# Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) [![English](https://img.shields.io/badge/English-Click-yellow)](README.md) [![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md) [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md) [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord) [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/) A curated list of awesome Model Context Protocol (MCP) servers. * [What is MCP?](#what-is-mcp) * [Tutorials](#tutorials) * [Server Implementations](#server-implementations) * [Frameworks](#frameworks) * [Tips & Tricks](#tips-and-tricks) ## What is MCP? [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. ## Tutorials * [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) * [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) ## Community * [r/mcp Reddit](https://www.reddit.com/r/mcp) * [Discord Server](https://glama.ai/mcp/discord) ## Legend * 🎖️ – official implementation * programming language * 🐍 – Python codebase * 📇 – TypeScript codebase * 🏎️ – Go codebase * 🦀 – Rust codebase * #️⃣ - C# Codebase * scope * ☁️ - Cloud Service * 🏠 - Local Service * operating system * 🍎 – For macOS * 🪟 – For Windows > [!NOTE] > Confused about Local 🏠 vs Cloud ☁️? > * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser. > * Use network when MCP server is talking to remote APIs, e.g. weather API. ## Server Implementations > [!NOTE] > We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository. * 📂 - [Browser Automation](#browser-automation) * 🎨 - [Art & Culture](#art-and-culture) * ☁️ - [Cloud Platforms](#cloud-platforms) * 🖥️ - [Command Line](#command-line) * 💬 - [Communication](#communication) * 👤 - [Customer Data Platforms](#customer-data-platforms) * 🗄️ - [Databases](#databases) * 🛠️ - [Developer Tools](#developer-tools) * 📂 - [File Systems](#file-systems) * 💰 - [Finance & Fintech](#finance--fintech) * 🧠 - [Knowledge & Memory](#knowledge--memory) * 🗺️ - [Location Services](#location-services) * 📊 - [Monitoring](#monitoring) * 🔎 - [Search](#search) * 🔒 - [Security](#security) * 🚆 - [Travel & Transportation](#travel-and-transportation) * 🔄 - [Version Control](#version-control) * 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations) ### 📂 Browser Automation Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats. - [@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 - [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - An MCP server using Playwright for browser automation and webscrapping - [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐 🖱️ - An MCP server for browser automation using Playwright - [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction - [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis - [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts - [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. - [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required. ### 🎨 Art & Culture Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content. [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections ### ☁️ Cloud Platforms Cloud platform service integration. Enables management and interaction with cloud infrastructure and services. - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1 - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP - [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services. ### 🖥️ Command Line Run commands, capture output and otherwise interact with shells and command line tools. - [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools. - [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies - [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP) ### 💬 Communication Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools. - [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 - [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Integration with gmail and Google Calendar. - [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline ### 👤 Customer Data Platforms Provides access to customer profiles inside of customer data platforms - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server. - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol. - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client. ### 🗄️ Databases Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities - [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities - [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases. - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities. - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation. - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities ### 💻 Developer Tools Tools and integrations that enhance the development workflow and environment management. - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3) - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators - [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers - [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code. - [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/) - [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. - [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally. ### 🧮 Data Science Tools Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows. - [@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. ### 📂 File Systems Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. - [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access. - [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files - [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access. - [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard ### 💰 Finance & Fintech Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics. - [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 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information ### 🧠 Knowledge & Memory Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions. - [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation - [/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 - [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud ### 🗺️ Location Services Geographic and location-based services integration. Enables access to mapping data, directions, and place information. - [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing ### 📊 Monitoring Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. - [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring - [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring - [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro ### 🔎 Search - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API - [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration - [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way. - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key) - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Search Google and do deep web research on any topic - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed. - [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more. - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/). - [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai) ### 🔒 Security - [dnstwist MCP Server](https://github.com/BurtTheCoder/mcp-dnstwist) 📇🪟☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage. - [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) 📇🪟☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs. - [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) 📇🪟☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more. - [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) 📇🪟☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports. ### 🚆 Travel & Transportation Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data. - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates ### 🔄 Version Control Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs. - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API integration for repository management, PRs, issues, and more - [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM ### 🛠️ Other Tools and Integrations - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI's smartest models - [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol - [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Interacting with Phabricator API - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API - [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). - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac) - [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data - [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only) - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Natural language search and content access for Confluence workspaces - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - An MCP server that installs other MCP servers for you. - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API. - [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server - [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) - [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads. - [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App. - [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer. - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc). - [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control. - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS - [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats - [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - An MCP server for querying wolfram alpha API. - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use Amazon Nova Canvas model for image generation. - [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Tools to the query and execute of Dify workflows - [@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). - [@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. ## Frameworks - [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 - [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - Golang library to write MCP Servers declaratively with functional testing included - [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – Provides integration between [Genkit](https://github.com/firebase/genkit/tree/main) and the Model Context Protocol (MCP). - [LiteMCP](https://github.com/wong2/litemcp) 📇 - A high-level framework for building MCP servers in JavaScript/TypeScript - [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - Golang SDK for building MCP Servers and Clients. - [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) 📇 - Fast and elegant TypeScript framework for building MCP servers - [mcp-proxy](https://github.com/punkpeye/mcp-proxy) - 📇 A TypeScript SSE proxy for MCP servers that use `stdio` transport. - [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - MCP CLI server template for Rust - [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - Golang framework for building MCP Servers, focussed on type safety - [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows. - [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣ 🏠 - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility ⚡ 🔌 ## Clients - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client - [3choff/MCP-Chatbot](https://github.com/3choff/mcp-chatbot) A simple yet powerful ⭐ CLI chatbot that integrates tool servers with any OpenAI-compatible LLM API. - [zed-industries/zed](https://github.com/zed-industries/zed) multiplayer code editor from the creators of atom - [firebase/genkit](https://github.com/firebase/genkit) agent and data transformation framework - [continuedev/continue](https://github.com/continuedev/continue) vscode auto complete and chat tool (full feature support) - [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) dockerized mcp client with Anthropic, OpenAI and Langchain. - [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) An MCP stdio to HTTP SSE transport gateway with example server and MCP client. - [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) A gateway demo for MCP SSE Server. - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 An MCP stdio to SSE transport gateawy. - [mark3labs/mcphost](https://github.com/mark3labs/mcphost) A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP). - [adhikasp/mcp-client-cli](https://github.com/adhikasp/mcp-client-cli/) CLI client that support Anthorpic, OpenAI, Groq, and ollama model via langchain - [daodao97/chatmcp](https://github.com/daodao97/chatmcp) A GUI chat repl for interacting with MCP servers. - [cline/cline](https://github.com/cline/cline) A vs code extension that implements a fully agentic software development environment. - [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) general purpose automated assistant/agent framework - [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 Use MCP provided tools in LangChain.js - [Python CLI for AI Chat API](https://github.com/amidabuddha/console-chat-gpt) 🐍 ☁️ Console chat with **all** major LLM provider: ChatGPT, MistralAI, Claude by Anthropic, Grok by xAI, Gemini by Google and DeepSeek. ⭐Now with MCP support!⭐ - [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests. ## Tips and Tricks ### Official prompt to inform LLMs how to use MCP Want to ask Claude about Model Context Protocol? Create a Project, then add this file to it: https://modelcontextprotocol.io/llms-full.txt Now Claude can answer questions about writing MCP servers and how they work - https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/ ## Star History