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README.md
127
README.md
@@ -100,6 +100,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
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* 🛠️ - [Developer Tools](#developer-tools)
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* 🧮 - [Data Science Tools](#data-science-tools)
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* 📟 - [Embedded system](#embedded-system)
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* 🎓 - [Education](#education)
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* 🌳 - [Environment & Nature](#environment-and-nature)
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* 📂 - [File Systems](#file-systems)
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* 💰 - [Finance & Fintech](#finance--fintech)
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@@ -112,6 +113,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
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* 📊 - [Monitoring](#monitoring)
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* 🎥 - [Multimedia Process](#multimedia-process)
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* 📋 - [Product Management](#product-management)
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* 🏠 - [Real Estate](#real-estate)
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* 🔬 - [Research](#research)
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* 🔎 - [Search & Data Extraction](#search)
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* 🔒 - [Security](#security)
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@@ -134,6 +136,7 @@ Servers for accessing many apps and tools through a single MCP server.
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- [Aganium/agenium](https://github.com/Aganium/agenium) 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
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- [espadaw/Agent47](https://github.com/espadaw/Agent47) 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
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- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
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- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [glama](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
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- [ariekogan/ateam-mcp](https://github.com/ariekogan/ateam-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
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- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
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- [blockrunai/blockrun-mcp](https://github.com/blockrunai/blockrun-mcp) 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
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@@ -141,6 +144,7 @@ Servers for accessing many apps and tools through a single MCP server.
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- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
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- [edgarriba/prolink](https://github.com/edgarriba/prolink) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents
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- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
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- [gzoonet/cortex](https://github.com/gzoonet/cortex) ([glama](https://glama.ai/mcp/servers/@gzoonet/gzoo-cortex)) 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
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- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
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- [hashgraph-online/hashnet-mcp-js](https://github.com/hashgraph-online/hashnet-mcp-js) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
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- [isaac-levine/forage](https://github.com/isaac-levine/forage) 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
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@@ -171,6 +175,7 @@ Servers for accessing many apps and tools through a single MCP server.
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- [ViperJuice/mcp-gateway](https://github.com/ViperJuice/mcp-gateway) 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.
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- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
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- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
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- [rplryan/x402-discovery-mcp](https://github.com/rplryan/x402-discovery-mcp) [glama](https://glama.ai/mcp/servers/@rplryan/x402-discovery-mcp) 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).
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- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
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### 🚀 <a name="aerospace-and-astrodynamics"></a>Aerospace & Astrodynamics
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@@ -185,16 +190,19 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
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- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
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- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. `npx myinstants-mcp`
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- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - MCP server for working with Blender
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- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [glama](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.
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- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.
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- [asmith26/jupytercad-mcp](https://github.com/asmith26/jupytercad-mcp) 🐍 🏠 🍎 🪟 🐧 - An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language.
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- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
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- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
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- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [glama](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) 🐍 🏠 🍎 - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [glama](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
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- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
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- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
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- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
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- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
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- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
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- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
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- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [glama](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
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- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
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- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
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- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
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@@ -216,6 +224,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
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Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
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- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
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- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [glama](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
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- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
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- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
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@@ -241,6 +250,8 @@ Web content access and automation capabilities. Enables searching, scraping, and
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- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
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- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
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- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [glama](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
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- [apireno/DOMShell](https://github.com/apireno/DOMShell) [glama](https://glama.ai/mcp/servers/@apireno/domshell) 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
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- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
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- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
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- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
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@@ -272,7 +283,9 @@ Web content access and automation capabilities. Enables searching, scraping, and
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- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
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- [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
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- [softvoyagers/pageshot-api](https://github.com/softvoyagers/pageshot-api) 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
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- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [glama](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
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- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
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- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [glama](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is.
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### ☁️ <a name="cloud-platforms"></a>Cloud Platforms
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@@ -281,6 +294,7 @@ Cloud platform service integration. Enables management and interaction with clou
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- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
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- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
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- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
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- [aparajithn/agent-deploy-dashboard-mcp](https://github.com/aparajithn/agent-deploy-dashboard-mcp) [glama](https://glama.ai/mcp/servers/@aparajithn/agent-deploy-dashbaord) 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments.
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- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
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- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
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- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
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@@ -304,6 +318,7 @@ Cloud platform service integration. Enables management and interaction with clou
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- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
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- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
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- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
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- [mrostamii/rancher-mcp-server](https://github.com/mrostamii/rancher-mcp-server) [glama](https://glama.ai/mcp/servers/mrostamii/rancher-mcp-server) 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
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- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
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- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
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- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
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@@ -362,6 +377,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
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- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
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- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
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- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
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- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [glama](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
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- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
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- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools.
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- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
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@@ -419,13 +435,16 @@ Integration with communication platforms for message management and channel oper
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- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
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- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
|
||||
- [FastAlertNow/mcp-server](https://github.com/FastAlertNow/mcp-server) 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
|
||||
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) ([glama](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp)) 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
|
||||
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
|
||||
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
|
||||
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
|
||||
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
|
||||
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
|
||||
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [glama](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
|
||||
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
|
||||
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
|
||||
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [glama](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
|
||||
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
|
||||
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
|
||||
- [jaspertvdm/mcp-server-rabel](https://github.com/jaspertvdm/mcp-server-rabel) 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.
|
||||
@@ -439,6 +458,8 @@ Integration with communication platforms for message management and channel oper
|
||||
- [Leximo-AI/leximo-ai-call-assistant-mcp-server](https://github.com/Leximo-AI/leximo-ai-call-assistant-mcp-server) 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts
|
||||
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
|
||||
- [marlinjai/email-mcp](https://github.com/marlinjai/email-mcp) 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
|
||||
- [multimail-dev/mcp-server](https://github.com/multimail-dev/mcp-server) [glama](https://glama.ai/mcp/servers/@multimail-dev/multi-mail) 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
|
||||
- [n24q02m/better-email-mcp](https://github.com/n24q02m/better-email-mcp) [glama](https://glama.ai/mcp/servers/@n24q02m/better-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
|
||||
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
|
||||
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
|
||||
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 💬 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
|
||||
@@ -449,9 +470,11 @@ Integration with communication platforms for message management and channel oper
|
||||
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
|
||||
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
|
||||
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
|
||||
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [glama](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
|
||||
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
|
||||
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - An MCP server to Manage Google Tasks
|
||||
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
|
||||
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [glama](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
|
||||
|
||||
|
||||
### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
|
||||
@@ -476,6 +499,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
|
||||
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
|
||||
- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
|
||||
- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [glama](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
|
||||
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
|
||||
- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
|
||||
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
|
||||
@@ -484,6 +508,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [ChristianHinge/dicom-mcp](https://github.com/ChristianHinge/dicom-mcp) 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
|
||||
- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
|
||||
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
|
||||
- [codeurali/mcp-dataverse](https://github.com/codeurali/mcp-dataverse) [glama](https://glama.ai/mcp/servers/@codeurali/mcp-dataverse) 📇 🏠 ☁️ - Microsoft Dataverse MCP server with 63 tools for entity CRUD, FetchXML/OData queries, metadata inspection, workflow execution, audit logs, and Power Platform integration. Zero-config device code authentication.
|
||||
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
|
||||
- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
|
||||
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
|
||||
@@ -598,6 +623,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
|
||||
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) 📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
|
||||
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
|
||||
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [glama](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
|
||||
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
|
||||
- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
|
||||
- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
|
||||
@@ -630,6 +656,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
|
||||
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
|
||||
- [ClaudeCodeNavi/claudecodenavi-mcp](https://github.com/saikiyusuke/claudecodenavi-mcp) 📇 ☁️ - Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
|
||||
- [PatrickSys/codebase-context](https://github.com/PatrickSys/codebase-context) [glama](https://glama.ai/mcp/servers/@PatrickSys/codebase-context) 📇 🏠 🍎 🪟 🐧 - Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.
|
||||
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
|
||||
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
|
||||
- [conan-io/conan-mcp](https://github.com/conan-io/conan-mcp) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
|
||||
@@ -651,6 +678,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
|
||||
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
|
||||
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
|
||||
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [glama](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
|
||||
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
|
||||
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
|
||||
@@ -692,6 +720,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
|
||||
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
|
||||
- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
|
||||
- [kimwwk/repocrunch](https://github.com/kimwwk/repocrunch) [glama](https://glama.ai/mcp/servers/@kimwwk/repo-crunch) 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
|
||||
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
|
||||
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
|
||||
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
|
||||
@@ -720,7 +749,9 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
|
||||
- [optimaquantum/claude-critical-rules-mcp](https://github.com/optimaquantum/claude-critical-rules-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
|
||||
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
|
||||
- [Pharaoh-so/pharaoh](https://github.com/0xUXDesign/pharaoh-mcp) [glama](https://glama.ai/mcp/servers/@Pharaoh-so/pharaoh) 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
|
||||
- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
|
||||
- [pmptwiki/pmpt-cli](https://github.com/pmptwiki/pmpt-cli) [glama](https://glama.ai/mcp/servers/@pmptwiki/pmpt-mcp) 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to [pmptwiki.com](https://pmptwiki.com) community platform.
|
||||
- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
|
||||
- [pylonapi/pylon-mcp](https://github.com/pylonapi/pylon-mcp) 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.
|
||||
- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
|
||||
@@ -746,6 +777,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
|
||||
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
|
||||
- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
|
||||
- [shellsage-ai/mcp-server-boilerplate](https://github.com/shellsage-ai/mcp-server-boilerplate) [glama](https://glama.ai/mcp/servers/@shellsage-ai/mcp-server-boilerplate) 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
|
||||
- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
|
||||
- [shadcn/studio MCP](https://shadcnstudio.com/mcp) - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
|
||||
- [SimplyLiz/CodeMCP](https://github.com/SimplyLiz/CodeMCP) 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
|
||||
@@ -759,6 +791,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [softvoyagers/qrmint-api](https://github.com/softvoyagers/qrmint-api) 📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
|
||||
- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
|
||||
- [srijanshukla18/xray](https://github.com/srijanshukla18/xray) 🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`).
|
||||
- [srclight/srclight](https://github.com/srclight/srclight) [glama](https://glama.ai/mcp/servers/@srclight/srclight) 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
|
||||
- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
|
||||
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
|
||||
- [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - Help agents automatically write and test stories for your UI components.
|
||||
@@ -799,6 +832,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
|
||||
- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
|
||||
- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
|
||||
- [YuliiaKovalova/dotnet-template-mcp](https://github.com/YuliiaKovalova/dotnet-template-mcp) [glama](https://glama.ai/mcp/servers/@YuliiaKovalova/dotnet-template-mcp) #️⃣ 🏠 🍎 🪟 🐧 - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create `dotnet new` projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
|
||||
- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
|
||||
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
|
||||
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
|
||||
@@ -827,6 +861,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
|
||||
- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
|
||||
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
|
||||
- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
|
||||
- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [glama](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
|
||||
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
|
||||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
|
||||
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
|
||||
@@ -836,6 +871,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
|
||||
- [phuongrealmax/code-guardian](https://github.com/phuongrealmax/code-guardian) 📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
|
||||
- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
|
||||
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
|
||||
- [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [glama](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
|
||||
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
|
||||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
|
||||
|
||||
@@ -852,6 +888,12 @@ Provides access to documentation and shortcuts for working on embedded devices.
|
||||
- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
|
||||
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
|
||||
|
||||
### 🎓 <a name="education"></a>Education
|
||||
|
||||
MCP servers for learning management systems (LMS) and educational tools.
|
||||
|
||||
- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [glama](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.
|
||||
|
||||
### 🌳 <a name="environment-and-nature"></a>Environment & Nature
|
||||
|
||||
Provides access to environmental data and nature-related tools, services and information.
|
||||
@@ -879,6 +921,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
|
||||
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
|
||||
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [glama](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`).
|
||||
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
|
||||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
|
||||
- [xxczaki/local-history-mcp](https://github.com/xxczaki/local-history/mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for accessing VS Code/Cursor Local History
|
||||
@@ -894,6 +937,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
|
||||
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
|
||||
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
|
||||
- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [glama](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) 📇 ☁️ - Trust infrastructure for the machine economy — non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
|
||||
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
|
||||
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
|
||||
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
|
||||
@@ -902,15 +946,20 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
|
||||
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
|
||||
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
|
||||
- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [glama](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) 🐍 ☁️ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
|
||||
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
|
||||
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
|
||||
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [glama](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
|
||||
- [decidefyi/decide](https://github.com/decidefyi/decide) 📇 ☁️ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
|
||||
- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) 🐍 ☁️ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
|
||||
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
|
||||
- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [glama](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) 📇 ☁️ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
|
||||
- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [glama](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) 📇 ☁️ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
|
||||
- [Handshake58/DRAIN-marketplace](https://github.com/Handshake58/DRAIN-marketplace) 📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
|
||||
- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) 🐍 ☁️ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
|
||||
- [Fan Token Intel MCP](https://github.com/BrunoPessoa22/chiliz-marketing-intel) 🐍 ☁️ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.
|
||||
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
|
||||
- [sh-patterson/fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server) [glama](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server) 📇 ☁️ - Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API.
|
||||
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
|
||||
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
|
||||
- [fernikolic/clawdentials](https://github.com/fernikolic/clawdentials) 📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).
|
||||
@@ -919,6 +968,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
|
||||
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
|
||||
- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
|
||||
- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [glama](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) 📇 ☁️ - SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant.
|
||||
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
|
||||
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
|
||||
- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) 🦀 ☁️ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
|
||||
@@ -929,6 +979,8 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
|
||||
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
|
||||
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
|
||||
- [joepangallo/mcp-server-agentpay](https://github.com/joepangallo/mcp-server-agentpay) [glama](https://glama.ai/mcp/servers/ict1p5dlrr) 📇 ☁️ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
|
||||
- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [glama](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
|
||||
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
|
||||
- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) 🐍 ☁️ - An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics.
|
||||
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
|
||||
@@ -982,30 +1034,39 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) 🐍 ☁️ - An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.
|
||||
- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ - An MCP server that provides AI agents with real-time access to curated Web3 jobs.
|
||||
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
|
||||
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [glama](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) 🐍 ☁️ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
|
||||
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) 🎖️ 📇 ☁️ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
|
||||
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
|
||||
- [lightningfaucet/mcp-server](https://github.com/lightningfaucet/mcp-server) 📇 ☁️ - AI Agent Bitcoin wallet with L402 payments - operators fund agents, agents make autonomous Lightning Network payments.
|
||||
- [lnbits/LNbits-MCP-Server](https://github.com/lnbits/LNbits-MCP-Server) - Am MCP server for LNbits Lightning Network wallet integration.
|
||||
- [logotype/fixparser](https://gitlab.com/logotype/fixparser) 🎖 📇 ☁️ 🏠 📟 - FIX Protocol (send orders, market data, etc.) written in TypeScript.
|
||||
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
|
||||
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [glama](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) 🐍 ☁️ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
|
||||
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) 🐍 ☁️ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
|
||||
- [mbrassey/solentic](https://github.com/mbrassey/solentic) [glama](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic) 📇 ☁️ - Native Solana staking infrastructure for AI agents — 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions only, ~6% APY via Blueprint validator.
|
||||
- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
|
||||
- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
|
||||
- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports.
|
||||
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
|
||||
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) 🐍 ☁️ 🏠 - MCP server for intelligent subscription management with Gmail + MySQL integration.
|
||||
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) 📇 🏠 - Non-custodial EVM wallet MCP — routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
|
||||
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [glama](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) 📇 ☁️ 🍎 🪟 🐧 - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
|
||||
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
|
||||
- [oerc-s/primordia](https://github.com/oerc-s/primordia) 📇 ☁️ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).
|
||||
- [olgasafonova/gleif-mcp-server](https://github.com/olgasafonova/gleif-mcp-server) 🏎️ ☁️ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.
|
||||
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) 🐍 ☁️ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
|
||||
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
|
||||
- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [glama](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) 📇 ☁️ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted.
|
||||
- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [glama](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) 📇 ☁️ - AAVE V2/V3 lending protocol data across 7 chains via The Graph — reserves, user positions, health factors, liquidations, flash loans, and governance.
|
||||
- [PaulieB14/graph-polymarket-mcp](https://github.com/PaulieB14/graph-polymarket-mcp) [glama](https://glama.ai/mcp/servers/@PaulieB14/graph-polymarket-mcp) 📇 ☁️ - Polymarket prediction market data via The Graph — markets, positions, orders, user activity, and real-time odds.
|
||||
- [plagtech/spraay-x402-mcp](https://github.com/plagtech/spraay-x402-mcp) [glama](https://glama.ai/mcp/servers/@plagtech/spraay-x402-mcp) 📇 ☁️ - Pay-per-call onchain data, AI models, and batch USDC payments on Base via x402 micropayments. 9 tools including swap quotes, token prices, wallet balances, ENS resolution, and multi-recipient batch transfers.
|
||||
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
|
||||
- [pricepertoken/mcp-server](https://pricepertoken.com/mcp) 📇 ☁️ - LLM API pricing comparison and benchmarks across 100+ models from 30+ providers including OpenAI, Anthropic, Google, and Meta. No API key required.
|
||||
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
|
||||
- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
|
||||
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
|
||||
- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
|
||||
- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [glama](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Add Bitcoin Lightning payments to MCP-enabled AI agents. Pay invoices, create invoices, check balances, and access L402 paywalled APIs. Supports Strike, OpenNode, NWC wallets.
|
||||
- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
|
||||
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
|
||||
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
|
||||
@@ -1021,6 +1082,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
|
||||
- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) 📇 ☁️ - Real-time crypto market data for AI agents — market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.
|
||||
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
|
||||
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [glama](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) 📇 ☁️ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures.
|
||||
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
|
||||
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
|
||||
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics.
|
||||
@@ -1038,7 +1100,9 @@ Integration with gaming related data, game engines, and services
|
||||
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
|
||||
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
|
||||
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
|
||||
- [kitao/pyxel-mcp](https://github.com/kitao/pyxel-mcp) [glama](https://glama.ai/mcp/servers/@kitao/pyxel-mcp) 🐍 🏠 - MCP server for [Pyxel](https://github.com/kitao/pyxel) retro game engine, enabling AI to run, capture screenshots, inspect sprites, and analyze audio of Pyxel games.
|
||||
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
|
||||
- [n24q02m/better-godot-mcp](https://github.com/n24q02m/better-godot-mcp) [glama](https://glama.ai/mcp/servers/@n24q02m/better-godot-mcp) 📇 🏠 🍎 🪟 🐧 - 18 composite tools for structured Godot 4.x interaction: scenes, nodes, GDScript, shaders, animation, tilemap, physics, audio, navigation, UI, input mapping, and signals.
|
||||
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
|
||||
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
|
||||
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
|
||||
@@ -1051,6 +1115,7 @@ Integration with gaming related data, game engines, and services
|
||||
|
||||
Control smart home devices, home network equipment, and automation systems.
|
||||
|
||||
- [apiarya/wemo-mcp-server](https://github.com/apiarya/wemo-mcp-server) - [glama](https://glama.ai/mcp/servers/@apiarya/wemo-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Control WeMo smart home devices via AI assistants using natural language. Built on pywemo for 100% local control — no cloud dependency. Supports dimmer brightness, device rename, HomeKit codes, and multi-phase discovery.
|
||||
- [kambriso/fritzbox-mcp-server](https://github.com/kambriso/fritzbox-mcp-server) 🏎️ 🏠 - Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions
|
||||
|
||||
### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
|
||||
@@ -1060,8 +1125,11 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
|
||||
- [20alexl/mini_claude](https://github.com/20alexl/mini_claude) 🐍 🏠 - Persistent memory and guardrails for Claude Code. Features mistake tracking, loop detection, scope guard, and hooks that block risky edits. Runs locally with Ollama.
|
||||
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) 🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
|
||||
- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [glama](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) 📇 🏠 🍎 🪟 🐧 - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.
|
||||
- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
|
||||
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [glama](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
|
||||
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
|
||||
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [glama](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) 🐍 🏠 🍎 🪟 🐧 - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies — fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
|
||||
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
|
||||
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
|
||||
- [bluzername/lennys-quotes](https://github.com/bluzername/lennys-quotes) 📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
|
||||
@@ -1079,6 +1147,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
|
||||
- [g1itchbot8888-del/agent-memory](https://github.com/g1itchbot8888-del/agent-memory) 🐍 🏠 - Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine. Built by an agent, for agents. No API keys required.
|
||||
- [ErebusEnigma/context-memory](https://github.com/ErebusEnigma/context-memory) 🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a web dashboard.
|
||||
- [evc-team-relay-mcp](https://github.com/entire-vc/evc-team-relay-mcp) [glama](https://glama.ai/mcp/servers/@entire-vc/evc-team-relay-mcp) - Give AI agents read/write access to your Obsidian vault via MCP
|
||||
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
|
||||
- [GetCacheOverflow/CacheOverflow](https://github.com/GetCacheOverflow/CacheOverflow) 📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs.
|
||||
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
|
||||
@@ -1090,6 +1159,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
|
||||
- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - A simple memory tool for coding agents using DuckDB and VoyageAI.
|
||||
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
|
||||
- [kael-bit/engram-rs](https://github.com/kael-bit/engram-rs) [glama](https://glama.ai/mcp/servers/@kael-bit/engram-rs) 📇 🏠 🍎 🪟 🐧 - Hierarchical memory engine for AI agents with automatic decay, promotion, semantic dedup, and self-organizing topic tree. Single Rust binary, zero external dependencies.
|
||||
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
|
||||
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) 📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
|
||||
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
|
||||
@@ -1100,6 +1170,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
|
||||
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
|
||||
- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
|
||||
- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [glama](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.
|
||||
- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) 🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
|
||||
- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
|
||||
- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport.
|
||||
@@ -1112,19 +1183,25 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) 🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
|
||||
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
|
||||
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
|
||||
- [roomi-fields/notebooklm-mcp](https://github.com/roomi-fields/notebooklm-mcp) ([glama](https://glama.ai/mcp/servers/@roomi-fields/notebooklm-mcp)) 📇 🏠 🍎 🪟 🐧 - Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.
|
||||
- [rushikeshmore/CodeCortex](https://github.com/rushikeshmore/CodeCortex) [glama](https://glama.ai/mcp/servers/@rushikeshmore/codecortex) 📇 🏠 🍎 🪟 🐧 - Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client.
|
||||
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
|
||||
- [Smart-AI-Memory/empathy-framework](https://github.com/Smart-AI-Memory/empathy-framework) 🐍 🏠 - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
|
||||
- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) 📇 🏠 🍎 🪟 🐧 - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
|
||||
- [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [glama](https://glama.ai/mcp/servers/@Smriti-AA/smriti) 🦀 🏠 🍎 🪟 🐧 - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL.
|
||||
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
|
||||
- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) 🏎️ 🏠 🍎 🪟 🐧 - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.
|
||||
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
|
||||
- [timowhite88/farnsworth-syntek](https://github.com/timowhite88/farnsworth-syntek) 📇 ☁️ - 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition.
|
||||
- [topskychen/tilde](https://github.com/topskychen/tilde) 🐍 🏠 - Your AI agents' home directory — privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync.
|
||||
- [tstockham96/engram](https://github.com/tstockham96/engram) [glama](https://glama.ai/mcp/servers/@tstockham96/engram) 📇 🏠 🍎 🪟 🐧 - Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO benchmark using 96% fewer tokens than full-context approaches.
|
||||
- [TeamSafeAI/LIFE](https://github.com/TeamSafeAI/LIFE) 🐍 🏠 - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identity discovery), creative collision engine, forecasting, and voice. Zero dependencies beyond Python 3.8. Built across 938 conversations.
|
||||
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
|
||||
- [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
|
||||
- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) 🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
|
||||
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) 🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
|
||||
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [glama](https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
|
||||
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) ([glama](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent)) 🐍 🏠 ☁️ - ...
|
||||
|
||||
### ⚖️ <a name="legal"></a>Legal
|
||||
|
||||
@@ -1167,9 +1244,11 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
|
||||
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
|
||||
- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) 📇 ☁️ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
|
||||
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [glama](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Full-stack AI marketing toolkit with 41 MCP tools. Scout X/Reddit trends, analyze competitors, find content gaps, generate SEO articles in 55 languages with AI illustrations and voice-over, create social adaptations for 9 platforms, generate AI avatar videos with subtitles, ingest any URL (YouTube, PDF, audio), create lead magnets, and run content autopilot.
|
||||
- [shensi8312/blogburst-mcp-server](https://github.com/shensi8312/blogburst-mcp-server) 📇 ☁️ - AI content generation, repurposing, and multi-platform publishing with [BlogBurst](https://blogburst.ai). Generate blogs, repurpose content for 9+ platforms (Twitter, LinkedIn, Reddit, Bluesky, Threads, Telegram, Discord, TikTok, YouTube), get trending topics, and publish directly.
|
||||
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
|
||||
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
|
||||
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [glama](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
|
||||
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
|
||||
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
|
||||
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) 🐍 ☁️ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
|
||||
@@ -1189,13 +1268,17 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
|
||||
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
|
||||
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
|
||||
- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [glama](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more.
|
||||
- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [glama](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
|
||||
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
|
||||
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
|
||||
- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
|
||||
- [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
|
||||
- [inventer-dev/mcp-internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test) 🐍 ☁️ - Internet speed testing with network performance metrics including download/upload speed, latency, jitter analysis, and CDN server detection with geographic mapping
|
||||
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
|
||||
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [glama](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
|
||||
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
|
||||
- [Turbo-Puffin/measure-mcp-server](https://github.com/Turbo-Puffin/measure-mcp-server) [glama](https://glama.ai/mcp/servers/@Turbo-Puffin/measure-mcp-server) ☁️ - Privacy-first web analytics with native MCP server. Query pageviews, referrers, trends, and AI-generated insights for your sites.
|
||||
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
|
||||
- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
|
||||
- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
|
||||
@@ -1232,15 +1315,24 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
Tools for product planning, customer feedback analysis, and prioritization.
|
||||
|
||||
- [dkships/pm-copilot](https://github.com/dkships/pm-copilot) 📇 ☁️ - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same signal in both sources = 2x boost), scrubs PII, and accepts business metrics from other MCP servers via `kpi_context` for composable prioritization.
|
||||
- [spranab/saga-mcp](https://github.com/spranab/saga-mcp) [glama](https://glama.ai/mcp/servers/@spranab/saga-mcp) 📇 🏠 🍎 🪟 🐧 - A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and a natural language dashboard. SQLite-backed, 31 tools.
|
||||
|
||||
### 🏠 <a name="real-estate"></a>Real Estate
|
||||
|
||||
MCP servers for real estate CRM, property management, and agent workflows.
|
||||
|
||||
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [glama](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) 📇 ☁️ 🍎 🪟 🐧 - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
|
||||
|
||||
### 🔬 <a name="research"></a>Research
|
||||
|
||||
Tools for conducting research, surveys, interviews, and data collection.
|
||||
|
||||
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) 📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
|
||||
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [glama](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
|
||||
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) 📇 ☁️ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
|
||||
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) 📇 🏠 🍎 🪟 🐧 - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
|
||||
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) 🐍 ☁️ 🏠 - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
|
||||
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [glama](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API.
|
||||
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
|
||||
|
||||
### 🔎 <a name="RAG"></a>end to end RAG platforms
|
||||
@@ -1316,6 +1408,8 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
|
||||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
|
||||
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic
|
||||
- [pranciskus/newsmcp](https://github.com/pranciskus/newsmcp) [glama](https://glama.ai/mcp/servers/@pranciskus/news-mcp-world-news-for-ai-agents) 📇 ☁️ - Real-time world news for AI agents — events clustered from hundreds of sources, classified by topic and geography, ranked by importance. Free, no API key. `npx -y @newsmcp/server`
|
||||
- [n24q02m/wet-mcp](https://github.com/n24q02m/wet-mcp) [glama](https://glama.ai/mcp/servers/@n24q02m/wet-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Web search (embedded SearXNG), content extraction, and library docs indexing with hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, no API keys required.
|
||||
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
|
||||
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
|
||||
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
|
||||
@@ -1334,11 +1428,13 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
|
||||
- [searchcraft-inc/searchcraft-mcp-server](https://github.com/searchcraft-inc/searchcraft-mcp-server) 🎖️ 📇 ☁️ - Official MCP server for managing Searchcraft clusters, creating a search index, generating an index dynamically given a data file and for easily importing data into a search index given a feed or local json file.
|
||||
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
|
||||
- [securecoders/opengraph-io-mcp](https://github.com/securecoders/opengraph-io-mcp) [glama](https://glama.ai/mcp/servers/@securecoders/opengraph-io-mcp) 📇 ☁️ - OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement.
|
||||
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
|
||||
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
|
||||
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
|
||||
- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) 📇 ☁️ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
|
||||
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
|
||||
- [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [glama](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) 📇 ☁️ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev).
|
||||
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
|
||||
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
|
||||
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.
|
||||
@@ -1348,10 +1444,12 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
|
||||
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
|
||||
- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
|
||||
- [Vincentwei1021/agent-toolbox](https://github.com/Vincentwei1021/agent-toolbox) [glama](https://glama.ai/mcp/servers/@Vincentwei1021/agent-toolbox) 📇 ☁️ 🍎 🪟 🐧 - Production-ready MCP server providing 13 tools for AI agents: web search, content extraction, screenshots, weather, finance, email validation, translation, news, GeoIP, WHOIS, DNS, PDF extraction, and QR code generation. 1,000 free calls/month, no setup required.
|
||||
- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.
|
||||
- [webpeel/webpeel](https://github.com/webpeel/webpeel) 📇 ☁️ 🏠 - Smart web fetcher for AI agents with auto-escalation from HTTP to headless browser to stealth mode. Includes 9 MCP tools: fetch, search, crawl, map, extract, batch, screenshot, jobs, and agent. Achieved 100% success rate on a 30-URL benchmark.
|
||||
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
|
||||
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mcp-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
|
||||
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
|
||||
- [zoharbabin/google-researcher-mcp](https://github.com/zoharbabin/google-researcher-mcp) [glama](https://glama.ai/mcp/servers/@zoharbabin/google-researcher-mcp) 📇 ☁️ 🏠 - Comprehensive research tools including Google Search (web, news, images), web scraping with JavaScript rendering, academic paper search (arXiv, PubMed, IEEE), patent search, and YouTube transcript extraction.
|
||||
- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) 🐍 ☁️ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
|
||||
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
|
||||
|
||||
@@ -1361,7 +1459,10 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) 🐍 📇 🏠 🍎 🪟 🐧 - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
|
||||
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
|
||||
- [agntor/mcp](https://github.com/agntor/mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and reputation management.
|
||||
- [airblackbox/air-blackbox-mcp](https://github.com/airblackbox/air-blackbox-mcp) [glama](https://glama.ai/mcp/servers/@airblackbox/air-blackbox-mcp) 🐍 🏠 🍎 🪟 🐧 - EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 tools including prompt injection detection, risk classification, and trust layer integration. The only MCP compliance server that generates fix code, not just findings.
|
||||
- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
|
||||
- [alberthild/shieldapi-mcp](https://github.com/alberthild/shieldapi-mcp) [glama](https://glama.ai/mcp/servers/@alberthild/shield-api-mcp) 📇 ☁️ 🍎 🪟 🐧 - Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed.
|
||||
- [imran-siddique/agentos-mcp-server](https://github.com/imran-siddique/agent-os/tree/master/extensions/mcp-server) [glama](https://glama.ai/mcp/servers/@imran-siddique/agentos-mcp-server) - Agent OS MCP server for AI agent governance with policy enforcement, code safety verification, multi-model hallucination detection, and immutable audit trails.
|
||||
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
|
||||
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) 📇 🏠 🍎 🪟 🐧 - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
|
||||
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
|
||||
@@ -1372,6 +1473,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
|
||||
- [cyntrisec/cyntrisec-cli](https://github.com/cyntrisec/cyntrisec-cli) 🐍 🏠 - Local-first AWS security analyzer that discovers attack paths and generates remediations using graph theory.
|
||||
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
|
||||
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [glama](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
|
||||
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
|
||||
- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - AI-safe secrets manager with MCP integration. Run commands with credentials injected as environment variables - AI agents never see plaintext secrets. Features output sanitization, AES-256-GCM encryption, and Argon2id key derivation.
|
||||
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
|
||||
@@ -1389,9 +1491,12 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [jaspertvdm/mcp-server-inject-bender](https://github.com/jaspertvdm/mcp-server-inject-bender) 🐍 ☁️ 🏠 - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.
|
||||
- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕ 🏠 - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies.
|
||||
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
|
||||
- [ndl-systems/kevros-mcp](https://github.com/ndl-systems/kevros-mcp) [glama](https://glama.ai/mcp/servers/@ndl-systems/kevros-mcp) 🐍 ☁️ - Governance primitives for autonomous agents — verify actions against policy, record signed provenance, and bind intents cryptographically. Free tier: 100 calls/month.
|
||||
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
|
||||
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
|
||||
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
|
||||
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [glama](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents — register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base.
|
||||
- [msaad00/agent-bom](https://github.com/msaad00/agent-bom) [glama](https://glama.ai/mcp/servers/@msaad00/agent-bom) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AI supply chain security scanner with 18 MCP tools. Auto-discovers 20 MCP clients, scans dependencies for CVEs (OSV/NVD/EPSS/CISA KEV), maps blast radius from vulnerabilities to exposed credentials and tools, runs CIS benchmarks, generates CycloneDX/SPDX SBOMs, and enforces compliance across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.
|
||||
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
|
||||
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
|
||||
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
|
||||
@@ -1415,6 +1520,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
|
||||
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) 📇 ☁️ 🏠 - MCP server for Zitadel identity management — manage users, projects, OIDC apps, roles, and service accounts through natural language.
|
||||
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
|
||||
- [loglux/authmcp-gateway](https://github.com/loglux/authmcp-gateway) [glama](https://glama.ai/mcp/servers/@loglux/auth-mcp-gateway) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Auth proxy for MCP servers: OAuth2 + DCR, JWT, RBAC, rate limiting, multi-server aggregation, and monitoring dashboard.
|
||||
|
||||
### 🌐 <a name="social-media"></a>Social Media
|
||||
|
||||
@@ -1442,6 +1548,7 @@ Tools for accessing sports-related data, results, and statistics.
|
||||
- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) 📇 ☁️ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
|
||||
- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
|
||||
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) 🐍 🏠 - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
|
||||
- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [glama](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) 📇 🏠 🍎 🪟 🐧 - FIFA World Cup 2026 data — 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed.
|
||||
- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.
|
||||
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
|
||||
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
|
||||
@@ -1498,6 +1605,7 @@ Access to travel and transportation information. Enables querying schedules, rou
|
||||
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
|
||||
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
|
||||
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
|
||||
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [glama](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) 📇 ☁️ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
|
||||
|
||||
### 🔄 <a name="version-control"></a>Version Control
|
||||
|
||||
@@ -1521,24 +1629,31 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
|
||||
### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity
|
||||
|
||||
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [glama](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
|
||||
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [glama](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [JobGPT](https://6figr.com/jobgpt) — search jobs, auto-apply, generate tailored resumes, track applications, and find recruiters from any MCP client. 34 tools for job search, applications, resumes, and outreach.
|
||||
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
|
||||
- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) 📇 ☁️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.
|
||||
- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [glama](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
|
||||
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [glama](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) 📇 ☁️ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
|
||||
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
|
||||
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
|
||||
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
|
||||
- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM — manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools
|
||||
- [n24q02m/better-notion-mcp](https://github.com/n24q02m/better-notion-mcp) [glama](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion MCP server with 9 composite tools and 39 actions. ~77% token reduction via tiered docs. Auto-pagination and bulk operations.
|
||||
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
|
||||
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today's summary. Perfect for productivity tracking and billing workflows.
|
||||
- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API - manage inventory, track orders, analyze sales, and optimize listings
|
||||
- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) 🐍 🏠 ☁️ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing
|
||||
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
|
||||
- [moro3k/mcp-altegio](https://github.com/moro3k/mcp-altegio) 📇 ☁️ - MCP server for Altegio API — appointments, clients, services, staff schedules for salon/spa/clinic management. 18 tools with Docker support.
|
||||
- [prompeteer/prompeteer-mcp](https://github.com/prompeteer/prompeteer-mcp) [glama](https://glama.ai/mcp/servers/@prompeteer/prompeteer-mcp) 📇 ☁️ - Generate A+ prompts for ChatGPT, Claude, Midjourney, and 130+ AI platforms. Score quality across 16 dimensions and manage your prompt library with PromptDrive.
|
||||
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) 📇 ☁️ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
|
||||
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
|
||||
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
|
||||
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
|
||||
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
|
||||
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) 🐍 ☁️ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
|
||||
- [UnMarkdown/mcp-server](https://github.com/UnMarkdown/mcp-server) [glama](https://glama.ai/mcp/servers/@UnMarkdown/mcp-server) 📇 ☁️ - The document publishing layer for AI tools. Convert markdown to formatted documents for Google Docs, Word, Slack, OneNote, Email, and Plain Text with 62 templates.
|
||||
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
|
||||
- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy.
|
||||
- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - MCP server for accessing macOS Calendar events
|
||||
@@ -1570,10 +1685,12 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability.
|
||||
- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers
|
||||
- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
|
||||
- [spranab/brainstorm-mcp](https://github.com/spranab/brainstorm-mcp) [glama](https://glama.ai/mcp/servers/@spranab/brainstorm-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-round AI brainstorming debates between multiple models (GPT, Gemini, DeepSeek, Groq, Ollama, etc.). Pit different LLMs against each other to explore ideas from diverse perspectives.
|
||||
- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format.
|
||||
- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
|
||||
- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.
|
||||
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers
|
||||
- [cnghockey/sats-for-ai](https://github.com/cnghockey/sats-for-ai) [glama](https://glama.ai/mcp/servers/@cnghockey/sats4ai) 📇 ☁️ - Bitcoin-powered AI tools via Lightning Network micropayments (L402). Image, text, video, music, speech, 3D model generation, file conversion, and SMS — no signup or API keys required.
|
||||
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
|
||||
- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, view & manipulation utilities.
|
||||
- [dev-mirzabicer/ticktick-sdk](https://github.com/dev-mirzabicer/ticktick-sdk) 🐍 ☁️ - Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.
|
||||
@@ -1624,6 +1741,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
|
||||
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
|
||||
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
|
||||
- [MariusAure/needhuman-mcp](https://github.com/MariusAure/needhuman-mcp) [glama](https://glama.ai/mcp/servers/@MariusAure/need-human) 📇 ☁️ - Human-as-a-Service for AI agents — submit tasks (accept ToS, create accounts, verify identity) to a real human when the agent gets stuck.
|
||||
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
|
||||
- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
|
||||
- [metorial/metorial](https://github.com/metorial/metorial) - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
|
||||
@@ -1643,6 +1761,8 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - MCP server for [Coda](https://coda.io/)
|
||||
- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - MCP server for function signature lookups.
|
||||
- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
|
||||
- [PSPDFKit/nutrient-dws-mcp-server](https://github.com/PSPDFKit/nutrient-dws-mcp-server) [glama](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-dws-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Nutrient DWS Processor API. Convert, merge, redact, sign, OCR, watermark, and extract data from PDFs and Office documents via natural language. Works with Claude Desktop, LangGraph, and OpenAI Agents.
|
||||
- [PSPDFKit/nutrient-document-engine-mcp-server](https://github.com/PSPDFKit/nutrient-document-engine-mcp-server) [glama](https://glama.ai/mcp/servers/@PSPDFKit/nutrient-document-engine-mcp-server) 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and GDPR compliance.
|
||||
- [pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
|
||||
- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
|
||||
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation
|
||||
@@ -1675,6 +1795,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
|
||||
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
|
||||
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
|
||||
- [W3Ship/w3ship-mcp-server](https://github.com/baskcart/w3ship-mcp-server) [glama](https://glama.ai/mcp/servers/@baskcart/w3ship-mcp-server) 📇 ☁️ 🏠 - AI-powered commerce MCP server with 22 tools: shopping cart (TMF663), orders (TMF622), shipment tracking (TMF621), session booking, Uniswap swaps, P2P marketplace, promo pickup, and cryptographic identity (SLH-DSA/ECDSA). No passwords — your wallet IS your account.
|
||||
- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection with AnkiConnect & MCP
|
||||
- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) 🏎️ ☁️ 🍎 🪟 🐧 - A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
|
||||
- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
|
||||
@@ -1685,15 +1806,16 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Allows AI models to interact with [HackMD](https://hackmd.io)
|
||||
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
|
||||
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
|
||||
|
||||
## Frameworks
|
||||
|
||||
> [!NOTE]
|
||||
> More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools
|
||||
> - [Nyrok/flompt](https://github.com/Nyrok/flompt) [glama](https://glama.ai/mcp/servers/@nyrok/flompt) 🐍 ☁️ - Visual AI prompt builder MCP server. Decompose any prompt into 12 semantic blocks and compile to Claude-optimized XML. Tools: `decompose_prompt`, `compile_prompt`. Setup: `claude mcp add flompt https://flompt.dev/mcp/`
|
||||
|
||||
- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - TurboMCP SDK: Enterprise MCP SDK in Rust
|
||||
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
|
||||
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript
|
||||
- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) 📇 [](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in validation, and zero-config setup.
|
||||
- [MervinPraison/praisonai-mcp](https://github.com/MervinPraison/praisonai-mcp) 🐍 - AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a multi-agent system with MCP.
|
||||
|
||||
## Tips and Tricks
|
||||
@@ -1719,3 +1841,4 @@ Now Claude can answer questions about writing MCP servers and how they work
|
||||
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
|
||||
</picture>
|
||||
</a>
|
||||
|
||||
|
||||
Reference in New Issue
Block a user