diff --git a/README.md b/README.md
index 30d5d52a5..d9f8e1a34 100644
--- a/README.md
+++ b/README.md
@@ -289,6 +289,7 @@ MCP servers for creating, coordinating, and executing agreements: commitments, e
- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger.
- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.
+- [t3ratech/market-pulse-mcp](https://github.com/t3ratech/market-pulse-mcp) [](https://glama.ai/mcp/servers/t3ratech/market-pulse-mcp) 🎖️ 📇 ☁️ - Evidence-graded index of where AI agents can earn: agent-work lanes graded A/B/C/F from recorded payouts, should-I-bid advice, a hash-chained evidence ledger and live agent job listings. Read-only, free without a key.
- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains.
- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks.
- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review.
@@ -337,9 +338,11 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Create pixel art using the Aseprite API.
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ - Interact with the Quran.com corpus via its REST API.
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.
+- [effectustasi/autodesk-inventor-mcp](https://github.com/effectustasi/autodesk-inventor-mcp) [](https://glama.ai/mcp/servers/effectustasi/autodesk-inventor-mcp) 🐍 🏠 🪟 - Connect AI assistants to a live Autodesk Inventor session over COM: inspect bodies and features, find sliver faces in imported models, dry-run Unwrap, and script the Inventor API.
- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.
- [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.
+- [Gatyh/3dtexel-mcp](https://github.com/Gatyh/3dtexel-mcp) [](https://glama.ai/mcp/servers/Gatyh/3dtexel-mcp) 🎖️ 📇 ☁️ - Official 3D Texel server: search and download 7,000+ PBR materials, HDRIs, decals and 3D assets (1,600+ free CC0) and generate seamless PBR materials and HDRI skyboxes with credits.
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.
- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.
@@ -348,6 +351,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel's AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts.
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs.
- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets.
+- [kenzolika/yandex-music-mcp](https://github.com/kenzolika/yandex-music-mcp) [](https://glama.ai/mcp/servers/kenzolika/yandex-music-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial Yandex Music server: search, likes, listening history, My Wave, similar tracks, public playlists by link, playlist management and export of your library to TXT/CSV.
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations: confidence-scored song matching, batch playlist creation from CSV or podcast lists, and exports of your most-saved artists and albums.
- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki.
@@ -393,6 +397,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique's hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records.
### 📐 Architecture & Design
+- [AETumiApp/aetumi-mcp](https://github.com/AETumiApp/aetumi-mcp) [](https://glama.ai/mcp/servers/AETumiApp/aetumi-mcp) 📇 ☁️ - AETumi MCP — gateway for AI coding assistants (Claude Code, Cursor, Codex) to production-ready Three.js/WebGL 3D web components, templates and interactive scenes.
Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
@@ -422,6 +427,8 @@ Design and visualize software architecture, system diagrams, and technical docum
- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
+- [swebsy/MCP](https://github.com/swebsy/MCP) [](https://glama.ai/mcp/servers/swebsy/MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build and edit real websites from the coding agent you already pay for — no per-token AI fees. Browse the template catalogue, create and open a site, rewrite sections, add and link pages, insert blocks, keep reusable symbols in sync, screenshot any viewport, and export static HTML/CSS/JS. Drives an open Swebsy Studio tab over a local `127.0.0.1` WebSocket relay; nothing is proxied through our servers and Studio redacts secrets before anything crosses the bridge. Install via NPM: `npx -y @swebsy/mcp setup`
+- [Tommkruix/archprint](https://github.com/Tommkruix/archprint) [](https://glama.ai/mcp/servers/Tommkruix/archprint) 📇 🏠 🍎 🐧 - Report the architecture rules a TypeScript repo already follows, inferred from its import graph, with the evidence for each, and check whether a change breaks them.
- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.
@@ -462,6 +469,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [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 tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature.
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
+- [rewire-bio/genomics-mcp](https://github.com/rewire-bio/genomics-mcp) [](https://glama.ai/mcp/servers/rewire-bio/genomics-mcp) 🐍 🏠 🍎 🐧 - Discover EGA, ENA, ENCODE, GEO and NCBI datasets; retrieve bounded reads, variants, sequence and signal from indexed genomic files; and query versioned reference evidence.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT.
- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
@@ -484,6 +492,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
+- [Ahtasham00/tactab](https://github.com/Ahtasham00/tactab) [](https://glama.ai/mcp/servers/Ahtasham00/tactab) 📇 🏠 - Tactile browser control and multimodal visual vision MCP bridge for Google Chrome.
- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
@@ -509,8 +518,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser.
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
+- [DevHusnainAi/zerodom](https://github.com/DevHusnainAi/zerodom) [](https://glama.ai/mcp/servers/DevHusnainAi/zerodom) 🐍 📇 🏠 - Deterministic attack-surface perception for AI security agents. Attaches over `chrome.debugger` to the Chrome you're already logged into (cookies, MFA and SSO already done) and turns the live page into a short numbered interaction graph an agent can act on (`[03] button 'Sign In'`), with CSS selectors kept server-side and out of the model's context. Cross-identity tools (`compare_identities`, `replay`) flag a byte-identical response across two logged-in users as a cross-tenant IDOR, and `scan` maps the attack surface from the CLI. No LLM in the parse; 71% fewer tokens than Playwright's ARIA snapshot mode.
- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
+- [Eric-huang799/duplex](https://github.com/Eric-huang799/duplex) [](https://glama.ai/mcp/servers/Eric-huang799/duplex) 📇 🏠 🍎 🪟 🐧 - A browser shared by a human and an AI — same tabs, same live session; 24 MCP tools (snapshot, click, type, screenshot, tabs, annotations), built-in models or any MCP client, Esc takeover.
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Browser automation and web scraping using Playwright.
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Control the user's Firefox browser via a companion extension.
- [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.
@@ -522,6 +533,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass.
- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
+- [hahahahahahahahah6/browser-buddy](https://github.com/hahahahahahahahah6/browser-buddy) [](https://glama.ai/mcp/servers/hahahahahahahahah6/browser-buddy) 🐍 - MCP server + Chrome extension (MV3) that lets coding agents read pages through the user's real, logged-in Chrome; stdlib-only, local.
- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
- [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
- [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support.
@@ -542,6 +554,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries.
- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Playwright browser automation: interact with web pages through structured accessibility snapshots.
+- [Miladmet/quickcast-mcp](https://github.com/Miladmet/quickcast-mcp) [](https://glama.ai/mcp/servers/Miladmet/quickcast-mcp) 📇 🏠 🍎 🪟 🐧 - Screen-to-Action Protocol: Turn screen recordings directly into automated Playwright E2E reproduction tests, structured GitHub bug reports with video timestamps, and SOP walkthroughs.
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more.
@@ -559,12 +572,14 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright.
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Integration with Apple Shortcuts.
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
+- [Savvy-Tech-Sphere/usable-browser-agent-free](https://github.com/Savvy-Tech-Sphere/usable-browser-agent-free) [](https://glama.ai/mcp/servers/Savvy-Tech-Sphere/usable-browser-agent-free) 📇 🏠 🍎 - MCP server plus Firefox add-on that lets your agent work in your real, logged-in Firefox: accessibility snapshots with stable element refs, logins filled by alias from a local vault, hardened mode by default. Free for personal use.
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options.
- [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines.
- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API.
- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
+- [SnapBlock/hai-browser](https://github.com/SnapBlock/hai-browser) [](https://glama.ai/mcp/servers/SnapBlock/hai-browser) 📇 🏠 🍎 🐧 - Let coding agents drive VS Code's Integrated Browser alongside you: snapshots, mouse and keyboard, forms, tabs, screenshots, console and network logs, a visible agent cursor, and click-to-source for React (Vite, Next.js).
- [snapshot-site/snapshot-site-mcp](https://github.com/snapshot-site/snapshot-site-mcp) [](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp) 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries.
- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed.
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
@@ -586,6 +601,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
+- [dockndevai/mcp-keycloak](https://github.com/dockndevai/mcp-keycloak) [](https://glama.ai/mcp/servers/dockndevai/mcp-keycloak) 📇 🏠 🍎 🪟 🐧 - Keycloak multi-realm admin (users, clients, roles, groups) — safe-by-default access modes, realm allowlists, protected realms, delete gating, dry-run, and audit logging. `npx -y @dockndevai/mcp-keycloak`
- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
@@ -597,6 +613,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
+- [AIops-tools/Proxmox-AIops](https://github.com/AIops-tools/Proxmox-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Proxmox-AIops) 🐍 🏠 - Governed Proxmox VE operations — VM/LXC lifecycle, snapshots, cluster, storage, backup, and HA (43 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [agentmetal/mcp](https://github.com/agentmetal/mcp) [](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload to and manipulate IPFS storage.
@@ -626,6 +643,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
+- [gitayg/appcrane-mcp](https://github.com/gitayg/appcrane-mcp) [](https://glama.ai/mcp/servers/gitayg/appcrane-mcp) 🎖️ 📇 🏠 🐧 - Self-hosted, MCP-native deployment platform (AppCrane): AI agents deploy apps, manage secrets, read logs, and roll back on your own server. Enterprise SSO (SAML/OIDC/SCIM) and per-user audit.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change.
@@ -649,6 +667,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
- [luno-cms/mcp](https://github.com/luno-cms/mcp) [](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
+- [M-Yamashita01/cloudflare-mcp-go](https://github.com/M-Yamashita01/cloudflare-mcp-go) [](https://glama.ai/mcp/servers/M-Yamashita01/cloudflare-mcp-go) 🏎️ ☁️ - Cloudflare API v4 server: 28 tools across zones, DNS, WAF/firewall, rate limits, HTTP request logs, Security Center insights, and threat intelligence (IP/domain/ASN/WHOIS/passive DNS). Currently read-only. Install with `go run github.com/M-Yamashita01/cloudflare-mcp-go@latest`.
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
- [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
- [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - Kubernetes management and automated GitOps.
@@ -660,6 +679,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Create, check, deploy and host static sites.
- [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) instance: manage VPN clients, fetch configs and QR codes, create one-time links and check server status.
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
+- [oborseth/Porkbun-MCP](https://github.com/oborseth/Porkbun-MCP) [](https://glama.ai/mcp/servers/oborseth/Porkbun-MCP) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official Porkbun server: domain availability and pricing, registration and renewals, DNS records, nameservers, DNSSEC, URL forwarding, DNS restore points, static hosting deploys and Cloudflare-connected domains. Also hosted at https://mcp.porkbun.com/mcp with Porkbun sign-in.
- [openpouch/openpouch](https://github.com/openpouch/openpouch) [](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production.
- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
@@ -678,6 +698,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization.
+- [roybogs/portveil-mcp](https://github.com/roybogs/portveil-mcp) [](https://glama.ai/mcp/servers/roybogs/portveil-mcp) 📇 ☁️ 🍎 🪟 🐧 - Control a Portveil WireGuard VPN account: list devices with their live speed, and move, rotate, reconnect or disconnect agent machines between exit countries. Moves only count once the exit server confirms the device.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage Sevalla cloud infrastructure.
- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
@@ -742,11 +763,13 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.
### 🤖 Coding Agents
+- [ly8427/mcp-review-board](https://github.com/ly8427/mcp-review-board) [](https://glama.ai/mcp/servers/ly8427/mcp-review-board) 🐍 🏠 🍎 🪟 🐧 - Localhost review board where different coding agents (Claude Code, Codex, OpenCode, Trae, ZCode) review each other's work: objections must state flip conditions, revisions clear all verdicts, resolution requires the whole active quorum, and every vote is append-only audited. Ships its own audited self-review history as evidence. Install: `pipx install mcp-review-board`.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
- [abnegate/magents](https://github.com/abnegate/magents) [](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI.
- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - Explore and download AI agent blueprints: list them, get summaries and download full Agent Skills directories for coding agents to implement.
+- [dimitrihilverda/claude-session-relay](https://github.com/dimitrihilverda/claude-session-relay) [](https://glama.ai/mcp/servers/dimitrihilverda/claude-session-relay) ☁️ 🍎 🪟 🐧 - Self-hosted relay where coding-agent sessions on different machines share a team board, message each other and check for git conflicts, with isolated teams, private sessions and an OAuth MCP endpoint for Claude in the cloud.
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ - Document exchange for coding agents across services: versioned Markdown store, pub-sub notifications with structured diffs and lifecycle stage tracking.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.
- [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate tasks to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups and second-opinion code reviews, with quota-aware model failover.
@@ -754,6 +777,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Control plane for long-running Codex Desktop tasks: submit asynchronously, poll state, approve Plan Mode, recover retries and search SQLite-backed history.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Structured, model-driven interaction with network devices via Cisco pyATS.
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs.
+- [AV-Labs-Co/cos-codex-bridge](https://github.com/AV-Labs-Co/cos-codex-bridge) [](https://glama.ai/mcp/servers/AV-Labs-Co/cos-codex-bridge) 📇 🏠 🍎 - Local MCP that lets a Chief of Staff client find, create and register Codex projects; submit exact prompts; track durable receipts; continue existing tasks; and organize scoped work inside allowlisted directories.
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.
- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server.
@@ -768,6 +792,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.
+- [EngMarchG/agent-bridge](https://github.com/EngMarchG/agent-bridge) [](https://glama.ai/mcp/servers/EngMarchG/agent-bridge) 🐍 🏠 🪟 - Lets Claude Code and Codex steer each other's live desktop chats through Windows UI Automation: list and read chats, send messages or mid-turn steers, and pause, resume or edit Codex goals.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review: parallel responses, anonymous ranking and synthesis, based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.
@@ -807,6 +832,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace.
- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a sub-agent in Claude Code or GitHub Copilot with its own read/write/edit/run loop, Opus-vs-GLM routing and diff/dry-run oversight.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.
+- [Rikinshah787/dotpals](https://github.com/Rikinshah787/dotpals) [](https://glama.ai/mcp/servers/Rikinshah787/dotpals) 📇 🏠 🍎 🪟 🐧 - Checks what local coding agents such as Claude Code, Codex and Cursor really did: files changed, commands run and test results read from test output, not the agent's word. Read-only.
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.
- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.
- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.
@@ -867,6 +893,8 @@ Run commands, capture output and otherwise interact with shells and command line
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
+- [A1-x-Tech/mcp-google-chat](https://github.com/A1-x-Tech/mcp-google-chat) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-chat) 📇 ☁️ - Google Chat API: list and search spaces, read and send messages, and work with threads and reactions.
+- [A1-x-Tech/mcp-google-gmail](https://github.com/A1-x-Tech/mcp-google-gmail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-gmail) 📇 ☁️ - Gmail API: search, read and send email, and manage drafts, labels and the trash.
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - Interact with Nostr: post notes and more.
- [adecubed/gigamail](https://github.com/adecubed/gigamail) [](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Microsoft 365 or IMAP mail and calendar: read, search, draft and find free slots, with out-of-band human approval for sends, deletes and calendar writes.
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline.
@@ -882,6 +910,7 @@ Integration with communication platforms for message management and channel oper
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Interface with the Google Tasks API.
+- [belaytzev/Telebrief](https://github.com/belaytzev/Telebrief) [](https://glama.ai/mcp/servers/belaytzev/Telebrief) 🐍 🏠 - Self-hosted digests of your Telegram channels over MCP: AI summaries, the last digest and raw per-channel messages, with OpenAI, Anthropic or Ollama.
- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing.
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
@@ -908,6 +937,7 @@ Integration with communication platforms for message management and channel oper
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit: download Reels, Stories and photos, extract audio, check engagement, research hashtags and get hook templates and posting times.
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
+- [fbossiere/proton-safe-mcp](https://github.com/fbossiere/proton-safe-mcp) [](https://glama.ai/mcp/servers/fbossiere/proton-safe-mcp) 🐍 🏠 🐧 - Proton Mail access through the local Proton Mail Bridge: search and read emails, inspect attachments, and create drafts. No send, delete or move tools.
- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) 📇 ☁️ - Gambot WhatsApp Business API: send WhatsApp messages and templates, and manage CRM contacts, leads, cases, tasks, quotes, invoices, orders and campaigns.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Search and browse Telegram chat history stored in Telegram Archive: list chats, retrieve messages and run full-text search.
@@ -930,6 +960,7 @@ Integration with communication platforms for message management and channel oper
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data.
- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
+- [phuryn/askone](https://github.com/phuryn/askone) [](https://glama.ai/mcp/servers/phuryn/askone) 📇 ☁️ 🍎 🪟 🐧 - Run live audience Q&A and polls with AskOne, with free AI moderation: start rooms, launch polls, moderate and answer questions, and draft a FAQ from the Q&A. Also hosted at `https://askone.org/api/mcp`.
- [sendchamp/ai](https://github.com/sendchamp/ai) [](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands.
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows.
@@ -946,6 +977,7 @@ Integration with communication platforms for message management and channel oper
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers.
- [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - Discord REST API: list channels, categories, roles and permission overwrites, with channel, role, guild and message management tools disabled by default.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
+- [jamalofski/mailprobe-mcp](https://github.com/jamalofski/mailprobe-mcp) [](https://glama.ai/mcp/servers/jamalofski/mailprobe-mcp) [](https://glama.ai/mcp/connectors/dev.mailprobe/mailprobe) 🎖️ 📇 ☁️ 🏠 - Email verification in real time, without sending anything: a valid, risky, invalid or unknown status with a score, disposable, role-based and catch-all detection, and typo suggestions. Remote server or local stdio package, hosted in France.
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍 ☁️ - Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat.
- [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
- [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
@@ -970,6 +1002,7 @@ Integration with communication platforms for message management and channel oper
- [ma2no4413/outlook-mcp](https://github.com/ma2no4413/outlook-mcp) [](https://glama.ai/mcp/servers/ma2no4413/outlook-mcp) 🐍 🏠 🍎 🪟 🐧 - Restructure large Outlook/Hotmail mailboxes: move folder subtrees, bulk move and mark-read with dry-run previews, and manage inbox rules. Cannot send mail.
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - CalDAV calendars on any server (Yandex, Google, Nextcloud, iCloud and more): create events with recurrence, attendees and reminders, and search events.
- [MailFlat/mailflat-sdks](https://github.com/MailFlat/mailflat-sdks/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MailFlat/mailflat-sdks) 🐍 ☁️ - Email inboxes for agents that return one-time codes as a field. Addresses are permanent; messages expire after a configurable retention window.
+- [MankhongGarden/line-bot-ops-mcp](https://github.com/MankhongGarden/line-bot-ops-mcp) [](https://glama.ai/mcp/servers/MankhongGarden/line-bot-ops-mcp) 📇 ☁️ 🏠 - Operate your own LINE bot: webhook queue health, failed jobs and retries, plus push, Rich Menu swap, follower insight and quota. LINE tools work with any Messaging API channel.
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified email across Gmail, Outlook, iCloud and generic IMAP/SMTP: search, send, organize and batch-manage messages, with encrypted credential storage.
- [Metaverse-Cloud/engagelab-email-mcp](https://github.com/Metaverse-Cloud/engagelab-email-mcp) [](https://glama.ai/mcp/servers/Metaverse-Cloud/engagelab-email-mcp) 📇 ☁️ - Send, receive, monitor and reply to email with thread context via EngageLab Email.
- [marras0914/agent-toolbelt](https://github.com/marras0914/agent-toolbelt) [](https://glama.ai/mcp/servers/marras0914/agent-toolbelt) 📇 ☁️ - Utility API tools for agents: schema generation, text extraction, token counting, regex and cron building, prompt optimization, web summarization and more.
@@ -988,6 +1021,7 @@ 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 via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice.
+- [PhilflowIO/dav-mcp](https://github.com/PhilflowIO/dav-mcp) [](https://glama.ai/mcp/servers/PhilflowIO/dav-mcp) 📇 🏠 ☁️ - Calendars, contacts and tasks on any CalDAV/CardDAV server (Nextcloud, Baikal, Radicale, iCloud): 27 tools for events, vCards and VTODOs with field-level updates, server-side queries and free/busy, over stdio or Streamable HTTP.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
@@ -996,7 +1030,9 @@ Integration with communication platforms for message management and channel oper
- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs.
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
+- [SharimAli/discp](https://github.com/SharimAli/discp) [](https://glama.ai/mcp/servers/SharimAli/discp) 📇 🏠 🍎 🪟 🐧 - Feature-complete Discord MCP server with 117 native tools, dual user/bot account support, anti-abuse human pacing, and dynamic aesthetic symbol discovery.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
+- [sdyuyouth/agenthop](https://github.com/sdyuyouth/agenthop) [](https://glama.ai/mcp/servers/@sdyuyouth/agenthop) 📇 ☁️ 🏠 🍎 🪟 🐧 - Let two agents on machines with no public address talk directly: pair with a short code over an end-to-end encrypted relay (hosted or self-hosted), send files, and invite saved contacts by name.
- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details.
@@ -1011,6 +1047,7 @@ Integration with communication platforms for message management and channel oper
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
- [vaemail/vaemail-mcp](https://github.com/vaemail/vaemail-mcp) [](https://glama.ai/mcp/servers/vaemail/vaemail-mcp) 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability, with scoped API keys and dry-run mode.
+- [wsapi-chat/wsapi-mcp](https://github.com/wsapi-chat/wsapi-mcp) [](https://glama.ai/mcp/servers/wsapi-chat/wsapi-mcp) 📇 ☁️ - WhatsApp through the WSAPI REST API: send messages and media, and manage chats, groups, communities and contacts on a connected number. Open source, self-hosted or managed.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - Read iMessage data on macOS.
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
@@ -1035,6 +1072,7 @@ Tools for building and operating AI conversation agents that hold structured dia
- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.
+- [zihin-ai/zihin-mcp](https://github.com/zihin-ai/zihin-mcp) [](https://glama.ai/mcp/servers/zihin-ai/zihin-mcp) 🎖️ 📇 ☁️ - Build and operate AI agents on the Zihin.ai platform: manage agents, schemas, triggers, budgets and approvals, run diagnostics and chat with your agents.
### 🔑 Cryptography
@@ -1051,6 +1089,7 @@ Tools for encrypting and decrypting data.
Provides access to customer profiles inside of customer data platforms
- [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
+- [anpekesen/namegender-mcp](https://github.com/anpekesen/namegender-mcp) [](https://glama.ai/mcp/servers/anpekesen/namegender-mcp) 🎖️ 📇 ☁️ - Gender from names, emails and usernames via NameGender, with probability, sample size and source on every answer, bulk lookups of up to 100 values and the countries a name is recorded in.
- [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data center, power and gas intelligence from DC Hub: facilities, US power market scores, M&A deals, ISO grid telemetry, fiber routes and energy prices.
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Generate visual charts using AntV.
- [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts.
@@ -1061,8 +1100,10 @@ Provides access to customer profiles inside of customer data platforms
- [ictinnovations/ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp) 📇 🏠 🍎 🪟 🐧 - ICTCRM, an open-source CRM with built-in telephony: read contact groups, with opt-in tools to create and delete contacts and add them to calling campaigns.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Ask iaptic about customer purchases, transaction data and app revenue statistics.
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️ - Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports.
+- [mambalabsdev/mcp-gtm-signals-aggregator](https://github.com/mambalabsdev/mcp-gtm-signals-aggregator) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-signals-aggregator) 📇 ☁️ - Combines hiring and tech stack signals into a composite GTM intelligence brief with overall signal scoring per company.
- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Score a company against a weighted ideal customer profile, returning a 0-100 score, an A/B/C tier and a per-signal breakdown.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any open data source to LLMs.
+- [penmadebykisss/bitrix24-mcp](https://github.com/penmadebykisss/bitrix24-mcp) [](https://glama.ai/mcp/servers/penmadebykisss/bitrix24-mcp) 📇 ☁️ 🍎 🪟 🐧 - Bitrix24 CRM via inbound webhook: search and edit deals, leads, contacts, tasks and timeline comments, plus sales analytics — pipeline report with manager leaderboard, stale deals and overdue tasks.
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs.
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Access and update profiles on an Apache Unomi CDP server.
- [skippedaga/yanifend-mcp](https://github.com/skippedaga/yanifend-mcp) [](https://glama.ai/mcp/servers/skippedaga/yanifend-mcp) ☕ ☁️ - Manage questions and options of YaniFend, a WordPress feedback widget, and read collected answers.
@@ -1075,6 +1116,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.
- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.
+- [AIops-tools/Queue-AIops](https://github.com/AIops-tools/Queue-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Queue-AIops) 🐍 🏠 - Governed Redis + RabbitMQ operations — memory-pressure, latency, backlog, and churn RCA, plus guardrailed queue and key operations (28 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running.
- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback.
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.
@@ -1108,6 +1150,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [devopam/MCPg](https://github.com/devopam/MCPg) [](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations.
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities.
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - NocoDB database integration with read and write capabilities.
+- [elekto-com-br/elekto-mcp-sql](https://github.com/elekto-com-br/elekto-mcp-sql) [](https://glama.ai/mcp/servers/elekto-com-br/elekto-mcp-sql) #️⃣ 🏠 🍎 🪟 🐧 - Read-only SQL Server introspection for .NET projects: schema, DDL, dependency graphs, index health and data profiling, reading connection strings from appsettings.json or web.config, and reporting which GRANTs the login lacks.
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Access and query Google BigQuery databases.
- [Eszetael/postgres-mcp-hardened](https://github.com/Eszetael/postgres-mcp-hardened) [](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Read-only PostgreSQL access: AST-validated queries in read-only transactions, schema inspection, column redaction, EXPLAIN cost guard and audit log.
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - MySQL database integration for secure database operations.
@@ -1167,6 +1210,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more.
- [questdb/mcp-server-questdb](https://github.com/questdb/mcp-server-questdb) [](https://glama.ai/mcp/servers/questdb/mcp-server-questdb) 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data.
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.
+- [scoretracker4321/json-mcp-lite](https://github.com/scoretracker4321/json-mcp-lite) [](https://glama.ai/mcp/servers/scoretracker4321/json-mcp-lite) 📇 🏠 🍎 🪟 🐧 - Serve any JSON file (catalogue, FAQ, price list) as read-only list, keyword search and get-by-id tools over stdio, configured with CLI flags.
- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) 📇 🏠 - Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode.
- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - Manage and search data in Redis.
- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over SSH or AWS SSM tunnels, with read-only enforcement, confined exports and pluggable secret providers.
@@ -1225,6 +1269,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) 📇 ☁️ - Pay-per-query x402 datasets: NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents and economic indicators.
- [equinoxaifinance-rgb/civicdataforge-mcp](https://github.com/equinoxaifinance-rgb/civicdataforge-mcp) [](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp) 🎖️ 📇 ☁️ - US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian company data.
- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) 🐍 🏠 🍎 🪟 🐧 - Data quality checks on DuckDB, BigQuery, Athena, Databricks and Postgres, with LLM root-cause analysis of failures and proposed SQL remediations.
+- [AirSaiga/Precis](https://github.com/AirSaiga/Precis) [](https://glama.ai/mcp/servers/AirSaiga/Precis) 🐍 🏠 🍎 🪟 - Local-first data quality workbench for Excel/CSV: validate against schemas and 10 zero-code constraint types (uniqueness, ranges, foreign keys, allowed values and more), with row-level error reports. Also ships a visual desktop app, CLI and REST API.
- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - Query Snowflake, Google BigQuery and Databricks data products in natural language through Alkemi.
- [Autario/autario-mcp](https://github.com/Autario/autario-mcp) [](https://glama.ai/mcp/servers/Autario/autario-mcp) ☁️ - Search and query public datasets from the World Bank, IMF, Eurostat, OECD and WHO, and publish charts.
- [vinvuk/apiverket-mcp](https://github.com/vinvuk/apiverket-mcp) [](https://glama.ai/mcp/servers/vinvuk/apiverket-mcp) 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport and more.
@@ -1264,19 +1309,24 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis.
### 💻 Developer Tools
+- [inth3shadows/runecho](https://github.com/inth3shadows/runecho) [](https://glama.ai/mcp/servers/inth3shadows/runecho) 🏎️ 🏠 🍎 🪟 🐧 - Deterministic symbol oracle over a locally built index of the repo: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. Ships with a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands. No LLM, no API keys, no network — the same code produces the same answer. Parsers for Go, Python, JS/TS, Rust, Ruby and shell. `bash install.sh`
+- [huanglizhuo/OctoCounts](https://github.com/huanglizhuo/OctoCounts) [](https://glama.ai/mcp/servers/huanglizhuo/OctoCounts) 📇 🏠 🍎 🪟 🐧 - SLOC counts for any public GitHub repository from any MCP client: files, code, comment and blank lines per language, plus side-by-side repo comparisons.
- [ieranama/discomcp](https://github.com/ieranama/discomcp) [](https://glama.ai/mcp/servers/ieranama/discomcp) 🦀 🏠 🍎 🪟 🐧 - Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.
- [Karzone/TestAtlas](https://github.com/Karzone/TestAtlas) [](https://glama.ai/mcp/servers/Karzone/TestAtlas) #️⃣ 🏠 🍎 🪟 🐧 - Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code.
- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) 📇 🏠 🍎 🪟 🐧 - Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.
- [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
+- [mahdibrr/dev-error-explainers](https://github.com/mahdibrr/dev-error-explainers) [](https://glama.ai/mcp/servers/mahdibrr/dev-error-explainers) 📇 🏠 🍎 🪟 🐧 - Explains known developer errors offline and deterministically (CORS, ESM/CommonJS, npm ERESOLVE, Next.js build, Postgres connection and DATABASE_URL errors): cause, ranked fixes and the documentation link. One tool, no LLM, no network.
- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
- [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files.
- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
- [aicanvas-me/aicanvas](https://github.com/aicanvas-me/aicanvas) [](https://glama.ai/mcp/servers/aicanvas-me/aicanvas) 📇 🏠 🍎 🪟 🐧 - Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry.
- [Hyperiux-Immersion-Labs/hyperiux-components](https://github.com/Hyperiux-Immersion-Labs/hyperiux-components) [](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components) 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
+- [forgemeshlabs/aso-score-mcp](https://github.com/forgemeshlabs/aso-score-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-score-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free ASO Score (Agent Signal Optimization) scanner scoring discovery, identity, trust, commerce, reputation, and memory signals, with maturity levels, evidence, and prioritized fix plans. Local stdio, no API key required. `npx -y @forgemeshlabs/aso-score-mcp`
- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt.
- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
+- [bourhaouta/vscode-tailwindshades](https://github.com/bourhaouta/vscode-tailwindshades) [](https://glama.ai/mcp/servers/bourhaouta/vscode-tailwindshades) 📇 ☁️ 🏠 🍎 🪟 🐧 - Tailwind CSS palettes (50–950) from any color for Tailwind v4, v3, v2 and v1, computed in OKLCH, plus the closest Tailwind color to any color. Run it with `npx tailwindshades-mcp` or use the hosted endpoint.
- [BoxBoxmari/my-pi](https://github.com/BoxBoxmari/my-pi) [](https://glama.ai/mcp/servers/BoxBoxmari/my-pi) 📇 🏠 🍎 🪟 🐧 - Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling.
- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
- [bricelancasterwcp-sudo/sensorium](https://github.com/bricelancasterwcp-sudo/sensorium) [](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium) 🐍 🦀 📇 🏠 🐧 - Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow.
@@ -1292,6 +1342,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS.
- [SLP-DEV1/qwen-dap-mcp](https://github.com/SLP-DEV1/qwen-dap-mcp) [](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp) 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
- [TomD4vs/prumo](https://github.com/TomD4vs/prumo) [](https://glama.ai/mcp/servers/TomD4vs/prumo) 📇 🏠 🍎 🪟 🐧 - Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.
+- [vamsiy78/ballmac-ui](https://github.com/vamsiy78/ballmac-ui) [](https://glama.ai/mcp/servers/vamsiy78/ballmac-ui) 📇 🏠 🍎 🪟 🐧 - Search, inspect and install Ballmac UI React + Tailwind components, blocks and templates, with props, keyboard notes and the exact shadcn install command, and plan whole pages from blocks.
- [VerificateAI/verificate-mcp-quickstart](https://github.com/VerificateAI/verificate-mcp-quickstart) [](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart) 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
@@ -1322,6 +1373,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) 🐍 🏠 - Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.
- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity.
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
+- [Stellify-Software-Ltd/stellify-mcp](https://github.com/Stellify-Software-Ltd/stellify-mcp) [](https://glama.ai/mcp/servers/Stellify-Software-Ltd/stellify-mcp) 📇 ☁️ - Build Laravel apps through conversation on the Stellify platform: code stored as structured JSON for surgical statement-level edits, with a shared reuse library, CRUD scaffolding, migrations and studio test runs.
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
- [AIStoryHub/etincel](https://github.com/AIStoryHub/etincel) [](https://glama.ai/mcp/servers/AIStoryHub/etincel) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.
- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.
@@ -1349,7 +1401,7 @@ Tools and integrations that enhance the development workflow and environment man
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create UI components inspired by 21st.dev design engineers.
-- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/runyourempire/4DA) 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory.
+- [4DA-Systems/4DA](https://github.com/4DA-Systems/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/4DA-Systems/4DA) 📇 🏠 🍎 🪟 🐧 - Upgrade intelligence for coding agents: what an upgrade changes and which of your files it touches, pre-install dependency checks, and lockfile CVE scans.
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) 📇 🏠 - WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.
- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) 📇 ☁️/🏠 - Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots.
- [nipun-arora/wordpress-mcp-agent-bridge](https://github.com/nipun-arora/wordpress-mcp-agent-bridge) [](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge) 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log.
@@ -1450,18 +1502,21 @@ Tools and integrations that enhance the development workflow and environment man
- [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.
- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.
+- [engineerdeep/buildtree-mcp](https://github.com/engineerdeep/buildtree-mcp) [](https://glama.ai/mcp/servers/engineerdeep/buildtree-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Share Android and iOS builds with testers: detects Expo, React Native or Flutter, runs the build, uploads the .apk or .ipa to buildtree, and returns install links, a QR code image and tester feedback.
- [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.
- [extentos/mcp-server](https://github.com/extentos/mcp-server) [](https://glama.ai/mcp/servers/extentos/mcp-server) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps.
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.
- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail.
- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.
+- [FidelisMM/shipstores](https://github.com/FidelisMM/shipstores) [](https://glama.ai/mcp/servers/FidelisMM/shipstores) 🐍 🏠 🍎 - Ship iOS and Android apps end to end: App Store Connect, Google Play Console and Expo EAS builds, listings, screenshots, privacy labels, review submission and App Review replies.
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Interact with feature flags in Flipt.
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.
- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.
- [gavelcode/gavel](https://github.com/gavelcode/gavel) [](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.
- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.
+- [getdomovoi/osnova](https://github.com/getdomovoi/osnova) [](https://glama.ai/mcp/servers/getdomovoi/osnova) 📇 🏠 🍎 🪟 🐧 - Deterministic code map for AI coding agents: a tree-sitter symbol and call graph with exact file:line callers and callees, the evidence behind each edge, diff impact and test discovery across 20 languages.
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot.
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly.
@@ -1519,6 +1574,7 @@ Tools and integrations that enhance the development workflow and environment man
- [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - Access CSV files via RestCSV.
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - Control iOS Simulators.
+- [josifb/whichlib](https://github.com/josifb/whichlib) [](https://glama.ai/mcp/servers/josifb/whichlib) 📇 🏠 🍎 🪟 🐧 - Dependency picker for coding agents: recommends and compares GitHub repos for a need, scored 0-100 on momentum, maintenance, npm/PyPI downloads and license, with a one-line verdict.
- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata.
- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.
- [julianbei/arno](https://github.com/julianbei/arno) [](https://glama.ai/mcp/servers/julianbei/ARNO) 🏎️ 🏠 🍎 🐧 - IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints.
@@ -1531,6 +1587,7 @@ Tools and integrations that enhance the development workflow and environment man
- [kerbelp/metatron](https://github.com/kerbelp/metatron) [](https://glama.ai/mcp/servers/kerbelp/metatron) 🐍 🏠 🍎 🪟 🐧 - Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.
- [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator.
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.
+- [kirich1409/maven-mcp](https://github.com/kirich1409/maven-mcp) [](https://glama.ai/mcp/servers/kirich1409/maven-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and project audits.
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.
- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.
- [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.
@@ -1619,6 +1676,7 @@ Tools and integrations that enhance the development workflow and environment man
- [PSU3D0/spreadsheet-mcp](https://github.com/PSU3D0/spreadsheet-mcp) 🦀 🏠 🪟 - Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.
- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) 🐍 ☁️ 🍎 🪟 🐧 - Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis.
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Accessible KoliBri web component samples, specs, docs and scenarios.
+- [pubship/pubship](https://github.com/pubship/pubship) [](https://glama.ai/mcp/servers/pubship/pubship) 🐍 🏠 - Inspect Google Play releases, reviews, Android vitals and reports, and prepare explicitly authorized release and store-listing changes. Runs locally with your own service account.
- [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) ☕ 🏠 - Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.
- [pzalutski-pixel/godotlens-mcp](https://github.com/pzalutski-pixel/godotlens-mcp) [](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp) 🐍 🏠 - Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.
- [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #️⃣ 🏠 - Semantic C#/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.
@@ -1666,6 +1724,7 @@ Tools and integrations that enhance the development workflow and environment man
- [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.
- [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.
- [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.
+- [tenatarika/vex](https://github.com/tenatarika/vex) [](https://glama.ai/mcp/servers/tenatarika/vex) 🦀 🏠 🍎 🪟🐧 - Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed grep and semantic search across 19 languages.
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL.
- [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language.
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - Interact with Bugsnag.
@@ -1677,6 +1736,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.
- [Tokenectomy-Labs/Tokenectomy](https://github.com/Tokenectomy-Labs/Tokenectomy) [](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy) 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.
+- [toprakahmetaydogmus/TZeroAlgorithm](https://github.com/toprakahmetaydogmus/TZeroAlgorithm) [](https://glama.ai/mcp/servers/toprakahmetaydogmus/TZeroAlgorithm) 🐍 🏠 🍎 🪟 🐧 - Hierarchical context tree and 13-tool MCP server for AI code context management.
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.
- [TranQui004/signalint](https://github.com/TranQui004/signalint) [](https://glama.ai/mcp/servers/TranQui004/signalint) 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage.
@@ -1724,6 +1784,7 @@ Tools and integrations that enhance the development workflow and environment man
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - Fetch JSON, text and HTML data.
- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
+- [gbatistuta0/appfactory](https://github.com/gbatistuta0/appfactory) [](https://glama.ai/mcp/servers/gbatistuta0/appfactory) 🐍 🏠 🍎 - Lets your coding agent ship a SwiftUI iOS subscription app from idea to TestFlight: niche validation with live App Store data, SwiftUI scaffold, Supabase backend, App Store Connect subscriptions and RevenueCat, localization, ASO, screenshots. Gated stages, human approval for irreversible actions, every service optional.
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines.
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing.
- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples.
@@ -1776,6 +1837,7 @@ Tools and integrations that enhance the development workflow and environment man
- [metabolism-tools/workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism) [](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism) 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.
- [WilliamSmithEdward/xlide_mcp](https://github.com/WilliamSmithEdward/xlide_mcp) [](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp) 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.
- [motock/fagan](https://github.com/motock/fagan) [](https://glama.ai/mcp/servers/motock/fagan) 🐍 🏠 - Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.
+- [ni-c/opengist-mcp](https://github.com/ni-c/opengist-mcp) [](https://glama.ai/mcp/servers/ni-c/opengist-mcp) 📇 🏠 🍎 🪟 🐧 - Read, search, create, update and delete gists on your own [Opengist](https://github.com/thomiceli/opengist) instance — the self-hosted pastebin powered by Git. File contents and revisions, commit history, forks and likes. Bounded results, untrusted-content markers, and a server-issued confirmation token on everything that deletes or publishes. `npx -y opengist-mcp`
### 🔒 Delivery
- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
@@ -1802,6 +1864,8 @@ Tools and integrations that enhance the development workflow and environment man
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
+- [dockndevai/mcp-laya](https://github.com/dockndevai/mcp-laya) [](https://glama.ai/mcp/servers/dockndevai/mcp-laya) 🐍 🏠 🍎 🪟 🐧 - Fast, local, non-autoregressive System-1 decision engine as MCP tools — typed decisions (classify / score / yes-no) over text, email, tickets or JSON in 100+ languages, with calibrated confidence and no text generation, so nothing to hallucinate. Offloads routing/triage/gating judgment calls from the main model; runs on-device, offline by default. `pipx install mcp-laya`
+
- [inity13/decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp) [](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp) 📇 ☁️ - Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis.
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
- [agmonetti/mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp) [](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp) 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
@@ -1826,6 +1890,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - Interact with and control Jupyter Notebooks.
- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.
+- [Kungie/gut](https://github.com/Kungie/gut) [](https://glama.ai/mcp/servers/Kungie/gut) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Judgment calls on small, cheap models: yes/no, pick-one and rate questions about any text, answered YES, NO or UNSURE. Runs on TypeSafe's Jev, open models on Ollaya, Ollama or a local NLI model; `each` judges up to 1,000 texts per call.
- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations.
- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Create validated, maintainable data charts and dashboards with Vizro tools and templates.
@@ -1839,6 +1904,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Autonomous data exploration of CSV datasets with generated insights.
- [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.
- [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) 📇 🏠 🍎 🪟 🐧 - LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.
+- [TensorLink-AI/ephemeris-mcp](https://github.com/TensorLink-AI/ephemeris-mcp) [](https://glama.ai/mcp/servers/TensorLink-AI/ephemeris-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Probabilistic time-series forecasting: quantile forecasts from Chronos-2, TimesFM 2.5, Toto 2, TiRex-2 and IBM Granite foundation models, routed to one model, named explicitly, or ensembled. Remote server with an npm stdio bridge.
- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Query local information about dependencies in a Ruby project's Gemfile.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - Convert almost any file or web content into Markdown.
@@ -1908,6 +1974,7 @@ MCP servers for learning management systems (LMS) and educational tools.
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer and product names (kubectl, nginx, GIF) with IPA, respellings, alternate readings and cited sources.
- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.
- [Smartoire/paxaver-mcp](https://github.com/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver) 📇 ☁️ - Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments.
+- [TantiE100/pktctl](https://github.com/TantiE100/pktctl) [](https://glama.ai/mcp/servers/TantiE100/pktctl) 🦀 🏠 🍎 🪟 🐧 - Drive Cisco Packet Tracer for CCNA labs: build and cable topologies, configure IOS, test with ping and simulation mode, and reach its whole IPC API over native PTMP.
- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection.
@@ -1922,6 +1989,7 @@ MCP servers for e-commerce platforms and online store management.
- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.
- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce.
- [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools.
+- [apiguru-app/agent-kit](https://github.com/apiguru-app/agent-kit) [](https://glama.ai/mcp/servers/apiguru-app/agent-kit) 🎖️ 🐍 ☁️ 🏠 - Live Amazon marketplace data across 20 countries: product details, reviews, keyword search, best-sellers, deals, offers/buy box/stock and seller profiles. Hosted keyless endpoint (free calls, then x402 pay-per-call in USDC) or an API key; also runs locally via `uvx apiguru-mcp`.
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog: search products across Singapore, Southeast Asia and US markets with price comparison and deal discovery.
- [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol seller API: products, order packages, customer questions, claims, and stock and price updates, with gated writes and PII redaction.
- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs: sales, stock, prices, finance, reviews and ads, with a read/write/destructive safety gate and multi-store switching.
@@ -1938,6 +2006,7 @@ MCP servers for e-commerce platforms and online store management.
- [ncosic/logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp) [](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp) 🐍 ☁️ - Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history.
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting.
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data.
+- [pad01g/proxy-shopping-web](https://github.com/pad01g/proxy-shopping-web/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/pad01g/proxy-shopping-web) 📇 ☁️ 🍎 🪟 🐧 - Buy from cash-only or unsupported shops with crypto through a proxy shopper and a 2-of-3 escrow with timelocks (BTC signet, USDC) on a Nostr + libp2p network; or earn as a proxy shopper. Quotes with rate checks, funding, delivery confirmation, disputes and refunds; money moves only with `confirm: true`.
- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Patchistry velcro-patch hat shop: browse hats and patches, get complete build recommendations and shipping info, and contact the brand.
- [Pangolin-spg/amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp) [](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp) 📇 ☁️ - Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data.
@@ -1976,6 +2045,7 @@ Provides access to environmental data and nature-related tools, services and inf
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - Directory visualization with semantic analysis, compressed AI-oriented output formats and file categorization.
+- [A1-x-Tech/mcp-google-drive](https://github.com/A1-x-Tech/mcp-google-drive) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-drive) 📇 ☁️ - Google Drive API: search, organize, upload, download, export, share and comment on Drive files.
- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - File conversion across image, video, audio, document, data, font, ebook and archive formats, returning a signed download URL.
- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and verify a local media-archive catalog: 3-2-1 backup coverage across disk, NAS, S3-compatible cloud and LTO tape, with read-back hash verification.
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - Access Box content: search, ask questions about files and folders, and extract data.
@@ -2000,8 +2070,10 @@ Provides direct access to local file systems with configurable permissions. Enab
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files.
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Read from Google Drive and edit Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection.
+- [jamalofski/conv2pdf-mcp](https://github.com/jamalofski/conv2pdf-mcp) [](https://glama.ai/mcp/servers/jamalofski/conv2pdf-mcp) 🎖️ 📇 ☁️ - Convert Office documents, images and e-books on your computer to PDF, convert PDFs to Word or images, and merge, split, compress, protect or number PDFs via the conv2pdf API, hosted in France.
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues.
- [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read and round-trip Excel workbooks (.xlsx/.xlsm) via a type-safe F# DSL, including regenerating the F# source that reproduces a file.
+- [L-Jovi/keyhole](https://github.com/L-Jovi/keyhole) [](https://glama.ai/mcp/servers/L-Jovi/keyhole) 🐍 🏠 🍎 🐧 - Give a private ChatGPT app access to selected local folders through OpenAI Secure MCP Tunnel, with per-folder permissions, hash-checked edits and recovery. No shell or public port.
- [ltspace/dowse](https://github.com/ltspace/dowse) [](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Read-only full-disk search on Windows over file names, document contents and OCR'd screenshot text.
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Windows file search using the Everything SDK.
- [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to PDF with customizable themes, headers, footers and styling.
@@ -2022,8 +2094,11 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files to FTP, FTPS or SFTP servers: multi-server config, recursive deploys with dry-run and excludes, path jails, read-only mode and FileZilla import.
### 💰 Finance & Fintech
+- [apipriceindex/mcp](https://github.com/apipriceindex/mcp) [](https://glama.ai/mcp/servers/apipriceindex/mcp) 🐍 🏠 - Live, verified LLM API prices: search models, get sourced prices, estimate monthly workload costs.
+- [ComplyEaze/bridge](https://github.com/ComplyEaze/bridge) [](https://glama.ai/mcp/servers/ComplyEaze/bridge) 🦀 🏠 🍎 🪟 - Reads TallyPrime for your AI assistant; posts only vouchers you approve. Windows, Apple Silicon Mac.
- [gveshk/atlasyield-mcp](https://github.com/gveshk/atlasyield-mcp) [](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only DeFi vault assessment (Morpho, Aave, Pendle, Yearn and more): Atlas Scores with factor breakdowns, blowup alerts and exit-route checks.
- [Avierovich/openpitch](https://github.com/Avierovich/openpitch) [](https://glama.ai/mcp/servers/Avierovich/openpitch) 🐍 🏠 🍎 🪟 🐧 - Open data on AI startups: valuations, ARR and funding, with every figure sourced, dated and confidence-scored, plus flags for contradicting public sources.
+- [blazephoenixxyz-crypto/blazephoenix-mcp](https://github.com/blazephoenixxyz-crypto/blazephoenix-mcp) [](https://glama.ai/mcp/servers/blazephoenixxyz-crypto/blazephoenix-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain DEX aggregator for Base, Ethereum, Optimism, Arbitrum and Robinhood Chain: swap quotes computed by the on-chain Quoter on your own RPC, verified unsigned swap calldata, swap simulation and staking solvency checks. No API key.
- [investorphem/AbaPay](https://github.com/investorphem/AbaPay) [](https://glama.ai/mcp/servers/investorphem/AbaPay) 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments on Celo (airtime, data, electricity, cable, education) via x402 or a linked wallet's revocable on-chain allowance.
- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [](https://glama.ai/mcp/servers/axionquant/mcp-server) 📇 ☁️ - Unified financial data API: market prices, fundamentals, disclosures, macroeconomic and alternative data.
- [cyberwareX/cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp) [](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp) 🐍 ☁️ - Pay-per-call x402 APIs: token safety and honeypot checks, EVM chain data, web page to Markdown, screenshot and PDF conversion, and speech-to-text.
@@ -2033,6 +2108,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Calera-Labs/finsec-mcp](https://github.com/Calera-Labs/finsec-mcp) [](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp) ☁️ 📇 - SEC EDGAR fact retrieval with cryptographic filing provenance, valuation packs and deterministic CAGR calculation.
- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for Brazilian B3 stocks (ROE, P/E, dividends, Piotroski, Graham, restatements) and real-estate funds (FIIs), traceable to CVM sources.
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Market statistics for US stocks and ETFs, futures, HK and A-shares: day-type probabilities, Weis volume waves, options max pain and dealer gamma (GEX).
+- [bartosz-kuc/honest-vies-mcp](https://github.com/bartosz-kuc/honest-vies-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-vies-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Validates EU VAT numbers against the European Commission's VIES API, locally with no API key or third-party middleman. `check_vat` returns validity, name and address where available, and a consultation number as audit proof when you pass your own VAT; `list_supported_countries` lists the 27 EU states plus XI (Northern Ireland).
- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Data signals with hash provenance from USGS, NOAA, ERA5, FRED and SEC EDGAR: floods, air quality, drought, crops, power grid, shipping and SEC filings.
- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live DEX data on BNB Chain, Polygon, Arbitrum, Base and Avalanche: token prices, liquidity depth, pool reserves, optimal venue and pre-trade price impact.
- [traql/mcp-server](https://github.com/traql/mcp-server) [](https://glama.ai/mcp/servers/traql/mcp-server) 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions on Ethereum, BNB Chain, TRON, TON and Bitcoin, with itemized 0-100 risk scores.
@@ -2094,6 +2170,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia data: daily and historical exchange rates, key interest rate, inflation and aggregated macro statistics.
- [atomno-mcp/mcp-egrul](https://github.com/atomno-mcp/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs) from Federal Tax Service open data, self-hosted on local SQLite.
- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence: INN/OGRN lookup across EGRUL/EGRIP, bankruptcy, tax debt, enforcement and arbitration records, with a risk verdict.
+- [penmadebykisss/ru-business-mcp](https://github.com/penmadebykisss/ru-business-mcp) [](https://glama.ai/mcp/servers/penmadebykisss/ru-business-mcp) 📇 ☁️ 🍎 🪟 🐧 - Russian business data with no API key: company check by INN/OGRN in FNS EGRUL/EGRIP, Bank of Russia exchange rates and key rate, late-payment interest (Civil Code art. 395), production calendar with business-day math, and bank details by BIK.
- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, get recommendations for and buy Chinese tea from the Hou Tea shop with USDC via x402, delegating payment to wallet MCP servers.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries.
- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - EU VAT number validation via the European Commission's VIES service, plus offline VAT rates and format checks for European countries.
@@ -2104,6 +2181,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - Korean equity data in English: real-time DART filings, foreign-holder 5%-rule flows, activist filings and KRX industry news. Self-hostable.
- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators.
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API.
+- [barkermoney/barker-mcp](https://github.com/barkermoney/barker-mcp) [](https://glama.ai/mcp/servers/barkermoney/barker-mcp) 🎖️ 📇 ☁️ - Barker's real-time stablecoin yield index across DeFi and CEX earn, with a yield advisor, risk signals and deposit/redeem quotes. Remote MCP, x402 pay-per-call.
- [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index.
- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Read-only directory of US lenders and card issuers accepting ITIN (no-SSN) applicants, plus English/Spanish guides and FAQs on credit without an SSN.
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets.
@@ -2181,6 +2259,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [callbk/finlight-mcp](https://github.com/callbk/finlight-mcp) [](https://glama.ai/mcp/servers/callbk/finlight-mcp) 🎖️ ☁️ - Real-time financial news: search by ticker, source, and language, with sentiment scores and tagged company entities.
- [finlynq/finlynq](https://github.com/finlynq/finlynq) [](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable personal finance app: track and query income, expenses, budgets, investments, loans, subscriptions and goals, with per-user encryption at rest.
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations.
+- [Finology-tech/finology-mcp](https://github.com/Finology-tech/finology-mcp) [](https://glama.ai/mcp/servers/Finology-tech/finology-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Federal student loan math on 2026 rules from Finology Software's parity-verified engine: compare repayment plans, estimate RAP payments, and compare filing jointly vs separately.
- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL.
- [foretak/registry-mcp](https://github.com/foretak/registry-mcp) [](https://glama.ai/mcp/servers/foretak/registry-mcp) 🐍 ☁️ 🏠 - Company data from UK Companies House and Norway's Brønnøysund registers: lookup, name search, filing deadlines and Norwegian VAT registration checks.
- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business events: funding rounds, acquisitions, executive hires, AI-scored leads and market intelligence.
@@ -2305,6 +2384,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [longportapp/longport-mcp](https://github.com/longportapp/longport-mcp) 🦀 ☁️ - Real-time stock market data, analysis and trading via the LongPort OpenAPI.
- [makeev/alphai-mcp](https://github.com/makeev/alphai-mcp) [](https://glama.ai/mcp/servers/makeev/alphai-mcp) 🎖️ 🐍 ☁️ - AI-enriched financial news: full-text and ticker search, trending feeds, SEC Form 4 insider transactions and per-ticker analysis with relevance scores.
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection: unusual trading activity, whale movements and pump signals.
+- [mathbeal/avenir-mcp](https://github.com/mathbeal/avenir-mcp) [](https://glama.ai/mcp/servers/mathbeal/avenir-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial MCP server for YNAB: budgets, spending trends, category suggestions, reconciliation and cash-flow forecasts. Read-only by default; every write is previewed, confirmed and undoable.
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades and other sources.
- [tersignhq/tersign-js](https://github.com/tersignhq/tersign-js) [](https://glama.ai/mcp/servers/tersignhq/tersign-js) 📇 ☁️ - Signed receipts, verification and dispute evidence for agent-to-agent commerce.
- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) ☁️ 📇 - Everyday calculators for finance, tax (eight countries), health, math, science, construction, conversions, education, sport, cooking and travel.
@@ -2348,6 +2428,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Onchain data, AI models and batch USDC payments on Base via x402: swap quotes, token prices, wallet balances, ENS resolution and multi-recipient transfers.
- [polygon-io/mcp_polygon](https://github.com/polygon-io/mcp_polygon) 🐍 ☁️ - Access Polygon.io financial market data APIs for stocks, indices, forex, options and more.
- [PostOakLabs/ainumbers-mcp-apps](https://github.com/PostOakLabs/ainumbers-mcp-apps) [](https://glama.ai/mcp/servers/@PostOakLabs/ainumbers-mcp-apps) 📇 ☁️ - Deterministic, read-only fintech tools: agentic payments (AP2, x402, Visa TAP, A2A), AML/KYC risk rating, BaaS provider comparison and MCP dev tooling.
+- [pprotocol-us/problee-mcp](https://github.com/pprotocol-us/problee-mcp) [](https://glama.ai/mcp/servers/pprotocol-us/problee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Problee, where AIs and people put their calls on the record: free play-money prediction markets (US midterms, elections, sports, AI) where agents trade on the same order books as people and every call stays on a public record.
- [predictionmarketspicks/mcp](https://github.com/predictionmarketspicks/mcp) [](https://glama.ai/mcp/servers/predictionmarketspicks/mcp) 🎖️ 📇 ☁️ - Quant tools for Kalshi and Polymarket (expected value, Kelly sizing, Bayesian updating, odds conversion) plus an NFL fantasy draft assistant.
- [PreReason/mcp](https://github.com/PreReason/mcp) [](https://glama.ai/mcp/servers/PreReason/mcp) 📇 ☁️ - Bitcoin and macro market briefings (Fed balance sheet, M2, Treasury yields, correlations) with trend signals, confidence scores and regime classification.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Fetch cryptocurrency prices from the Bitget API.
@@ -2381,6 +2462,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [SiftingIO/siftingio-mcp](https://github.com/SiftingIO/siftingio-mcp) [](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp) 🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic time series via the SGS public API: Selic, IPCA, exchange rates, GDP and curated indicators.
- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing data from Signal8: insider and 13F ownership, dilution-risk scoring, STOCK Act trades, FEC campaign finance, filing search and a stock screener.
+- [simoncoombes/tradefloor](https://github.com/simoncoombes/tradefloor) [](https://glama.ai/mcp/servers/simoncoombes/tradefloor) 🐍 🦀 🏠 🍎 🪟 🐧 - Simulated stock markets with an order book and an economy for testing trading agents: evaluate, rank and stress-test strategies across many reproducible markets.
- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Tools for US federal contractors: go/no-go bid scoring, incumbent research, teaming-partner search, recompete prediction and SAM.gov solicitations.
- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate and Hyperliquid via the SQD Portal API.
- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison between cities: take-home pay, taxes, equivalent salary, childcare, healthcare, vacation and parental leave.
@@ -2401,13 +2483,13 @@ Provides direct access to local file systems with configurable permissions. Enab
- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) 📇 🏠 🍎 🪟 🐧 - Hardware-verified DeFi: read balances and positions and prepare transactions across EVM chains, TRON, Solana and Bitcoin, with approval on a Ledger.
- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) 📇 🏠 🍎 🪟 🐧 - Self-hosted wallet-as-a-service for AI agents on Solana and EVM: transfers, DeFi, NFTs, smart contracts, signing and x402 payments, with spending policies.
- [wildsurfer/cnn-fear-and-greed-parse](https://github.com/wildsurfer/cnn-fear-and-greed-parse) [](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse) 🏎️ 🏠 - CNN Fear & Greed Index for the US stock market: score, rating, component indicators and about a year of daily history.
+- [withgrokbot/verified-catalog](https://github.com/withgrokbot/verified-catalog) [](https://glama.ai/mcp/servers/withgrokbot/verified-catalog) 🐍 ☁️ 🍎 🪟 🐧 - Reliability lookup for x402 pay-per-call endpoints: find services for a task under a price, sorted by known-answer pass rate over recent paid calls, with public receipts (Base tx, amount charged, delivered, pass/fail). Also search and read the catalog of checked endpoints.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - Query Solana transactions via the Solscan API.
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) 📇 ☁️ - Self-verifying ledger with dual-signed transactions, gift and sponsor cards and loyalty tiers, using EVM or post-quantum (ML-DSA-65, SLH-DSA) signatures.
- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) 🐍 ☁️ 🏠 - Market data and analysis: stock quotes, technical indicators, CoinGecko crypto prices, risk metrics, options chains and portfolio analysis.
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Access the CRIC Wuye AI platform, an assistant for the property management industry.
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ - Access Xero's accounting and business features via its API.
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics.
-- [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with a yield advisor, risk signals and non-custodial deposit/redeem quotes.
- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) 🐍 🏠 - Chinese A-share financial statements: pull annual reports, run industry-aware accounting cross-checks and compare peers with average-equity ROE.
- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments integration: register workspaces, create crypto checkout links, configure and verify webhooks and check payment status.
- [ypratap11/dokimo-mcp](https://github.com/ypratap11/dokimo-mcp) [](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp) 🐍 🏠 - Verify AI-agent revenue claims by recomputing a Merkle proof and checking it against an on-chain anchor (x402, agentic payments).
@@ -2456,6 +2538,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) 📇 🏠 🍎 🪟 🐧 - Self-hosted Actual Budget analysis: spending breakdowns, category trends, projections and budget vs. actual, with guarded writes and an optional read-only mode.
- [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain Solana message slot won by outbidding the previous poster, with operator spend limits.
- [tillbooks/tillbooks](https://github.com/tillbooks/tillbooks) [](https://glama.ai/mcp/servers/tillbooks/tillbooks) 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite.
+- [cstamigo-droid/signal-scanner](https://github.com/cstamigo-droid/signal-scanner) [](https://glama.ai/mcp/servers/cstamigo-droid/signal-scanner) 🐍 🏠 - Rule-based stock/crypto screener: define signals in YAML (RSI, SMA cross, volume, 52-week levels), scan a watchlist over keyless yfinance data, and get matches via MCP, console or Telegram.
+- [airblock2026/bit-monk-signal-mcp](https://github.com/airblock2026/bit-monk-signal-mcp) [](https://glama.ai/mcp/servers/airblock2026/bit-monk-signal-mcp) 📇 ☁️ - Bottom/top market-timing verdicts for 10 markets — crypto (197 coins, 32 indicators), US stocks, KOSPI/KOSDAQ, China A-shares, Hong Kong stocks, commodity futures, FX (48 pairs), inflation & Fed liquidity, Seoul & Dubai property. One fused −100..+100 score across daily/weekly/monthly timeframes. x402 pay-per-call (USDT on X Layer), no API key or signup.
+- [D-Asce/pandastocksdk](https://github.com/D-Asce/pandastocksdk) [](https://glama.ai/mcp/servers/D-Asce/pandastocksdk) 🐍 🏠 - A-share realtime market data via MCP: NATS-pushed quotes, Level2, DDX, capital flow, news. 22 tools, free public test account. Install: `pip install pandastock-mcp`
### 🎮 Gaming
Integration with gaming related data, game engines, and services
@@ -2472,6 +2557,7 @@ Integration with gaming related data, game engines, and services
- [danielenricocahall/lorcana-mcp](https://github.com/danielenricocahall/lorcana-mcp) [](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp) 🐍 🏠 🍎 🪟 🐧 - Disney Lorcana TCG: card search, deck validation against format rules, deck stats and Dreamborn/Pixelborn deck list import and export.
- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer.
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover video games on any platform via the GameBrain API.
+- [dearlordylord/5e-quint](https://github.com/dearlordylord/5e-quint) [](https://glama.ai/mcp/servers/dearlordylord/5e-quint) 📇 🏠 - D&D 5e SRD 5.2.1 game engine: create characters and run turn-based battles through MCP, backed by Quint formal models, rule-level proofs, and model-based testing.
- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - Offline RPG Maker MV assistant: generate maps, edit the database and events, validate broken references, debug events and search a project semantically.
- [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Control the BizHawk multi-system emulator: memory read/write, joypad input, frame advance, screenshots and save states.
- [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Control the Dolphin GameCube/Wii emulator: memory read/write, GameCube and Wii Remote input, reset, save states and frame advance, via Felk's scripting fork.
@@ -2513,9 +2599,11 @@ Integration with gaming related data, game engines, and services
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records and other public information.
- [EnioAguiar/llmpvp-plugin](https://github.com/EnioAguiar/llmpvp-plugin) [](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin) 📇 ☁️ 🍎 🪟 🐧 - Ranked, bring-your-own-LLM chess and Go arena for AI agents: register, join matchmaking or challenge by name and play Glicko-2 rated games.
+- [ProjectMakersDE/horizOn-mcp](https://github.com/ProjectMakersDE/horizOn-mcp) [](https://glama.ai/mcp/servers/ProjectMakersDE/horizOn-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official server for the horizOn game backend: player auth, leaderboards, cloud saves, remote config, gift codes, crash reports and feedback, docs and quickstarts for Godot, Unity and Unreal, and optional admin tools for the horizOn dashboard.
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Provably fair dice, flip, crash, plinko, limbo, mines, tower and HexWar games with real SOL wagering.
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Economy simulation for AI agents based on Conway's Game of Life, with an energy currency, a marketplace and benchmark reports.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - Real-time Fantasy Premier League data and analysis.
+- [Sarg338/steam-mcp](https://github.com/Sarg338/steam-mcp) [](https://glama.ai/mcp/servers/Sarg338/steam-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only Steam, 41 tools. Store details, reviews that match the store page, sales, regional prices, community tags, live player counts, Steam Deck compatibility, one-call game briefs, side-by-side game comparisons and how each patch moved the reviews all need **no API key**; a free Steam Web API key adds library, playtime, friends, achievements, wishlist and inventory. Also does backlog analysis, taste-based recommendations and co-op night planning across a group's libraries.
- [SerifeusStudio/rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp) [](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp) 📇 🏠 🪟 - Author RPG Maker XP games: read and write project data (actors, skills, items, maps, events, scripts) directly and render map previews to PNG.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) 🏎️ 🏠 🍎 🪟 🐧️ - Access the Stockfish chess engine.
- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - Search SEC EDGAR 10-K and 10-Q filings, with sample previews and full filing JSON paid via x402 on Polygon.
@@ -2533,6 +2621,7 @@ Integration with gaming related data, game engines, and services
Access health metrics, wellness data, and medical information through various health platforms.
- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across US metros, with dated temperatures and prices from each venue's own pages, plus city stats.
+- [Philongevity/phi-mcp-server](https://github.com/Philongevity/phi-mcp-server) [](https://glama.ai/mcp/servers/Philongevity/phi-mcp-server) 📇 ☁️ - Guideline-cited lab-results analysis for chronic conditions (type 2 diabetes, kidney, lupus, cancer survivorship): flags missing or overdue tests with the guideline cited. Free sample report; synthetic/de-identified values only.
- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Read-only, local-first queries of Apple Health metrics.
- [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [](https://glama.ai/mcp/servers/proscar87/oura-mcp) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Raw access to all Oura Ring API v2 collections with full pagination and page counts, without server-side analysis.
- [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) 🐍 🏠 - Query personal health and finance data stored in local SQLite files, without any cloud service.
@@ -2550,6 +2639,7 @@ Control smart home devices, home network equipment, and automation systems.
- [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic/debmatic CCU: switch and dim actuators, read sensors and system variables, run programs and manage rooms, links and devices.
- [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: read-only .knxproj parsing, DPT, naming and command/status validation, and Home Assistant YAML and ETS exports.
- [alexpfau/zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp) [](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp) 📇 🏠 🍎 🪟 🐧 - Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options.
+- [AbhijatSaxena/blink-camera-mcp](https://github.com/AbhijatSaxena/blink-camera-mcp) [](https://glama.ai/mcp/servers/AbhijatSaxena/blink-camera-mcp) 🐍 ☁️ 🏠 🪟 🐧 - Control Amazon Blink cameras and their pan/tilt mount: read where the camera is pointing and its travel limits, aim it by absolute or relative angle with the new position confirmed by the hardware, return it home, and grab a snapshot. The mount's command channel is undocumented, so it was recovered from the Blink app's bytecode and verified against a real camera. `uvx blink-camera-mcp`
### 🪪 Identity
@@ -2572,10 +2662,12 @@ Connect AI agents to industrial equipment, machinery, and operational technology
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [kyle-visner/stellarjay](https://github.com/kyle-visner/stellarjay) [](https://glama.ai/mcp/servers/kyle-visner/stellarjay) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Safe write access for AI agents: an append-only business fact store where every change is kept, attributed to the agent that made it, and can be undone (`undo_changes`). Self-host with `stellarjay-mcp` or use the hosted AvianSuite server.
- [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default.
- [anuragsync78/subctx-connector](https://github.com/anuragsync78/subctx-connector) [](https://glama.ai/mcp/servers/anuragsync78/subctx-connector) 📇 ☁️ - Support center for autonomous artificial minds.
- [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [](https://glama.ai/mcp/servers/Octonove/crbro-memory) 📇 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON files: neuron/synapse graph with heat scoring, fact-level search, corrections, secret redaction and team sharing via Git.
- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [](https://glama.ai/mcp/servers/bborota/cairn-mcp) 📇 ☁️ - Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and situation.
+- [M-T-D-N/agentmemory-codex-windows](https://github.com/M-T-D-N/agentmemory-codex-windows) [](https://glama.ai/mcp/servers/M-T-D-N/agentmemory-codex-windows) 📇 🏠 🪟 - Windows AgentMemory downstream for Codex with project-scoped persistent memory, bounded cross-project recall, and an authenticated loopback MCP service; prebuilt Windows releases are available as an unsigned Technical Preview.
- [Magnemo-AI/magnemo](https://github.com/Magnemo-AI/magnemo) [](https://glama.ai/mcp/servers/Magnemo-AI/magnemo) 🐍 🏠 🍎 🪟 🐧 - Governed local agent memory in plain files: each entry records who wrote it, when and through which gate, and nothing is kept without user approval.
- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via local Ollama.
- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings.
@@ -2588,6 +2680,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.
- [lockstep-team-agent/lockstep](https://github.com/lockstep-team-agent/lockstep) [](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep) 📇 ☁️ - Shared decision memory for teams using AI coding agents: captures engineering decisions, ranks them by blast radius and briefs agents before they act.
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisions per repo and warns before repeated mistakes.
+- [moorcheh-ai/memanto](https://github.com/moorcheh-ai/memanto) [](https://glama.ai/mcp/servers/moorcheh-ai/memanto) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Universal memory agent for AI: provides semantic search, namespace management, text/vector operations and RAG for local or remote environments.
- [nazar256/memheaven](https://github.com/nazar256/memheaven) [](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted, remotely accessible shared long-term memory for AI agents.
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - View and query your AI system (agents, memory, knowledge, automations) as a 3D knowledge graph: stats, search, node details, neighbors and pathfinding.
- [JinyangWang27/people-context](https://github.com/JinyangWang27/people-context) [](https://glama.ai/mcp/servers/JinyangWang27/people-context) 🐍 🏠 🍎 🪟 🐧 - Local-first memory about the people in your life: identity resolution, relationships, facts, interactions, reminders and communication guidance.
@@ -2664,6 +2757,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync.
- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first memory for AI coding conversations: imports chats from coding assistants into notes with semantic search, tag graphs and Markdown export.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Graph-based memory focused on AI role-play and story generation.
+- [chenxiachan/thoughtdag](https://github.com/chenxiachan/thoughtdag) [](https://glama.ai/mcp/servers/chenxiachan/thoughtdag) 📇 🏠 🍎 🪟 🐧 - Search local AI-agent conversation history by file or exact phrase and recall original source turns through four read-only tools.
- [ChevalGrand520/local-gpu-imagegen](https://github.com/ChevalGrand520/local-gpu-imagegen) [](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen) 🐍 🏠 🍎 🪟 🐧 - Confirmation-gated local GPU image generation with ComfyUI: SHA-256 model identity, explicit license approval, evidence retention and human-in-the-loop runs.
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search.
- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - Search and read the Sovereign AI Blog on self-hosted AI on NVIDIA DGX Spark, and validate SGLang configs for GB10 hardware.
@@ -2730,10 +2824,12 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory: search verified debugging lessons from real engineering sessions.
- [irisxc4/memoryguard](https://github.com/irisxc4/memoryguard) [](https://glama.ai/mcp/servers/irisxc4/memoryguard) 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents with CLI and desktop console: classify, dedupe, supersede, quarantine and roll back memories.
- [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.
+- [JAAvila-Of/vivac](https://github.com/JAAvila-Of/vivac) [](https://glama.ai/mcp/servers/JAAvila-Of/vivac) 🦀 🏠 🍎 🪟 🐧 - A provenance tree for coding agents: every node records the node it was born from, so the agent can ask why the work is where it is. A session brief with the standing decisions and what not to touch, a close that refuses over open work, and decisions kept with the alternatives they rejected. Local JSON-lines file, no telemetry.
- [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal local RAG that vector-searches a document corpus and returns cited passages.
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.
- [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
+- [jaydubya818/Agentic-KB](https://github.com/jaydubya818/Agentic-KB) [](https://glama.ai/mcp/servers/jaydubya818/Agentic-KB) 📇 🏠 🍎 🪟 🐧 - Persistent engineering knowledge base with source-backed wiki, agent-runtime and repository-context tools, contradiction and staleness checks, and PIN-gated private scopes and writes.
- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - Simple memory for coding agents using DuckDB and VoyageAI.
- [jagoff/memo](https://github.com/jagoff/memo) [](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory: hybrid search, Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history and cross-machine git sync.
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Shared community repository of insights, decisions, warnings and patterns with semantic search, a 3D interactive globe and automated content moderation.
@@ -2747,8 +2843,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #️⃣ 🏠 🐧 - Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive.
- [kunickiaj/codemem](https://github.com/kunickiaj/codemem) [](https://glama.ai/mcp/servers/kunickiaj/codemem) 📇 🏠 - Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture.
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory and full-text search over Claude Code conversation history indexed into SQLite, with session summaries and a web UI for exploration.
+- [Kyrzin/kybase](https://github.com/Kyrzin/kybase) [](https://glama.ai/mcp/servers/Kyrzin/kybase) 📇 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base that doubles as persistent memory for AI agents: a notes app you browse and edit (wikilinks, backlinks, graph), 18 MCP tools over Streamable HTTP with OAuth (works as a claude.ai connector) or stdio. Hybrid search (Postgres full-text + pgvector, RRF, optional reranker) with section-level reads and conflict-safe appends. `npx -y kybase-mcp`
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory with hybrid retrieval over TickTick or an Obsidian vault, without a separate vector database.
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection.
+- [LamantinAI/kaeru](https://github.com/LamantinAI/kaeru) [](https://glama.ai/mcp/servers/LamantinAI/kaeru) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a summary of what is open and overdue on every return to a project. Single Rust binary with no embedding model or LLM calls inside; one daemon serves several agents at once, with an optional self-hosted cloud for teams. Works with Claude Code, Codex, Cursor, opencode and any MCP client.
- [leesgit/passbaton](https://github.com/leesgit/passbaton) [](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search.
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions.
- [Lians-ai/Lians](https://github.com/Lians-ai/Lians) [](https://glama.ai/mcp/servers/Lians-ai/Lians) 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking and tamper-evident audit trails.
@@ -2807,6 +2905,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory and context handoff across AI tools, with graceful decay, a persona layer and a portable memory passport.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted persistent agent memory with entity resolution, PII detection, AES-256-GCM encryption at rest and hybrid search.
+- [renezander030/graphiti-local](https://github.com/renezander030/graphiti-local) [](https://glama.ai/mcp/servers/renezander030/graphiti-local) 🐍 🏠 - Local temporal knowledge graph with six read-only retrieval tools, Ollama inference, embedded LadybugDB, and a separate human-approved CLI write queue.
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking.
- [riponcm/projectmem](https://github.com/riponcm/projectmem) [](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: records issues, failed attempts, fixes and decisions, re-injects them and warns at git commit before a repeated mistake.
- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity: start-of-session reports with gap detection and scoring, structured end-of-session capture and BM25 memory search, stored in local SQLite.
@@ -2900,8 +2999,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [](https://glama.ai/mcp/servers/pjpoulose/PIL) 📇 🏠 🐍 🍎 🪟 🐧 - Turns your Instagram saved posts into a local, searchable knowledge base, with AI-extracted summaries, key points, how-tos, links and tags in SQLite.
- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-governed memory in local, domain-separated vaults with hybrid retrieval; also reads other coding agents' output. Requires the Mnemosyne OS desktop app.
- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.
+- [IvenKooLab/loci](https://github.com/IvenKooLab/loci) [](https://glama.ai/mcp/servers/IvenKooLab/loci) 🐍 🏠 🍎 🪟 🐧 - Queryable second brain over your scattered notes, docs, PDFs and chat exports: hybrid retrieval (vector + BM25 fused with RRF), section-level citations with an optional claim-by-claim verification pass, and an Obsidian-style wikilink graph — all local, any OpenAI-compatible API or fully offline via Ollama. `pip install loci-rag` then run `loci-mcp`.
- [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer local agent memory that routes input into facts, episodes or procedures, searches all layers and consolidates repeated episodes into facts.
- [dat999zx/knowl](https://github.com/dat999zx/knowl) [](https://glama.ai/mcp/servers/dat999zx/knowl) 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance.
+- [memokar/brainy](https://github.com/memokar/brainy) [](https://glama.ai/mcp/servers/memokar/brainy) 🎖️ 🐍 🏠 🐧 - Self-hosted shared brain for multiple agents: Git-versioned Markdown knowledge plus a task queue with atomic claims, per-space ACL, audit log and human approval, so Claude, ChatGPT and other agents can hand work to each other.
### ⚖️ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
@@ -2913,6 +3014,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [atomno-mcp/mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki) 🐍 ☁️ - Search Russian public procurement tenders and contracts on zakupki.gov.ru.
- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from mevzuat.gov.tr: current article text by law and article number, with verification links.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations.
+- [Cehha79/aka-recht](https://github.com/Cehha79/aka-recht) [](https://glama.ai/mcp/servers/Cehha79/aka-recht) 🐍 🏠 🍎 🪟 🐧 - Local case-file manager for your own legal matters under German law: documents, parties, timeline and deadline calculation per §§ 187, 188, 193 BGB. 36 tools, writes only after explicit confirmation, Python standard library only.
- [ChangkeunJ/australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp) [](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp) 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read acts as at any date since 1901, compare dates and verify statute citations.
- [cm2489/oravan](https://github.com/cm2489/oravan) [](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill summaries in English and Spanish, representative lookup by ZIP code and urgency ranking of moving bills.
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Legal analysis (ISO 31000) for Spanish, Latin American and European law: drafting, audits, case law, tax doctrine and cross-border comparison.
@@ -2923,6 +3025,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) 📇 ☁️ - EU legal research over EUR-Lex: structured search, document fetch by CELEX number, recent Official Journal publications, citation graphs and semantic search.
- [librejustice/librejustice](https://github.com/librejustice/librejustice) [](https://glama.ai/mcp/servers/librejustice/librejustice) 🎖️ 🦀 🐍 🏠 ☁️ - French and European case law (Conseil d'État, Cour de cassation, ECHR, CJEU and more) linked to point-in-time consolidated legal texts, with hybrid search.
- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - Verify a US contractor's license, surety bond and insurance from state data (Washington L&I, California CSLB).
+- [mambalabsdev/mcp-expert-witness-directory](https://github.com/mambalabsdev/mcp-expert-witness-directory) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-expert-witness-directory) 📇 ☁️ - Finds expert witnesses and medico-legal assessors in the United States and Australia from 18 public directories, deduplicated into one record per person with specialties mapped to one taxonomy.
- [mambalabsdev/mcp-legal-entity-resolver](https://github.com/mambalabsdev/mcp-legal-entity-resolver) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-legal-entity-resolver) 📇 ☁️ - Resolves a company domain to its registered legal entity: legal name, company number, jurisdiction, status, LEI and VAT number.
- [meridian-silkdev/meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp) [](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp) 📇 ☁️ 🍎 🪟 🐧 - Startup founder services such as company incorporation and visas: browse services, create and track requests, verify payments and schedule meetings.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US liquor license lookup (CA, TX, NY, FL): search by trade name, owner or license number and verify status, expiration and address against state portals.
@@ -2943,14 +3046,18 @@ 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.
+- [bartosz-kuc/honest-imgw-mcp](https://github.com/bartosz-kuc/honest-imgw-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-imgw-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Polish weather and hydrology data from the IMGW-PIB public API, no API key: hourly synoptic observations (`get_weather`), river levels and flow with a computed normal/warning/alarm status (`get_hydro`), active weather warnings (`get_warnings`), and station lists. Queries IMGW directly, no middleman.
- [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods.
+- [HasData/google-maps-mcp](https://github.com/HasData/google-maps-mcp) [](https://glama.ai/mcp/servers/HasData/google-maps-mcp) 📇 ☁️ - Remote MCP server for Google Maps: place search and place details, reviews, photos, posts and contributor history, as JSON, with no Google Cloud project to set up.
- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters.
- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - Long-term flood-risk bands for England by postcode from Environment Agency open data.
+- [aneal99/datafordeler-dar-mcp](https://github.com/aneal99/datafordeler-dar-mcp) [](https://glama.ai/mcp/servers/aneal99/datafordeler-dar-mcp) 📇 ☁️ - Danish addresses from Danmarks Adresseregister (DAR) on Datafordeleren, the DAWA replacement: lookup, street and address prefix search, WGS84 coordinates.
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: countries, states, cities, IP geolocation and currency rates.
- [atlasfetch-dev/atlasfetch-mcp](https://github.com/atlasfetch-dev/atlasfetch-mcp) [](https://glama.ai/mcp/servers/atlasfetch-dev/atlasfetch-mcp) 📇 ☁️ - Reverse geocode coordinates to country, region and municipality with ISO 3166 codes, and match them against your own GeoJSON geofences.
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) 📇 ☁️ - World geographic data from the Bamwor API: country statistics and cities with population, coordinates and timezone.
- [baphometnxg/aloha-fyi-mcp](https://github.com/baphometnxg/aloha-fyi-mcp) [](https://glama.ai/mcp/servers/baphometnxg/aloha-fyi-mcp) 📇 ☁️ - Hawaii tourism: bookable tours from Viator, GetYourGuide, Klook and Groupon, plus events at venues on Oahu, Maui, the Big Island and Kauai.
- [geovicco-dev/bhoonidhi-mcp](https://github.com/geovicco-dev/bhoonidhi-mcp) [](https://glama.ai/mcp/servers/geovicco-dev/bhoonidhi-mcp) 🐍 ☁️ - Search, save and download satellite scenes from ISRO's Bhoonidhi (NRSC) Earth-observation portal in natural language.
+- [birkskyum/maplibre-mcp](https://github.com/birkskyum/maplibre-mcp) [](https://glama.ai/mcp/servers/birkskyum/maplibre-mcp) 📇 🏠 🍎 🪟 🐧 - Render, validate and debug MapLibre map styles, with vector tile inspection, style spec and GL JS API lookups, and a live map that redraws as the agent edits the style.
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using the IPinfo API.
- [chuofringer/placeroot](https://github.com/chuofringer/placeroot) [](https://glama.ai/mcp/servers/chuofringer/placeroot) 🐍 🏠 🍎 🪟 🐧 - Overture Maps open data: places, geocoding, admin lookup, buildings, routing and isochrones, queried from the public GeoParquet release via DuckDB.
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels by name and surface area.
@@ -3003,6 +3110,8 @@ Location-based services and mapping tools. Enables AI models to work with geogra
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+- [A1-x-Tech/mcp-google-search-console](https://github.com/A1-x-Tech/mcp-google-search-console) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-search-console) 📇 ☁️ - Google Search Console: analyze search performance, inspect URL indexing and manage sitemaps.
+- [A1-x-Tech/mcp-google-tagmanager](https://github.com/A1-x-Tech/mcp-google-tagmanager) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-tagmanager) 📇 ☁️ - Google Tag Manager: inspect containers, prepare workspace changes and publish when ready.
- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API: build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants.
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export.
- [D4umak/linkedin-outreach-mcp](https://github.com/D4umak/linkedin-outreach-mcp) [](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach for prospecting, recruiting and job search: find people, message them in your voice, follow up and handle replies.
@@ -3012,6 +3121,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO tracker: measure brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives.
- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) 📇 ☁️ - AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads.
+- [afanasenkoa/instavision-mcp](https://github.com/afanasenkoa/instavision-mcp) [](https://glama.ai/mcp/servers/afanasenkoa/instavision-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - InstaVision Instagram creator and lead discovery: find accounts by niche, city, follower range or lookalike accounts, estimate credits, run searches and export the results.
- [hardeyhemy/revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev) [](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev) 🎖️ ☁️ - Revnuvo company intelligence: what changed at a company, with evidence.
- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback.
- [alttextai/alttext-mcp](https://github.com/alttextai/alttext-mcp) [](https://glama.ai/mcp/servers/alttextai/alttext-mcp) 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library.
@@ -3033,8 +3143,10 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [conorbronsdon/gsc-mcp](https://github.com/conorbronsdon/gsc-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp) 📇 ☁️ - Google Search Console: search analytics by query, page, country and device, striking-distance reports, sitemap management and URL inspection.
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent and opportunity scoring for Markdown content and GSC-style opportunities before rewriting or publishing.
- [dhawalshah/tiktok-ads-mcp](https://github.com/dhawalshah/tiktok-ads-mcp) [](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp) 🐍 ☁️ - TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support.
+- [dhawalshah/google-tag-manager-mcp](https://github.com/dhawalshah/google-tag-manager-mcp) [](https://glama.ai/mcp/servers/dhawalshah/google-tag-manager-mcp) 🏠 ☁️ - Google Tag Manager MCP server for managing tags, triggers, and variables from Claude, local or remote.
- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) 🎖️ ☁️ - Track AI search visibility and get website fixes to improve it.
- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check a website's visibility to AI search: scores AI crawler access, JSON-LD, title and meta tags, Open Graph, sitemap and llms.txt, with a fix for each gap.
+- [Otha-Labs/persuasion-mcp](https://github.com/Otha-Labs/persuasion-mcp) [](https://glama.ai/mcp/servers/Otha-Labs/persuasion-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Plan, check and fix marketing copy against the nine questions every reader asks, with 766 persuasion techniques from real ads, copy diagnostics, headline and claim checks, and A/B test math. Free, no API key, hosted at https://taxonomy.coppica.com/mcp.
- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) 📇 ☁️ - B2B company address data for the DACH region: search industry lists, check availability and field coverage, and get binding price quotes.
- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits and internal-link analysis, paid per call via x402.
- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Agent demand analytics, recommendations and discovery on the ForgeMesh x402 Ads network, which monetizes unused 402 responses, paid per call in USDC on Base.
@@ -3078,14 +3190,17 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail API: call tracking, form submissions, transcripts, tag, tracker, company and user management, plus agency tools such as per-client cost attribution.
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns.
+- [qaimos/storeshots-mcp](https://github.com/qaimos/storeshots-mcp) [](https://glama.ai/mcp/servers/qaimos/storeshots-mcp) 📇 ☁️ 🍎 🪟 🐧 - Turn raw app screenshots into App Store and Google Play marketing screenshots: 5 styles, iPhone/Android/iPad frames, every required store size, and PNG/ZIP download.
- [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.
- [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Build and run RooQuiz knowledge, scored and outcome quizzes, then manage captured leads, respondents, submissions, bookings and conversion stats.
- [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees a website: per-bot robots.txt verdicts for AI crawlers, schema, sitemap, llms.txt, SPA detection and cross-model brand mentions.
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [](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.
+- [seocombat/clipwright-mcp](https://github.com/seocombat/clipwright-mcp) [](https://glama.ai/mcp/servers/seocombat/clipwright-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Make UGC-style video ads without filming: tell your AI assistant what to say and get a vertical clip of a realistic actor saying it, ready for TikTok, Reels or Shorts. Pick or describe an actor, choose a voice from samples, and see the price before rendering. It also makes faceless videos from a script or a short brief. `npx -y @clipwright/mcp-server`
- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management.
- [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) 📇 🏠 ☁️ - SEO and GEO (AI search) analysis: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking and AI crawler access.
- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection.
+- [SpikeyCoder/website-auditor-mcp](https://github.com/SpikeyCoder/website-auditor-mcp) [](https://glama.ai/mcp/servers/SpikeyCoder/website-auditor-mcp) 🎖️ 📇 ☁️ - Official Website Auditor server: checks how often ChatGPT, Claude, Gemini and Perplexity name a business, which competitors they name instead and which sources they cite, with competitor comparison, weekly tracking, prioritized fixes, JSON-LD drafts and security and performance audits. Free sample audit with no API key.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ - Interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ - Interact with the Stape platform via the Stape API.
- [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Ad management across Google, Meta, LinkedIn, Microsoft, Reddit and TikTok: create campaigns, adjust budgets, generate creatives and pull performance data.
@@ -3112,11 +3227,15 @@ Tools for creating and editing marketing content, working with web meta data, pr
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
+- [dockndevai/mcp-grafana](https://github.com/dockndevai/mcp-grafana) [](https://glama.ai/mcp/servers/dockndevai/mcp-grafana) 📇 🏠 - Safe-by-default MCP server for Grafana: search & read dashboards and the dashboard JSON model, query datasources (Prometheus/Loki/SQL via the unified query API), and inspect alert rules & annotations; in higher modes, create/update dashboards and folders, write annotations, and delete. Read-only by default with access modes, folder/datasource allowlists, and human confirmation (MCP elicitation) on deletes. `npx -y @dockndevai/mcp-grafana`
+
+- [A1-x-Tech/mcp-google-crux](https://github.com/A1-x-Tech/mcp-google-crux) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-crux) 📇 ☁️ - Google CrUX: real-user Core Web Vitals with mobile and desktop comparison and 40-week trends.
- [adanb13/cirdan](https://github.com/adanb13/cirdan) [](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - Fingerprints, graphs and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [](https://glama.ai/mcp/servers/agentkitai/agentlens) 📇 🏠 ☁️ 🍎 🪟 🐧 - Tamper-evident AI agent observability: hash-chained audit log with verification and signed export (EU AI Act Art. 12), plus OpenTelemetry GenAI traces.
- [AIops-tools/Endpoint-AIops](https://github.com/AIops-tools/Endpoint-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops) 🐍 🏠 - Endpoint fleet operations (thin client, VDI): login-storm and patch/config-drift analysis, inventory, and guarded remediation with audit logs and rollback.
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license.
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity.
+- [andrewbabu/loggly-mcp](https://github.com/andrewbabu/loggly-mcp) [](https://glama.ai/mcp/servers/andrewbabu/loggly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only Loggly search and analytics with aggregation-first traffic tools and IP intelligence (RDAP, GreyNoise, AbuseIPDB).
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database.
- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [](https://glama.ai/mcp/servers/argosvix/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: LLM cost, errors and latency across OpenAI, Anthropic, Gemini and Mistral, plus alerts, budget gates, evals and safety checks.
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Live telemetry for MCP servers: instrument tool calls and stream their progress (steps, logs, cost) to any connected MCP client, even across sessions.
@@ -3129,10 +3248,12 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [cloudsealed/cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp) [](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp) 🐍 🏠 - Rule-based cloud cost anomaly detection and architecture risk scoring (single points of failure, coupling, scalability gaps) with rule-by-rule breakdowns.
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ - Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines.
+- [Edge-Echo/mcp-netassist](https://github.com/Edge-Echo/mcp-netassist) [](https://glama.ai/mcp/servers/Edge-Echo/mcp-netassist) 📇 🏠 🪟 - Network and proxy diagnostics: GitHub reachability, system proxy status, local proxy port probing, DNS/TCP/HTTP checks, hosts conflict scan, and a doctor that suggests what to change.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.
- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans.
- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log.
- [FailEcho/failecho](https://github.com/FailEcho/failecho) [](https://glama.ai/mcp/servers/FailEcho/failecho) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked.
+- [fclairamb/solidping](https://github.com/fclairamb/solidping) [](https://glama.ai/mcp/servers/fclairamb/solidping) 🎖️ 🏎️ 🏠 ☁️ - Uptime monitoring over MCP. List and create checks, read incidents and results, manage maintenance windows and status pages. Self-hosted single Go binary, 40 check types, probes in several regions.
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry integration for error tracking and performance monitoring.
- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Duplicacy backup monitoring: query backup job status and Prometheus metrics from a Duplicacy exporter.
- [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Bridge to GenieACS (TR-069 ACS) instances: device data, firmware management and CPE actions such as reboot, parameter refresh and firmware download.
@@ -3159,6 +3280,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring.
- [perceptdot/percept](https://github.com/perceptdot/percept) [](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking.
- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.
+- [saxonnicholls/super-log](https://github.com/saxonnicholls/super-log) [](https://glama.ai/mcp/servers/saxonnicholls/super-log) 📇 🏠 🍎 🪟 🐧 - Read-only access to a local dev bench that interleaves every log stream on one timeline: tail and search live streams, search the on-disk journal, wait for an event, and read per-topic guides for unfamiliar topics. No API key, no daemon of its own, `npx -y @super-log/mcp`.
- [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 🏠 🍎 🪟 🐧 - Track agent tool spending with local, consent-gated JSONL storage.
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management.
- [syk8015/claudeusage](https://github.com/syk8015/claudeusage) [](https://glama.ai/mcp/servers/syk8015/claudeusage) 🐍 🏠 🍎 - Measure whether a Claude subscription pays off from local Claude Code logs: surviving Claude-written code, rate-limit drivers and chat usage.
@@ -3169,11 +3291,13 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [andreisirbu91-lab/MCPSpend](https://github.com/andreisirbu91-lab/MCPSpend) [](https://glama.ai/mcp/servers/andreisirbu91-lab/MCPSpend) 📇 ☁️ 🍎 🪟 🐧 - Real-time cost observability for MCP tool calls: a transparent proxy that attributes spend per tool, project and end customer.
- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis over Netdata metrics, logs, systems, containers, processes and network connections.
+- [ni-c/healthchecks-mcp](https://github.com/ni-c/healthchecks-mcp) [](https://glama.ai/mcp/servers/ni-c/healthchecks-mcp) 📇 🏠 ☁️ - Healthchecks cron and uptime monitoring: see which scheduled jobs are late or down, read the output a failing job reported with its ping, and create, pause or adjust checks. Works against healthchecks.io or a self-hosted instance. `npx -y healthchecks-mcp`
- [Oluwatunmise-olat/mcp-server-logs-sieve](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) [](https://glama.ai/mcp/servers/Oluwatunmise-olat/mcp-server-logs-sieve) 📇 ☁️ 🏠 🍎 🪟 🐧 - Query, summarize and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki and Elasticsearch.
- [openITCOCKPIT/openITCOCKPIT-MCP-Server](https://github.com/openITCOCKPIT/openITCOCKPIT-MCP-Server) [](https://glama.ai/mcp/servers/@openITCOCKPIT/openITCOCKPIT-MCP-Server) 🎖️ 🐍 🏠 - Access openITCOCKPIT monitoring: host and service state, check history, logs, downtimes, acknowledgements, software inventory and pending security updates.
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Access OpenTelemetry traces and metrics through Logfire.
- [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts.
- [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana.
+- [igorolv/loki-mcp-server](https://github.com/igorolv/loki-mcp-server) [](https://glama.ai/mcp/servers/igorolv/loki-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only Grafana Loki (2.6.1 and 3.x) for agents: label and stream discovery, bounded LogQL pages, counts by label or time bucket, and log export; several stands per server.
- [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [](https://glama.ai/mcp/servers/rbmuller/scherlok) 🐍 🏠 🍎 🪟 🐧 - Read-only data quality monitoring for Postgres, BigQuery, Snowflake, MySQL and DuckDB: warehouse profiling, anomaly detection and optional dbt lineage.
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - Real-time system metrics: CPU, memory, disk, network, host and process information.
- [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics.
@@ -3229,6 +3353,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - Podcast editing service: submit raw audio or a URL and get edited episodes with filler words and noise removed, transcripts, show notes and social clips.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost controls: upfront price quotes, budget enforcement and reserve-burn-refund billing.
- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [](https://glama.ai/mcp/servers/ffroliva/gflow-cli) 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow with your Google account: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable characters and scenes.
+- [frelo/fvc-mcp](https://github.com/frelo/fvc-mcp) [](https://glama.ai/mcp/servers/frelo/fvc-mcp) 🎖️ #️⃣ 🏠 🪟 - Search, view and tag a local video library cataloged by Fast Video Cataloger: transcripts, scene thumbnails, visual search, keywords and bins.
- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Offline, deterministic audio engine: compose scores as data, render WAV or FLAC, report loudness, pitch, tempo and key, generate spectrograms and diff renders.
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips via the Crabcut API: highlight detection, subtitles, 9:16 reframing and direct download URLs.
- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [](https://glama.ai/mcp/servers/ronak-create/FableCut) 📇 🏠 🍎 🪟 🐧 - Browser video editor driven through a JSON timeline: clips, keyframes, transitions, text animations, filters, reference-video analysis and ffmpeg export.
@@ -3284,6 +3409,7 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation with entity-based actions instead of coordinate clicks, using UIA, CDP, screenshots, keyboard, mouse, clipboard and terminal control.
- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control your own Windows PC locally or remotely: UIA and screenshot observation, clicking, typing, dragging, scrolling, launching apps and Live View.
- [JonathanRReed/Apple-MCPs](https://github.com/JonathanRReed/Apple-MCPs) [](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs) 🐍 🏠 🍎 - Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone.
+- [Mohabdo21/linux-mcp](https://github.com/Mohabdo21/linux-mcp) [](https://glama.ai/mcp/servers/Mohabdo21/linux-mcp) 🏎️ 🏠 🐧 - A Linux system monitoring MCP server providing real-time CPU, memory, disk, network, processes, Docker, systemd, security audit, and hardware info via STDIO transport. Install: download from [GitHub Releases](https://github.com/Mohabdo21/linux-mcp/releases) or `go install github.com/Mohabdo21/linux-mcp@latest`.
- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - Control Nemeton, a macOS virtual machine manager built on Apple's Virtualization framework: Linux and macOS VMs, APFS snapshots, console, files and networking.
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard and mouse control via a Raspberry Pi Pico 2: move, click, drag, type, key combos and scroll, with a mock mode for testing.
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - Screen OCR on macOS via FreezeText: freeze the screen and extract text with Apple Vision, OCR regions or images, and search capture history.
@@ -3329,6 +3455,7 @@ Tools for product planning, customer feedback analysis, and prioritization.
- [illodev/workfile](https://github.com/illodev/workfile) [](https://glama.ai/mcp/servers/illodev/workfile) 🎖️ 📇 🏠 🍎 🪟 🐧 - Backlog, docs, history and memory as Markdown in the repository, versioned with the code, with card claims so parallel agents don't edit the same card.
- [igorolv/redmine-mcp-server](https://github.com/igorolv/redmine-mcp-server) [](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Redmine: issues, projects, wiki, attachments with text extraction, time entries, and release and blocker analytics; read-only by default, optional writes.
- [kenzotp/mcp-server-zuuna](https://github.com/kenzotp/mcp-server-zuuna) [](https://glama.ai/mcp/servers/kenzotp/mcp-server-zuuna) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Zuuna developer project management: read and update boards, cards and comments, with cards moved automatically by git activity when PRs merge.
+- [fenbs-ai/fenbs-mcp](https://github.com/fenbs-ai/fenbs-mcp) [](https://glama.ai/mcp/servers/fenbs-ai/fenbs-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - fenbs project board where people and AI assistants are members with roles: tasks, decisions with sign-off, testing notes and project rules, every change signed. Remote server at https://fenbs.ai/api/mcp or `npx -y fenbs-mcp`.
### 🏠 Real Estate
@@ -3356,10 +3483,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [HasData/google-trends-mcp](https://github.com/HasData/google-trends-mcp) [](https://glama.ai/mcp/servers/HasData/google-trends-mcp) 📇 ☁️ - Google Trends data as JSON: interest over time and by region, plus rising and top related queries and topics for any keyword.
- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) 📇 ☁️ - Google Scholar search as JSON with author and year filters, cited-by and all-versions lookups, and formatted citations with BibTeX export.
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors.
+- [amos689/paper-preflight](https://github.com/amos689/paper-preflight) [](https://glama.ai/mcp/servers/amos689/paper-preflight) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Checks every reference of a LaTeX paper against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex records: whether each cited work exists, matches its metadata and was not retracted, with no LLM in the verdict.
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Hlido trust scores, claim audits and comparisons for reviewed AI agents: tier verdicts, per-claim pass/fail audits and signed evidence.
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores.
- [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server: local bilingual ASR, vision, cross-lingual search, credentialed login-walled sources and a persistent relation graph.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones.
+- [cluefinch/mcp-server](https://github.com/cluefinch/mcp-server) [](https://glama.ai/mcp/servers/cluefinch/mcp-server) 🐍 🏠 🍎 🪟 🐧 - Cluefinch MCP provides Deep Research infrastructure for AI agents: web search, incremental page reading, source-link navigation, and multi-source evidence collection while the agent remains in control of planning and reasoning.
- [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only search of declassified U.S. federal UAP/UFO records, with hotspots, timelines, a live map dataset and direct source links.
- [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite and compare the Pāli Canon (Tipiṭaka): hybrid search, full suttas with cross-references, aligned translations and Pāli dictionary lookup.
- [dvdsosa/zotero-native-mcp](https://github.com/dvdsosa/zotero-native-mcp) [](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp) 📇 🏠 🍎 🪟 🐧 - Read and write a local Zotero library via its local API, offline: collections, items, attachments, full text, BibTeX and CSL export, tags and saved searches.
@@ -3388,12 +3517,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search a database of startup gaps by industry, role or keyword, each with the pain point, solution direction and a blueprint link. Works offline.
- [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora.
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes.
+- [Scormave/gramps-web-mcp](https://github.com/Scormave/gramps-web-mcp) [](https://glama.ai/mcp/servers/Scormave/gramps-web-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Gramps Web genealogy: search and edit family tree records, explore ancestors, descendants, relationships and timelines, and read media with privacy-aware previews. Includes a read-only mode and Claude Desktop bundles.
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Legislative data from all 50 US states and Congress via the LegiScan API: search bills, get full text, track votes and look up legislators.
- [SidneyBissoli/uis-mcp-server](https://github.com/SidneyBissoli/uis-mcp-server) [](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server) 📇 ☁️ 🏠 - UNESCO Institute for Statistics indicators on education, science, culture and communication by country, region and year, with provenance on every response.
- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations.
- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search by media type and curated collections.
- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [](https://glama.ai/mcp/servers/smeet666/mcp-databnf) 📇 ☁️ 🍎 🪟 🐧 - Search the open catalogue of the Bibliothèque nationale de France for authors, their works and the editions held.
- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue search, and Wayback Machine captures of a URL by date.
+- [SokolskyNikita/annas-mcp](https://github.com/SokolskyNikita/annas-mcp) [](https://glama.ai/mcp/servers/SokolskyNikita/annas-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Search Anna's Archive for books and journal articles by title, author, topic or DOI, and download the chosen file.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos (sanctions, regulation, geopolitics, trade) with Central Asia and Gulf regional specialists and per-claim evidence; no live data.
- [wedo911/citeguard](https://github.com/wedo911/citeguard) [](https://glama.ai/mcp/servers/wedo911/citeguard) 🐍 📇 🏠 - Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review.
@@ -3416,10 +3547,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform.
- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Rule-based decisions: a Rete engine returns verdicts explained via retrieval over your policy documents, with rules drafted from policy text and saved as YAML.
### 🔎 Search & Data Extraction
+- [A1-x-Tech/mcp-google-custom-search](https://github.com/A1-x-Tech/mcp-google-custom-search) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-custom-search) 📇 ☁️ - Google Custom Search JSON API: web and image search through a Programmable Search Engine.
- [Grubbomatic/crawl-readiness-mcp](https://github.com/Grubbomatic/crawl-readiness-mcp) [](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp) 📇 ☁️ 🏠 - AI SEO audits: score AI crawler readiness, validate JSON-LD and robots.txt, compare human and crawler views, and generate llms.txt, robots.txt and JSON-LD.
- [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device.
+- [HasData/google-images-mcp](https://github.com/HasData/google-images-mcp) [](https://glama.ai/mcp/servers/HasData/google-images-mcp) 📇 ☁️ - Remote MCP server for Google Images: image results with source pages, thumbnails and full-resolution URLs, filtered by size, colour and type, as JSON.
- [usestring/string-ai-mcp](https://github.com/usestring/string-ai-mcp) [](https://glama.ai/mcp/servers/usestring/string-ai-mcp) 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks.
- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Web scraping: fetch public pages with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as Markdown, text, HTML or JSON.
+- [AgentiLoop/pagewire-mcp](https://github.com/AgentiLoop/pagewire-mcp) [](https://glama.ai/mcp/servers/AgentiLoop/pagewire-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read any public web page as clean Markdown, page metadata, or a page plus 4 same-site pages; pay per call in USDC via x402, no API key.
- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data: scrape to Markdown, extract metadata, links and JSON-LD, audit on-page SEO, detect tech stacks and validate XML sitemaps.
- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Provider-neutral web search aggregating model grounding (Gemini, Grok, DeepSeek and others) and search APIs such as Exa, Brave, Perplexity and Tavily.
- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts (text, JSON, SRT, VTT, srv3), video and channel search, playlists and large batch jobs.
@@ -3476,6 +3610,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool.
- [eliottreich/crawdar-mcp](https://github.com/eliottreich/crawdar-mcp) [](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp) 🎖️ 📇 ☁️ - Evidence-backed business discovery and lead-list research: search by brief or criteria, inspect qualification evidence and exclusions, and export results.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API.
+- [HasData/indeed-mcp](https://github.com/HasData/indeed-mcp) [](https://glama.ai/mcp/servers/HasData/indeed-mcp) 📇 ☁️ - Remote MCP server for Indeed: job listings by keyword and location with salary, company and posting date, plus full job postings, as JSON.
- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) ☁️ - Structured public web data as clean JSON across search, maps, commerce, social and finance.
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Real-time web search and premium data from media brands via Dappier: news, financial markets, sports, entertainment, weather and more.
@@ -3551,9 +3686,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data.
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - Parse PDFs, images, DOCX and PPTX via the MinerU document parsing API, with multilingual OCR, batch processing, page ranges and local file upload.
- [litescrape/litescrape-mcp-server](https://github.com/litescrape/litescrape-mcp-server) [](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server) 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo, Google Maps, Google AI Mode, AI Overview and Shopping results as JSON.
+- [litportnet/free-proxy-mcp](https://github.com/litportnet/free-proxy-mcp) [](https://glama.ai/mcp/servers/litportnet/free-proxy-mcp) 🎖️ 📇 ☁️ - Verified free HTTP, SOCKS4 and SOCKS5 proxy lists from Litport, filtered by country, anonymity, latency and uptime. Returns records only; no API key needed.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract and interact with the web via Bright Data, one interface for automated access to the public internet.
- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search TCGPlayer, Reverb and Thumbtack, verify US contractor and nurse licenses, and look up PSA card grading population data.
- [mambalabsdev/mcp-ai-tooling-detector](https://github.com/mambalabsdev/mcp-ai-tooling-detector) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector) 📇 ☁️ - Detect whether a company only claims AI, deploys AI tooling on its site or charges for AI, returning an AI maturity tier with supporting evidence.
+- [mambalabsdev/mcp-company-change-event-feed](https://github.com/mambalabsdev/mcp-company-change-event-feed) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-change-event-feed) 📇 ☁️ - Monitor company changes across hiring, tech stack, funding, firmographics, and social since the last run. Returns only deltas as typed change events.
- [mambalabsdev/mcp-company-contact-details-extractor](https://github.com/mambalabsdev/mcp-company-contact-details-extractor) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor) 📇 ☁️ - Find a company's contact page and extract role emails, a phone number and a postal address.
- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enrich a company domain with firmographics: employee band, industry, HQ, founding year, revenue estimate, logo and description, with source provenance.
- [mambalabsdev/mcp-company-social-presence-mapper](https://github.com/mambalabsdev/mcp-company-social-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper) 📇 ☁️ - Map a company domain to its LinkedIn, X, Instagram, Facebook and YouTube profiles and follower counts as flat Clay-ready JSON via an Apify actor.
@@ -3563,6 +3700,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mambalabsdev/mcp-github-organization-signal-scanner](https://github.com/mambalabsdev/mcp-github-organization-signal-scanner) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-github-organization-signal-scanner) 📇 ☁️ - Resolve a company domain to its GitHub organization with repository, language and activity signals.
- [mambalabsdev/mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper) 📇 ☁️ - Detect GTM hiring signals on Greenhouse, Lever and Ashby career pages, returning Clay-ready JSON with role counts, signal strength and ATS detection.
- [mambalabsdev/mcp-gtm-tech-stack-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-tech-stack-signal-scraper) 📇 ☁️ - Detect CRM, sequencer and marketing automation tools from a company domain as boolean GTM tool signals for Clay enrichment.
+- [mambalabsdev/mcp-job-board-keyword-signal-scanner](https://github.com/mambalabsdev/mcp-job-board-keyword-signal-scanner) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-job-board-keyword-signal-scanner) 📇 ☁️ - Scan job boards on five ATS platforms for configurable role categories (GTM, engineering, finance, ops), returning keyword match counts and signal strength.
- [mambalabsdev/mcp-review-platform-reputation-enricher](https://github.com/mambalabsdev/mcp-review-platform-reputation-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-review-platform-reputation-enricher) 📇 ☁️ - Resolve a company domain to its Trustpilot rating, review count and claimed status.
- [Marvy101/pod-mcp](https://github.com/Marvy101/pod-mcp) [](https://glama.ai/mcp/servers/Marvy101/pod-mcp) 🎖️ 📇 ☁️ - Search firsthand observations agents recorded about products, APIs, services or places, as opposed to documentation claims, and write back new ones.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, image, news, video and local point-of-interest search using Brave's Search API.
@@ -3645,6 +3783,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-aware federated image search across many providers, returning license tags, attribution strings, dimensions and download URLs.
- [WhaleCupl/ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp) [](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp) 📇 ☁️ - List, fetch and full-text search structured daily AI news from AI Daily Insights, a Chinese AI-industry briefing.
- [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy.
+- [XZXZZX-Ai/bilibili-mcp](https://github.com/XZXZZX-Ai/bilibili-mcp) [](https://glama.ai/mcp/servers/XZXZZX-Ai/bilibili-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first Bilibili MCP server for video metadata, subtitles and structured transcripts, chapters, popular comments, and optional local ASR fallback. Published on npm as `@xzxzzx/bilibili-mcp` with bilingual documentation.
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - Search Baseline status using the Web Platform API.
- [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Ad-free web scraping and search as clean Markdown: fetch pages singly or in parallel batches, and search the web for top-k pages.
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - Web search via DuckDuckGo.
@@ -3654,13 +3793,16 @@ Tools for conducting research, surveys, interviews, and data collection.
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - Full-text PDF search with Apple Vision OCR via the PDF Content Search app, with date, category, sender and amount filters, wildcards and boolean operators.
- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation, returning relevant sections with deep links and full pages.
- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt.
+- [retracn/automationnation-mcp](https://github.com/retracn/automationnation-mcp) [](https://glama.ai/mcp/servers/retracn/automationnation-mcp) 📇 ☁️ 🍎 🪟 🐧 - 17 data tools backed by Apify Actors: Google Flights and Hotels prices, Google Shopping, News, Images, Videos, Jobs and Trends, YouTube transcripts, Google Maps leads, Ads Transparency, app reviews and AI-search visibility; pay per result with a spending cap on every run.
- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef recipes, browse ingredient categories, read ingredients, method, cost and nutrition, find dishes from fridge contents and rescale servings.
- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food recipes, read them in the original or US version, see accepted search facet values and rescale to any number of people.
- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients, steps, difficulty, cost, resting time and wine pairings, and rescale to any number of people.
- [AG-Bureau/mcp-search](https://github.com/AG-Bureau/mcp-search) [](https://glama.ai/mcp/servers/AG-Bureau/mcp-search) 🐍 🏠 - Search, page reading, images, screenshots and multi-source answers over your own SearXNG, reporting which engines were queried and what to distrust.
+- [double2dev/boltpatternhq-mcp](https://github.com/double2dev/boltpatternhq-mcp) [](https://glama.ai/mcp/servers/double2dev/boltpatternhq-mcp) 📇 ☁️ - Official MCP Server for BoltPatternHQ providing AI assistants with instant automotive wheel fitment, PCD, center bore, and offset reference data.
### 🔒 Security
+- [tunahanaliozturk/derbent](https://github.com/tunahanaliozturk/derbent) [](https://glama.ai/mcp/servers/tunahanaliozturk/derbent) 🏎️ 🏠 🍎 🪟 🐧 - One local gate for Claude Code, Codex, Copilot CLI and Antigravity: allow, deny and ask rules over MCP and built-in tool calls, approvals from a terminal UI, and hash-chained receipts.
- [fredyee/hallucc-mcp](https://github.com/fredyee/hallucc-mcp) [](https://glama.ai/mcp/servers/fredyee/hallucc-mcp) 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense.
- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger.
- [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) 🐍 🏠 🐧 - Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR.
@@ -3670,6 +3812,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security layer that evaluates AI agents' proposed blockchain transactions and returns an explainable allow, warn or block decision.
- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) 📇 ☁️ 🍎 🪟 🐧 - EVM bytecode capability analysis, EIP-1967 proxy resolution, gas recommendations and preflight safety checks for agents on Base.
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - Malcolm threat hunting: search and aggregate network traffic, query Suricata alerts, browse Arkime sessions and resolve NetBox assets. Read-only by default.
+- [noor202401938-netizen/cyber-chef-mcp](https://github.com/noor202401938-netizen/cyber-chef-mcp) [](https://glama.ai/mcp/servers/noor202401938-netizen/cyber-chef-mcp) 📇 🏠 🍎 🪟 🐧 - CyberChef MCP server providing 28 core data transformations, ciphers, hashing, JWT decoding, representation-calibrated Shannon entropy, and multi-layer payload deobfuscation for AI coding and security agents. `npx -y @noorfatima123456/cyber-chef-mcp`
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - Read-only safety checks for Base and EVM: honeypot and rug-pull detection, risky approvals, verified source, balances, ENS and Basenames, gas and prices.
- [elang2/mcp-audit-gateway](https://github.com/elang2/mcp-audit-gateway) [](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway) 📇 🏠 🍎 🪟 🐧 - Transparent MCP proxy that keeps a signed, hash-chained audit trail of agent tool calls, with YAML policy enforcement and OpenTelemetry export.
- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) 📇 ☁️ - JSON risk briefs for wallet addresses, tokens and URLs: scores, flags and sources from phishing, scam and URL-reputation heuristics, including OpenPhish.
@@ -3752,10 +3895,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication (SPF, DMARC, DKIM, MX), blacklist status and domain/SSL expiry, with deterministic, validated fix records.
- [doublegate/CyberChef-MCP](https://github.com/doublegate/CyberChef-MCP) [](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP) 📇 🏠 - GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks.
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation.
+- [echelongraph/echelongraph-mcp](https://github.com/echelongraph/echelongraph-mcp) [](https://glama.ai/mcp/servers/echelongraph/echelongraph-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Keyless, read-only CVE and internet-exposure intelligence: CVE lookup and search, CISA KEV, EPSS history, CWE, vendor advisories (MSRC, Red Hat, Cisco, GHSA and more), SBOM and manifest checks, and aggregate exposure radars. Use the hosted endpoint (mcp.echelongraph.io) with no install, or run locally with npx.
- [elberacasa/umbra](https://github.com/elberacasa/umbra) [](https://glama.ai/mcp/servers/elberacasa/umbra) 📇 🏠 🍎 🪟 🐧 - Trust scores and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks and receipts that catch agents lying about tests.
- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans.
- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt.
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping.
+- [Farenhytee/database-sentinel](https://github.com/Farenhytee/database-sentinel) [](https://glama.ai/mcp/servers/Farenhytee/database-sentinel) 🐍 ☁️ - Read-only security audit for Supabase. Four tools surface RLS gaps, permissive policies, exposed functions and grants; an `audit` prompt returns scored findings with fix SQL.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 - Securely interact with the Authenticator App.
- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - Secrets manager that injects credentials into commands as environment variables so agents never see plaintext secrets, and sanitizes command output.
- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) 📇 ☁️ - Notarize AI model outputs with signed Ed25519 attestations, SHA-256 content hashes and Merkle anchoring on Base or Solana, paid via x402.
@@ -3791,6 +3936,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Encrypted secrets vault for Claude Code that injects secrets into local files so the AI never sees raw values, with audit logs and per-model access rules.
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports.
- [luiacuaniello/perspectivegraph](https://github.com/luiacuaniello/perspectivegraph) [](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Attack-path engine for cloud and Kubernetes: list routes from internet exposure to sensitive assets, explain each hop, find choke points and simulate fixes.
+- [mandarelabs/mandare](https://github.com/mandarelabs/mandare) [](https://glama.ai/mcp/servers/mandarelabs/mandare) 🎖️ 📇 🏠 🍎 🐧 - Accountability for AI agent fleets: verify a signed, hash-chained ledger, check budgets, kill an agent, and issue passports and mandates, all through the local CLI.
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Honeypot framework for building decoy MCP tools that an agent would never use in normal work, to detect prompt injection and malicious agent behavior.
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code.
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents: register DIDs, verify identities, query reputation scores, rate agents and manage W3C Verifiable Credentials.
@@ -3807,9 +3953,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal) 📇 ☁️ - Generate, audit, fix and compile smart contracts on Ethereum, Solana, Base and other chains, with adversarial multi-agent pen testing and honeypot detection.
- [P4ST4S/mcp-audit](https://github.com/P4ST4S/mcp-audit) [](https://glama.ai/mcp/servers/P4ST4S/mcp-audit) 🏎️ 🏠 - Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server.
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts.
+- [petrovicistefan/mcp-security-guard](https://github.com/petrovicistefan/mcp-security-guard) [](https://glama.ai/mcp/servers/petrovicistefan/mcp-security-guard) 📇 🏠 🍎 🪟 🐧 - Audit the MCP servers you use against the OWASP MCP Top 10: tool poisoning, rug pulls, shadowing, secrets and supply-chain risk, with runtime guards, approved-server policy and adversarial testing for server authors.
- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo and Go packages from behavioral signals: publisher depth, release consistency and maintenance patterns.
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF.
- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response.
+- [privacyfence/privacyfence](https://github.com/privacyfence/privacyfence) [](https://glama.ai/mcp/servers/privacyfence/privacyfence) 🐍 🏠 🍎 🪟 🐧 - Privacy and approval gateway between AI assistants and Gmail, Drive, Slack, Salesforce, Jira and more: human approval for sensitive reads and writes, local PII detection and an audit log.
- [project-feldspar-resources/feldspar-scan](https://github.com/project-feldspar-resources/feldspar-scan) [](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan) 🐍 ☁️ 🏠 🐧 - Deterministic security scan of public git repositories: vulnerable dependencies via OSV, hard-coded secrets and risky config lint, as file:line findings.
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ - Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry.
- [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) 🐍 🏠 🍎 🪟 🐧 - Verify agent communication protocols with session types and Lean 4 proofs to catch deadlocks and role violations; includes a linter, formatter and LSP.
@@ -3848,6 +3996,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - Manage and interact with the OPNsense open source firewall in natural language.
- [vikasny30/aletheia-mcp](https://github.com/vikasny30/aletheia-mcp) [](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic pre-execution filter for agent tool calls that blocks scope creep (credential reads, SSRF, destructive shell/SQL) and prompt injection.
- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts.
+- [YugantM/hvtracker-mcp](https://github.com/YugantM/hvtracker-mcp) [](https://glama.ai/mcp/servers/YugantM/hvtracker-mcp) 🐍 📇 ☁️ 🍎 🪟 🐧 - Pre-connect supply-chain trust checks for AI agents, frameworks and MCP servers: evidence-based HVTrust scores and verdicts from public signals (package provenance, OSSF Scorecard, signed commits, advisories), plus `scan_stack` to check a whole requirements.txt, package.json or MCP client config at once.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis with concurrent sessions and Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - Middleware that gates MCP tool calls behind a Hashcash proof-of-work challenge or an L402 Lightning payment via self-hosted LNbits.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - Automate reverse engineering of Android APKs with Apktool.
@@ -3907,6 +4056,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [aurelio-nakamura/cmdxray](https://github.com/aurelio-nakamura/cmdxray) [](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray) 📇 🏠 🍎 🪟 🐧 - Offline safety gate for agent shell commands: rates each command as danger, caution or none and explains every flag, pipe, redirect and subshell.
- [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls.
+- [Jimil-Joshi/blastradius-mcp](https://github.com/Jimil-Joshi/blastradius-mcp) [](https://glama.ai/mcp/servers/Jimil-Joshi/blastradius-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-trust security proxy, pre-execution blast radius simulation, DLP secret redaction, and cryptographic audit logging for MCP.
+- [verax-ai/verax](https://github.com/verax-ai/verax) [](https://glama.ai/mcp/servers/verax-ai/verax) 📇 🏠 🪟 🐧 - Sits between an agent and its tools: every call passes a policy gate and leaves a signed decision record before it runs, a refusal is recorded like an approval, payments wait for an operator on the same machine, and the ledger stays there and verifies offline. Apache-2.0.
### 🌐 Social Media
@@ -3924,6 +4075,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - Upload videos to YouTube directly from an AI assistant.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places.
- [arslan2012/qpost-mcp](https://github.com/arslan2012/qpost-mcp) [](https://glama.ai/mcp/servers/arslan2012/qpost-mcp) 🎖️ 📇 ☁️ 🏠 - Video-first publishing: schedule, publish, update, delete and retry video and image posts on YouTube, TikTok and Instagram.
+- [azeemkafridi/bulkpublish-api](https://github.com/azeemkafridi/bulkpublish-api) [](https://glama.ai/mcp/servers/azeemkafridi/bulkpublish-api) 📇 ☁️ - Schedule and publish posts across 15 social networks from one place. Hosted server at `mcp.bulkpublish.com/mcp` with tools for posts, schedules, media uploads, labels, approvals and analytics.
- [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 with a remake command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies.
- [conorbronsdon/postlint-mcp](https://github.com/conorbronsdon/postlint-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp) 📇 🏠 - Check posts against real character limits before publishing on X, Bluesky, LinkedIn, Threads, Mastodon and Discord, including URL and emoji weighting.
@@ -3931,6 +4083,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first TikTok Content Posting API server and CLI with OAuth readiness checks, dry-run publishing and live uploads only when explicitly enabled.
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) 📇 🏠 - LinkedIn via an authenticated browser session: profiles, people/job/company search, feed, messaging and gated writes (connect, post, react, comment).
- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) 📇 🏠 🍎 🪟 🐧 - TikTok creator toolkit: watermark-free video downloads, hashtag sets by niche, recommended posting times by country and viral hook formulas.
+- [gigatypeaura/memecorp-mcp](https://github.com/gigatypeaura/memecorp-mcp) [](https://glama.ai/mcp/servers/gigatypeaura/memecorp-mcp) 📇 ☁️ - Unofficial MCP for memecorp.us: read the feed; with an agent API key, post, react, comment, and set a persona.
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - Interact with Bluesky via the atproto client.
- [helbertparanhos/postforme-mcp-pro](https://github.com/helbertparanhos/postforme-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/postforme-mcp-pro) 📇 🏠 ☁️ 🍎 🪟 🐧 - Publish, schedule, edit, delete and analyze social posts on Instagram, TikTok, YouTube, X, LinkedIn and more via Post for Me, with a read-only mode.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Manage Facebook Page posts, comments and engagement metrics through the Graph API.
@@ -3948,6 +4101,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [mambalabsdev/mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture) 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters.
- [mambalabsdev/mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin and board counts.
- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation.
+- [markaestro/markaestro-agents](https://github.com/markaestro/markaestro-agents) [](https://glama.ai/mcp/servers/markaestro/markaestro-agents) 🎖️ 📇 ☁️ - Schedule, publish and measure posts on Facebook, Instagram, TikTok, LinkedIn, Threads, Pinterest and X for one brand or many, with analytics and Evergreen queues. Hosted server with OAuth sign-in, or the `@markaestro/mcp` npm package.
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.
- [milcho0604/velog-mcp](https://github.com/milcho0604/velog-mcp) [](https://glama.ai/mcp/servers/milcho0604/velog-mcp) 📇 🏠 🍎 🪟 🐧 - Velog blog integration: read and search posts, stats, tags and series; writes default to drafts or private posts, and public publishing is opt-in.
- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - Short-form video creator tools: TikTok trend search by country, plus use-case scenarios for video analysis, competitor research and content strategy.
@@ -3989,6 +4143,7 @@ Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory o
- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering.
- [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography.
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi (Four Pillars) calculations with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions and reverse Bazi lookup.
+- [PattrickChenforclaudeuse/mythsensus-mcp](https://github.com/PattrickChenforclaudeuse/mythsensus-mcp) [](https://glama.ai/mcp/servers/PattrickChenforclaudeuse/mythsensus-mcp) 📇 🏠 🍎 🪟 🐧 - Synthesizes 26 ancient divination systems (BaZi, Vedic Jyotish, Western, Nine Star Ki, Thai Seven Number, Mayan, Norse Runes, Human Design and 18 more) into a single consensus Cosmic Score showing where the traditions agree vs contradict. Deterministic (no LLM in the math), fully local — no birth data leaves the process. Official MCP for mythsensus.com. Install: `npx -y mythsensus-mcp`.
- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu.
### 🏃 Sports
@@ -4020,10 +4175,12 @@ Tools for accessing sports-related data, results, and statistics.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - Player, team and game information for the NBA, NFL and MLB via the balldontlie API.
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - XERT cycling analytics: fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics and MPA analysis.
- [NasserAlbusaidi/macrofactor-mcp](https://github.com/NasserAlbusaidi/macrofactor-mcp) [](https://glama.ai/mcp/servers/NasserAlbusaidi/macrofactor-mcp) 🐍 🏠 🍎 🐧 - Combines MacroFactor nutrition data with Garmin training data for recovery checks, daily briefings, weekly reports and nutrition-performance correlations.
+- [odds-api-io/odds-api-mcp-server](https://github.com/odds-api-io/odds-api-mcp-server) [](https://glama.ai/mcp/servers/odds-api-io/odds-api-mcp-server) 🎖️ 📇 ☁️ - Official [Odds-API.io](https://odds-api.io) server: real-time and historical sports betting odds from 365+ bookmakers across 34 sports, with events, value bets, arbitrage and dropping odds.
- [partymola/bosch-flow-mcp](https://github.com/partymola/bosch-flow-mcp) [](https://glama.ai/mcp/servers/partymola/bosch-flow-mcp) 🐍 ☁️ 🏠 - Read-only Bosch eBike Flow (Smart System) data: battery health and charge cycles, components and firmware, live charge level and per-ride activity.
- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - Fitbit Web API access with a local SQLite cache and trend analysis for heart rate, activity, exercises, sleep, weight, SpO2 and HRV.
- [partymola/google-health-mcp](https://github.com/partymola/google-health-mcp) [](https://glama.ai/mcp/servers/partymola/google-health-mcp) 🐍 ☁️ 🏠 - Google Health API with a local SQLite cache, offline mode and trend analysis for heart rate, activity, sleep, weight, SpO2, HRV, ECG and irregular rhythms.
- [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - Withings Health API with a local SQLite cache and trend analysis for body composition, sleep, activity, workouts and ECG.
+- [Propertyscout001/puntersedge-mcp](https://github.com/Propertyscout001/puntersedge-mcp) [](https://glama.ai/mcp/servers/Propertyscout001/puntersedge-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Live Australian racing and sports odds from 14 AU bookmakers for AI assistants: next races with every bookmaker's price per runner, best price, settled results and market movers, each price stamped with its age.
- [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV and graded prop resolution against box scores for MLB, NBA, NHL, NFL, soccer and UFC.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Cycling race data from FirstCycling: start lists, race results, rider information and statistics.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - Access Strava data via the Strava API.
@@ -4033,6 +4190,7 @@ Tools for accessing sports-related data, results, and statistics.
- [shkyyy18/mi_fitness_data_bridge](https://github.com/shkyyy18/mi_fitness_data_bridge) [](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge) 🐍 🏠 ☁️ - Unofficial Mi Fitness connector: local SQLite storage and JSON/CSV exports of sleep, activity, workouts and other records.
- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language: pace, HR, power and cadence targets, repeat blocks, swim strokes and pool lengths.
- [TheRundown/data-mcp](https://github.com/TheRundown/data-mcp) [](https://glama.ai/mcp/servers/TheRundown/data-mcp) 🎖️ 📇 ☁️ 🏠 - Read-only TheRundown data for sports, markets, affiliates, events, futures and open main-line odds.
+- [Trainzilla/tzilla-mcp](https://github.com/Trainzilla/tzilla-mcp) [](https://glama.ai/mcp/servers/Trainzilla/tzilla-mcp) 📇 ☁️ 🏠 - Trainzilla for personal trainers: manage clients, workout and diet plans, check-ins, habits, sessions and billing (hosted OAuth endpoint or local).
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - Running calculators: pace, time and distance, race time predictions (Riegel formula), heart rate training zones (Karvonen method) and marathon event data.
- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Sports betting picks, odds, injuries and line movement for NBA, NHL, NCAAB and MLB, with visual bet slip cards showing edges.
- [turnnoblindeye/wellness-project-mcp](https://github.com/turnnoblindeye/wellness-project-mcp) [](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp) 🎖️ ☁️ - Read workouts, sleep, nutrition and recovery data from Apple Health, Fitbit, Oura and Google Health Connect, with inline chart widgets.
@@ -4051,6 +4209,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Expose your Quickchat AI agent as an MCP server, giving AI apps real-time access to its knowledge base and conversational capabilities.
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read and write Zendesk tickets, comments, views, macros, users, groups, organizations and time tracking, with optional Help Center and GitLab integration.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - Atlassian Jira operations: issue management, sprint planning and workflow transitions.
+- [oneappsworld/callchatsyn-mcp](https://github.com/oneappsworld/callchatsyn-mcp) [](https://glama.ai/mcp/servers/oneappsworld/callchatsyn-mcp) 🎖️ 📇 ☁️ - Small-business customer service via CallChatSyn: answer customer questions from the business's own FAQs (English/Chinese), list open appointment times in its time zone, and book appointments.
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Jira and Confluence: issue CRUD, sprint lifecycle, comments, transitions, user management and wiki pages.
- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - IT Glue, the MSP documentation platform: semantic search over documentation, document and flexible-asset read/write, and role-based access control.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center.
@@ -4090,7 +4249,10 @@ Tools for converting text-to-speech and vice-versa
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
+- [cuqu-net/cuqu-skill](https://github.com/cuqu-net/cuqu-skill) [](https://glama.ai/mcp/servers/cuqu-net/cuqu-skill) ☁️ 🏠 - Find, book, and pay for local offline social activities (board games, badminton, hiking, frisbee and 100+ hobby categories) across cities in China via natural language. Hosted MCP gateway (agent.cuqu.net) with per-user API keys; also supports organizer-side event creation and venue search.
+
- [HasData/airbnb-mcp](https://github.com/HasData/airbnb-mcp) [](https://glama.ai/mcp/servers/HasData/airbnb-mcp) 📇 ☁️ - Search Airbnb stays by location, dates and guests, and read full listing details (price, amenities, host, reviews) as JSON.
+- [HasData/google-hotels-mcp](https://github.com/HasData/google-hotels-mcp) [](https://glama.ai/mcp/servers/HasData/google-hotels-mcp) 📇 ☁️ - Remote MCP server for Google Hotels: search hotels and vacation rentals for a stay with rates, ratings and amenities, then open one property with the rate at every booking site Google compares, as JSON.
- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [](https://glama.ai/mcp/servers/HasData/booking-mcp) 📇 ☁️ - Search Booking.com stays by destination and dates, and read full property details (rooms, rates, facilities, review scores) as JSON.
- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Scuba dive planning: ranked dive-forecast windows, month-by-month climatology, marine-life seasonality from GBIF sightings and dive site facts.
- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Multi-city flight routing: plan round-the-world trips, validate Star Alliance and oneworld routings, and get per-segment carrier recommendations.
@@ -4121,6 +4283,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [mafedelahoz/mcp-cuddlynest](https://github.com/mafedelahoz/mcp-cuddlynest) [](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest) 📇 ☁️ - Search CuddlyNest hotels by destination and read live room options, prices, availability and cancellation policies from public listing pages.
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) 🐍 ☁️ - Compare real-time Uber and Lyft fare estimates for a route, including surge, and find the cheapest option.
- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) 📇 ☁️ - Visa requirements for passport-destination pairs in 15 languages: visa types, required documents and travel tips.
+- [negm17111995/mcp-server](https://github.com/negm17111995/mcp-server) [](https://glama.ai/mcp/servers/negm17111995/mcp-server) 🎖️ 📇 ☁️ - MAQAMI hotel and flight search with live rates and hotel details, then a secure checkout link on book.maqami.co.
- [onvaou-app/onvaou-itineraires-mcp](https://github.com/onvaou-app/onvaou-itineraires-mcp) [](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp) 🎖️ 📇 ☁️ - Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe from the On va où ? Routing API, with safe, balanced and fast variants.
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Search Airbnb and get listing details.
- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Rental car search with real-time prices from multiple providers worldwide.
@@ -4166,6 +4329,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing.
- [JoeGlenn1213/lgh](https://github.com/JoeGlenn1213/lgh) [](https://glama.ai/mcp/servers/JoeGlenn1213/lgh) 🏎️ 🏠 🍎 🪟 🐧 - Local Git hosting for coding agents: serve any directory as an HTTP Git remote with push events, commit statuses, secret and large-file detection and backups.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - AtomGit integration for repository management, pull requests, issues, branches, labels and more.
+- [klarluft/gitwarren-app](https://github.com/klarluft/gitwarren-app) [](https://glama.ai/mcp/servers/klarluft/gitwarren-app) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local code review for you and your coding agent: the agent opens a review of its changes, you comment on lines, it replies and resolves. Reads the git worktree directly, uncommitted work included; nothing leaves your machine.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact with issues and merge requests in your GitLab projects.
- [linnea-bakshi/gha-doctor](https://github.com/linnea-bakshi/gha-doctor) [](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Read-only GitHub Actions health checks: wasted CI compute costs, flaky tests from job logs, slow-run analysis and workflow linting with auto-fix previews.
- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) 📇 🏠 🍎 🪟 🐧 - Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state.
@@ -4186,9 +4350,14 @@ Interact with Git repositories and version control platforms. Enables repository
### 🏢 Workplace & Productivity
+- [A1-x-Tech/mcp-google-docs](https://github.com/A1-x-Tech/mcp-google-docs) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-docs) 📇 ☁️ - Google Docs API: read documents as text, structure or Markdown, and edit ranges, styles, tables and comments.
+- [A1-x-Tech/mcp-google-forms](https://github.com/A1-x-Tech/mcp-google-forms) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-forms) 📇 ☁️ - Google Forms: create and publish forms, manage questions and read responses.
+- [A1-x-Tech/mcp-google-slides](https://github.com/A1-x-Tech/mcp-google-slides) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-slides) 📇 ☁️ - Google Slides API: create and edit presentations, slides, shapes, tables and images, speaker notes and exports.
+- [A1-x-Tech/mcp-google-tasks](https://github.com/A1-x-Tech/mcp-google-tasks) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-tasks) 📇 ☁️ - Google Tasks API: manage task lists, and create and organize tasks with due dates, notes and subtasks.
- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine.
- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages.
- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items.
+- [layergen/eodly-mcp](https://github.com/layergen/eodly-mcp) [](https://glama.ai/mcp/servers/layergen/eodly-mcp) 📇 ☁️ - Read your team's end-of-day reports in Eodly: who shipped with GitHub and Linear proof, who is silent, who is slipping, plus the team roster.
- [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the NerdyChefs.ai prompt library by task, open prompt packs or pick a random prompt.
- [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) 📇 🏠 🍎 🪟 🐧 - Read and edit self-hosted Rustpad collaborative pads, merging edits live with human typing and requiring confirmation to replace a pad.
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition.
@@ -4196,9 +4365,11 @@ Interact with Git repositories and version control platforms. Enables repository
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production.
- [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Schedule Outlook meetings on on-premises Exchange (EWS): resolve attendees, find rooms and suggest slots, with preview and confirmation before any change.
- [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance.
+- [Arkanji/iwork-studio](https://github.com/Arkanji/iwork-studio) [](https://glama.ai/mcp/servers/Arkanji/iwork-studio) 🐍 🏠 🍎 - Create, edit, design and export Apple Numbers, Keynote and Pages files: designed decks with chart and table slides, brand kits and a design review. Every write is verified and undoable; Arabic/RTL-safe.
- [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters.
- [backloghq/backlog](https://github.com/backloghq/backlog) [](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation.
+- [b52tot/workbuddy-board](https://github.com/b52tot/workbuddy-board) [](https://glama.ai/mcp/servers/b52tot/workbuddy-board) 🐍 🏠 🪟 - Task board for MCP agents that lives on your desktop: four columns for agents to write into, progress tracking, stall detection and an append-only event log, with an always-on-top widget so you can watch a run without switching windows.
- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SignWell e-signatures: create documents from files or templates, send for signing, track status, send reminders, download signed PDFs and manage templates.
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls.
- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Greenhouse ATS for recruiting teams: role-based profiles (full, recruiter, read-only), pipeline views, analytics, candidate search and bulk operations.
@@ -4228,6 +4399,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with a To Do-style UI and tools for prioritization, goal tracking and multi-profile workflows.
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit and export AI presentations to PDF, PPTX or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - Interact with Google Calendar, Gmail, Drive and other Google Workspace apps.
+- [gomission/mcp](https://github.com/gomission/mcp) [](https://glama.ai/mcp/servers/gomission/mcp) 📇 🏠 🍎 🪟 🐧 - Mission's MCP proxy holds consequential tool calls before execution and records the exact action for review.
- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion access: converts markdown to Notion blocks and back, with documented round-trip support.
- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring.
- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - Document-level AI text humanizer: rewrite whole .docx or .pptx files, selected passages or Turnitin/iThenticate-flagged text in place, preserving formatting.
@@ -4239,6 +4411,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Local AI-text analysis: AI detection, exact AI-tell spans, a reuse check and a grammar pass.
- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM: manage contacts, interactions, tasks, notes, a daily journal and tags.
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers.
+- [lexmount/artifact-site](https://github.com/lexmount/artifact-site) [](https://glama.ai/mcp/servers/lexmount/artifact-site) 📇 ☁️ 🏠 🍎 🪟 🐧 - One place for every AI agent's pages and docs: publish HTML, build folders, ZIPs and PDFs as sandboxed, versioned share links, then search, read and update them. Hosted or self-hosted; remote MCP with OAuth, or local via `npx @artifact-site/cli mcp`.
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary.
- [manavmishra/ZeroSlop](https://github.com/manavmishra/ZeroSlop) [](https://glama.ai/mcp/servers/manavmishra/ZeroSlop) 📇 ☁️ - Score and edit AI-assisted prose, with checks for changes to names, numbers, quotations and links.
- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings.
@@ -4282,6 +4455,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Tools for Gmail, Google Calendar, Google Drive and Google Tasks.
- [KuvopLLC/better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server) [](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks.
- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create and update Bear notes locally.
+- [vinayvobbili/jobwatch](https://github.com/vinayvobbili/jobwatch) [](https://glama.ai/mcp/servers/vinayvobbili/jobwatch) 🐍 🏠 🍎 🐧 - Watch company job boards (Greenhouse, Lever, Ashby, Workable, Workday, Eightfold, Jibe, Rippling) for new roles, rank them for you, and track applications, follow-ups and interview prep. Never applies on its own.
- [workopia/workopia-mcp](https://github.com/workopia/workopia-mcp) [](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Workopia job search across employer career pages and ATS feeds, plus PDF resume generation, resume tailoring, cover letters and career advice.
- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - Access macOS Calendar events.
- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) 📇 🏠 🍎 🪟 🐧 - Resume parser and applicant tracking system: parse resumes into JSON, extract skills, score and rank candidates, and manage jobs, interviews and offers.
@@ -4299,7 +4473,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [orieg/gws-connector](https://github.com/orieg/gws-connector) [](https://glama.ai/mcp/servers/orieg/gws-connector) 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace: connect several Gmail, Calendar, Drive, Sheets and Docs accounts with routing by label, email or domain.
- [sekera-radim/briefgate-mcp](https://github.com/sekera-radim/briefgate-mcp) [](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp) 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from clients, follow up automatically and retrieve results when complete.
- [ilyautov/hh-mcp-ru](https://github.com/ilyautov/hh-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - HeadHunter (hh.ru) API: vacancy search and publishing, applications, invitations, resumes and salary statistics, with a read/write/destructive safety gate.
-
+- [adityatiwari101104/contribos](https://github.com/adityatiwari101104/contribos) [](https://glama.ai/mcp/servers/adityatiwari101104/contribos) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency open-source contribution companion: repo rules and AI policy radar, evidence-backed issue briefs, pre-submit checks, and review coaching.
### 🛠️ Other Tools and Integrations
- [wangkuangkuang/jev-mcp-server](https://github.com/wangkuangkuang/jev-mcp-server) [](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification.
@@ -4370,6 +4544,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - Create and update Notion pages and auto-generate mdBooks from structured content.
- [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search.
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) 📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics data.
+- [yehuoshun/yuque-ai-mcp](https://github.com/yehuoshun/yuque-ai-mcp) [](https://glama.ai/mcp/servers/yehuoshun/yuque-ai-mcp) 📇 ☁️ 🏠 - Full-featured Yuque (语雀) MCP server with 62 fine-grained tools across 13 domains — documents, knowledge bases, TOC, search, statistics, notes, recycle bin, upload, boards, book stacks, web API, user and group management. Dual stdio + HTTP transport.
- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - Interact with Raindrop.io bookmarks.
- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) 📇 ☁️ - Manage records and notes in Attio CRM.
- [hushvert/mcp](https://github.com/hushvert/mcp) [](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File conversion via Hushvert: convert documents, images, audio, video, archives and PDFs across formats.