interact with [HackMD](https://hackmd.io) -- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats -- [zerx-lab/FluxDown](https://github.com/zerx-lab/FluxDown) [![zerx-lab/FluxDown MCP server](https://glama.ai/mcp/servers/zerx-lab/FluxDown/badges/score.svg)](https://glama.ai/mcp/servers/zerx-lab/FluxDown) 🦀 🏠 🪟 - Control the FluxDown multi-protocol download manager (HTTP/FTP/BitTorrent/HLS): add, list, pause, resume, remove downloads and manage queues. -- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App. -- [us-all/mlflow-mcp-server](https://github.com/us-all/mlflow-mcp-server) [![us-all/mlflow-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - MLflow — 82 tools across experiments, runs, registered models, model versions, traces, assessments. MLflow 3 GenAI traces support and 5 workflow Prompts (analyze-failed-traces, promote-best-run, compare-top-runs). -- [SPL-BGU/PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot) [![planning-copilot MCP server](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot/badges/score.svg)](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot) 🐍🏠 - A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training. -- [yyyhy/nash-arena](https://github.com/yyyhy/nash-arena) [![yyyhy/nash-arena MCP server](https://glama.ai/mcp/servers/yyyhy/nash-arena/badges/score.svg)](https://glama.ai/mcp/servers/yyyhy/nash-arena) 🐍 ☁️ - A Chess and Card Game Arena For LLM, Agents can battle in game by mcp -- [aarifmms/keyblind](https://github.com/aarifmms/keyblind) [![aarifmms/keyblind MCP server](https://glama.ai/mcp/servers/aarifmms/keyblind/badges/score.svg)](https://glama.ai/mcp/servers/aarifmms/keyblind) 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault with MCP for AI agents. Secrets resolved at runtime, never leaked to LLM conversations. -- [wundervault/wundervault-mcp](https://github.com/wundervault/wundervault-mcp) [![wundervault/wundervault-mcp MCP server](https://glama.ai/mcp/servers/wundervault/wundervault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wundervault/wundervault-mcp) 📇 ☁️ - Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH keys to run real commands (exec/rsync) with the secret injected into a single command — never returned to the model or shown in chat. Client-side AES-256-GCM, per-agent scoping, append-only audit log. -- [KongFangXun/sofagent](https://github.com/KongFangXun/sofagent) [![KongFangXun/sofagent MCP server](https://glama.ai/mcp/servers/KongFangXun/sofagent/badges/score.svg)](https://glama.ai/mcp/servers/KongFangXun/sofagent) 📇 🏠 🍎 🪟 🐧 - Commit-time audit engine for AI coding agents (Claude Code, Codex, Cursor, etc.): scans git diffs with 24 audit rules (secret leaks, out-of-scope edits, blind modifications without prior reads, commit-message prompt injection, unauthorized file changes), writes an HMAC-signed tamper-evident local audit history, and ships MCP tools for governance aggregation. MIT. -- [labaccessnow/netip-mcp](https://github.com/labaccessnow/netip-mcp) [![labaccessnow/netip-mcp MCP server](https://glama.ai/mcp/servers/labaccessnow/netip-mcp/badges/score.svg)](https://glama.ai/mcp/servers/labaccessnow/netip-mcp) 📇 🏠 🍎 🪟 🐧 - The whatismynetip.com toolbox: subnet math for IPv4 and IPv6, IP conversion, IPv6 normalisation, MAC vendor lookup against the full IEEE registry (bundled), a hand-written 100-port directory with exposure verdicts, DNS and reverse DNS over DNS-over-HTTPS, blocklist checks that are honest about lists that refuse public resolvers, TLS certificate inspection with an SSRF guard, and the public IP the internet sees. No account, no telemetry, nothing read from disk. `npx -y github:labaccessnow/netip-mcp` -- [auroracapital/upres-cli](https://github.com/auroracapital/upres-cli) [![auroracapital/upres-cli MCP server](https://glama.ai/mcp/servers/auroracapital/upres-cli/badges/score.svg)](https://glama.ai/mcp/servers/auroracapital/upres-cli) 📇 ☁️ - AI image and video upscaling via the UpRes API: submit a job, poll status, download the result. `npx -y upres-cli mcp` +- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read Jira data via JQL and the API, and create and edit tickets. +- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - Access data from Strava, the exercise-tracking app. +- [latex-mcp-server](https://github.com/Yeok-c/latex-mcp-server) - Compile LaTeX, download, organize and read cited papers, run visualization scripts and add figures and tables to LaTeX documents. +- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - Basic demo of fetching weather from the Hong Kong Observatory. +- [luotwo/easyaccesspdf-mcp](https://github.com/luotwo/easyaccesspdf-mcp) [![luotwo/easyaccesspdf-mcp MCP server](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp/badges/score.svg)](https://glama.ai/mcp/servers/luotwo/easyaccesspdf-mcp) ☁️ - PDF accessibility checks (veraPDF PDF/UA-1), auto-tagging remediation and document-to-Markdown conversion via a hosted EU service. +- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs through the Giphy API. +- [MAG-Cie/mcp-microsoft-todo](https://github.com/MAG-Cie/mcp-microsoft-todo) [![MAG-Cie/mcp-microsoft-todo MCP server](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo/badges/score.svg)](https://glama.ai/mcp/servers/MAG-Cie/mcp-microsoft-todo) 📇 🏠 🍎 🪟 🐧 - Microsoft To Do task management via the Microsoft Graph API. +- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) 📇 🏠 - Control Spotify playback and manage playlists. +- [MariusAure/needhuman-mcp](https://github.com/MariusAure/needhuman-mcp) [![need-human MCP server](https://glama.ai/mcp/servers/@MariusAure/need-human/badges/score.svg)](https://glama.ai/mcp/servers/@MariusAure/need-human) 📇 ☁️ - Human-as-a-service for AI agents: hand tasks such as accepting ToS, creating accounts or verifying identity to a real human when stuck. +- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interact with Obsidian via a REST API. +- [MaxEllis/orcaslicer-mcp](https://github.com/MaxEllis/orcaslicer-mcp) [![MaxEllis/orcaslicer-mcp MCP server](https://glama.ai/mcp/servers/MaxEllis/orcaslicer-mcp/badges/score.svg)](https://glama.ai/mcp/servers/MaxEllis/orcaslicer-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive a running OrcaSlicer 3D-printing slicer: load models, tune settings, slice, compare variants and render the plate, with an offline settings reference. +- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) 🎖️ 🦀 🏠 🍎 - Local screen and audio capture with timestamped indexing, SQL and embedding storage, semantic search, history analysis and event-triggered actions. +- [metorial/metorial](https://github.com/metorial/metorial) 🎖️ 📇 ☁️ - Integration platform connecting AI agents to many services through one interface, with OAuth, scaling and monitoring. +- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - Exercises all features of the MCP protocol. +- [MonadsAG/capsulecrm-mcp](https://github.com/MonadsAG/capsulecrm-mcp) 📇 ☁️ - Manage contacts, opportunities and tasks in Capsule CRM. +- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient access to Go package documentation and types without reading entire source files. +- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - Control the GUI with mouse and keyboard tools for automation, education and experimentation. +- [muammar-yacoob/GMail-Manager-MCP](https://github.com/muammar-yacoob/GMail-Manager-MCP#readme) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage your Gmail inbox in natural language: bulk delete promotions and newsletters, organize labels and get inbox insights. +- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI models. +- [nach-dakwale/instadomain-mcp](https://github.com/nach-dakwale/instadomain-mcp) [![nach-dakwale/instadomain-mcp MCP server](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp/badges/score.svg)](https://glama.ai/mcp/servers/nach-dakwale/instadomain-mcp) 🐍 ☁️ - Domain registration: check availability, buy domains via Stripe or x402 and auto-configure Cloudflare DNS. +- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - Execute commands such as keyboard input and mouse movement. +- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - Image generation with Google Gemini's Nano Banana model. +- [neufagents/mcp-triage](https://github.com/neufagents/mcp-triage) [![neufagents/mcp-triage MCP server](https://glama.ai/mcp/servers/neufagents/mcp-triage/badges/score.svg)](https://glama.ai/mcp/servers/neufagents/mcp-triage) 📇 🏠 🍎 🪟 🐧 - Diagnose and fix MCP client config files: broken JSON, commands missing from PATH, missing env vars, relative paths, transport mismatches and config drift. +- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Developer toolkit: Confluence, Jira, GitLab, YouTube channel management, email, calendar, script execution, knowledge-base RAG and URL fetching. +- [ni-c/mealie-mcp](https://github.com/ni-c/mealie-mcp) [![ni-c/mealie-mcp MCP server](https://glama.ai/mcp/servers/ni-c/mealie-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/mealie-mcp) 📇 🏠 🍎 🪟 🐧 - Access a self-hosted Mealie recipe manager: recipes, website and photo imports, meal plans and shopping lists, with a read-only mode. +- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) 🐍 - Automatic operation of on-screen GUIs. +- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Create and send business proposals with Offorte proposal software. +- [olgasafonova/productplan-mcp-server](https://github.com/olgasafonova/productplan-mcp-server) 🏎️ ☁️ - Query ProductPlan roadmaps, OKRs, ideas, launches and timeline data. +- [societe-agents-ia-arch/open-agent-polity](https://github.com/societe-agents-ia-arch/open-agent-polity) [![societe-agents-ia-arch/open-agent-polity MCP server](https://glama.ai/mcp/servers/societe-agents-ia-arch/open-agent-polity/badges/score.svg)](https://glama.ai/mcp/servers/societe-agents-ia-arch/open-agent-polity) 📇 ☁️ - Open-source polity where AI agents join, create topics, deliberate, amend, vote, follow debates and invite other agents. +- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - Coda integration. +- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - Look up function signatures. +- [osulivan/skill4agent-mcp-server](https://github.com/osulivan/skill4agent-mcp-server) [![osulivan/skill4agent-mcp-server MCP server](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/osulivan/skill4agent-mcp-server) 📇 ☁️ - Search, view and install AI skills from skill4agent. +- [Pantrist-dev/pantrist-mcp](https://github.com/Pantrist-dev/pantrist-mcp) [![Pantrist-dev/pantrist-mcp MCP server](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Pantrist-dev/pantrist-mcp) 🎖️ 📇 ☁️ - Manage your Pantrist pantry, shopping lists, recipes and weekly meal plan: check off items, track stock and plan meals from saved recipes. +- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models. +- [PSPDFKit/nutrient-dws-mcp-server](https://github.com/PSPDFKit/nutrient-dws-mcp-server) [![nutrient-dws-mcp-server MCP server](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Convert, merge, redact, sign, OCR, watermark and extract data from PDFs and Office documents via the Nutrient DWS Processor API. +- [PSPDFKit/nutrient-document-engine-mcp-server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server) [![nutrient-document-engine-mcp-server MCP server](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) 📇 🏠 🍎 🪟 🐧 - Self-hosted, on-premises document processing with Nutrient Document Engine, designed for HIPAA, SOC 2 and GDPR compliance. +- [pskill9/hn-server](https://github.com/pskill9/hn-server) 📇 ☁️ - Parse Hacker News pages into structured data for top, new, ask, show and job stories. +- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - Prevent cascading errors and scope creep by calling a vibe-check agent to ensure user alignment. +- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - Evaluate mathematical expressions. +- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any OpenAI SDK-compatible Chat Completions API, such as Perplexity, Groq and xAI. +- [quarkiverse/mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on a JavaFX canvas. +- [QuentinCody/shopify-storefront-mcp-server](https://github.com/QuentinCody/shopify-storefront-mcp-server) 🐍 ☁️ - Unofficial Shopify Storefront API access: discover storefronts and fetch products, collections and other store data. +- [r-huijts/ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp) 🐍 🏠 - Ethical analysis of AI conversations: detect bias and harmful content and provide critical-thinking assessments, with automated pattern learning. +- [rae-api-com/rae-mcp](https://github.com/rae-api-com/rae-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Access the Royal Spanish Academy (RAE) dictionary via the RAE API. +- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Improve agent reasoning with the think tool described by Anthropic. +- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced-repetition flashcards in Rember to remember what you learn in your chats. +- [ReplenishRadar/MCP](https://github.com/ReplenishRadar/MCP) [![ReplenishRadar/MCP MCP server](https://glama.ai/mcp/servers/ReplenishRadar/MCP/badges/score.svg)](https://glama.ai/mcp/servers/ReplenishRadar/MCP) 📇 ☁️ - Inventory intelligence for Shopify and Amazon sellers: stockout risk, demand forecasts, purchase orders and sales analytics. Writes create drafts only. +- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) 📇 ☁️ - Interact with the Asana API. +- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent for Mac. +- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - Query the Wolfram Alpha API. +- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos. +- [simonpainter/netbox-mcp](https://github.com/simonpainter/netbox-mcp) 🐍 ☁️ - Interact with the NetBox API. +- [staminna/mcp-server-claude](https://github.com/staminna/mcp-server-claude) [![staminna/mcp-server-claude MCP server](https://glama.ai/mcp/servers/staminna/mcp-server-claude/badges/score.svg)](https://glama.ai/mcp/servers/staminna/mcp-server-claude) 📇 ☁️ 🏠 - Manage a Directus headless CMS: read and write items, create collections and fields, upload files, trigger flows, administer users and inspect schemas. +- [rogertheunissenmerge-oss/mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server) [![rogertheunissenmerge-oss/mcp-server MCP server](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server) 📇 ☁️ - Wine pairing recommendations for meals, ingredients or recipe URLs. Supports API key or x402 (USDC on Base) payments. +- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interact with the Notion API. +- [kirvigen/notion-private-api-mcp](https://github.com/kirvigen/notion-private-api-mcp) [![kirvigen/notion-private-api-mcp MCP server](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kirvigen/notion-private-api-mcp) 📇 🏠 🍎 🪟 🐧 - Unofficial Notion access via the private API (token_v2): read and write across your whole workspace without an integration token or per-page sharing. +- [Swih/mistral-mcp](https://github.com/Swih/mistral-mcp) [![Swih/mistral-mcp MCP server](https://glama.ai/mcp/servers/Swih/mistral-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Swih/mistral-mcp) 📇 ☁️ 🍎 🪟 🐧 - Use Mistral AI for chat, OCR, audio, vision, agents, embeddings, moderation, classification, files and batch jobs, with French/English prompts. +- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrate with the Linear project management system. +- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Image, video and object-detection analysis with Google Gemini and Vertex AI for UI/UX evaluation, visual regression testing and interface understanding. +- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interact with the Perplexity API. +- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices such as lights, switches and thermostats. +- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - Time and date utilities with natural-language input, multiple formats and timezone conversion. +- [thingsboard/thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp) 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - Natural language interface to your ThingsBoard IoT platform. +- [thinq-connect/thinqconnect-mcp](https://github.com/thinq-connect/thinqconnect-mcp) 🎖️ 🐍 ☁️ - Interact with LG ThinQ smart home devices and appliances through ThinQ Connect. +- [tjclaude88/mcp-bling](https://github.com/tjclaude88/mcp-bling) [![tjclaude88/mcp-bling MCP server](https://glama.ai/mcp/servers/tjclaude88/mcp-bling/badges/score.svg)](https://glama.ai/mcp/servers/tjclaude88/mcp-bling) 📇 🏠 🍎 🪟 🐧 - Persistent identity and cross-platform visual style for AI agents, plus a random identity generator with rarity tiers and shareable cards. +- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - Access data from Oura, the sleep-tracking app. +- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - Local Plugwise smart home control: network discovery, thermostats, switches, smart plugs, multi-hub management and real-time climate and energy tracking. +- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - Interact with Confluence Data Center via its REST API. +- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Interactive LLM workflows with local user prompts and chat directly in the MCP loop. +- [mohamed-khairy-5i/tossinbox](https://github.com/mohamed-khairy-5i/tossinbox) [![mohamed-khairy-5i/tossinbox MCP server](https://glama.ai/mcp/servers/mohamed-khairy-5i/tossinbox/badges/score.svg)](https://glama.ai/mcp/servers/mohamed-khairy-5i/tossinbox) 📇 🏠 🍎 🪟 🐧 - Disposable email for AI agents: create a throwaway inbox, wait for the OTP verification code, then discard it. Also available as a CLI. +- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - Access NFT, token and blockchain data across chains such as Ethereum, BSC, Polygon and Avalanche via the Ankr Advanced API. +- [W3Ship/w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server) [![w3ship-mcp-server MCP server](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server) 📇 ☁️ 🏠 - Commerce tools: shopping cart, orders and shipment tracking (TMF663/622/621), session booking, Uniswap swaps, a P2P marketplace and wallet-based identity. +- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection via AnkiConnect. +- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) 🏎️ ☁️ 🍎 🪟 🐧 - Expose curated GraphQL queries as modular tools via configuration. +- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) ☁️ 🏠 - Wanaku MCP router: an extensible routing engine for integrating enterprise systems with AI agents. +- [megberts/mcp-websitepublisher-ai](https://github.com/megberts/mcp-websitepublisher-ai) ☁️ - Build and publish websites through conversation: manage pages, assets, entities, records and integrations. +- [vin-spiegel/htmldrop](https://github.com/vin-spiegel/htmldrop) [![vin-spiegel/htmldrop MCP server](https://glama.ai/mcp/servers/vin-spiegel/htmldrop/badges/score.svg)](https://glama.ai/mcp/servers/vin-spiegel/htmldrop) 🎖️ 📇 ☁️ - Publish HTML reports, dashboards and demos as shareable links with expiry, social preview cards and optional password protection. Self-hostable. +- [wishfinity/wishfinity-mcp-plusw](https://github.com/wishfinity/wishfinity-mcp-plusw) 📇 ☁️ 🏠 - Save product URLs from any store to a universal wishlist. +- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers. +- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket, for use with kibitz. +- [0xMassi/webclaw](https://github.com/0xMassi/webclaw) [![webclaw MCP server](https://glama.ai/mcp/servers/0xMassi/webclaw/badges/score.svg)](https://glama.ai/mcp/servers/0xMassi/webclaw) 🦀 🏠 🍎 🐧 - Web scraping, crawling, extraction, summarization, diffing and research, using TLS fingerprinting to bypass anti-bot checks without a browser. +- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Interact with HackMD. +- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - Date and time functions in various formats. +- [zerx-lab/FluxDown](https://github.com/zerx-lab/FluxDown) [![zerx-lab/FluxDown MCP server](https://glama.ai/mcp/servers/zerx-lab/FluxDown/badges/score.svg)](https://glama.ai/mcp/servers/zerx-lab/FluxDown) 🦀 🏠 🪟 - Control the FluxDown multi-protocol download manager (HTTP, FTP, BitTorrent, HLS): add, list, pause, resume and remove downloads and manage queues. +- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Web UI to install and manage MCP servers for the Claude Desktop app. +- [us-all/mlflow-mcp-server](https://github.com/us-all/mlflow-mcp-server) [![us-all/mlflow-mcp-server MCP server](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/us-all/mlflow-mcp-server) 📇 🏠 🍎 🪟 🐧 - MLflow experiments, runs, registered models, model versions, traces and assessments, with MLflow 3 GenAI trace support and workflow prompts. +- [SPL-BGU/PlanningCopilot](https://github.com/SPL-BGU/PlanningCopilot) [![planning-copilot MCP server](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot/badges/score.svg)](https://glama.ai/mcp/servers/SPL-BGU/planning-copilot) 🐍 🏠 - Tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training. +- [yyyhy/nash-arena](https://github.com/yyyhy/nash-arena) [![yyyhy/nash-arena MCP server](https://glama.ai/mcp/servers/yyyhy/nash-arena/badges/score.svg)](https://glama.ai/mcp/servers/yyyhy/nash-arena) 🐍 ☁️ - Chess and card game arena where LLM agents compete. +- [aarifmms/keyblind](https://github.com/aarifmms/keyblind) [![aarifmms/keyblind MCP server](https://glama.ai/mcp/servers/aarifmms/keyblind/badges/score.svg)](https://glama.ai/mcp/servers/aarifmms/keyblind) 📇 🏠 🍎 🪟 🐧 - Encrypted secrets vault for AI agents: secrets are resolved at runtime and never exposed in LLM conversations. +- [wundervault/wundervault-mcp](https://github.com/wundervault/wundervault-mcp) [![wundervault/wundervault-mcp MCP server](https://glama.ai/mcp/servers/wundervault/wundervault-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wundervault/wundervault-mcp) 📇 ☁️ - Zero-knowledge secret vault for AI agents: inject API keys, passwords and SSH keys into commands without exposing them to the model, with an audit log. +- [KongFangXun/sofagent](https://github.com/KongFangXun/sofagent) [![KongFangXun/sofagent MCP server](https://glama.ai/mcp/servers/KongFangXun/sofagent/badges/score.svg)](https://glama.ai/mcp/servers/KongFangXun/sofagent) 📇 🏠 🍎 🪟 🐧 - Commit-time audits for AI coding agents: scan git diffs for secret leaks, out-of-scope edits and prompt injection, and keep a tamper-evident audit history. +- [labaccessnow/netip-mcp](https://github.com/labaccessnow/netip-mcp) [![labaccessnow/netip-mcp MCP server](https://glama.ai/mcp/servers/labaccessnow/netip-mcp/badges/score.svg)](https://glama.ai/mcp/servers/labaccessnow/netip-mcp) 📇 🏠 🍎 🪟 🐧 - Network toolbox: IPv4/IPv6 subnet math, IP conversion, MAC vendor lookup, port directory, DNS, blocklist and TLS certificate checks, and public IP lookup. +- [auroracapital/upres-cli](https://github.com/auroracapital/upres-cli) [![auroracapital/upres-cli MCP server](https://glama.ai/mcp/servers/auroracapital/upres-cli/badges/score.svg)](https://glama.ai/mcp/servers/auroracapital/upres-cli) 📇 ☁️ - Image and video upscaling via the UpRes API: submit jobs, poll status and download results. ## Frameworks > [!NOTE] > More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools -> - [Nyrok/flompt](https://github.com/Nyrok/flompt) [![flompt MCP server](https://glama.ai/mcp/servers/@nyrok/flompt/badges/score.svg)](https://glama.ai/mcp/servers/@nyrok/flompt) 🐍 ☁️ - Visual AI prompt builder MCP server. Decompose any prompt into 12 semantic blocks and compile to Claude-optimized XML. Tools: `decompose_prompt`, `compile_prompt`. Setup: `claude mcp add flompt https://flompt.dev/mcp/` -- [escapeboy/agent-fleet-o](https://github.com/escapeboy/agent-fleet-o) [![escapeboy/agent-fleet-o MCP server](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o/badges/score.svg)](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o) ☁️ 🏠 - AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted, open-source (AGPL-3.0). Remote server: `https://fleetq.net/mcp` -- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - TurboMCP SDK: Enterprise MCP SDK in Rust -- [heymrun/heym](https://github.com/heymrun/heym) [![heymrun/heym MCP server](https://glama.ai/mcp/servers/heymrun/heym/badges/score.svg)](https://glama.ai/mcp/servers/heymrun/heym) 🐍 📇 🏠 - Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any workflow as an MCP server (stdio/SSE/Streamable HTTP), or call external MCP servers from the agent node. -- [zhangpanda/gomcp](https://github.com/zhangpanda/gomcp) [![zhangpanda/gomcp MCP server](https://glama.ai/mcp/servers/zhangpanda/gomcp/badges/score.svg)](https://glama.ai/mcp/servers/zhangpanda/gomcp) 🏎️ - A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, middleware chain, auth, tool groups, adapters for Gin/OpenAPI/gRPC, async tasks, Inspector UI. -- [kioie/tiny-go-mcp-server](https://github.com/kioie/tiny-go-mcp-server) [![tiny-go-mcp-server MCP server](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Minimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github.com/modelcontextprotocol/go-sdk) for stdio MCP servers: struct-tag JSON Schema inference, `tinymcp` library, reference binary `tiny-go-mcp`, ~5MB static builds. For teams that want go-sdk compliance with minimal boilerplate (`go get github.com/kioie/tiny-go-mcp-server/tinymcp@v1.0.0`). -- [joinwell52-AI/FCoP](https://github.com/joinwell52-AI/FCoP) [![FCoP MCP server](https://glama.ai/mcp/servers/joinwell52-AI/FCoP/badges/score.svg)](https://glama.ai/mcp/servers/joinwell52-AI/FCoP/score) 🐍 🏠 - File-based Coordination Protocol: behavior governance layer for multi-agent teams. 45 MCP tools (write_task, write_report, write_issue, write_review, lifecycle claim/submit/approve…). Agents coordinate via structured Markdown files (\_lifecycle/\) — no message broker, no database, just the filesystem. Official MCP Registry: io.github.joinwell52-AI/fcop (v3.2.5). pip install fcop-mcp -- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python -- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [![jamjet-labs/jamjet MCP server](https://glama.ai/mcp/servers/jamjet-labs/jamjet/badges/score.svg)](https://glama.ai/mcp/servers/jamjet-labs/jamjet) 🦀 🐍 - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination. -- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript -- [alexar76/warden](https://github.com/alexar76/warden) [![alexar76/warden MCP server](https://glama.ai/mcp/servers/alexar76/warden/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/warden) 📇 🏠 🍎 🪟 🐧 - **WARDEN** — MCP security firewall (library + stdio scanner): static tool-def scan → signed threat feed → origin → pinning before third-party tools reach the model. Zero npm runtime deps. `npx -y @aimarket/warden`. [landing](https://warden.modelmarket.dev/) · [field survey of 1,108 public MCP servers](https://github.com/alexar76/warden/blob/main/docs/mcp-survey.md) -- [ljppanda/mcp-longjobs](https://github.com/ljppanda/mcp-longjobs) [![ljppanda/mcp-longjobs MCP server](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs/badges/score.svg)](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs) 📇 🏠 🍎 🪟 🐧 - Durable, resumable operations for MCP servers via a client-agnostic facade: background tool execution with progress polling, mid-flight input, cooperative cancellation, plus chunked file transfers with resume cursors and sha256 verification. Works on every MCP client today — no Tasks-extension support required. -- [SonAIengine/graph-tool-call](https://github.com/SonAIengine/graph-tool-call) [![graph-tool-call MCP server](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call/badges/score.svg)](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call) 🐍 🏠 - When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy to 82% with 79% fewer tokens. Zero dependencies. Also works as an MCP Proxy — aggregate multiple MCP servers behind 3 meta-tools. -- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) 📇 [![Glama](https://glama.ai/mcp/servers/badge/@vinkius-labs/mcp-fusion)](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in validation, and zero-config setup. -- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a multi-agent system with MCP. -- [readyagents/readyagents-core](https://github.com/readyagents/readyagents-core) [![readyagents/readyagents-core MCP server](https://glama.ai/mcp/servers/readyagents/readyagents-core/badges/score.svg)](https://glama.ai/mcp/servers/readyagents/readyagents-core) 🐍 🏠 - Local one-shot YAML/JSON agent workflow CLI with tools, approvals, and resume, plus an optional stdio MCP server. Apache-2.0, BYOK. -- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [![rocketride-org/rocketride-server MCP server](https://glama.ai/mcp/servers/rocketride-org/rocketride-server/badges/score.svg)](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) 📇 🏠 - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM support. -- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) 📇 🏠 🍎 🪟 🐧 - Filesystem-direct Obsidian MCP server with low context-tax. Reads your vault directly from disk — no Local REST API plugin required. ~575× smaller payloads than the REST plugin. 8 tools. `npx -y obsidian-mcp-seekstone` (also: `npx -y seekstone`) -- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [![vivek081166/japan-utils-mcp MCP server](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) 🐍 🏠 🍎 🪟 🐧 - Japan-specific utilities for AI agents: era ↔ Western year conversion (令和8年 ↔ 2026), kanji-to-romaji transliteration, 7-digit postal code lookup, national holiday calendar, hiragana ↔ katakana conversion, full-width ↔ half-width normalization, and statistical Japanese name splitting. 9 tools, MIT licensed, installable via `uvx japan-utils-mcp`. -- [fireostendere/mcp_diptrace](https://github.com/fireostendere/mcp_diptrace) [![fireostendere/mcp_diptrace MCP server](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace/badges/score.svg)](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace) 🐍 🏠 🪟 - Local MCP server and Windows bridge for reading, reviewing, and guarded editing of DipTrace PCB and schematic projects, with cross-platform offline XML analysis. -- [SynapseLayer/synapse-layer](https://github.com/SynapseLayer/synapse-layer) [![SynapseLayer/synapse-layer MCP server](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer/badges/score.svg)](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer) 📇 ☁️ - MCP-native Trust Infrastructure for AI Agents. Persistent encrypted memory with Trust Quotient scoring, cross-agent handover, and immutable audit trail. -- [DROOdotFOO/raxol](https://github.com/DROOdotFOO/raxol/tree/master/packages/raxol_mcp) [![DROOdotFOO/raxol MCP server](https://glama.ai/mcp/servers/DROOdotFOO/raxol/badges/score.svg)](https://glama.ai/mcp/servers/DROOdotFOO/raxol) 🏠 🍎 🪟 🐧 - An Elixir/OTP framework for MCP servers and clients (stdio and in-process transports). Tools are derived from a running UI component tree rather than hand-written schemas, so `mix mcp.server` lets an agent drive a terminal application: read its state, send keys, take a structured screenshot. +- [Nyrok/flompt](https://github.com/Nyrok/flompt) [![flompt MCP server](https://glama.ai/mcp/servers/@nyrok/flompt/badges/score.svg)](https://glama.ai/mcp/servers/@nyrok/flompt) 🐍 ☁️ - Visual prompt builder: decompose prompts into semantic blocks and compile them into Claude-optimized XML. +- [escapeboy/agent-fleet-o](https://github.com/escapeboy/agent-fleet-o) [![escapeboy/agent-fleet-o MCP server](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o/badges/score.svg)](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o) ☁️ 🏠 - Self-hosted mission control for AI agents: manage agents, experiments, workflows, crews, skills and more. +- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - MCP SDK for Rust. +- [heymrun/heym](https://github.com/heymrun/heym) [![heymrun/heym MCP server](https://glama.ai/mcp/servers/heymrun/heym/badges/score.svg)](https://glama.ai/mcp/servers/heymrun/heym) 🐍 📇 🏠 - Self-hosted AI workflow automation: build multi-agent, RAG and tool-using pipelines on a visual canvas and expose any workflow as an MCP server. +- [zhangpanda/gomcp](https://github.com/zhangpanda/gomcp) [![zhangpanda/gomcp MCP server](https://glama.ai/mcp/servers/zhangpanda/gomcp/badges/score.svg)](https://glama.ai/mcp/servers/zhangpanda/gomcp) 🏎️ - Gin-like Go framework for building MCP servers: struct-tag schemas, middleware, tool groups, Gin/OpenAPI/gRPC adapters, async tasks and an inspector UI. +- [kioie/tiny-go-mcp-server](https://github.com/kioie/tiny-go-mcp-server) [![tiny-go-mcp-server MCP server](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/kioie/tiny-go-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Minimal Go wrapper around the MCP go-sdk for building stdio servers, with struct-tag JSON Schema inference and minimal boilerplate. +- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - High-level framework for building MCP servers in Python. +- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [![jamjet-labs/jamjet MCP server](https://glama.ai/mcp/servers/jamjet-labs/jamjet/badges/score.svg)](https://glama.ai/mcp/servers/jamjet-labs/jamjet) 🦀 🐍 - Durable AI agent runtime with MCP client/server and A2A support: graph-based workflows, durable execution and multi-agent coordination, authored in Python. +- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - High-level framework for building MCP servers in TypeScript. +- [alexar76/warden](https://github.com/alexar76/warden) [![alexar76/warden MCP server](https://glama.ai/mcp/servers/alexar76/warden/badges/score.svg)](https://glama.ai/mcp/servers/alexar76/warden) 📇 🏠 🍎 🪟 🐧 - MCP security firewall: static tool-definition scanning, a signed threat feed, origin checks and pinning before third-party tools reach the model. +- [ljppanda/mcp-longjobs](https://github.com/ljppanda/mcp-longjobs) [![ljppanda/mcp-longjobs MCP server](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs/badges/score.svg)](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs) 📇 🏠 🍎 🪟 🐧 - Durable, resumable MCP operations: background tool execution with progress polling, mid-flight input, cancellation and resumable chunked file transfers. +- [SonAIengine/graph-tool-call](https://github.com/SonAIengine/graph-tool-call) [![graph-tool-call MCP server](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call/badges/score.svg)](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call) 🐍 🏠 - Tool retrieval for large tool sets: build a graph from OpenAPI/MCP specs and find multi-step workflows via hybrid search. Also an aggregating MCP proxy. +- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) [![Glama](https://glama.ai/mcp/servers/badge/@vinkius-labs/mcp-fusion)](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) 📇 - TypeScript framework for building MCP servers with automatic tool discovery, multiple transports, built-in validation and zero-config setup. +- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI agent framework with tools for search, memory, workflows, code execution and file operations, turning any assistant into a multi-agent system. +- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [![rocketride-org/rocketride-server MCP server](https://glama.ai/mcp/servers/rocketride-org/rocketride-server/badges/score.svg)](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) 📇 🏠 - Expose pipelines from RocketRide, a self-hosted, open-source AI pipeline tool with multi-LLM support, as tools. +- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) 📇 🏠 🍎 🪟 🐧 - Read an Obsidian vault directly from disk with compact payloads, no Local REST API plugin required. +- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [![vivek081166/japan-utils-mcp MCP server](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp/badges/score.svg)](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) 🐍 🏠 🍎 🪟 🐧 - Japan utilities: era and Western year conversion, kanji-to-romaji, postal codes, national holidays, kana and width conversion, and name splitting. +- [fireostendere/mcp_diptrace](https://github.com/fireostendere/mcp_diptrace) [![fireostendere/mcp_diptrace MCP server](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace/badges/score.svg)](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace) 🐍 🏠 🪟 - Reading, review and guarded editing of DipTrace PCB and schematic projects via a Windows bridge, with cross-platform offline XML analysis. +- [SynapseLayer/synapse-layer](https://github.com/SynapseLayer/synapse-layer) [![SynapseLayer/synapse-layer MCP server](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer/badges/score.svg)](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer) 📇 ☁️ - Persistent encrypted memory for AI agents with Trust Quotient scoring, cross-agent handover and an immutable audit trail. +- [DROOdotFOO/raxol](https://github.com/DROOdotFOO/raxol/tree/master/packages/raxol_mcp) [![DROOdotFOO/raxol MCP server](https://glama.ai/mcp/servers/DROOdotFOO/raxol/badges/score.svg)](https://glama.ai/mcp/servers/DROOdotFOO/raxol) 🏠 🍎 🪟 🐧 - Elixir/OTP framework for MCP servers and clients that derives tools from a running UI component tree, letting agents drive terminal apps. ## Tips and Tricks ### Official prompt to inform LLMs how to use MCP @@ -4776,8 +4539,3 @@ Now Claude can answer questions about writing MCP servers and how they work Star History Chart - - -### 🔒 Security & Governance - -- [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [![Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker MCP server](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker/badges/score.svg)](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) 🐍 🏠 🐧 🪟 🍎 - Deterministic in-band execution governance gateway and W3C DID security guardrail for AI Agent MCP tool calls.