{"data":{"slug":"punkpeye-awesome-mcp-servers","name":"awesome-mcp-servers","tagline":"A collection of MCP servers","github_url":"https://github.com/punkpeye/awesome-mcp-servers","owner":"punkpeye","repo":"awesome-mcp-servers","owner_avatar_url":"https://avatars.githubusercontent.com/u/108313943?v=4","primary_language":null,"stars":95296,"forks":16370,"topics":["ai","mcp"],"archived":false,"github_pushed_at":"2026-09-15T23:17:39+00:00","maintenance_label":"Very active","stars_delta_30d":4694,"url":"https://www.graphcanon.com/tools/punkpeye-awesome-mcp-servers","markdown_url":"https://www.graphcanon.com/tools/punkpeye-awesome-mcp-servers.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/punkpeye-awesome-mcp-servers","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=punkpeye-awesome-mcp-servers","description":"A collection of MCP servers.","homepage_url":"https://glama.ai/mcp/servers","license":"MIT","open_issues":2326,"watchers":52,"ai_summary":"Contains resources related to MCP servers with an emphasis on AI.","readme_excerpt":"> [!IMPORTANT]\n> [ray.run](https://ray.run/) – from idea to a production-grade MCP server in under a minute! 🦜\n\n<sup><a href=\"https://glama.ai/advertise\">Ad</a></sup>\n\nA curated list of awesome Model Context Protocol (MCP) servers.\n\n* [What is MCP?](#what-is-mcp)\n* [Clients](#clients)\n* [Remote Servers](#remote-servers)\n* [Tutorials](#tutorials)\n* [Community](#community)\n* [Legend](#legend)\n* [Server Implementations](#server-implementations) \n* [Frameworks](#frameworks)\n* [Tips & Tricks](#tips-and-tricks)\n\n## What is MCP?\n\n[MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.\n\n## Clients\n\nCheckout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).\n\n## Remote Servers\n\nThis list is for servers with a GitHub repo you install and run yourself. Looking for a hosted server you just connect to over a URL? See [awesome-remote-mcp-servers](https://github.com/punkpeye/awesome-remote-mcp-servers).\n\n## Tutorials\n\n* [Tool Definition Quality Score (TDQS)](https://github.com/glama-ai/tool-definition-quality-score)\n* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)\n* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)\n\n## Community\n\n* [r/mcp Reddit](https://www.reddit.com/r/mcp)\n* [Discord Server](https://glama.ai/mcp/discord)\n\n## Legend\n\n* 🎖️ – official implementation\n* programming language\n  * 🐍 – Python codebase\n  * 📇 – TypeScript (or JavaScript) codebase\n  * 🏎️ – Go codebase\n  * 🦀 – Rust codebase\n  * #️⃣ - C# Codebase\n  * ☕ - Java codebase\n  * 🌊 – C/C++ codebase\n  * 💎 - Ruby codebase\n\n* scope\n  * ☁️ - Cloud Service\n  * 🏠 - Local Service\n  * 📟 - Embedded Systems\n* operating system\n  * 🍎 – For macOS\n  * 🪟 – For Windows\n  * 🐧 - For Linux\n\n> [!NOTE]\n> Confused about Local 🏠 vs Cloud ☁️?\n> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.\n> * Use cloud when MCP server is talking to remote APIs, e.g. weather API.\n\n## Server Implementations\n\n> [!NOTE]\n> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.\n\n* 🔗 - [Aggregators](#aggregators)\n* 🤝 - [Agreements & Coordination](#agreements--coordination)\n* 🎨 - [Art & Culture](#art-and-culture)\n* 📐 - [Architecture & Design](#architecture-and-design)\n* 📂 - [Browser Automation](#browser-automation)\n* 🧬 - [Biology Medicine and Bioinformatics](#bio)\n* ☁️ - [Cloud Platforms](#cloud-platforms)\n* 👨‍💻 - [Code Execution](#code-execution)\n* 🤖 - [Coding Agents](#coding-agents)\n* 🖥️ - [Command Line](#command-line)\n* 💬 - [Communication](#communication)\n* 🗣️ - [Conversational AI](#conversational-ai)\n* 🔑 - [Cryptography](#cryptography)\n* 👤 - [Customer Data Platforms](#customer-data-platforms)\n* 🗄️ - [Databases](#databases)\n* 📊 - [Data Platforms](#data-platforms)\n* 🚚 - [Delivery](#delivery)\n* 🛠️ - [Developer Tools](#developer-tools)\n* 🧮 - [Data Science Tools](#data-science-tools)\n* 📊 - [Data Visualization](#data-visualization)\n* 📟 - [Embedded system](#embedded-system)\n* 🎓 - [Education](#education)\n* 🛒 - [E-Commerce](#e-commerce)\n* 🌳 - [Environment & Nature](#environment-and-nature)\n* 📂 - [File Systems](#file-systems)\n* 💰 - [Finance & Fintech](#finance--fintech)\n* 🎮 - [Gaming](#gaming)\n* 🏠 - [Home Automation](#home-automation)\n* 🪪 - [Identity](#identity)\n* 🏭 - [Industrial & IoT](#industrial--iot)\n* 🧠 - [Knowledge & Memory](#knowledge--memory)\n* ⚖️ - [Legal](#legal)\n* 🗺️ - [Location Services](#location-services)\n* 🎯 - [Marketing](#marketing)\n* 📊 - [Monitoring](#monitoring)\n* 🎥 - [Multim","github_created_at":"2024-11-30T04:49:10+00:00","created_at":"2026-07-11T11:47:02.598734+00:00","updated_at":"2026-09-20T06:37:05.033405+00:00","categories":[{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"}],"tags":[{"slug":"ai","name":"ai"},{"slug":"mcp","name":"mcp"},{"slug":"server-resources","name":"server-resources"}],"trust":{"provenance":{"is_fork":false,"github_id":896335270,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T03:47:08.189Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":4,"last_release_at":null,"stars_delta_30d":4694,"open_issues_delta_30d":-231},"security_summary":{"status":"no_manifest","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:47:03.765Z","medium_count":0,"scan_profile":"mcp_manifest","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T03:47:09.179Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-09-20T03:47:09.179Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["If your project requires detailed resources and tools around MCP server capabilities for AI projects, awesome-mcp-servers is well-suited as it focuses solely on this niche area of technology."],"when_not_to_use":["Avoid using awesome-mcp-servers if your project does not involve utilizing or exploring the specific functionalities of MCP servers in relation to AI applications."],"source":"enrich:decision_facts","observed_at":"2026-07-15T10:14:45.837Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"awesome-mcp-servers is a collection focused specifically on MCP servers with an emphasis on AI integration."}]}}