diff --git a/README-ja.md b/README-ja.md index 10d427d8..6c3b07c6 100644 --- a/README-ja.md +++ b/README-ja.md @@ -3,6 +3,7 @@ [![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) +[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.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/) @@ -43,12 +44,14 @@ ## サーバー実装 * 📂 - [ブラウザ自動化](#browser-automation) +* 🎨 - [芸術と文化](#art-and-culture) * ☁️ - [クラウドプラットフォーム](#cloud-platforms) * 💬 - [コミュニケーション](#communication) * 👤 - [顧客データプラットフォーム](#customer-data-platforms) * 🗄️ - [データベース](#databases) * 🛠️ - [開発者ツール](#developer-tools) * 📂 - [ファイルシステム](#file-systems) +* 🎮 - [ ゲーミング](#gaming) * 🧠 - [知識と記憶](#knowledge--memory) * 🗺️ - [位置情報サービス](#location-services) * 📊 - [監視](#monitoring) @@ -67,6 +70,13 @@ 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 - [@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 - [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Azure OpenAIとPlaywrightを使用した「最小限の」サーバー/クライアントMCP実装。 - [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS 用の Apple Reminders と統合された MCP サーバーです。 +- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibiliコンテンツの検索をサポートするMCPサーバー。LangChain連携のサンプルとテストスクリプトを提供。 + +### 🎨 芸術と文化 + +美術コレクション、文化遺産、博物館データベースにアクセスして探索できます。AIモデルは、芸術的および文化的なコンテンツを検索および分析できます。 + +- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - アニメとマンガの情報をAniList APIと連携するMCPサーバー ### ☁️ クラウドプラットフォーム @@ -74,7 +84,9 @@ 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 - [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 - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ MCPを通じたKubernetesクラスター操作 - +- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 Kubernetes クラスターのリソース管理と、クラスターとアプリケーションの健全性ステータスの詳細な分析を提供します。 +- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 MCPマルチクラスターKubernetesの管理と運用を提供し、管理インターフェース、ログ機能を備え、一般的な運用・開発シナリオをカバーする約50種類のツールを内蔵。標準リソースおよびCRDリソースをサポート。 +- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 MCPマルチクラスターKubernetesの管理と運用を提供。SDKとして自身のプロジェクトに統合可能で、一般的な運用・開発シナリオをカバーする約50種類のツールを内蔵。標準リソースおよびCRDリソースをサポート。 ### 💬 コミュニケーション 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。 @@ -95,6 +107,8 @@ 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 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。 +- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - テーブル ストア用の MC P サービスには、ドキュメントの追加、ドキュメント ベースのセマンティック検索、ドン ベクトル サンド スカラーがラグ フレンドリーでサーバー レスなどの機能があります。 +aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存储(Tablestore)的 MCP 服务器实现，特性包括添加文档、基于向量和标量进行语义搜索、RAG友好。 - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCPサーバーの実装で、Elasticsearchとのインタラクションを提供します - [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 - [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 @@ -111,6 +125,8 @@ 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 - [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。 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Serverなど多数のデータベースをサポートするSQLAlchemyベースの汎用データベース統合。スキーマと関係の検査、大規模データセット分析機能を備えています。 - [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。 +- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheetsと対話するためのモデルコンテキストプロトコルサーバー。このサーバーはGoogle Sheets APIを通じてスプレッドシートの作成、読み取り、更新、管理のためのツールを提供します。 + ### 💻 開発者ツール @@ -123,6 +139,14 @@ 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 - [@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 - [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 - [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - iTermへのアクセスを提供するモデルコンテキストプロトコルサーバー。コマンドを実行し、iTermターミナルで見た内容について質問することができます。 +- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - インシデント管理プラットフォーム[Rootly](https://rootly.com/)向けのMCPサーバー +- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - きれいなインタラクティブなマインドマップを生成するためのモデルコンテキストプロトコル（MCP）サーバ。 +- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 様々な画像フォーマットのローカル圧縮のためのMCPサーバー。 +- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - MCPを使用したClaude Code機能の実装で、AIによるコード理解、修正、プロジェクト分析を包括的なツールサポートで実現します。 +- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - iOS シミュレータと対話するためのモデル コンテキスト プロトコル (MCP) サーバー。このサーバーを使用すると、iOS シミュレータに関する情報を取得したり、UI の対話を制御したり、UI 要素を検査したりして、iOS シミュレータと対話できます。 +- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP サーバーが [Higress](https://github.com/alibaba/higress/blob/main/README_JP.md) ゲートウェイの構成と操作を管理するための全面的なツールを提供します。 +- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - LLMがOpenAPI仕様のすべてを理解し、コードの発見、説明、生成、モックデータの作成を可能にするMCPサーバー +- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - OpenAPIスキーマを使用してAIエージェントと任意のAPIをシームレスに統合 ### 📂 ファイルシステム @@ -132,6 +156,14 @@ 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 - [@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 - [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。 - [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Apache OpenDAL™ でどのストレージにもアクセスできます +- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 📇 🏠 - AI Chatの長さ制限に適応するファイルマージツール + +### 🎮 ゲーミング + +ゲーミングに関連するデータとサービスとの統合 + +- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 実際のFantasy Premier Leagueデータと分析ツールのためのMCPサーバー +- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - Unity3dゲームエンジン統合によるゲーム開発用MCPサーバー ### 🧠 知識と記憶 @@ -139,6 +171,7 @@ 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 - [@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 - [/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 +- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - CursorやWindsurfなどのIDEでコーディングの好みやパターンを管理するためのMem0用モデルコンテキストプロトコルサーバー。コード実装、ベストプラクティス、技術文書の保存、取得、意味的な処理のためのツールを提供します ### 🗺️ 位置情報サービス @@ -156,6 +189,7 @@ 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 ### 🔎 検索 - [@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 +- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - [Dumpling AI](https://www.dumplingai.com/) によるデータ取得、Webスクレイピング、ドキュメント変換API - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索 - [@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 - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi検索API統合 @@ -170,6 +204,7 @@ 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 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org)のモデルコンテキストプロトコルサーバー - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - Hacker Newsの検索、トップストーリーの取得などを行うMCPサーバー。 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 自動トピック分類、多言語サポート、[SerpAPI](https://serpapi.com/)を通じたヘッドライン、ストーリー、関連トピックの包括的な検索機能を備えたGoogle News統合。 +- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - OpenAI の組み込み `web_search` ツールを MCP サーバーに変換して使用します。 ### 🔒 セキュリティ @@ -180,6 +215,7 @@ 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 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。 - [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 +- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 米国国立公園局APIの統合で、米国国立公園の詳細情報、警報、ビジターセンター、キャンプ場、イベントの最新情報を提供 ### 🔄 バージョン管理 @@ -188,10 +224,12 @@ 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 - [@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 - [@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 - [@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 +- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - GitLabプロジェクトの課題やマージリクエストとシームレスにやり取りできます。 ### 🛠️ その他のツールと統合 - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 3,000以上の事前構築されたクラウドツール（Actors として知られる）を使用して、ウェブサイト、eコマース、ソーシャルメディア、検索エンジン、地図などからデータを抽出できます。 +- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - このサーバーは、LLMが計算機を使用して正確な数値計算を行えるようにします - [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - ほぼすべてのファイルやウェブコンテンツをMarkdownに変換するMCPサーバー - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - OpenAIの最も賢いモデルとチャット - [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。 @@ -227,6 +265,9 @@ 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 - [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) 🐍 - 画面上のGUIの自動操作 - [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/)との連携 - [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Replicate APIを通じて画像を生成する機能を提供します。 +- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - キーボード入力やマウス移動などのコマンドが実行できるMCPサーバー +- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 この MCP サーバーは、[Plane](https://plane.so) API を通じてプロジェクトや課題を管理するのに役立ちます +- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - AIモデルが [HackMD](https://hackmd.io) と連携できるようにします。 ## フレームワーク @@ -247,6 +288,8 @@ 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 - [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 - [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） - [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) クラウドベースのAIサービスがローカルのStdioベースのMCPサーバーにHTTP/HTTPSリクエストでアクセスできるようにするツール +- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 複数のMCPリソースサーバーを、単一のHTTPサーバーを通して集約し、提供するMCPプロキシサーバー。 + ## ヒントとコツ diff --git a/README-ko.md b/README-ko.md new file mode 100644 index 00000000..59d344f8 --- /dev/null +++ b/README-ko.md @@ -0,0 +1,525 @@ +# 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) +[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.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/) + +# 모델 컨텍스트 프로토콜 (MCP) 서버 엄선 목록 + +* [MCP란 무엇인가?](#what-is-mcp) +* [클라이언트](#clients) +* [튜토리얼](#tutorials) +* [서버 구현](#server-implementations) +* [프레임워크](#frameworks) +* [유틸리티](#utilities) +* [팁 & 요령](#tips-and-tricks) + +## MCP란 무엇인가? + +[MCP](https://modelcontextprotocol.io/)는 AI 모델이 표준화된 서버 구현을 통해 로컬 및 원격 리소스와 안전하게 상호 작용할 수 있도록 하는 개방형 프로토콜입니다. 이 목록은 파일 접근, 데이터베이스 연결, API 통합 및 기타 컨텍스트 서비스를 통해 AI 기능을 확장하는 프로덕션 준비 및 실험적 MCP 서버에 중점을 둡니다. + +## 클라이언트 + +[awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) 및 [glama.ai/mcp/clients](https://glama.ai/mcp/clients)를 확인하세요. + +> [!팁] +> [Glama Chat](https://glama.ai/chat)은 MCP 지원 및 [AI 게이트웨이](https://glama.ai/gateway)를 갖춘 멀티모달 AI 클라이언트입니다. + +## 튜토리얼 + +* [모델 컨텍스트 프로토콜 (MCP) 빠른 시작](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) +* [SQLite 데이터베이스를 사용하도록 Claude 데스크톱 앱 설정하기](https://youtu.be/wxCCzo9dGj0) + +## 커뮤니티 + +* [r/mcp 레딧](https://www.reddit.com/r/mcp) +* [디스코드 서버](https://glama.ai/mcp/discord) + +## 범례 + +* 🎖️ – 공식 구현 +* 프로그래밍 언어 + * 🐍 – 파이썬 코드베이스 + * 📇 – 타입스크립트 코드베이스 + * 🏎️ – Go 코드베이스 + * 🦀 – Rust 코드베이스 + * #️⃣ - C# 코드베이스 + * ☕ - Java 코드베이스 +* 범위 + * ☁️ - 클라우드 서비스 + * 🏠 - 로컬 서비스 +* 운영체제 + * 🍎 – macOS용 + * 🪟 – Windows용 + * 🐧 - Linux용 + +> [!참고] +> 로컬 🏠 vs 클라우드 ☁️ 가 헷갈리시나요? +> * MCP 서버가 로컬에 설치된 소프트웨어와 통신할 때 로컬을 사용하세요 (예: Chrome 브라우저 제어). +> * MCP 서버가 원격 API와 통신할 때 네트워크(클라우드)를 사용하세요 (예: 날씨 API). + +## 서버 구현 + +> [!참고] +> 이제 리포지토리와 동기화되는 [웹 기반 디렉토리](https://glama.ai/mcp/servers)가 있습니다. + +* 📂 - [브라우저 자동화](#browser-automation) +* 🎨 - [예술 및 문화](#art-and-culture) +* ☁️ - [클라우드 플랫폼](#cloud-platforms) +* 🖥️ - [커맨드 라인](#command-line) +* 💬 - [커뮤니케이션](#communication) +* 👤 - [고객 데이터 플랫폼](#customer-data-platforms) +* 🗄️ - [데이터베이스](#databases) +* 🛠️ - [개발자 도구](#developer-tools) +* 📂 - [파일 시스템](#file-systems) +* 💰 - [금융 및 핀테크](#finance--fintech) +* 🎮 - [게임](#gaming) +* 🧠 - [지식 및 메모리](#knowledge--memory) +* 🗺️ - [위치 서비스](#location-services) +* 🎯 - [마케팅](#marketing) +* 📊 - [모니터링](#monitoring) +* 🔎 - [검색](#search) +* 🔒 - [보안](#security) +* 🏃 - [스포츠](#sports) +* 🚆 - [여행 및 교통](#travel-and-transportation) +* 🔄 - [버전 관리](#version-control) +* 🛠️ - [기타 도구 및 통합](#other-tools-and-integrations) + +### 📂 브라우저 자동화 + +웹 콘텐츠 접근 및 자동화 기능. AI 친화적인 형식으로 웹 콘텐츠 검색, 스크래핑 및 처리를 가능하게 합니다. +- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - Playwright를 사용한 브라우저 자동화를 위한 MCP 파이썬 서버, llm에 더 적합 +- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 브라우저 자동화 및 웹 스크래핑을 위해 Playwright를 사용하는 MCP 서버 +- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐 🖱️ - Playwright를 사용한 브라우저 자동화를 위한 MCP 서버 +- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 웹 스크래핑 및 상호 작용을 위한 브라우저 자동화 +- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI 분석을 위해 YouTube 자막 및 스크립트 가져오기 +- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Apple Shortcuts와의 MCP 서버 통합 +- [@kimtth/mcp-aoai-web-Browse](https://github.com/kimtth/mcp-aoai-web-Browse) 🐍 🏠 - Azure OpenAI 및 Playwright를 사용하는 `최소한의` 서버/클라이언트 MCP 구현 +- [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - API 키 없이 Google 검색 결과를 사용하여 무료 웹 검색을 가능하게 하는 MCP 서버 +- [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - SSE 전송을 지원하는 MCP 서버로 패키징된 browser-use. Docker에서 Chromium을 실행하기 위한 Dockerfile + VNC 서버 포함. +- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibili 콘텐츠 검색을 지원하는 MCP 서버. LangChain 통합 예제 및 테스트 스크립트 제공. +- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - 모든 웹사이트에서 구조화된 데이터 추출. 프롬프트만 입력하면 JSON 획득. + +### 🎨 예술 및 문화 + +예술 컬렉션, 문화 유산 및 박물관 데이터베이스에 접근하고 탐색합니다. AI 모델이 예술 및 문화 콘텐츠를 검색하고 분석할 수 있게 합니다. + +- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - Video Jungle 컬렉션에서 비디오 편집 추가, 분석, 검색 및 생성 +- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 작품 검색, 세부 정보 및 컬렉션을 위한 Rijksmuseum API 통합 +- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 애니메이션 및 만화 정보를 위한 AniList API를 통합하는 MCP 서버 + +### ☁️ 클라우드 플랫폼 + +클라우드 플랫폼 서비스 통합. 클라우드 인프라 및 서비스의 관리 및 상호 작용을 가능하게 합니다. + +- [Cloudflare MCP 서버](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers, KV, R2 및 D1을 포함한 Cloudflare 서비스와의 통합 +- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - AI 어시스턴트가 AWS CLI 명령을 실행하고, 유닉스 파이프를 사용하며, 안전한 Docker 환경에서 일반적인 AWS 작업을 위한 프롬프트 템플릿을 멀티 아키텍처 지원으로 적용할 수 있게 하는 가볍지만 강력한 서버 +- [Kubernetes MCP 서버](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 MCP를 통한 쿠버네티스 클러스터 운영 +- [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 파드, 디플로이먼트, 서비스를 위한 쿠버네티스 클러스터 운영의 타입스크립트 구현 +- [@manusa/Kubernetes MCP 서버](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 OpenShift를 추가로 지원하는 강력한 쿠버네티스 MCP 서버. **모든** 쿠버네티스 리소스에 대한 CRUD 작업을 제공하는 것 외에도, 이 서버는 클러스터와 상호 작용하기 위한 전문 도구를 제공합니다. +- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 쿠버네티스 관리 및 클러스터, 애플리케이션 상태 분석을 위한 MCP 서버 +- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - Netskope Private Access 환경 내의 모든 Netskope Private Access 구성 요소에 대한 접근을 제공하는 MCP. 자세한 설정 정보와 사용법에 대한 LLM 예제 포함. +- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - AI 어시스턴트가 Terraform 환경을 관리하고 운영할 수 있게 하는 Terraform MCP 서버. 구성 읽기, 계획 분석, 구성 적용 및 Terraform 상태 관리를 가능하게 합니다. + +### 🖥️ 커맨드 라인 + +명령을 실행하고, 출력을 캡처하며, 셸 및 커맨드 라인 도구와 상호 작용합니다. + +- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - iTerm에 대한 접근을 제공하는 모델 컨텍스트 프로토콜 서버. 명령을 실행하고 iTerm 터미널에서 보이는 내용에 대해 질문할 수 있습니다. +- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - `run_command` 및 `run_script` 도구를 사용하여 모든 명령 실행. +- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - 안전한 실행 및 사용자 정의 가능한 보안 정책을 갖춘 커맨드 라인 인터페이스 +- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) 모델 컨텍스트 프로토콜(MCP)을 구현하는 안전한 셸 명령 실행 서버 + +### 💬 커뮤니케이션 + +메시지 관리 및 채널 운영을 위한 커뮤니케이션 플랫폼과의 통합. AI 모델이 팀 커뮤니케이션 도구와 상호 작용할 수 있게 합니다. + +- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - Google Tasks를 관리하기 위한 MCP 서버 +- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - 모델 컨텍스트 프로토콜(MCP)을 통해 iMessage 데이터베이스에 안전하게 접근할 수 있게 하는 MCP 서버. LLM이 적절한 전화번호 유효성 검사 및 첨부 파일 처리로 iMessage 대화를 쿼리하고 분석할 수 있도록 지원합니다. +- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - 채널 관리 및 메시징을 위한 Slack 워크스페이스 통합 +- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - 쿼리 및 상호 작용을 위한 Bluesky 인스턴스 통합 +- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Gmail 및 Google Calendar와의 통합. +- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - 트위터 검색 및 타임라인과 상호 작용 +- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️ - WeCom 그룹 로봇에게 다양한 유형의 메시지를 보내는 MCP 서버 애플리케이션. +- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - Nostr과 상호 작용하여 노트 게시 등을 할 수 있는 Nostr MCP 서버. +- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - 🐍 ☁️ - Inbox Zero를 위한 MCP 서버. 답장해야 할 이메일이나 후속 조치가 필요한 이메일을 찾는 등 Gmail 위에 기능을 추가합니다. +- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - 모델 컨텍스트 프로토콜(MCP)을 통해 iMessage 데이터베이스와 안전하게 인터페이스하는 MCP 서버로, LLM이 iMessage 대화를 쿼리하고 분석할 수 있게 합니다. 강력한 전화번호 유효성 검사, 첨부 파일 처리, 연락처 관리, 그룹 채팅 처리 및 메시지 송수신 전체 지원을 포함합니다. +- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat API와 상호 작용하기 위한 MCP 서버입니다. VRChat에서 친구, 월드, 아바타 등에 대한 정보를 검색할 수 있습니다. +- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - Google Tasks API와 인터페이스하기 위한 MCP 서버 + +### 👤 고객 데이터 플랫폼 + +고객 데이터 플랫폼 내의 고객 프로필에 대한 접근을 제공합니다. + +- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Apache Unomi CDP 서버의 프로필에 접근하고 업데이트하는 MCP 서버. +- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - 모델 컨텍스트 프로토콜을 사용하여 모든 개방형 데이터를 모든 LLM에 연결합니다. +- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - 모든 MCP 클라이언트에서 Tinybird 워크스페이스와 상호 작용하기 위한 MCP 서버. +- [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - [iaptic](https://www.iaptic.com)과 연결하여 고객 구매, 거래 데이터 및 앱 수익 통계에 대해 질문합니다. + +### 🗄️ 데이터베이스 + +스키마 검사 기능을 갖춘 안전한 데이터베이스 접근. 읽기 전용 접근을 포함한 구성 가능한 보안 제어로 데이터 쿼리 및 분석을 가능하게 합니다. + +- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - Tablestore용 MCP 서비스, 문서 추가, 벡터 및 스칼라 기반 문서의 시맨틱 검색, RAG 친화적, 서버리스 기능 포함. +- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - Elasticsearch 상호 작용을 제공하는 MCP 서버 구현 +- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - 스키마 검사, 읽기 및 쓰기 기능을 갖춘 Airtable 데이터베이스 통합 +- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - AI 도구를 Airtable에 직접 연결합니다. 자연어를 사용하여 레코드를 쿼리, 생성, 업데이트 및 삭제합니다. 베이스 관리, 테이블 작업, 스키마 조작, 레코드 필터링 및 표준화된 MCP 인터페이스를 통한 데이터 마이그레이션 기능 포함. +- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 BigQuery 데이터베이스 통합 +- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 TiDB 데이터베이스 통합 +- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 TDolphinDB 데이터베이스 통합 +- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - 직접적인 BigQuery 데이터베이스 접근 및 쿼리 기능을 가능하게 하는 Google BigQuery 통합을 위한 서버 구현 +- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 ClickHouse 데이터베이스 통합 +- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - 테이블, 함수를 검사하고 일회성 쿼리를 실행하기 위한 Convex 데이터베이스 통합 ([소스](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts)) +- [@gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Auth, Firestore 및 Storage를 포함한 Firebase 서비스. +- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - Apache Kafka 및 Timeplus용 MCP 서버. Kafka 토픽 나열, Kafka 메시지 폴링, Kafka 데이터 로컬 저장 및 Timeplus를 통한 SQL로 스트리밍 데이터 쿼리 가능 +- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - 다중 사용자 동기화를 지원하는 Fireproof 원장 데이터베이스 +- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 구성 가능한 접근 제어, 스키마 검사 및 포괄적인 보안 지침을 갖춘 MySQL 데이터베이스 통합 +- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 안전한 MySQL 데이터베이스 운영을 제공하는 Node.js 기반 MySQL 데이터베이스 통합 +- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – Golang으로 구축된 고성능 다중 데이터베이스 MCP 서버, MySQL & PostgreSQL 지원 (NoSQL 곧 지원 예정). 쿼리 실행, 트랜잭션 관리, 스키마 탐색, 쿼리 빌딩 및 성능 분석을 위한 내장 도구 포함, 향상된 데이터베이스 워크플로우를 위한 원활한 Cursor 통합. +- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 PostgreSQL 데이터베이스 통합 +- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 내장 분석 기능을 갖춘 SQLite 데이터베이스 운영 +- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase에서 프로젝트 및 조직을 관리하고 생성하기 위한 Supabase MCP 서버 +- [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - SQL 쿼리 실행 및 데이터베이스 탐색 도구를 지원하는 Supabase MCP 서버 +- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합 +- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino 클러스터에서 데이터를 쿼리하고 접근하기 위한 Trino MCP 서버. +- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - Memgraph에 대한 쿼리 실행 도구 및 스키마 리소스 포함. +- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: MongoDB 데이터베이스를 위한 모든 기능을 갖춘 MCP 서버 +- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLM이 데이터베이스와 직접 상호 작용할 수 있게 하는 MongoDB 통합. +- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB를 위한 모델 컨텍스트 프로토콜 서버 +- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - 쿼리 및 API 기능을 갖춘 Tinybird 통합 +- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - 컬렉션 및 인덱스 소개, 벡터 저장소 및 검색 기능을 갖춘 VikingDB 통합. +- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j와 함께하는 모델 컨텍스트 프로토콜 +- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) Nile의 Postgres 플랫폼용 MCP 서버 - LLM을 사용하여 Postgres 데이터베이스, 테넌트, 사용자, 인증 관리 및 쿼리 +- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - 읽기 및 (선택적) 쓰기 작업뿐만 아니라 인사이트 추적을 구현하는 Snowflake 통합 +- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 모델 컨텍스트 프로토콜(MCP)을 통해 SQLite 데이터베이스에 안전한 읽기 전용 접근을 제공하는 MCP 서버. 이 서버는 FastMCP 프레임워크로 구축되어 LLM이 내장된 안전 기능과 쿼리 유효성 검사로 SQLite 데이터베이스를 탐색하고 쿼리할 수 있도록 지원합니다. +- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - 벡터 검색 기능을 갖춘 Pinecone 통합 +- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server 등 다양한 데이터베이스를 지원하는 범용 SQLAlchemy 기반 데이터베이스 통합. 스키마 및 관계 검사, 대규모 데이터셋 분석 기능 제공. +- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 모든 JDBC 호환 데이터베이스에 연결하여 쿼리, 삽입, 업데이트, 삭제 등을 수행합니다. +- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Azure Data Explorer 데이터베이스 쿼리 및 분석 +- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Prometheus 오픈 소스 모니터링 시스템 쿼리 및 분석. +- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — Neon Serverless Postgres를 사용하여 Postgres 데이터베이스를 생성하고 관리하기 위한 MCP 서버 +- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — 텍스트-SQL LLM으로 XiyanSQL을 사용하여 자연어 쿼리로 데이터베이스에서 데이터를 가져오는 것을 지원하는 MCP 서버. +- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – 주요 데이터베이스를 지원하는 범용 데이터베이스 MCP 서버. +- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDB 쿼리를 위한 MCP 서버. +- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - InfluxDB OSS API v2에 대한 쿼리 실행. +- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheets와 상호 작용하기 위한 모델 컨텍스트 프로토콜 서버. 이 서버는 Google Sheets API를 통해 스프레드시트를 생성, 읽기, 업데이트 및 관리하는 도구를 제공합니다. +- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - Qdrant MCP 서버 + +### 💻 개발자 도구 + +개발 워크플로우 및 환경 관리를 향상시키는 도구 및 통합. + +- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성. +- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Opik이 캡처한 LLM 관찰 가능성, 추적 및 모니터링 데이터와 자연어로 대화합니다. +- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 코딩 에이전트가 Figma 데이터에 직접 접근하여 디자인 구현을 한 번에 완료하도록 돕습니다. +- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCP를 통한 Docker 컨테이너 관리 및 운영 +- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - JSON, 텍스트, HTML 데이터를 유연하게 가져오는 MCP 서버 +- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - 프로젝트 관리, 파일 작업 및 빌드 자동화를 위한 Xcode 통합 +- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Open API 사양(v3)을 사용하여 모든 HTTP/REST API 서버 연결 +- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - JetBrains IDE에 연결 +- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 라인 지향 텍스트 파일 편집기. 토큰 사용량을 최소화하기 위해 효율적인 부분 파일 접근으로 LLM 도구에 최적화됨. +- [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - iOS 시뮬레이터를 제어하는 MCP 서버 +- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - iOS 개발자를 위한 App Store Connect API와 통신하는 MCP 서버 +- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - LLM이 코드를 작성할 때 최신 안정 패키지 버전을 제안하도록 돕는 MCP 서버. +- [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - [Postman API](https://www.postman.com/postman/postman-public-workspace/)와 상호 작용 +- [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - Pandoc을 사용하여 Markdown, HTML, PDF, DOCX(.docx), csv 등 원활한 문서 형식 변환을 위한 MCP 서버. +- [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 이 MCP 서버는 wget을 사용하여 전체 웹사이트를 다운로드하는 도구를 제공합니다. 웹사이트 구조를 보존하고 로컬에서 작동하도록 링크를 변환합니다. +- [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - 동일한 MCP 서버의 여러 격리된 인스턴스가 고유한 네임스페이스와 구성으로 독립적으로 공존할 수 있도록 하는 미들웨어 서버. +- [@j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - [SQLGlot](https://github.com/tobymao/sqlglot)을 사용하여 SQL 분석, 린팅 및 방언 변환을 제공하는 MCP 서버 +- [@haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - 워크북 생성, 데이터 작업, 서식 지정 및 고급 기능(차트, 피벗 테이블, 수식)을 제공하는 Excel 조작 서버. +- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 iOS Xcode 워크스페이스/프로젝트를 빌드하고 오류를 llm에 피드백합니다. +- [@jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - 중단점 및 표현식 평가를 통해 (언어에 구애받지 않는) 자동 디버깅을 가능하게 하는 MCP 서버 및 VS Code 확장 프로그램. +- [@Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - macOS 키체인을 사용하여 프로젝트 간에 API 키를 안전하게 저장하고 접근하기 위한 개인 MCP(모델 컨텍스트 프로토콜) 서버. +- [@xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠  - JVM 기반 MCP(모델 컨텍스트 프로토콜) 서버의 구현 프로젝트. +- [@yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - 공식 클라이언트를 사용하여 [Apache Airflow](https://airflow.apache.org/)에 연결하는 MCP 서버. +- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - MCP를 통해 AI로 안드로이드 장치를 제어하여 장치 제어, 디버깅, 시스템 분석 및 포괄적인 보안 프레임워크를 통한 UI 자동화 가능. +- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 인시던트 관리 플랫폼 [Rootly](https://rootly.com/)를 위한 MCP 서버. +- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - 아름다운 대화형 마인드맵 생성을 위한 모델 컨텍스트 프로토콜(MCP) 서버. +- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - MCP를 사용한 Claude Code 기능 구현으로, 포괄적인 도구 지원을 통해 AI 코드 이해, 수정 및 프로젝트 분석 가능. +- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - [Firefly](https://firefly.ai)를 사용하여 클라우드 리소스를 통합, 검색, 관리 및 코드화합니다. +- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - 에이전트가 학습되지 않은 API로 작업할 수 있도록 타입스크립트 API 정보를 효율적으로 제공하는 MCP 서버 + +### 🧮 데이터 과학 도구 + +데이터 탐색, 분석을 단순화하고 데이터 과학 워크플로우를 향상시키기 위해 설계된 통합 및 도구. +- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Chronulus AI 예측 및 예측 에이전트로 무엇이든 예측하세요. +- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - 거의 모든 파일이나 웹 콘텐츠를 마크다운으로 변환하는 MCP 서버 +- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - .csv 기반 데이터셋에 대한 자율적인 데이터 탐색을 가능하게 하여 최소한의 노력으로 지능적인 통찰력 제공. + +### 📂 파일 시스템 + +구성 가능한 권한으로 로컬 파일 시스템에 직접 접근을 제공합니다. AI 모델이 지정된 디렉토리 내에서 파일을 읽고, 쓰고, 관리할 수 있게 합니다. + +- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 로컬 파일 시스템 직접 접근. +- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Google Drive 통합 +- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Box 통합 +- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - 로컬 파일 시스템 접근을 위한 Golang 구현. +- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Everything SDK를 사용한 빠른 Windows 파일 검색 +- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - MCP 또는 클립보드를 통해 LLM과 코드 컨텍스트 공유 +- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - Quarkus를 사용하여 Java로 구현된 파일 탐색 및 편집을 허용하는 파일 시스템. jar 또는 네이티브 이미지로 사용 가능. +- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Apache OpenDAL™을 사용하여 모든 스토리지에 접근 + +### 💰 금융 및 핀테크 + +금융 데이터 접근 및 암호화폐 시장 정보. 실시간 시장 데이터, 암호화폐 가격 및 금융 분석 쿼리를 가능하게 합니다. + +- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Heurist Mesh 네트워크를 통해 블록체인 분석, 스마트 계약 보안 감사, 토큰 메트릭 평가 및 온체인 상호 작용을 위한 특화된 웹3 AI 에이전트에 접근합니다. 여러 블록체인에 걸쳐 DeFi 분석, NFT 가치 평가 및 트랜잭션 모니터링을 위한 포괄적인 도구를 제공합니다. +- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - 온체인 도구를 위한 Base 네트워크 통합으로, Base 네트워크 및 Coinbase API와 상호 작용하여 지갑 관리, 자금 이체, 스마트 계약 및 DeFi 운영 가능 +- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - CoinCap의 공개 API를 사용한 실시간 암호화폐 시장 데이터 통합으로, API 키 없이 암호화폐 가격 및 시장 정보 접근 제공 +- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - 암호화폐 목록 및 시세를 가져오기 위한 Coinmarket API 통합 +- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - 주식 및 암호화폐 정보를 모두 가져오기 위한 Alpha Vantage API 통합 +- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastytrade에서의 거래 활동을 처리하기 위한 Tastyworks API 통합 +- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - 옵션 추천을 포함한 주식 시장 데이터를 가져오기 위한 Yahoo Finance 통합 +- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - 30개 이상의 EVM 네트워크를 위한 포괄적인 블록체인 서비스, 네이티브 토큰, ERC20, NFT, 스마트 계약, 트랜잭션 및 ENS 확인 지원. +- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - 스마트 계약과 상호 작용하고 트랜잭션 및 토큰 정보를 쿼리하는 Bankless Onchain API +- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - CryptoPanic 기반의 최신 암호화폐 뉴스를 AI 에이전트에게 제공. +- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - 암호화폐 고래 거래 추적을 위한 mcp 서버. +- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - 실시간 및 과거의 암호화폐 공포 및 탐욕 지수 데이터 제공. +- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - Dune Analytics 데이터를 AI 에이전트에게 연결하는 mcp 서버. +- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - Pancake Swap에서 새로 생성된 풀을 추적하는 MCP 서버. +- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - 여러 블록체인에서 Uniswap에 새로 생성된 유동성 풀을 추적하는 MCP 서버. +- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - 여러 블록체인에서 Uniswap DEX의 토큰 스왑을 자동화하는 AI 에이전트를 위한 MCP 서버. +- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - 여러 블록체인에서 ERC-20 토큰을 발행하는 도구를 AI 에이전트에게 제공하는 MCP 서버. +- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - The Graph의 인덱싱된 블록체인 데이터로 AI 에이전트를 강화하는 MCP 서버. +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 암호화폐 가격을 가져오기 위한 Bitget API. + +### 🎮 게임 + +게임 관련 데이터, 게임 엔진 및 서비스와의 통합 + +- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - Godot 게임 엔진과 상호 작용하기 위한 MCP 서버, Godot 프로젝트에서 장면 편집, 실행, 디버깅 및 관리 도구 제공. +- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 실시간 판타지 프리미어 리그 데이터 및 분석 도구를 위한 MCP 서버. +- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - 게임 개발을 위한 Unity3d 게임 엔진 통합용 MCP 서버 + +### 🧠 지식 및 메모리 + +지식 그래프 구조를 사용한 영구 메모리 저장. AI 모델이 세션 간에 구조화된 정보를 유지하고 쿼리할 수 있게 합니다. +- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 컨텍스트 유지를 위한 지식 그래프 기반 영구 메모리 시스템 +- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AI 역할극 및 스토리 생성에 중점을 둔 향상된 그래프 기반 메모리 +- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - 다양한 그래프 및 벡터 저장소를 사용하고 30개 이상의 데이터 소스에서 수집을 허용하는 AI 앱 및 에이전트용 메모리 관리자 +- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - 벡터 검색을 통해 문서를 검색하고 처리하는 도구를 제공하는 MCP 서버 구현으로, AI 어시스턴트가 관련 문서 컨텍스트로 응답을 보강할 수 있도록 지원합니다. +- [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - LLM이 Zotero 클라우드의 컬렉션 및 소스와 함께 작업할 수 있도록 하는 커넥터 +- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI 요약 MCP 서버, 여러 콘텐츠 유형 지원: 일반 텍스트, 웹 페이지, PDF 문서, EPUB 책, HTML 콘텐츠 +- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Slack, Discord, 웹사이트, Google Drive, Linear 또는 GitHub에서 무엇이든 Graphlit 프로젝트로 수집한 다음 Cursor, Windsurf 또는 Cline과 같은 MCP 클라이언트 내에서 관련 지식을 검색하고 검색합니다. +- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 코딩 선호도 및 패턴 관리를 돕는 Mem0용 모델 컨텍스트 프로토콜 서버로, Cursor 및 Windsurf와 같은 IDE에서 코드 구현, 모범 사례 및 기술 문서를 저장, 검색 및 의미론적으로 처리하는 도구를 제공합니다. + +### 🗺️ 위치 서비스 + +지리 및 위치 기반 서비스 통합. 지도 데이터, 길찾기 및 장소 정보에 대한 접근을 가능하게 합니다. + +- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - 위치 서비스, 경로 안내 및 장소 세부 정보를 위한 Google 지도 통합 +- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 모든 시간대의 시간에 접근하고 현재 현지 시간 확인 +- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - nominatim, ArcGIS, Bing을 위한 지오코딩 MCP 서버 +- [@briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️  - IPInfo API를 사용한 IP 주소 지리 위치 및 네트워크 정보 +- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - QGIS 데스크톱을 MCP를 통해 Claude AI에 연결합니다. 이 통합은 프롬프트 지원 프로젝트 생성, 레이어 로딩, 코드 실행 등을 가능하게 합니다. +- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - IP 기반 위치 감지를 통한 주변 장소 검색을 위한 MCP 서버. + +### 🎯 마케팅 + +마케팅 콘텐츠 생성 및 편집, 웹 메타 데이터 작업, 제품 포지셔닝 및 편집 가이드 작업을 위한 도구. + +- [Open Strategy Partners 마케팅 도구](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - 글쓰기 스타일, 편집 코드, 제품 마케팅 가치 맵 생성을 포함한 Open Strategy Partners의 마케팅 도구 모음. + +### 📊 모니터링 + +애플리케이션 모니터링 데이터 접근 및 분석. AI 모델이 오류 보고서 및 성능 지표를 검토할 수 있게 합니다. + +- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - 오류 추적 및 성능 모니터링을 위한 Sentry.io 통합 +- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - 충돌 보고 및 실제 사용자 모니터링을 위한 Raygun API V3 통합 +- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Metoro로 모니터링되는 쿠버네티스 환경 쿼리 및 상호 작용 +- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Grafana 인스턴스에서 대시보드 검색, 인시던트 조사 및 데이터 소스 쿼리 +- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Logfire를 통해 OpenTelemetry 추적 및 메트릭에 대한 접근 제공 +- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - 모델 컨텍스트 프로토콜(MCP)을 통해 시스템 메트릭을 노출하는 시스템 모니터링 도구. 이 도구를 사용하면 LLM이 MCP 호환 인터페이스를 통해 실시간 시스템 정보를 검색할 수 있습니다. (CPU, 메모리, 디스크, 네트워크, 호스트, 프로세스 지원) +- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - 복잡성에서 보안 취약점에 이르기까지 10가지 중요한 차원에 걸쳐 지능적이고 프롬프트 기반 분석을 통해 AI 생성 코드 품질 향상 + +### 🔎 검색 + +- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Brave의 검색 API를 사용한 웹 검색 기능 +- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes API를 사용하여 기사 검색 +- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI 소비를 위한 효율적인 웹 콘텐츠 가져오기 및 처리 +- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 검색 API 통합 +- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 모델 컨텍스트 프로토콜(MCP) 서버는 Claude와 같은 AI 어시스턴트가 웹 검색을 위해 Exa AI 검색 API를 사용할 수 있게 합니다. 이 설정은 AI 모델이 안전하고 통제된 방식으로 실시간 웹 정보를 얻을 수 있도록 합니다. +- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - search1api를 통한 검색 (유료 API 키 필요) +- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 검색 API +- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 검색 API +- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ArXiv 연구 논문 검색 +- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Google 검색 및 모든 주제에 대한 심층 웹 리서치 수행 +- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  arXiv에서 논문을 검색하고 읽기 위한 LLM용 MCP +- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  PubMed에서 의료/생명 과학 논문을 검색하고 읽기 위한 MCP. +- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Apify의 오픈 소스 RAG 웹 브라우저 액터를 위한 MCP 서버로 웹 검색, URL 스크래핑 및 마크다운 형식으로 콘텐츠 반환 수행. +- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - searXNG 인스턴스에 연결하기 위한 MCP 서버 +- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojure 라이브러리의 최신 의존성 정보를 위한 Clojars MCP 서버 +- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org)를 위한 모델 컨텍스트 프로토콜 서버 +- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - 해커 뉴스 검색, 인기 기사 가져오기 등을 위한 MCP 서버. +- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 자동 주제 분류, 다국어 지원 및 [SerpAPI](https://serpapi.com/)를 통한 헤드라인, 기사 및 관련 주제를 포함한 포괄적인 검색 기능을 갖춘 Google 뉴스 통합. +- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - [Trieve](https://trieve.ai)를 통해 데이터셋에서 정보를 크롤링, 임베딩, 청킹, 검색 및 검색합니다. +- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - DuckDuckGo를 사용한 웹 검색 +- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - DuckDuckGo 검색 기능을 제공하는 TypeScript 기반 MCP 서버입니다. +- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - 고급 검색, 비공개 심층 연구, 모든 것을 마크다운으로 변환하는 파일 추출 및 텍스트 청킹을 위한 [Vectorize](https://vectorize.io) MCP 서버. +- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - Playwright 헤드리스 브라우저를 사용하여 웹 페이지 콘텐츠를 가져오는 MCP 서버, Javascript 렌더링 및 지능형 콘텐츠 추출 지원, 마크다운 또는 HTML 형식 출력. + +### 🔒 보안 + +- [dnstwist MCP 서버](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - 타이포스쿼팅, 피싱 및 기업 스파이 활동 탐지를 돕는 강력한 DNS 퍼징 도구인 dnstwist용 MCP 서버. +- [Maigret MCP 서버](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - 다양한 공개 소스에서 사용자 계정 정보를 수집하는 강력한 OSINT 도구인 maigret용 MCP 서버. 이 서버는 소셜 네트워크에서 사용자 이름 검색 및 URL 분석 도구를 제공합니다. +- [Shodan MCP 서버](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - Shodan API 및 Shodan CVEDB 쿼리를 위한 MCP 서버. 이 서버는 IP 조회, 장치 검색, DNS 조회, 취약점 쿼리, CPE 조회 등을 위한 도구를 제공합니다. +- [VirusTotal MCP 서버](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - VirusTotal API 쿼리를 위한 MCP 서버. 이 서버는 URL 스캔, 파일 해시 분석 및 IP 주소 보고서 검색 도구를 제공합니다. +- [ORKL MCP 서버](https://github.com/fr0gger/MCP_Security) 📇 🛡️ ☁️ - ORKL API 쿼리를 위한 MCP 서버. 이 서버는 위협 보고서 가져오기, 위협 행위자 분석 및 인텔리전스 소스 검색 도구를 제공합니다. +- [Security Audit MCP 서버](https://github.com/qianniuspace/mcp-security-audit) 📇 🛡️ ☁️ 보안 취약점에 대해 npm 패키지 의존성을 감사하는 강력한 MCP(모델 컨텍스트 프로토콜) 서버. 실시간 보안 검사를 위한 원격 npm 레지스트리 통합으로 구축됨. +- [ROADRecon MCP 서버](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 Azure 테넌트 열거에서 ROADrecon 수집 결과 분석을 위한 MCP 서버 + +### 🏃 스포츠 + +스포츠 관련 데이터, 결과 및 통계에 접근하기 위한 도구. + +- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - 자연어를 통해 사이클링 경주 데이터, 결과 및 통계에 접근합니다. firstcycling.com에서 출발 목록, 경주 결과 및 라이더 정보 검색 기능 포함. + +### 🚆 여행 및 교통 + +여행 및 교통 정보 접근. 일정, 경로 및 실시간 여행 데이터 쿼리를 가능하게 합니다. + +- [Airbnb MCP 서버](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Airbnb 검색 및 숙소 세부 정보 가져오기 도구 제공. +- [NS 여행 정보 MCP 서버](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - 네덜란드 철도(NS) 여행 정보, 일정 및 실시간 업데이트 접근 +- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 미국 국립 공원의 공원 세부 정보, 경고, 방문자 센터, 캠프장 및 이벤트에 대한 최신 정보를 제공하는 국립 공원 서비스 API 통합 +- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - LLM이 Tripadvisor API와 상호 작용할 수 있게 하는 MCP 서버로, 표준화된 MCP 인터페이스를 통해 위치 데이터, 리뷰 및 사진 지원 + +### 🔄 버전 관리 + +Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표준화된 API를 통해 리포지토리 관리, 코드 분석, 풀 리퀘스트 처리, 이슈 추적 및 기타 버전 관리 작업을 가능하게 합니다. + +- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - 리포지토리 관리, PR, 이슈 등을 위한 GitHub API 통합 +- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - 프로젝트 관리 및 CI/CD 운영을 위한 GitLab 플랫폼 통합 +- [@oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Gitee API 통합, 리포지토리, 이슈 및 풀 리퀘스트 관리 등. +- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 로컬 리포지토리 읽기, 검색 및 분석을 포함한 직접적인 Git 리포지토리 운영 +- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - LLM으로 GitHub 리포지토리 읽기 및 분석 + +### 🛠️ 기타 도구 및 통합 + +- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 액터라고 알려진 3,000개 이상의 사전 구축된 클라우드 도구를 사용하여 웹사이트, 전자 상거래, 소셜 미디어, 검색 엔진, 지도 등에서 데이터 추출 +- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Contentful Space에서 콘텐츠, 콘텐츠 모델 및 에셋 업데이트, 생성, 삭제 +- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - OpenAI의 가장 똑똑한 모델과 채팅 +- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - 전체 소스 파일을 읽지 않고 AI 어시스턴트에게 패키지 문서 및 유형에 대한 스마트한 접근을 제공하는 토큰 효율적인 Go 문서 서버 +- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - MCP 프로토콜을 사용하여 Claude에서 직접 OpenAI 모델 쿼리 +- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP 프로토콜의 모든 기능을 실행하는 MCP 서버 +- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Phabricator API와 상호 작용 +- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - REST API를 통해 Obsidian과 상호 작용 +- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - Claude 데스크톱(또는 모든 MCP 클라이언트)이 마크다운 노트(예: Obsidian 보관소)를 포함하는 모든 디렉토리를 읽고 검색할 수 있도록 하는 커넥터입니다. +- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - YouTube 자막 가져오기 +- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - TikTok 동영상과 상호 작용 +- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 개인 할 일 목록 관리를 위해 Notion의 API와 통합 +- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 자율 셸 실행, 컴퓨터 제어 및 코딩 에이전트. (Mac) +- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - AI가 .ged 파일 및 유전 데이터 읽기 가능 +- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - AI가 로컬 Apple Notes 데이터베이스에서 읽기 가능 (macOS 전용) +- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - 암호화폐 목록 및 시세를 가져오기 위한 Coinmarket API 통합 +- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Notion API와 상호 작용 +- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - 도구 또는 사전 정의된 프롬프트를 통해 MCP 프로토콜을 사용하여 OpenAI, MistralAI, Anthropic, xAI, Google AI 또는 DeepSeek에 요청 보내기. 공급업체 API 키 필요 +- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - MIRO 화이트보드 접근, 항목 대량 생성 및 읽기. REST API용 OAUTH 키 필요. +- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Linear 프로젝트 관리 시스템과 통합 +- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - JQL 및 API를 통해 Jira 데이터 읽기 및 티켓 생성 및 편집 요청 실행. +- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - CQL을 통해 Confluence 데이터 가져오기 및 페이지 읽기. +- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Atlassian 제품(Confluence 및 Jira)용 MCP 서버. Confluence Cloud, Jira Cloud 및 Jira Server/Data Center 지원. Atlassian 작업 공간 전반에 걸쳐 콘텐츠 검색, 읽기, 생성 및 관리를 위한 포괄적인 도구 제공. +- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Perplexity, Groq, xAI 등과 같은 다른 OpenAI SDK 호환 채팅 완료 API와 채팅 +- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  다른 MCP 서버를 설치해주는 MCP 서버. +- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Perplexity API와 상호 작용. +- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - 위키백과 기사 조회 API +- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - 클라이언트 머신의 현지 시간 또는 NTP 서버의 현재 UTC 시간을 확인할 수 있는 MCP 서버 +- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  OpenAI 어시스턴트와 대화하기 위한 MCP (Claude는 모든 GPT 모델을 어시스턴트로 사용할 수 있음) +- [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Claude에서 직접 HuggingFace Spaces 사용. 오픈 소스 이미지 생성, 채팅, 비전 작업 등 사용. 이미지, 오디오 및 텍스트 업로드/다운로드 지원. +- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Claude 데스크톱 앱용 MCP 서버를 설치하고 관리하는 간단한 웹 UI. +- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - MCP 서버 테스트용 CLI 도구 +- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - MCP 서버 테스트를 위한 또 다른 CLI 도구 +- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - VegaLite 형식 및 렌더러를 사용하여 가져온 데이터에서 시각화 생성. +- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Home Assistant 데이터 접근 및 장치(조명, 스위치, 온도 조절기 등) 제어. +- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 모델 컨텍스트 프로토콜 서버를 통해 모든 Home Assistant 음성 인텐트를 노출하여 홈 제어 가능. +- [@magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Giphy API를 통해 Giphy의 방대한 라이브러리에서 GIF 검색 및 검색. +- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 개발자를 위한 유용한 도구 모음, 엔지니어가 필요로 하는 거의 모든 것: confluence, Jira, Youtube, 스크립트 실행, 지식 기반 RAG, URL 가져오기, Youtube 채널 관리, 이메일, 캘린더, gitlab +- [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - MacOS에서 애플리케이션을 나열하고 실행하는 MCP 서버 +- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - 다양한 형식의 날짜 및 시간 함수를 제공하는 MCP 서버 +- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - Wolfram Alpha API 쿼리를 위한 MCP 서버. +- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - 이미지 생성을 위해 Amazon Nova Canvas 모델 사용. +- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP 서버는 사용자가 Claude 또는 다른 MCP 호환 앱에서 직접 Midjourney/Flux/Kling/Hunyuan/Udio/Trellis로 미디어 콘텐츠를 생성할 수 있게 합니다. +- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Dify 워크플로우 쿼리 및 실행 도구 +- [@pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ news.ycombinator.com(해커 뉴스)의 HTML 콘텐츠를 파싱하고 다양한 유형의 스토리(인기, 신규, 질문, 쇼, 채용)에 대한 구조화된 데이터 제공. +- [@mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 타임스탬프 인덱싱, SQL/임베딩 저장소, 시맨틱 검색, LLM 기반 기록 분석 및 이벤트 트리거 작업을 통해 화면/오디오를 캡처하는 로컬 우선 시스템 - NextJS 플러그인 생태계를 통해 컨텍스트 인식 AI 에이전트 구축 가능. +- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - AI가 Bear Notes에서 읽을 수 있도록 허용 (macOS 전용) +- [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - JavaFX 캔버스에 그리기. +- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ AI 클라이언트가 Attio CRM에서 레코드 및 노트를 관리할 수 있도록 허용 +- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ 이 모델 컨텍스트 프로토콜 서버의 Asana 구현은 Anthropic의 Claude 데스크톱 애플리케이션과 같은 MCP 클라이언트에서 Asana API와 통신할 수 있게 합니다. +- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - WebSocket으로 MCP 서버 래핑 ([kitbitz](https://github.com/nick1udwig/kibitz)와 함께 사용하기 위해) +- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ AI 모델이 비트코인과 상호 작용하여 키 생성, 주소 유효성 검사, 트랜잭션 디코딩, 블록체인 쿼리 등을 할 수 있도록 하는 모델 컨텍스트 프로토콜(MCP) 서버. +- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - 신체 운동 추적 앱인 Strava용 MCP 서버 +- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - 수면 추적 앱인 Oura용 MCP 서버 +- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - 채팅에서 배운 내용을 기억하기 위해 [Rember](https://rember.com)에 간격 반복 플래시 카드 만들기. +- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - LLM이 모델 컨텍스트 프로토콜(MCP)을 사용하여 Raindrop.io 북마크와 상호 작용할 수 있도록 하는 통합. +- [@makehq/mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - [Make](https://www.make.com/) 시나리오를 AI 어시스턴트가 호출할 수 있는 도구로 변환합니다. +- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 화면 GUI 자동 조작. +- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ AI 모델이 [Kibela](https://kibe.la/)와 상호 작용할 수 있도록 허용 +- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - AI가 GraphQL 서버를 쿼리할 수 있도록 허용 +- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Replicate의 API를 통해 이미지 생성 기능 제공. +- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - RabbitMQ와의 상호 작용(관리 작업, 메시지 인큐/디큐) 가능 +- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Spotify 재생 제어 및 재생 목록 관리. +- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - 키보드 입력, 마우스 이동과 같은 명령을 실행할 수 있는 MCP 서버 +- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - 기본적인 로컬 taskwarrior 사용(작업 추가, 업데이트, 제거)을 위한 MCP 서버 + +## 프레임워크 + +- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 파이썬으로 MCP 서버를 구축하기 위한 고수준 프레임워크 +- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - 타입스크립트로 MCP 서버를 구축하기 위한 고수준 프레임워크 +- [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - 함수형 테스트를 포함하여 선언적으로 MCP 서버를 작성하기 위한 Golang 라이브러리 +- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – [Genkit](https://github.com/firebase/genkit/tree/main)과 모델 컨텍스트 프로토콜(MCP) 간의 통합 제공. +- [LiteMCP](https://github.com/wong2/litemcp) 📇 - JavaScript/TypeScript로 MCP 서버를 구축하기 위한 고수준 프레임워크 +- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - MCP 서버 및 클라이언트 구축을 위한 Golang SDK. +- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) 📇 - MCP 서버 구축을 위한 빠르고 우아한 타입스크립트 프레임워크 +- [mcp-proxy](https://github.com/punkpeye/mcp-proxy) - 📇 `stdio` 전송을 사용하는 MCP 서버를 위한 타입스크립트 SSE 프록시. +- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Rust용 MCP CLI 서버 템플릿 +- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - 타입 안전성에 중점을 둔 MCP 서버 구축을 위한 Golang 프레임워크 +- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - LangChain에서 MCP 도구 호출 지원을 제공하여 MCP 도구를 LangChain 워크플로우에 통합 가능. +- [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣ 🏠 - NativeAOT 호환성으로 .NET 9에서 MCP 서버를 구축하기 위한 C# SDK ⚡ 🔌 +- [spring-projects-experimental/spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - 다양한 플러그형 전송 옵션으로 MCP 클라이언트 및 MCP 서버 구축을 위한 Java SDK 및 Spring 프레임워크 통합. +- [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - 리소스 언급 및 프롬프트 명령을 위한 모델 컨텍스트 프로토콜(MCP)을 구현하는 CodeMirror 확장 프로그램. +- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - Quarkus를 사용하여 MCP 서버를 구축하기 위한 Java SDK. +- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - 간단하고 구성 가능한 패턴을 사용하여 MCP 서버로 효과적인 에이전트 구축. +- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - modelcontextprotocol.io에서 가져온 MCP 서버 및 MCP 클라이언트로 효과적인 에이전트를 구축하기 위한 Scala MCP 프레임워크. + +## 유틸리티 + +- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - 예제 서버 및 MCP 클라이언트가 포함된 MCP stdio에서 HTTP SSE 전송 게이트웨이. +- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 – LangChain.js에서 MCP 제공 도구 사용 +- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) 📇 - MCP SSE 서버용 게이트웨이 데모. +- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 🏎️ -  대규모 언어 모델(LLM)이 모델 컨텍스트 프로토콜(MCP)을 통해 외부 도구와 상호 작용할 수 있도록 하는 CLI 호스트 애플리케이션. +- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 📇 - 클라우드 기반 AI 서비스가 HTTP/HTTPS 요청을 통해 로컬 Stdio 기반 MCP 서버에 접근할 수 있도록 하는 작은 도구. +- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 – 기존의 모든 openAI 호환 클라이언트에서 mcp를 사용하기 위한 openAI 미들웨어 프록시 +- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – MCP stdio에서 SSE 전송 게이트웨이. +- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – 수직 AI 에이전트 구축 프레임워크 +- [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) 🐍 ☁️ -  현재 IP를 기반으로 현재 위치를 정확히 알려주는 경량 mcp 서버. +- [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) 🐍 ☁️ - 현재 시간을 정확히 알려주는 경량 mcp 서버. +- [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) 🐍 🏠 - 현재 사용자가 누구인지 정확히 알려주는 경량 MCP 서버. +- [flux159/mcp-chat](https://github.com/flux159/mcp-chat) 📇🖥️ - 모든 MCP 서버와 채팅하고 연결하는 CLI 기반 클라이언트. MCP 서버 개발 및 테스트 중에 유용합니다. +- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 여러 MCP 리소스 서버를 단일 http 서버를 통해 집계하고 제공하는 MCP 프록시 서버. + +## 팁과 요령 + +### LLM에게 MCP 사용 방법을 알리는 공식 프롬프트 + +Claude에게 모델 컨텍스트 프로토콜에 대해 물어보고 싶으신가요? + +프로젝트를 생성한 다음 이 파일을 추가하세요: + +https://modelcontextprotocol.io/llms-full.txt + +Claude에게 MCP 서버 작성 및 작동 방식에 대한 질문해보세요! + +- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/ + +## 스타 히스토리 + + + + + + Star History Chart + + diff --git a/README-zh.md b/README-zh.md index a4b9a229..572ec887 100644 --- a/README-zh.md +++ b/README-zh.md @@ -3,6 +3,7 @@ [![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) +[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.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/) @@ -69,6 +70,7 @@ * 🛠️ - [开发者工具](#developer-tools) * 📂 - [文件系统](#file-systems) * 💰 - [Finance & Fintech](#finance--fintech) +* 🎮 - [游戏](#gaming) * 🧠 - [知识与记忆](#knowledge--memory) * 🗺️ - [位置服务](#location-services) * 🎯 - [营销](#marketing) @@ -91,6 +93,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS 上与 Apple Reminders 集成的 MCP 服务器 - [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。 - [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - 一个支持使用 Google 搜索结果进行免费网页搜索的 MCP 服务器，无需 API 密钥 +- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - 一个支持搜索 B站 内容的 MCP 服务器。提供LangChain调用示例、测试脚本。 ### 🎨 艺术与文化 @@ -98,6 +101,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - 从您的视频集合中添加、分析、搜索和生成视频剪辑 - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 荷兰国立博物馆 API 集成，支持艺术品搜索、详情查询和收藏品浏览 +- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 集成 AniList API 获取动画和漫画信息的 MCP 服务器 ### ☁️ 云平台 @@ -106,7 +110,12 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成，包括 Workers、KV、R2 和 D1 - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通过 MCP 操作 Kubernetes 集群 - [@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。 +- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - 提供对 Netskope Private Access 环境中所有组件的访问权限，包含详细的设置信息和 LLM 使用示例。 +- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - 提供对 VMware ESXi/vCenter 管理服务器，提供简单的 REST API 接口来管理虚拟机。 +- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 提供 Kubernetes 集群资源管理, 深度分析集群和应用的健康状态 - [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 提供对 Netskope Private Access 环境中所有组件的访问权限，包含详细的设置信息和 LLM 使用示例。 +- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作，提供管理界面、日志，内置近50种工具，覆盖常见运维开发场景，支持常规资源、CRD资源。 +- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作，可作为SDK集成到您自己的项目中，内置近50种工具，覆盖常见运维开发场景，支持常规资源、CRD资源。 ### 🖥️ Command Line @@ -144,6 +153,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 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。 +- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - 阿里云表格存储(Tablestore)的 MCP 服务器实现，特性包括添加文档、基于向量和标量进行语义搜索、RAG友好。 - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - 集成 Elasticsearch 的 MCP 服务器实现 - [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 - [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 @@ -168,6 +178,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 与矢量搜索功能的集成 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基于SQLAlchemy的通用数据库集成，支持PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等众多数据库。具有架构和关系检查以及大型数据集分析功能。 - [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - 查询 GreptimeDB 的 MCP 服务。 +- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - 一个用于与 Google Sheets 交互的模型上下文协议服务器。该服务器通过 Google Sheets API 提供创建、读取、更新和管理电子表格的工具。 ### 💻 开发者工具 @@ -186,6 +197,14 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基于 Pandoc 的 MCP 服务器，支持 Markdown、HTML、PDF、DOCX（.docx）、csv 等格式之间的无缝转换 - [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 这个 MCP 服务器提供了使用 wget 下载完整网站的工具，可保留网站结构并转换链接以支持本地访问 - [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - 基于 [SQLGlot](https://github.com/tobymao/sqlglot) 的 MCP 服务器，提供 SQL 分析、代码检查和方言转换功能 +- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 用于事件管理平台 Rootly](https://rootly.com/) 的 MCP 服务器 +- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - 用于生成漂亮交互式思维导图mindmap的模型上下文协议（MCP）服务器。 +- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 用于本地压缩各种图片格式的 MCP 服务器。 +- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - 使用 MCP 实现的 Claude Code 功能，支持 AI 代码理解、修改和项目分析，并提供全面的工具支持。 +- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - 用于与 iOS 模拟器交互的模型上下文协议 (MCP) 服务器。此服务器允许您通过获取有关 iOS 模拟器的信息、控制 UI 交互和检查 UI 元素来与 iOS 模拟器交互。 +- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - 支持对 [Higress](https://github.com/alibaba/higress/blob/main/README_ZH.md) 网关进行全面的配置和管理。 +- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP服务器让LLM能够了解您的OpenAPI规范的所有信息，以发现、解释和生成代码/模拟数据 +- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - 无缝集成任何 API 与 AI 代理（通过 OpenAPI 架构） ### 🧮 数据科学工具 @@ -205,6 +224,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - 使用 Everything SDK 实现的快速 Windows 文件搜索 - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - 通过 MCP 或剪贴板与 LLM 共享代码上下文 - [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - 使用 Apache OpenDAL™ 访问任何存储 +- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 📇 🏠 - 文件合并工具，适配AI Chat长度限制 ### 💰 金融 & 金融科技 @@ -214,6 +234,15 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [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 - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API 集成，用于获取股票和加密货币信息 - [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API 集成，用于管理 Tastytrade 平台的交易活动 +- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI 提供港美股等市场的股票实时行情数据，通过 MCP 提供 AI 接入分析、交易能力。 +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 使用 Bitget 公共 API 去获取加密货币最新价格 + +### 🎮 游戏 + +游戏相关数据和服务集成 + +- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 用于实时 Fantasy Premier League 数据和分析工具的 MCP 服务器。 +- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - Unity3d 游戏引擎集成 MCP 服务器 ### 🧠 知识与记忆 @@ -224,6 +253,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [/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 - [@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 - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - 为 LLM 提供的连接器，用于操作 Zotero Cloud 上的文献集合和资源 +- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用于 Mem0 的模型上下文协议服务器，帮助管理编码偏好和模式，提供工具用于存储、检索和语义处理代码实现、最佳实践和技术文档，适用于 Cursor 和 Windsurf 等 IDE ### 🗺️ 位置服务 @@ -248,10 +278,11 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [@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 - [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 - [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - 在 Grafana 实例中搜索仪表盘、调查事件并查询数据源 - +- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - 监控系统 CPU、Memory、Disk、Network、Host、Process 等信息，并与 LLM 进行交互 ### 🔎 搜索 - [@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 +- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通过 [Dumpling AI](https://www.dumplingai.com/) 提供的数据访问、网页抓取与文档转换 API - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章 - [@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 - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜索 API 集成 @@ -270,6 +301,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - 一个用于搜索 Hacker News、获取热门故事等的 MCP 服务器。 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News 集成，具有自动主题分类、多语言支持，以及通过 [SerpAPI](https://serpapi.com/) 提供的标题、故事和相关主题的综合搜索功能。 - [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - 通过 [Trieve](https://trieve.ai) 爬取、嵌入、分块、搜索和检索数据集中的信息 +- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - 使用 ZoomEye API 搜索全球网络空间资产 +- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - 将OpenAI内置的`web_search`工具封转成MCP服务器使用. ### 🔒 安全 @@ -285,6 +318,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 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。 - [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 +- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 美国国家公园管理局 API 集成，提供美国国家公园的详细信息、警报、游客中心、露营地和活动的最新信息 ### 🔄 版本控制 @@ -294,10 +328,12 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [@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 - [@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 - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 阅读和分析 GitHub 存储库 +- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - 与 GitLab 项目问题和合并请求无缝互动。 ### 🛠️ 其他工具和集成 - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 使用超过 3,000 个预构建的云工具（称为 Actors）从网站、电商、社交媒体、搜索引擎、地图等提取数据。 +- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - 使LLM能够使用计算器进行精确的数值计算 - [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 - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - 与 OpenAI 最智能的模型聊天 - [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 @@ -342,6 +378,10 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ 一个模型上下文协议（MCP）服务器，使 AI 模型能够与比特币交互，允许它们生成密钥、验证地址、解码交易、查询区块链等 - [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/) 与 MCP 的集成 - [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - 通过Replicate API提供图像生成功能。 +- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - MCP服务器，可以执行键盘输入、鼠标移动等命令 +- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 此 MCP 伺服器將協助您透過 [Plane 的](https://plane.so) API 管理專案和問題 +- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - 允许 AI 模型与 [HackMD](https://hackmd.io) 交互 +- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - MCP服务器，可以计算数学表达式 ## 框架 - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 用于在 Python 中构建 MCP 服务器的高级框架 @@ -358,7 +398,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣🏠 - 基于 .NET 9 的 C# MCP 服务器 SDK ，支持 NativeAOT ⚡ 🔌 - [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - 用于构建 MCP 客户端和服务器的 Java SDK 和 Spring Framework 集成，支持多种可插拔的传输选项 - [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror 扩展，实现了用于资源提及和提示命令的模型上下文协议 (MCP) - +- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ 🔌 - Scala MCP 框架 构建企业级MCP客户端和服务端 shade from modelcontextprotocol.io. +- ## 实用工具 - [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 @@ -369,6 +410,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和 - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 - OpenAI 中间件代理，用于在任何现有的 OpenAI 兼容客户端中使用 MCP - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 - MCP stdio 到 SSE 的传输网关 - [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 - 用于构建垂直 AI 代理的框架 +- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 一个通过单个HTTP服务器聚合并服务多个MCP资源服务器的MCP代理服务器。 ## 客户端 diff --git a/README.md b/README.md index 88245a78..9ff9dc99 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,7 @@ [![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) +[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.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/) @@ -39,12 +40,12 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) ## Legend -* 🎖️ – official implementation +* 🎖️ – official implementation * programming language - * 🐍 – Python codebase - * 📇 – TypeScript codebase - * 🏎️ – Go codebase - * 🦀 – Rust codebase + * 🐍 – Python codebase + * 📇 – TypeScript codebase + * 🏎️ – Go codebase + * 🦀 – Rust codebase * #️⃣ - C# Codebase * ☕ - Java codebase * scope @@ -53,6 +54,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) * operating system * 🍎 – For macOS * 🪟 – For Windows + * 🐧 - For Linux > [!NOTE] > Confused about Local 🏠 vs Cloud ☁️? @@ -71,6 +73,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) * 💬 - [Communication](#communication) * 👤 - [Customer Data Platforms](#customer-data-platforms) * 🗄️ - [Databases](#databases) +* 📊 - [Data Platforms](#data-platforms) * 🛠️ - [Developer Tools](#developer-tools) * 📂 - [File Systems](#file-systems) * 💰 - [Finance & Fintech](#finance--fintech) @@ -79,8 +82,9 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) * 🗺️ - [Location Services](#location-services) * 🎯 - [Marketing](#marketing) * 📊 - [Monitoring](#monitoring) -* 🔎 - [Search](#search) +* 🔎 - [Search & Data Extraction](#search) * 🔒 - [Security](#security) +* 🏃 - [Sports](#sports) * 🚆 - [Travel & Transportation](#travel-and-transportation) * 🔄 - [Version Control](#version-control) * 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations) @@ -88,34 +92,52 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) ### 📂 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 + +- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright +- [@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 +- [@browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) +- [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server. +- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping - [@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 - [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS - [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. +- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction - [@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. +- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts - [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server. +- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. +- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - Extract structured data from any website. Just prompt and get JSON. +- [@eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox). ### 🎨 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 +- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection +- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections +- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information +- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information +- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim. ### ☁️ 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 +- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support +- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure - [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. - [@manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster. +- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage. +- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management. +- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health - [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage. - [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state. +- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. +- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources. ### 🖥️ Command Line @@ -124,7 +146,8 @@ Run commands, capture output and otherwise interact with shells and command line - [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal. - [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) +- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP) +- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor` ### 💬 Communication @@ -132,6 +155,7 @@ Integration with communication platforms for message management and channel oper - [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - An MCP server to Manage Google Tasks - [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 +- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups - [@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. @@ -141,6 +165,8 @@ Integration with communication platforms for message management and channel oper - [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on. - [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. - [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat. +- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - An MCP server to interface with the Google Tasks API +- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) - 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations. ### 👤 Customer Data Platforms @@ -155,11 +181,15 @@ Provides access to customer profiles inside of customer data platforms Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. +- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase +- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless. +- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite. - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities - [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities +- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB 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 - [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts)) @@ -168,12 +198,15 @@ Secure database access with schema inspection capabilities. Enables querying and - [@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 +- [@benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection +- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows. - [@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 - [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities -- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters. +- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters. +- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource. - [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases. - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB @@ -187,10 +220,23 @@ Secure database access with schema inspection capabilities. Enables querying and - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities. - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more. - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases +- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system. - [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres - [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. -- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Universal database MCP server supporting mainstream databases. +- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Universal database MCP server supporting mainstream databases. - [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB. +- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2. +- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API. +- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - A Qdrant MCP server +- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents +- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database. + +### 📊 Data Platforms + +Data Platforms for data integration, transformation and pipeline orchestration. + +- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API. +- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status. ### 💻 Developer Tools @@ -204,11 +250,13 @@ Tools and integrations that enhance the development workflow and environment man - [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation - [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 +- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages` - [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/) +- - [@Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization. - [@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. - [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. @@ -217,8 +265,23 @@ Tools and integrations that enhance the development workflow and environment man - [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm. - [@jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation. - [@Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain. -- [@xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server. +- [@xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server. - [@yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client. +- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework. +- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/). +- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. +- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats. +- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support. +- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements. +- [User Feedback](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. +- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai). +- [octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail. +- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs +- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations. +- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data +- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema) +- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/). +- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question. ### 🧮 Data Science Tools @@ -226,7 +289,9 @@ Integrations and tools designed to simplify data exploration, analysis and enhan - [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents. - [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown - [@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. - +- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines +- [hanlulong/stata-mcp](https://github.com/hanlulong/stata-mcp) - MCP server for Stata (popular in economic analysis) with VS code and Cursor extension. + ### 📂 File Systems Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. @@ -239,33 +304,55 @@ Provides direct access to local file systems with configurable permissions. Enab - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard - [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image. - [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™ +- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - File merger tool, suitable for AI chat length limits. ### 💰 Finance & Fintech -Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics. +Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information. +- [@SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API. +- [@SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API. +- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains - [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations - [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 - [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade - [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations +- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect - [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. +- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance. - [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information - [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. - [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions. - [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data. - [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents. +- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap. +- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. +- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains. +- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. +- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph. +- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price. +- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API. +- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. +- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. +- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents. +- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens. +- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. ### 🎮 Gaming -Integration with gaming related data, and services +Integration with gaming related data, game engines, and services +- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. - [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools. +- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development ### 🧠 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 @@ -273,11 +360,13 @@ Persistent memory storage using knowledge graph structures. Enables AI models to - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud - [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content - [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline. +- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf ### 🗺️ Location Services -Geographic and location-based services integration. Enables access to mapping data, directions, and place information. +Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics. +- [@SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. - [@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 @@ -299,17 +388,21 @@ Access and analyze application monitoring data. Enables AI models to review erro - [@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 - [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance +- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire +- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process） +- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities -### 🔎 Search +### 🔎 Search & Data Extraction - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API +- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/) - [@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. +- [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 -- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI search API +- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API +- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – 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 @@ -323,16 +416,31 @@ Access and analyze application monitoring data. Enables AI models to review erro - [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) - [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo - [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. +- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server +- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool. - [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. +- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format. +- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting. +- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. +- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities. ### 🔒 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. -- [ORKL MCP Server](https://github.com/fr0gger/MCP_Security) 📇🛡️☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources. -- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇🛡️☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks. +- [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. +- [ORKL MCP Server](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources. +- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks. +- [ORKL MCP Server](https://github.com/fr0gger/MCP_Security) 📇 🛡️ ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources. +- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇 🛡️ ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks. +- [ROADRecon MCP Server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration + +### 🏃 Sports + +Tools for accessing sports-related data, results, and statistics. + +- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com. ### 🚆 Travel & Transportation @@ -340,6 +448,8 @@ Access to travel and transportation information. Enables querying schedules, rou - [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details. - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates +- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks +- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces ### 🔄 Version Control @@ -347,12 +457,17 @@ Interact with Git repositories and version control platforms. Enables repository - [@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 +- [@oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Gitee API integration, repository, issue, and pull request management, and more. - [@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 +- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects. +- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration ### 🛠️ Other Tools and Integrations +- [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more +- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations - [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 @@ -371,8 +486,9 @@ Interact with Git repositories and version control platforms. Enables repository - [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. -- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages. -- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets. +- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system +- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets. +- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian 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. @@ -383,9 +499,11 @@ Interact with Git repositories and version control platforms. Enables repository - [@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 +- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another 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. +- [@magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API. - [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 @@ -410,13 +528,21 @@ Interact with Git repositories and version control platforms. Enables repository - [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/) - [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers - [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API. +- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ +- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists. +- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement +- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks) +- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API +- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Allows AI models to interact with [HackMD](https://hackmd.io) +- [lciesielski/mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example) 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance +- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation ## 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). +- [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 @@ -426,10 +552,14 @@ Interact with Git repositories and version control platforms. Enables repository - [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 ⚡ 🔌 - [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options. +- [Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server) 📇 - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure +- [spring-projects-experimental/spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options. - [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands. -- [quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - Java SDK for building MCP servers using Quarkus. -- [mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - Build effective agents with MCP servers using simple, composable patterns. - +- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - Java SDK for building MCP servers using Quarkus. +- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - Build effective agents with MCP servers using simple, composable patterns. +- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - Scala MCP Framework for Build effective agents with MCP servers and MCP clients shade from modelcontextprotocol.io. +- [paulotaylor/voyp-mcp](https://github.com/paulotaylor/voyp-mcp) - VOYP - Voice Over Your Phone MCP Server for making calls. + ## Utilities - [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. @@ -439,10 +569,13 @@ Interact with Git repositories and version control platforms. Enables repository - [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. - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 – an openAI middleware proxy to use mcp in any existing openAI compatible client - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – An MCP stdio to SSE transport gateawy. -- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework to build vertical AI agent +- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework to build vertical AI agent - [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) 🐍 ☁️ - A lightweight mcp server that tells you exactly where you are based on your current IP. - [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) 🐍 ☁️ - A lightweight mcp server that tells you exactly what time is it. - [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) 🐍 🏠 - A lightweight MCP server that tells you exactly who you are. +- [flux159/mcp-chat](https://github.com/flux159/mcp-chat) 📇🖥️ - A CLI based client to chat and connect with any MCP server. Useful during development & testing of MCP servers. +- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single http server. +- [f/MCPTools](https://github.com/f/mcptools) 🔨 - A command-line development tool for inspecting and interacting with MCP servers with extra features like mocks and proxies. ## Tips and Tricks