├── LICENSE ├── CONTRIBUTING.md ├── README-ja.md ├── README-zh.md └── README.md /LICENSE: -------------------------------------------------------------------------------- 1 | The MIT License (MIT) 2 | ===================== 3 | 4 | Copyright © 2024 Frank Fiegel (frank@glama.ai) 5 | 6 | Permission is hereby granted, free of charge, to any person 7 | obtaining a copy of this software and associated documentation 8 | files (the “Software”), to deal in the Software without 9 | restriction, including without limitation the rights to use, 10 | copy, modify, merge, publish, distribute, sublicense, and/or sell 11 | copies of the Software, and to permit persons to whom the 12 | Software is furnished to do so, subject to the following 13 | conditions: 14 | 15 | The above copyright notice and this permission notice shall be 16 | included in all copies or substantial portions of the Software. 17 | 18 | THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, 19 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES 20 | OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND 21 | NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT 22 | HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, 23 | WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING 24 | FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR 25 | OTHER DEALINGS IN THE SOFTWARE. 26 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contributing to Awesome MCP Servers 2 | 3 | Contributions are welcome and encouraged! Whether you're fixing a typo, adding a new server, or suggesting improvements, your help is appreciated. 4 | 5 | ## How to Contribute 6 | 7 | 1. **Fork the repository:** Click the "Fork" button in the top right corner of the GitHub page. 8 | 9 | 2. **Create a new branch:** Create a new branch for your changes. This keeps your changes separate from the main project until they're ready to be merged. A good branch name describes the changes you're making, e.g., `add-new-server` or `fix-typo`. 10 | 11 | ```bash 12 | git checkout -b add-new-server 13 | ``` 14 | 15 | 3. **Make your changes:** Edit the `README.md` file with your additions or corrections. Please follow the existing format and style. When adding a new server, make sure to include: 16 | 17 | * The server name, linked to its repository. 18 | * A brief description of the server's functionality. 19 | * Categorize the server appropriately under the relevant section. If a new category is needed, please create one and maintain alphabetical order. 20 | 21 | 4. **Commit your changes:** Commit your changes with a clear and concise message explaining what you've done. 22 | 23 | ```bash 24 | git commit -m "Add new XYZ server" 25 | ``` 26 | 27 | 5. **Push your branch:** Push your branch to your forked repository. 28 | 29 | ```bash 30 | git push origin add-new-server 31 | ``` 32 | 33 | 6. **Create a pull request:** Go to the original repository and click the "New pull request" button. Select your forked repository and branch. Provide a clear title and description of your changes in the pull request. 34 | 35 | 7. **Review and merge:** Your pull request will be reviewed by the maintainers. They may suggest changes or ask for clarification. Once the review is complete, your changes will be merged into the main project. 36 | 37 | 38 | ## Guidelines 39 | 40 | * **Keep it consistent:** Follow the existing format and style of the `README.md` file. This includes formatting, capitalization, and punctuation. 41 | * **Alphabetical order:** Maintain alphabetical order within each category of servers. This makes it easier to find specific servers. 42 | * **Accurate information:** Ensure that all information is accurate and up-to-date. Double-check links and descriptions before submitting your changes. 43 | * **One server per line:** List each server on a separate line for better readability. 44 | * **Clear descriptions:** Write concise and informative descriptions for each server. Explain what the server does and what its key features are. 45 | 46 | Thank you for contributing! 47 | -------------------------------------------------------------------------------- /README-ja.md: -------------------------------------------------------------------------------- 1 | # 素晴らしいMCPサーバー [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) 2 | 3 | [![English](https://img.shields.io/badge/English-Click-yellow)](README.md) 4 | [![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md) 5 | [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md) 6 | [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord) 7 | [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/) 8 | 9 | 素晴らしいモデルコンテキストプロトコル（MCP）サーバーの厳選リスト。 10 | 11 | * [MCPとは何ですか？](#what-is-mcp) 12 | * [チュートリアル](#tutorials) 13 | * [サーバー実装](#server-implementations) 14 | * [フレームワーク](#frameworks) 15 | * [ヒントとコツ](#tips-and-tricks) 16 | 17 | ## MCPとは何ですか？ 18 | 19 | [MCP](https://modelcontextprotocol.io/) は、標準化されたサーバー実装を通じて、AIモデルがローカルおよびリモートリソースと安全に対話できるようにするオープンプロトコルです。このリストは、ファイルアクセス、データベース接続、API統合、その他のコンテキストサービスを通じてAIの機能を拡張する、実運用および実験的なMCPサーバーに焦点を当てています。 20 | 21 | ## チュートリアル 22 | 23 | * [モデルコンテキストプロトコル (MCP) クイックスタート](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) 24 | * [SQLiteデータベースを使用するためのClaudeデスクトップアプリのセットアップ](https://youtu.be/wxCCzo9dGj0) 25 | 26 | ## コミュニティ 27 | 28 | * [r/mcp Reddit](https://www.reddit.com/r/mcp) 29 | * [Discordサーバー](https://glama.ai/mcp/discord) 30 | 31 | ## 伝説 32 | 33 | * 🎖️ – 公式実装 34 | * 🐍 – Pythonコードベース 35 | * 📇 – TypeScriptコードベース 36 | * 🏎️ – Goコードベース 37 | * ☁️ - クラウドサービス 38 | * 🏠 - ローカルサービス 39 | 40 | ## サーバー実装 41 | 42 | * 📂 - [ブラウザ自動化](#browser-automation) 43 | * ☁️ - [クラウドプラットフォーム](#cloud-platforms) 44 | * 💬 - [コミュニケーション](#communication) 45 | * 👤 - [顧客データプラットフォーム](#customer-data-platforms) 46 | * 🗄️ - [データベース](#databases) 47 | * 🛠️ - [開発者ツール](#developer-tools) 48 | * 📂 - [ファイルシステム](#file-systems) 49 | * 🧠 - [知識と記憶](#knowledge--memory) 50 | * 🗺️ - [位置情報サービス](#location-services) 51 | * 📊 - [監視](#monitoring) 52 | * 🔎 - [検索](#search) 53 | * 🔄 - [旅行と交通](#travel-and-transportation) 54 | * 🔄 - [バージョン管理](#version-control) 55 | * 🛠️ - [その他のツールと統合](#other-tools-and-integrations) 56 | 57 | ### 📂 ブラウザ自動化 58 | 59 | Webコンテンツのアクセスと自動化機能。AIに優しい形式でWebコンテンツを検索、スクレイピング、処理することができます。 60 | 61 | - [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - Playwrightを使用したブラウザ自動化とWebスクレイピングのためのMCPサーバー 62 | - [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - Playwrightを使用したブラウザ自動化のためのMCPサーバー 63 | - [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化 64 | - [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI分析のためのYouTube字幕とトランスクリプトの取得 65 | 66 | ### ☁️ クラウドプラットフォーム 67 | 68 | クラウドプラットフォームサービスの統合。クラウドインフラストラクチャとサービスの管理と対話を可能にします。 69 | 70 | - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers、KV、R2、D1を含むCloudflareサービスとの統合 71 | - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ MCPを通じたKubernetesクラスター操作 72 | 73 | ### 💬 コミュニケーション 74 | 75 | メッセージ管理とチャネル操作のためのコミュニケーションプラットフォームとの統合。AIモデルがチームコミュニケーションツールと対話できるようにします。 76 | 77 | - [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - チャネル管理とメッセージングのためのSlackワークスペース統合 78 | - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - クエリとインタラクションのためのBlueskyインスタンス統合 79 | - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - GmailとGoogleカレンダーとの統合。 80 | 81 | ### 👤 顧客データプラットフォーム 82 | 83 | 顧客データプラットフォーム内の顧客プロファイルへのアクセスを提供します。 84 | 85 | - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Apache Unomi CDPサーバー上のプロファイルにアクセスし、更新するためのMCPサーバー。 86 | 87 | ### 🗄️ データベース 88 | 89 | スキーマ検査機能を備えた安全なデータベースアクセス。読み取り専用アクセスを含む構成可能なセキュリティ制御を使用してデータをクエリおよび分析することができます。 90 | 91 | - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - スキーマ検査、読み取り/書き込み機能を備えた Airtable データベース統合 92 | - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - スキーマ検査とクエリ機能を備えたBigQueryデータベース統合 93 | - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery統合のためのサーバー実装で、直接的なBigQueryデータベースアクセスとクエリ機能を提供 94 | - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 構成可能なアクセス制御、スキーマ検査、包括的なセキュリティガイドラインを備えたMySQLデータベース統合 95 | - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合 96 | - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 組み込みの分析機能を備えたSQLiteデータベース操作 97 | - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabaseでプロジェクトと組織を管理および作成するためのSupabase MCPサーバー 98 | - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - スキーマ検査とクエリ機能を備えたDuckDBデータベース統合 99 | - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLMがデータベースと直接対話できるようにするMongoDB統合。 100 | - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - クエリとAPI機能を備えたTinybird統合 101 | - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDBのためのモデルコンテキストプロトコルサーバー 102 | - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - コレクションとインデックスの紹介、ベクトルストアと検索機能を備えたVikingDB統合。 103 | 104 | ### 💻 開発者ツール 105 | 106 | 開発ワークフローと環境管理を強化するツールと統合。 107 | 108 | - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCPを通じたDockerコンテナの管理と操作 109 | - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Open API spec (v3) を使用して任意のHTTP/REST APIサーバーに接続 110 | - [@joshuarileydev/terminal-mcp-server](https://www.npmjs.com/package/@joshuarileydev/terminal-mcp-server) 📇 🏠 - 任意のシェルターミナルコマンドを実行するためのMCPサーバー 111 | - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) - ラインエディタ 行単位の取得と編集ができるので、特に大きなファイルの一部書き換えを効率的に行う 112 | 113 | ### 📂 ファイルシステム 114 | 115 | 構成可能な権限を備えたローカルファイルシステムへの直接アクセスを提供します。指定されたディレクトリ内のファイルを読み取り、書き込み、管理することができます。 116 | 117 | - [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - ローカルファイルシステムへの直接アクセス。 118 | - [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - ファイルのリスト、読み取り、検索のためのGoogle Drive統合 119 | - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - ローカルファイルシステムアクセスのためのGolang実装。 120 | 121 | ### 🧠 知識と記憶 122 | 123 | 知識グラフ構造を使用した永続的なメモリストレージ。セッション間で構造化情報を維持およびクエリすることができます。 124 | 125 | - [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - コンテキストを維持するための知識グラフベースの長期記憶システム 126 | - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AIロールプレイとストーリー生成に焦点を当てた強化されたグラフベースのメモリ 127 | 128 | ### 🗺️ 位置情報サービス 129 | 130 | 地理および位置ベースのサービス統合。地図データ、方向、および場所情報へのアクセスを提供します。 131 | 132 | - [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - 位置情報サービス、ルート計画、および場所の詳細のためのGoogle Maps統合 133 | 134 | ### 📊 監視 135 | 136 | アプリケーション監視データへのアクセスと分析。エラーレポートとパフォーマンスメトリクスをレビューすることができます。 137 | 138 | - [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - エラートラッキングとパフォーマンス監視のためのSentry.io統合 139 | - [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - クラッシュレポートとリアルユーザーモニタリングのためのRaygun API V3統合 140 | 141 | ### 🔎 検索 142 | 143 | - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Braveの検索APIを使用したWeb検索機能 144 | - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索 145 | - [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI消費のための効率的なWebコンテンツの取得と処理 146 | - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi検索API統合 147 | - [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) 📇 ☁️ - Exa AI検索API 148 | - [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – モデルコンテキストプロトコル（MCP）サーバーは、ClaudeなどのAIアシスタントがExa AI検索APIを使用してWeb検索を行うことを可能にします。この設定により、AIモデルは安全かつ制御された方法でリアルタイムのWeb情報を取得できます。 149 | - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - search1apiを介した検索（有料APIキーが必要） 150 | - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI検索API 151 | - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ArXiv研究論文を検索 152 | - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Googleを検索し、任意のトピックに関する深いWebリサーチを行う 153 | - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCPを使用してLLMがArXivの論文を検索および読む 154 | - [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Apify の RAG Web Browser Actor 用の MCP サーバーで、ウェブ検索を実行し、URL をスクレイピングし、Markdown 形式でコンテンツを返します。 155 | 156 | ### 🚆 旅行と交通 157 | 158 | 旅行および交通情報へのアクセス。スケジュール、ルート、およびリアルタイムの旅行データをクエリすることができます。 159 | 160 | - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - オランダ鉄道（NS）の旅行情報、スケジュール、およびリアルタイムの更新にアクセス 161 | 162 | ### 🔄 バージョン管理 163 | 164 | Gitリポジトリおよびバージョン管理プラットフォームとの対話。標準化されたAPIを通じて、リポジトリ管理、コード分析、プルリクエスト処理、問題追跡、およびその他のバージョン管理操作を実行できます。 165 | 166 | - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - リポジトリ管理、PR、問題などのためのGitHub API統合 167 | - [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - プロジェクト管理およびCI/CD操作のためのGitLabプラットフォーム統合 168 | - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - ローカルリポジトリの読み取り、検索、および分析を含む直接的なGitリポジトリ操作 169 | 170 | ### 🛠️ その他のツールと統合 171 | 172 | - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - OpenAIの最も賢いモデルとチャット 173 | - [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Goドキュメントサーバーで、AIアシスタントがパッケージドキュメントとタイプにスマートにアクセスできるようにします。 174 | - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - MCPプロトコルを使用してClaudeから直接OpenAIモデルにクエリを送信 175 | - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCPプロトコルのすべての機能を実行するMCPサーバー 176 | - [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Phabricator APIとの対話 177 | - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - REST APIを介してObsidianと対話 178 | - [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - これは、Claude Desktop（または任意のMCPクライアント）がMarkdownノートを含むディレクトリ（Obsidianボールトなど）を読み取り、検索できるようにするコネクタです。 179 | - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - YouTube字幕の取得 180 | - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - NotionのAPIと統合して個人のToDoリストを管理 181 | - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自律的なシェル実行、コンピュータ制御、およびコーディングエージェント。（Mac） 182 | - [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - AIが.gedファイルと遺伝データを読み取ることができるようにします。 183 | - [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - AIがローカルのApple Notesデータベースから読み取ることができるようにします（macOSのみ） 184 | - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - 暗号通貨のリストと見積もりを取得するためのCoinmarket API統合 185 | - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Notion APIとの対話 186 | - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - MCPプロトコルを使用してOpenAI、MistralAI、Anthropic、xAI、またはGoogle AIにリクエストを送信するためのツールまたは事前定義されたプロンプト。ベンダーAPIキーが必要 187 | - [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - コマンドを実行し、その出力を含める。ツールとプロンプト。 188 | - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - MIROホワイトボードにアクセスし、アイテムを一括作成および読み取り。REST APIのOAUTHキーが必要。 189 | - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Confluenceワークスペースの自然言語検索とコンテンツアクセス 190 | - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Perplexity、Groq、xAIなどの他のOpenAI SDK互換のチャット完了APIとチャット 191 | - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 他のMCPサーバーをインストールするMCPサーバー。 192 | - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Perplexity APIとの対話。 193 | - [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia記事検索API 194 | - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - クライアントマシンのローカル時間またはNTPサーバーからの現在のUTC時間を確認するためのMCPサーバー 195 | - [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCPを使用してOpenAIアシスタントと対話（Claudeは任意のGPTモデルをアシスタントとして使用できます） 196 | - [@joshuarileydev/simulator-mcp-server](https://www.npmjs.com/package/@joshuarileydev/simulator-mcp-server) - 📇 🏠 iOSシミュレータを制御し、シミュレータを起動し、アプリをインストール/起動するためのMCPサーバー。 197 | - [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) シェルからホワイトリストにあるコマンドを実行して結果を返すMCPサーバ 198 | 199 | ## フレームワーク 200 | 201 | - [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – [Genkit](https://github.com/firebase/genkit/tree/main) とモデルコンテキストプロトコル（MCP）との統合を提供します。 202 | - [@modelcontextprotocol/server-langchain](https://github.com/rectalogic/langchain-mcp) 🐍 - LangChainでのMCPツール呼び出しサポートを提供し、LangChainワークフローにMCPツールを統合できるようにします。 203 | - [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - MCPサーバーとクライアントを構築するためのGolang SDK。 204 | - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - PythonでMCPサーバーを構築するための高レベルフレームワーク 205 | - [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - RustのためのMCP CLIサーバーテンプレート 206 | - [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - 機能テストを含む宣言的にMCPサーバーを記述するためのGolangライブラリ 207 | 208 | ## クライアント 209 | 210 | - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 既存のOpenAI互換クライアントでMCPを使用するためのOpenAIミドルウェアプロキシ 211 | - [3choff/MCP-Chatbot](https://github.com/3choff/mcp-chatbot) シンプルでありながら強力な⭐CLIチャットボットで、ツールサーバーを任意のOpenAI互換のLLM APIと統合します。 212 | - [zed-industries/zed](https://github.com/zed-industries/zed) Atomの作成者によるマルチプレイヤーコードエディタ 213 | - [firebase/genkit](https://github.com/firebase/genkit) エージェントおよびデータ変換フレームワーク 214 | - [continuedev/continue](https://github.com/continuedev/continue) VSCodeの自動補完およびチャットツール（フル機能サポート） 215 | 216 | ## ヒントとコツ 217 | 218 | ### LLMがMCPを使用する方法を通知するための公式プロンプト 219 | 220 | モデルコンテキストプロトコルについてClaudeに質問したいですか？ 221 | 222 | プロジェクトを作成し、このファイルを追加します： 223 | 224 | https://modelcontextprotocol.io/llms-full.txt 225 | 226 | これで、ClaudeはMCPサーバーの作成方法やその動作について質問に答えることができます。 227 | 228 | - https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/ 229 | 230 | ## スター履歴 231 | 232 | 233 | 234 | 235 | 236 | Star History Chart 237 | 238 | 239 | -------------------------------------------------------------------------------- /README-zh.md: -------------------------------------------------------------------------------- 1 | 2 | # 精选的 MCP 服务器 [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) 3 | 4 | [![English](https://img.shields.io/badge/English-Click-yellow)](README.md) 5 | [![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md) 6 | [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md) 7 | [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord) 8 | [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/) 9 | 10 | 精选的优秀模型上下文协议 (MCP) 服务器列表。 11 | 12 | * [什么是MCP？](#what-is-mcp) 13 | * [教程](#tutorials) 14 | * [Server 实现](#server-implementations) 15 | * [框架](#frameworks) 16 | * [提示和技巧](#tips-and-tricks) 17 | 18 | ## 什么是MCP？ 19 | 20 | [MCP](https://modelcontextprotocol.io/) 是一种开放协议，通过标准化的服务器实现，使 AI 模型能够安全地与本地和远程资源进行交互。此列表重点关注可用于生产和实验性的 MCP 服务器，这些服务器通过文件访问、数据库连接、API 集成和其他上下文服务来扩展 AI 功能。 21 | 22 | ## 教程 23 | 24 | * [Model Context Protocol (MCP) 快速开始](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) 25 | * [设置 Claude 桌面应用程序以使用 SQLite 数据库](https://youtu.be/wxCCzo9dGj0) 26 | 27 | ## 社区 28 | 29 | * [r/mcp Reddit](https://www.reddit.com/r/mcp) 30 | * [Discord 服务](https://glama.ai/mcp/discord) 31 | 32 | ## 说明 33 | 34 | * 🎖️ – 正式实施 35 | * 🐍 – Python 代码库 36 | * 📇 – TypeScript 代码库 37 | * 🏎️ – Go 代码库 38 | * ☁️ - 云服务 39 | * 🏠 - 本地服务 40 | * 🍎 – For macOS 41 | * 🪟 – For Windows 42 | 43 | ## 服务器实现 44 | 45 | > [!NOTE] 46 | > 我们现在有一个与存储库同步的[基于 Web 的目录](https://glama.ai/mcp/servers)。 47 | 48 | * 📂 - [浏览器自动化](#browser-automation) 49 | * ☁️ - [云平台](#cloud-platforms) 50 | * 🖥️ - [命令行](#command-line) 51 | * 💬 - [社交](#communication) 52 | * 👤 - [数据平台](#customer-data-platforms) 53 | * 🗄️ - [数据库](#databases) 54 | * 🛠️ - [开发者工具](#developer-tools) 55 | * 📂 - [文件系统](#file-systems) 56 | * 💰 - [Finance & Fintech](#finance--fintech) 57 | * 🧠 - [知识与记忆](#knowledge--memory) 58 | * 🗺️ - [位置服务](#location-services) 59 | * 📊 - [监测](#monitoring) 60 | * 🔎 - [搜索](#search) 61 | * 🔒 - [安全](#security) 62 | * 🚆 - [旅行与交通](#travel-and-transportation) 63 | * 🔄 - [版本控制](#version-control) 64 | * 🛠️ - [其他工具和集成](#other-tools-and-integrations) 65 | 66 | ### 📂 浏览器自动化 67 | 68 | Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和处理 Web 内容。 69 | 70 | - [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 使用 Playwright 进行浏览器自动化和网页抓取的 MCP 服务器 71 | - [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - 使用 Playwright 实现浏览器自动化的 MCP 服务器 72 | - [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 用于网页抓取和交互的浏览器自动化 73 | - [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - 获取 YouTube 字幕和文字记录以供 AI 分析 74 | - [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - MCP 服务器与 Apple Shortcuts 的集成 75 | 76 | ### ☁️ 云平台 77 | 78 | 云平台服务集成。实现与云基础设施和服务的管理和交互。 79 | 80 | - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成，包括 Workers、KV、R2 和 D1 81 | - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通过 MCP 操作 Kubernetes 集群 82 | - [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 使用 Typescript 实现 Kubernetes 集群中针对 pod、部署、服务的操作。 83 | 84 | ### 🖥️ Command Line 85 | 86 | 运行命令、捕获输出以及以其他方式与 shell 和命令行工具交互。 87 | 88 | - [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - 使用“run_command”和“run_script”工具运行任何命令。 89 | - [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - 具有安全执行和可定制安全策略的命令行界面 90 | - [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) 实现模型上下文协议 (MCP) 的安全 shell 命令执行服务器 91 | 92 | ### 💬 社交 93 | 94 | 与通讯平台集成，实现消息管理和渠道运营。使AI模型能够与团队沟通工具进行交互。 95 | 96 | - [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - MCP 服务器通过模型上下文协议 (MCP) 提供对 iMessage 数据库的安全访问，使 LLM 能够通过适当的电话号码验证和附件处理来查询和分析 iMessage 对话 97 | - [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - 用于频道管理和消息传递的 Slack 工作区集成 98 | - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky 实例集成，用于查询和交互 99 | - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - 与 Gmail 和 Google 日历集成。 100 | 101 | ### 👤 数据平台 102 | 103 | 提供对客户数据平台内客户资料的访问 104 | 105 | - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - MCP 服务器用于访问和更新 Apache Unomi CDP 服务器上的配置文件。 106 | - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍☁️ - 使用模型上下文协议将任何开放数据连接到任何 LLM。 107 | - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍☁️ - MCP 服务器可从任何 MCP 客户端与 Tinybird Workspace 进行交互。 108 | 109 | ### 🗄️ 数据库 110 | 111 | 具有模式检查功能的安全数据库访问。支持使用可配置的安全控制（包括只读访问）查询和分析数据。 112 | 113 | - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable 数据库集成，具有架构检查、读写功能 114 | - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery 数据库集成了架构检查和查询功能 115 | - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery 集成的服务器实现，可实现直接 BigQuery 数据库访问和查询功能 116 | - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 数据库集成可配置的访问控制、模式检查和全面的安全指南 117 | - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 基于 Node.js 的 MySQL 数据库集成，提供安全的 MySQL 数据库操作 118 | - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能 119 | - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作 120 | - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 服务器用于管理和创建 Supabase 中的项目和组织 121 | - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能 122 | - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能够直接与数据库交互。 123 | - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查询和 API 功能 124 | - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文协议服务器 125 | - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB 数据库集成了collection和index的基本信息介绍，并提供向量存储和查询的功能. 126 | - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j 的模型上下文协议 127 | - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一个 MCP 服务器，通过模型上下文协议 （MCP） 提供对 SQLite 数据库的安全只读访问。该服务器是使用 FastMCP 框架构建的，它使 LLM 能够探索和查询具有内置安全功能和查询验证的 SQLite 数据库。 128 | - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 与矢量搜索功能的集成 129 | 130 | ### 💻 开发者工具 131 | 132 | 增强开发工作流程和环境管理的工具和集成。 133 | 134 | - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通过 MCP 进行 Docker 容器管理和操作 135 | - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - 使用开放 API 规范 (v3) 连接任何 HTTP/REST API 服务器 136 | - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - 连接到 JetBrains IDE 137 | - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件编辑器。针对 LLM 工具进行了优化，具有高效的部分文件访问功能，可最大限度地减少令牌使用量。 138 | - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用于控制 iOS 模拟器的 MCP 服务器 139 | - [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - 一个 MCP 服务器，用于与 iOS 开发者的 App Store Connect API 进行通信 140 | - [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📦 🏠 - MCP 服务器可帮助 LLM 在编写代码时建议最新的稳定软件包版本。 141 | 142 | ### 🧮 数据科学工具 143 | 144 | 旨在简化数据探索、分析和增强数据科学工作流程的集成和工具。 145 | 146 | - [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - 支持对基于 .csv 的数据集进行自主数据探索，以最小的成本提供智能见解。 147 | 148 | ### 📂 文件系统 149 | 150 | 提供对本地文件系统的直接访问，并具有可配置的权限。使 AI 模型能够读取、写入和管理指定目录中的文件。 151 | 152 | - [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 直接访问本地文件系统。 153 | - [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive 集成，用于列出、阅读和搜索文件 154 | - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - 用于本地文件系统访问的 Golang 实现。 155 | 156 | ### 💰 金融 & 金融科技 157 | 158 | 金融数据访问和加密货币市场信息。支持查询实时市场数据、加密货币价格和财务分析。 159 | 160 | - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - 使用 CoinCap 的公共 API 集成实时加密货币市场数据，无需 API 密钥即可访问加密货币价格和市场信息 161 | - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API 集成以获取加密货币列表和报价 162 | 163 | ### 🧠 知识与记忆 164 | 165 | 使用知识图谱结构的持久内存存储。使 AI 模型能够跨会话维护和查询结构化信息。 166 | 167 | - [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 基于知识图谱的长期记忆系统用于维护上下文 168 | - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - 增强基于图形的记忆，重点关注 AI 角色扮演和故事生成 169 | - [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - AI应用程序和Agent的内存管理器使用各种图存储和向量存储，并允许从 30 多个数据源提取数据 170 | - [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - MCP 服务器实现提供了通过矢量搜索检索和处理文档的工具，使 AI 助手能够利用相关文档上下文来增强其响应能力 171 | 172 | ### 🗺️ 位置服务 173 | 174 | 地理和基于位置的服务集成。支持访问地图数据、方向和位置信息。 175 | 176 | - [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google 地图集成，提供位置服务、路线规划和地点详细信息 177 | 178 | ### 📊 监测 179 | 180 | 访问和分析应用程序监控数据。使 AI 模型能够审查错误报告和性能指标。 181 | 182 | - [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io 集成用于错误跟踪和性能监控 183 | - [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 集成用于崩溃报告和真实用户监控 184 | - [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - 查询并与 Metoro 监控的 kubernetes 环境交互 185 | 186 | ### 🔎 搜索 187 | 188 | - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜索 API 实现网页搜索功能 189 | - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章 190 | - [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效获取和处理网页内容，供 AI 使用 191 | - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜索 API 集成 192 | - [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 模型上下文协议 (MCP) 服务器让 Claude 等 AI 助手可以使用 Exa AI Search API 进行网络搜索。此设置允许 AI 模型以安全且可控的方式获取实时网络信息。 193 | - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - 通过 search1api 搜索（需要付费 API 密钥） 194 | - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 搜索 API 195 | - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜索 ArXiv 研究论文 196 | - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - 在 Google 上搜索并对任何主题进行深度研究 197 | - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM 用于搜索和阅读 arXiv 上的论文) 198 | - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP 用于搜索和阅读 PubMed 中的医学/生命科学论文。 199 | - [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - 一个用于 Apify 的 RAG Web 浏览器 Actor 的 MCP 服务器，可以执行网页搜索、抓取 URL，并以 Markdown 格式返回内容。 200 | - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - 用于连接到 searXNG 实例的 MCP 服务器 201 | - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP 服务器，提供 Clojure 库的最新依赖信息 202 | 203 | ### 🔒 安全 204 | 205 | - [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) 📇 ☁️ - maigret 的 MCP 服务器，maigret 是一款强大的 OSINT 工具，可从各种公共来源收集用户帐户信息。此服务器提供用于在社交网络中搜索用户名和分析 URL 的工具。 206 | - [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) 📇 ☁️ - MCP 服务器用于查询 Shodan API 和 Shodan CVEDB。此服务器提供 IP 查找、设备搜索、DNS 查找、漏洞查询、CPE 查找等工具。 207 | - [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) 📇 ☁️ - 用于查询 VirusTotal API 的 MCP 服务器。此服务器提供用于扫描 URL、分析文件哈希和检索 IP 地址报告的工具。 208 | 209 | ### 🚆 旅行与交通 210 | 211 | 访问旅行和交通信息。可以查询时刻表、路线和实时旅行数据。 212 | 213 | - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - 了解荷兰铁路 (NS) 的旅行信息、时刻表和实时更新 214 | 215 | ### 🔄 版本控制 216 | 217 | 与 Git 存储库和版本控制平台交互。通过标准化 API 实现存储库管理、代码分析、拉取请求处理、问题跟踪和其他版本控制操作。 218 | 219 | - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等 220 | - [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用于项目管理和CI/CD操作 221 | - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 直接的Git仓库操作，包括读取、搜索和分析本地仓库 222 | - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 阅读和分析 GitHub 存储库 223 | 224 | ### 🛠️ 其他工具和集成 225 | 226 | - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - 更新、创建、删除 Contentful Space 中的内容、内容模型和资产 227 | - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - 与 OpenAI 最智能的模型聊天 228 | - [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - 高效的 Go 文档服务器，让 AI 助手可以智能访问包文档和类型，而无需阅读整个源文件 229 | - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - 直接从Claude查询OpenAI模型，使用MCP协议 230 | - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP服务器，涵盖MCP协议的所有功能 231 | - [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - 与Phabricator API交互 232 | - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - 通过REST API与Obsidian交互 233 | - [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 这是一个连接器，允许Claude Desktop（或任何MCP客户端）读取和搜索包含Markdown笔记的目录（如Obsidian库）。 234 | - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - 获取YouTube字幕 235 | - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 与Notion API集成，管理个人待办事项列表 236 | - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自动化shell执行、计算机控制和编码代理。（Mac） 237 | - [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - 允许AI读取.ged文件和基因数据 238 | - [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - 允许AI读取本地Apple Notes数据库（仅限macOS） 239 | - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API集成，用于获取加密货币列表和报价 240 | - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - 与Notion API交互 241 | - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - 使用MCP协议通过工具或预定义的提示发送请求给OpenAI、MistralAI、Anthropic、xAI或Google AI。需要供应商API密钥 242 | - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - 访问 MIRO 白板，批量创建和读取项目。需要 REST API 的 OAUTH 密钥。 243 | - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Confluence工作区的自然语言搜索和内容访问 244 | - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - 与任何其他OpenAI SDK兼容的聊天完成API对话，例如Perplexity、Groq、xAI等 245 | - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 一个MCP服务器，可以为您安装其他MCP服务器 246 | - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - 与 Perplexity API 交互。 247 | - [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - 维基百科文章查找 API 248 | - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - MCP 服务器允许检查客户端计算机上的本地时间或 NTP 服务器上的当前 UTC 时间 249 | - [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP 与 OpenAI 助手对话（Claude 可以使用任何 GPT 模型作为他的助手） 250 | - [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - 直接从 Claude 使用 HuggingFace Spaces。使用开源图像生成、聊天、视觉任务等。支持图像、音频和文本上传/下载。 251 | - [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - 简单的 Web UI 用于安装和管理 Claude 桌面应用程序的 MCP 服务器。 252 | - [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - 用于测试 MCP 服务器的 CLI 工具 253 | - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - 使用 VegaLite 格式和渲染器从获取的数据生成可视化效果。 254 | - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - 访问家庭助理数据和控制设备（灯、开关、恒温器等）。 255 | - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 一些对开发人员有用的工具。 256 | - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - 用于列出和启动 MacOS 上的应用程序的 MCP 服务器 257 | - [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP 服务器提供多种格式的日期和时间函数 258 | - [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - 使用 Azure OpenAI 和 Playwright 的“最小”服务器/客户端 MCP 实现。 259 | 260 | ## 框架 261 | 262 | - [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – 提供[Genkit](https://github.com/firebase/genkit/tree/main)与模型上下文协议（MCP）之间的集成。 263 | - [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中MCP工具调用支持，允许将MCP工具集成到LangChain工作流中。 264 | - [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中MCP工具调用支持，允许将MCP工具集成到LangChain工作流中。 265 | - [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - 用于构建MCP服务器和客户端的Golang SDK。 266 | - [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - 用于构建 MCP 服务器的 Golang 框架，专注于类型安全。 267 | - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 一个用于在Python中构建MCP服务器的高级框架。 268 | - [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Rust的MCP CLI服务器模板 269 | - [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - Golang 库以声明方式编写 MCP 服务器，并包含功能测试 270 | - [LiteMCP](https://github.com/wong2/litemcp) ⚡️ - 用于在 JavaScript/TypeScript 中构建 MCP 服务器的高级框架 271 | - [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) - ⚡️ 用于构建 MCP 服务器的快速而优雅的 TypeScript 框架 272 | 273 | ## 客户端 274 | 275 | - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 一个OpenAI中间件代理，用于在任何现有的OpenAI兼容客户端中使用MCP。 276 | - [3choff/MCP-Chatbot](https://github.com/3choff/mcp-chatbot) 一个简单但功能强大的⭐CLI聊天机器人，它将工具服务器与任何与OpenAI兼容的LLM API集成。 277 | - [zed-industries/zed](https://github.com/zed-industries/zed) 来自Atom创作者的多人协作代码编辑器。 278 | - [firebase/genkit](https://github.com/firebase/genkit) 代理和数据转换框架。 279 | - [continuedev/continue](https://github.com/continuedev/continue) vscode自动补全和聊天工具（支持完整功能）。 280 | - [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 使用 Docker 化的计算机使用代理，具备生产就绪的 API - Langchain 的 MCP 客户端 281 | - [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 带有示例服务器和 MCP 客户端的 MCP stdio 到 HTTP SSE 传输网关。 282 | - [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) MCP SSE 服务器的网关演示。 283 | - [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 一个 CLI 主机应用程序，使大型语言模型 (LLM) 能够通过模型上下文协议 (MCP) 与外部工具交互。 284 | - [adhikasp/mcp-client-cli](https://github.com/adhikasp/mcp-client-cli/) 通过 langchain 支持 Anthorpic、OpenAI、Groq 和 ollama 模型的 CLI 客户端 285 | - [daodao97/chatmcp](https://github.com/daodao97/chatmcp) 用于与 MCP 服务器交互的 GUI 聊天副本。 286 | - [cline/cline](https://github.com/cline/cline) 实现完全代理软件开发环境的 vs 代码扩展。 287 | - [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 通用自动化助理/代理框架 288 | - [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 在 LangChain.js 中使用 MCP 提供的工具 289 | - [Python CLI for AI Chat API](https://github.com/amidabuddha/console-chat-gpt) 🐍 ☁️ 与**所有**主要 LLM 提供商进行控制台聊天：ChatGPT、MistralAI、Anthropic 的 Claude、xAI 的 Grok 和 Google 的 Gemini。⭐现在支持 MCP！⭐ 290 | 291 | ## 提示和技巧 292 | 293 | ### 官方提示关于 LLM 如何使用 MCP 294 | 295 | 想向 Claude 询问模型上下文协议相关技术吗？ 296 | 297 | 创建一个项目，然后将此文件添加到其中： 298 | 299 | https://modelcontextprotocol.io/llms-full.txt 300 | 301 | 现在 Claude 可以回答有关编写 MCP 服务器及其工作原理的问题 302 | 303 | - https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/ 304 | 305 | ## 收藏历史 306 | 307 | 308 | 309 | 310 | 311 | Star History Chart 312 | 313 | 314 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) 2 | 3 | [![English](https://img.shields.io/badge/English-Click-yellow)](README.md) 4 | [![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md) 5 | [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md) 6 | [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord) 7 | [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/) 8 | 9 | A curated list of awesome Model Context Protocol (MCP) servers. 10 | 11 | * [What is MCP?](#what-is-mcp) 12 | * [Tutorials](#tutorials) 13 | * [Server Implementations](#server-implementations) 14 | * [Frameworks](#frameworks) 15 | * [Tips & Tricks](#tips-and-tricks) 16 | 17 | ## What is MCP? 18 | 19 | [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. 20 | 21 | ## Tutorials 22 | 23 | * [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) 24 | * [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) 25 | 26 | ## Community 27 | 28 | * [r/mcp Reddit](https://www.reddit.com/r/mcp) 29 | * [Discord Server](https://glama.ai/mcp/discord) 30 | 31 | ## Legend 32 | 33 | * 🎖️ – official implementation 34 | * 🐍 – Python codebase 35 | * 📇 – TypeScript codebase 36 | * 🏎️ – Go codebase 37 | * ☁️ - Cloud Service 38 | * 🏠 - Local Service 39 | * 🍎 – For macOS 40 | * 🪟 – For Windows 41 | 42 | ## Server Implementations 43 | 44 | > [!NOTE] 45 | > We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository. 46 | 47 | * 📂 - [Browser Automation](#browser-automation) 48 | * ☁️ - [Cloud Platforms](#cloud-platforms) 49 | * 🖥️ - [Command Line](#command-line) 50 | * 💬 - [Communication](#communication) 51 | * 👤 - [Customer Data Platforms](#customer-data-platforms) 52 | * 🗄️ - [Databases](#databases) 53 | * 🛠️ - [Developer Tools](#developer-tools) 54 | * 📂 - [File Systems](#file-systems) 55 | * 💰 - [Finance & Fintech](#finance--fintech) 56 | * 🧠 - [Knowledge & Memory](#knowledge--memory) 57 | * 🗺️ - [Location Services](#location-services) 58 | * 📊 - [Monitoring](#monitoring) 59 | * 🔎 - [Search](#search) 60 | * 🔒 - [Security](#security) 61 | * 🚆 - [Travel & Transportation](#travel-and-transportation) 62 | * 🔄 - [Version Control](#version-control) 63 | * 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations) 64 | 65 | ### 📂 Browser Automation 66 | 67 | Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats. 68 | - [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - An MCP server using Playwright for browser automation and webscrapping 69 | - [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐 🖱️ - An MCP server for browser automation using Playwright 70 | - [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction 71 | - [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis 72 | - [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts 73 | 74 | ### ☁️ Cloud Platforms 75 | 76 | Cloud platform service integration. Enables management and interaction with cloud infrastructure and services. 77 | 78 | - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1 79 | - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP 80 | - [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services. 81 | 82 | ### 🖥️ Command Line 83 | 84 | Run commands, capture output and otherwise interact with shells and command line tools. 85 | 86 | - [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools. 87 | - [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies 88 | - [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP) 89 | 90 | ### 💬 Communication 91 | 92 | Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools. 93 | 94 | - [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 95 | - [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging 96 | - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction 97 | - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Integration with gmail and Google Calendar. 98 | 99 | ### 👤 Customer Data Platforms 100 | 101 | Provides access to customer profiles inside of customer data platforms 102 | 103 | - [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. 104 | - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍☁️ - Connect any Open Data to any LLM with Model Context Protocol. 105 | - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client. 106 | 107 | ### 🗄️ Databases 108 | 109 | Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. 110 | 111 | - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities 112 | - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities 113 | - [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 114 | - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines 115 | - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations 116 | - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities 117 | - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features 118 | - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase 119 | - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities 120 | - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases. 121 | - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities 122 | - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB 123 | - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities. 124 | - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j 125 | - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write opertions as well as insight tracking 126 | - [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. 127 | - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities 128 | 129 | ### 💻 Developer Tools 130 | 131 | Tools and integrations that enhance the development workflow and environment management. 132 | 133 | - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP 134 | - [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) 135 | - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE 136 | - [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. 137 | - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators 138 | - [@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 139 | - [@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. 140 | 141 | ### 🧮 Data Science Tools 142 | 143 | Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows. 144 | - [@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. 145 | 146 | ### 📂 File Systems 147 | 148 | Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. 149 | 150 | - [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access. 151 | - [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files 152 | - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access. 153 | 154 | ### 💰 Finance & Fintech 155 | 156 | Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics. 157 | 158 | - [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 159 | - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes 160 | 161 | ### 🧠 Knowledge & Memory 162 | 163 | Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions. 164 | - [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context 165 | - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation 166 | - [/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 167 | - [@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 168 | 169 | ### 🗺️ Location Services 170 | 171 | Geographic and location-based services integration. Enables access to mapping data, directions, and place information. 172 | 173 | - [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details 174 | 175 | ### 📊 Monitoring 176 | 177 | Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. 178 | 179 | - [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring 180 | - [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring 181 | - [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro 182 | 183 | ### 🔎 Search 184 | 185 | - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API 186 | - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API 187 | - [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption 188 | - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration 189 | - [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. 190 | - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key) 191 | - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API 192 | - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers 193 | - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Search Google and do deep web research on any topic 194 | - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv 195 | - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed. 196 | - [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. 197 | - [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances 198 | - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries 199 | 200 | ### 🔒 Security 201 | 202 | - [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. 203 | - [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. 204 | - [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. 205 | 206 | ### 🚆 Travel & Transportation 207 | 208 | Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data. 209 | 210 | - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates 211 | 212 | ### 🔄 Version Control 213 | 214 | 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. 215 | 216 | - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API integration for repository management, PRs, issues, and more 217 | - [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations 218 | - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories 219 | - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM 220 | 221 | ### 🛠️ Other Tools and Integrations 222 | 223 | - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space 224 | - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI's smartest models 225 | - [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 226 | - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol 227 | - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol 228 | - [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Interacting with Phabricator API 229 | - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API 230 | - [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). 231 | - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles 232 | - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists 233 | - [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) 234 | - [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data 235 | - [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only) 236 | - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes 237 | - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API 238 | - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP protocol via tool or predefined prompts. Vendor API key required 239 | - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. 240 | - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Natural language search and content access for Confluence workspaces 241 | - [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 242 | - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - An MCP server that installs other MCP servers for you. 243 | - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API. 244 | - [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API 245 | - [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 246 | - [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) 247 | - [@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. 248 | - [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App. 249 | - [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers 250 | - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer. 251 | - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc). 252 | - [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer. 253 | - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS 254 | - [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats 255 | - [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. 256 | 257 | ## Frameworks 258 | 259 | - [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). 260 | - [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. 261 | - [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - Golang SDK for building MCP Servers and Clients. 262 | - [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - Golang framework for building MCP Servers, focussed on type safety 263 | - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python 264 | - [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - MCP CLI server template for Rust 265 | - [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - Golang library to write MCP Servers declaratively with functional testing included 266 | - [LiteMCP](https://github.com/wong2/litemcp) ⚡️ - A high-level framework for building MCP servers in JavaScript/TypeScript 267 | - [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) - ⚡️ Fast and elegant TypeScript framework for building MCP servers 268 | 269 | ## Clients 270 | 271 | - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client 272 | - [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. 273 | - [zed-industries/zed](https://github.com/zed-industries/zed) multiplayer code editor from the creators of atom 274 | - [firebase/genkit](https://github.com/firebase/genkit) agent and data transformation framework 275 | - [continuedev/continue](https://github.com/continuedev/continue) vscode auto complete and chat tool (full feature support) 276 | - [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) dockerized mcp client with Anthropic, OpenAI and Langchain. 277 | - [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. 278 | - [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) A gateway demo for MCP SSE Server. 279 | - [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). 280 | - [adhikasp/mcp-client-cli](https://github.com/adhikasp/mcp-client-cli/) CLI client that support Anthorpic, OpenAI, Groq, and ollama model via langchain 281 | - [daodao97/chatmcp](https://github.com/daodao97/chatmcp) A GUI chat repl for interacting with MCP servers. 282 | - [cline/cline](https://github.com/cline/cline) A vs code extension that implements a fully agentic software development environment. 283 | - [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) general purpose automated assistant/agent framework 284 | - [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 Use MCP provided tools in LangChain.js 285 | - [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 and Gemini by Google. ⭐Now with MCP support!⭐ 286 | 287 | ## Tips and Tricks 288 | 289 | ### Official prompt to inform LLMs how to use MCP 290 | 291 | Want to ask Claude about Model Context Protocol? 292 | 293 | Create a Project, then add this file to it: 294 | 295 | https://modelcontextprotocol.io/llms-full.txt 296 | 297 | Now Claude can answer questions about writing MCP servers and how they work 298 | 299 | - https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/ 300 | 301 | ## Star History 302 | 303 | 304 | 305 | 306 | 307 | Star History Chart 308 | 309 | 310 | --------------------------------------------------------------------------------