diff --git a/README-ko.md b/README-ko.md
index 4d53b99f..8a91169e 100644
--- a/README-ko.md
+++ b/README-ko.md
@@ -220,6 +220,8 @@
데이터 통합, 변환 및 파이프라인 오케스트레이션을 위한 데이터 플랫폼.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️📇☁️🏠 - Flowcore와 상호 작용하여 작업을 수행하고, 데이터를 수집하고, 데이터 코어나 공개 데이터 코어에 있는 모든 데이터를 분석, 교차 참조하고 활용할 수 있습니다. 이 모든 작업은 인간 언어를 사용합니다.
+-- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) 🐍 - YouTube 댓글 소셜 네트워크 분석(SNA): 인플루언서 중심성 순위, 커뮤니티 감지(Louvain), 감성 분석, AI 에이전트용 공개 JSON API
+
### 🗄️ 데이터베이스
diff --git a/README.md b/README.md
index 4ad95cc6..4b341169 100644
--- a/README.md
+++ b/README.md
@@ -124,7 +124,6 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 🏢 - [Workplace & Productivity](#workplace-and-productivity)
* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)
-
### 🔗 Aggregators
Servers for accessing many apps and tools through a single MCP server.
@@ -161,6 +160,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [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.
- [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-agent-native-endpoints](https://github.com/malamutemayhem/unclick-agent-native-endpoints) [](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) 📇 🏠 🍎 🪟 🐧 - 110+ tools for AI agents spanning social media, finance, gaming, music, AU-specific services, and utilities. Zero-config local tools plus platform connectors. `npx @unclick/mcp-server`
+- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [](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.
- [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.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](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).
@@ -175,7 +175,6 @@ Servers for accessing many apps and tools through a single MCP server.
- [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.
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [](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.
-- [strale-io/strale](https://github.com/strale-io/strale) [](https://glama.ai/mcp/servers/strale-io/strale) ☁️ 📇 - Trust and quality infrastructure for AI agents. 270+ quality-scored capabilities for company data, compliance checks, financial validation, web extraction, and more. Every capability has a transparent SQS quality score. `npx strale-mcp`
- [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.
@@ -201,8 +200,10 @@ Servers for accessing many apps and tools through a single MCP server.
### 🎨 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) [](https://glama.ai/mcp/servers/AceDataCloud/MCPFlux) 🐍 ☁️ - Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.
- [AceDataCloud/MCPNanoBanana](https://github.com/AceDataCloud/MCPNanoBanana) [](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) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSeedream) 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API.
- [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.
- [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`
@@ -237,6 +238,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [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
- [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
+- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](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`
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](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.
- [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
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
@@ -267,7 +269,9 @@ Design and visualize software architecture, system diagrams, and technical docum
- [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.
+- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [](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.
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
+- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [](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.
- [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.
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [](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.
@@ -317,14 +321,17 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [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
- [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.
+- [KuvopLLC/purroxy2](https://github.com/KuvopLLC/purroxy2) [](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.
- [realwigu/mcp-doctor](https://github.com/realwigu/mcp-doctor) [](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.
- [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.
- [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.
- [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.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [](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) [](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.
- [webdriverio/mcp](https://github.com/webdriverio/mcp) [](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.
+- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [](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) [](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.
### ☁️ Cloud Platforms
@@ -340,6 +347,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [antonio-mello-ai/mcp-proxmox](https://github.com/antonio-mello-ai/mcp-proxmox) [](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) [](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.
- [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.
- [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.
@@ -414,6 +422,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [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.
+- [rikarazome/prolog-reasoner](https://github.com/rikarazome/prolog-reasoner) [](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.
- [Sowiedu/Edict](https://github.com/Sowiedu/Edict) [](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.
- [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
@@ -537,6 +546,7 @@ Integration with communication platforms for message management and channel oper
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](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.
- [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).
+- [platfone-com/mcp](https://github.com/platfone-com/mcp) [](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) [](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) [](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) [](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.
@@ -687,6 +697,7 @@ Secure database access with schema inspection capabilities. Enables querying and
Data Platforms for data integration, transformation and pipeline orchestration.
+- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [](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.
- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [](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.
- [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.
- [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).
@@ -702,21 +713,28 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [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.
- [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) [](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.
- [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.
- [vikramgorla/mcp-swiss](https://github.com/vikramgorla/mcp-swiss) [](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.
+- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [](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
+
### 💻 Developer Tools
+- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](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) [](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.
Tools and integrations that enhance the development workflow and environment management.
+- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [](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.
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](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) [](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.
+- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](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.
- [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.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](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.
- [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.
@@ -725,21 +743,26 @@ Tools and integrations that enhance the development workflow and environment man
- [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) [](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.
- [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) [](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) [](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) [](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) [](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) [](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-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.
- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [](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.
+- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [](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.
- [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) [](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.
- [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) [](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.
- [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.
@@ -769,6 +792,7 @@ Tools and integrations that enhance the development workflow and environment man
- [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) [](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) [](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).
@@ -789,12 +813,14 @@ Tools and integrations that enhance the development workflow and environment man
- [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.
- [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) [](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) [](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) [](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.
- [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.
- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [](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) [](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
@@ -826,6 +852,7 @@ Tools and integrations that enhance the development workflow and environment man
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [](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)
- [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) [](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.
- [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.
@@ -873,6 +900,7 @@ Tools and integrations that enhance the development workflow and environment man
- [getmockd/mockd](https://github.com/getmockd/mockd) [](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/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) 🏠 - Generate realistic synthetic test data via MCP. 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day.
- [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) [](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.
- [Souzix76/n8n-workflow-tester-safe](https://github.com/Souzix76/n8n-workflow-tester-safe) [](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.
@@ -926,6 +954,7 @@ Tools and integrations that enhance the development workflow and environment man
- [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/m-moire](https://github.com/sarveshsea/m-moire) [](https://glama.ai/mcp/servers/sarveshsea/m-moire) 📇 🏠 — Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma (REST or WebSocket) and Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally.
- [saurav61091/mcp-openapi](https://github.com/saurav61091/mcp-openapi) [](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.
@@ -950,6 +979,7 @@ Tools and integrations that enhance the development workflow and environment man
- [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.
- [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - Help agents automatically write and test stories for your UI components.
+- [tactual-dev/tactual](https://github.com/tactual-dev/tactual) [](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.
- [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) [](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.
@@ -974,7 +1004,9 @@ Tools and integrations that enhance the development workflow and environment man
- [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) [](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.
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
+- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [](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) [](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.
- [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.
@@ -1001,6 +1033,7 @@ Tools and integrations that enhance the development workflow and environment man
- [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) [](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`.
### 🔒 Delivery
@@ -1027,6 +1060,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [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.
- [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) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) [](https://smithery.ai/server/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.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
- [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) [](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), 12 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
@@ -1048,6 +1082,7 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [](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.
- [nteract/semiotic](https://github.com/nteract/semiotic) [](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) [](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`.
### 📟 Embedded System
@@ -1075,9 +1110,11 @@ MCP servers for learning management systems (LMS) and educational tools.
MCP servers for e-commerce platforms and online store management.
+- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](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) [](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) [](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.
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](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) [](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`.
- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](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).
@@ -1121,6 +1158,7 @@ Provides direct access to local file systems with configurable permissions. Enab
### 💰 Finance & Fintech
+- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [](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`.
- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [](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.
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [](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.
@@ -1137,6 +1175,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](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).
- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [](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.
+- [bakyang2/kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence) [](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.
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
- [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
@@ -1146,20 +1185,25 @@ Provides direct access to local file systems with configurable permissions. Enab
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
- [Cyberweasel777/botindex-mcp-server](https://github.com/Cyberweasel777/botindex-mcp-server) [](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) [](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) [](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.
- [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) [](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/).
+- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [](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.
- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [](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) [](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) [](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
- [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) [](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) [](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.
- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [](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.
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [](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.
+- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](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.
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](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) [](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.
- [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.
@@ -1179,9 +1223,11 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
- [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.
+- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [](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.
- [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) [](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) [](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) [](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) [](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`
@@ -1193,6 +1239,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [](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) [](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).
+- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [](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.
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [](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) [](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
@@ -1274,6 +1321,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
- [mbrassey/solentic](https://github.com/mbrassey/solentic) [](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) [](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.
- [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) [](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.
@@ -1302,11 +1350,13 @@ Provides direct access to local file systems with configurable permissions. Enab
- [pythia-the-oracle/pythia-oracle-mcp](https://github.com/pythia-the-oracle/pythia-oracle-mcp) [](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.
- [qbt-labs/openmm-mcp](https://github.com/qbt-labs/openmm-mcp) [](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) [](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) [](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) [](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.
- [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.
+- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [](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.
- [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.
@@ -1316,7 +1366,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](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.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](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.
- [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.
+- [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [](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.
- [System-R-AI/systemr-python](https://github.com/System-R-AI/systemr-python) [](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) [](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.
- [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.
@@ -1334,16 +1386,20 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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.
+- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [](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.
- [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) [](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.
+- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [](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.
### 🎮 Gaming
Integration with gaming related data, game engines, and services
+- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [](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.
- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [](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) [](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.
- [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.
- [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).
@@ -1369,6 +1425,7 @@ Integration with gaming related data, game engines, and services
- [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.
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](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. [](https://glama.ai/mcp/servers/razz-games/razz-mcp)
+- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](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.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - 🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
- [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.
@@ -1390,6 +1447,7 @@ Control smart home devices, home network equipment, and automation systems.
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](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
- [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
- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [](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.
- [20alexl/mini_claude](https://github.com/20alexl/mini_claude) 🐍 🏠 - Persistent memory and guardrails for Claude Code. Features mistake tracking, loop detection, scope guard, and hooks that block risky edits. Runs locally with Ollama.
@@ -1403,21 +1461,26 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](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.
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [](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.
- [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
+- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [](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) [](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.
- [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.
- [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.
+- [cdeust/Cortex](https://github.com/cdeust/Cortex) [](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`
+- [celiums/celiums-memory](https://github.com/terrizoaguimor/celiums-memory) [](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) [](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.
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](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.
+- [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`
- [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
- [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) [](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) [](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.
+- [decisionnode/DecisionNode](https://github.com/decisionnode/DecisionNode) [](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.
- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [](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.
- [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.
- [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.
@@ -1427,6 +1490,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Cartisien/engram-mcp](https://github.com/Cartisien/engram-mcp) [](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) [](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.
- [For-Sunny/hebbian-mind-enterprise](https://github.com/For-Sunny/hebbian-mind-enterprise) [](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) [](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Give AI agents read/write access to your Obsidian vault via MCP
@@ -1453,8 +1517,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [](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.
- [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) [](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.
+- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](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`
- [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.
- [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) [](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) [](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 12 MCP tools. Runs entirely offline with zero external servers.
- [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.
- [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
@@ -1467,6 +1533,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [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) [](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) [](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.
- [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) [](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.
@@ -1479,12 +1546,14 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [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.
- [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) [](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.
+- [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [](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.
- [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.
- [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.
- [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.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](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).
+- [roampal-ai/roampal-core](https://github.com/roampal-ai/roampal-core) [](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) [](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) [](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.
- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [](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.
@@ -1506,6 +1575,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [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) [](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.
- [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) [](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.
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by 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.
@@ -1514,6 +1584,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [](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.
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](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) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) 🐍 🏠 ☁️ - ...
+- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [](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.
### ⚖️ Legal
@@ -1522,6 +1593,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](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.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
+- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](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.
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](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.
- [philrox/ris-mcp-ts](https://github.com/philrox/ris-mcp-ts) [](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.
@@ -1530,6 +1602,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](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) [](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).
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using IPInfo API
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface
- [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.
@@ -1548,6 +1621,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [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)
- [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) [](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.
+- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [](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.
@@ -1564,24 +1638,29 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [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.
- [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.
- [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) [](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) [](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.
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [](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.
+- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [](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.
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](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.
- [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.
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](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.
- [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.
+- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) 📇 ☁️ - Validates email addresses to reduce email bounces during marketing campaigns.
- [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.
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [](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.
- [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.
- [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) [](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`.
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [](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) [](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.
- [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.
+- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [](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.
- [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.
### 📊 Monitoring
@@ -1591,6 +1670,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](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.
- [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) [](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.
- [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.
@@ -1638,14 +1718,17 @@ Access and analyze application monitoring data. Enables AI models to review erro
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
- [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).
+- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) 🐍 ☁️ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](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.
- [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
+- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](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.
- [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.
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](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.
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](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.
+- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](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.
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](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.
- [pastorsimon1798/mcp-video](https://github.com/pastorsimon1798/mcp-video) [](https://glama.ai/mcp/servers/pastorsimon1798/mcp-video) 🐍 🏠 🍎 🪟 🐧 - Video editing MCP server with 26 tools for trimming, merging, text overlays, audio sync, filters, color grading, audio normalization, picture-in-picture, split-screen, batch processing, format conversion, subtitles, watermarks, and more. 380 tests, CI on Python 3.11+3.12, progress callbacks, works with Claude Code, Cursor, and any MCP client.
- [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.
@@ -1665,6 +1748,8 @@ Tools for product planning, customer feedback analysis, and prioritization.
- [daiji-sshr/redmine-mcp-stateless](https://github.com/daiji-sshr/redmine-mcp-stateless) [](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.
- [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) [](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) [](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.
### 🏠 Real Estate
@@ -1678,6 +1763,7 @@ MCP servers for real estate CRM, property management, and agent workflows.
Tools for conducting research, surveys, interviews, and data collection.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](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) [](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.
- [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)
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](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.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](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.
@@ -1697,6 +1783,7 @@ Tools for conducting research, surveys, interviews, and data collection.
### 🔎 Search & Data Extraction
+- [mrslbt/rippr](https://github.com/mrslbt/rippr) [](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`.
- [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.
@@ -1708,6 +1795,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
- [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.
+- [Khamel83/argus](https://github.com/Khamel83/argus) [](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) [](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.
- [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
@@ -1735,6 +1823,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
- [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)
+- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [](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.
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) 🐍 🏠 [](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.
@@ -1749,6 +1838,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [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) [](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) [](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.
@@ -1779,6 +1869,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [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.
+- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [](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) [](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) [](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
@@ -1825,11 +1917,14 @@ Tools for conducting research, surveys, interviews, and data collection.
### 🔒 Security
+- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [](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) [](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) [](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.
- [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.
+- [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) 🐍 ☁️ 🍎 🪟 🐧 - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction.
+- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](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.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](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.
- [vinaybhosle/agentstamp](https://github.com/vinaybhosle/agentstamp) [](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.
@@ -1869,15 +1964,18 @@ Tools for conducting research, surveys, interviews, and data collection.
- [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.
- [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) [](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.
+- [goklab/guardvibe](https://github.com/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.
+- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [](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.
- [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) [](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) [](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.
- [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) [](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) [](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.
- [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) [](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) [](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.
- [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) [](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.
@@ -1888,8 +1986,10 @@ Tools for conducting research, surveys, interviews, and data collection.
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [](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) [](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.
+- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [](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`
- [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) [](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.
+- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [](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.
- [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.
- [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.
- [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.
@@ -1922,6 +2022,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [tponscr-debug/oracle-h-mcp](https://github.com/tponscr-debug/oracle-h-mcp) [](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) [](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) [](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.
+- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [](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) [](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).
### 🌐 Social Media
@@ -1929,6 +2031,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [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.
+- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](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/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](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.
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
@@ -1941,11 +2044,13 @@ Integration with social media platforms to allow posting, analytics, and interac
- [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.
- [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) [](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.
+- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [](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.
- [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) [](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.
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](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.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](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.
+- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](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.
### 🏃 Sports
@@ -2003,6 +2108,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [](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.
- [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.
+- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](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) [](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.
- [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
@@ -2015,6 +2121,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [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.
- [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
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](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.
+- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](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.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](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.
### 🔄 Version Control
@@ -2044,11 +2151,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](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) [](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.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](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) [](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.
- [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.
- [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.
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [](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) [](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.
+- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [](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.
- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](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) [](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).
@@ -2056,6 +2165,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [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.
- [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.
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](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) [](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) [](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
- [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) [](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.
@@ -2077,9 +2187,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [](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) [](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) [](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.
- [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) [](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) [](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.
### 🛠️ Other Tools and Integrations
@@ -2281,3 +2395,4 @@ Now Claude can answer questions about writing MCP servers and how they work
+