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@@ -91,6 +91,7 @@
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* 💰 - [金融・フィンテック](#finance--fintech)
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* 🎮 - [ゲーミング](#gaming)
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* 🧠 - [知識と記憶](#knowledge--memory)
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* ⚖️ - [法律](#legal)
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* 🗺️ - [位置情報サービス](#location-services)
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* 🎯 - [マーケティング](#marketing)
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* 📊 - [監視](#monitoring)
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@@ -265,8 +266,8 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB データベースの統合、テーブル構造の作成(DDL)および SQL の実行
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- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery統合のためのサーバー実装で、直接的なBigQueryデータベースアクセスとクエリ機能を提供
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- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 構成可能なアクセス制御、スキーマ検査、包括的なセキュリティガイドラインを備えたMySQLデータベース統合
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- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合
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- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 組み込みの分析機能を備えたSQLiteデータベース操作
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- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合
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- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 組み込みの分析機能を備えたSQLiteデータベース操作
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- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabaseでプロジェクトと組織を管理および作成するためのSupabase MCPサーバー
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- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - スキーマ検査とクエリ機能を備えたDuckDBデータベース統合
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- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLMがデータベースと直接対話できるようにするMongoDB統合。
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@@ -276,6 +277,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [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。
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- [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。
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- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 自動ストリーミング、読み取り専用安全性、汎用データベース互換性を備えた自然言語PostgreSQLクエリ。
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- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - AI を活用した PostgreSQL パフォーマンス チューニング機能を提供します。
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- [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。
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- [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。
|
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- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 包括的な読み取り、書き込み、フォーマット、シート管理機能を備えたGoogle Sheets API統合のMCPサーバー。
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@@ -298,7 +300,9 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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開発ワークフローと環境管理を強化するツールと統合。
|
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- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 多数のコーディングアシスタント向けシステムプロンプトを MCP ツールとして公開し、モデル感知のレコメンドとペルソナ切り替えで Cursor や Devin などを再現できます。
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- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - [QA Sphere](https://qasphere.com/)テスト管理システムとの統合。LLMがテストケースを発見、要約、操作できるようにし、AI搭載IDEから直接アクセス可能
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- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - コーディングエージェントがFigmaデータに直接アクセスし、アセットエクスポート、ウィジェット保守、フルスクリーン実装を含むアプリ構築のためのFlutterコードを書くのを支援します。
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- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCPを通じたDockerコンテナの管理と操作
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- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - JSON、テキスト、HTMLデータを柔軟に取得するためのMCPサーバー
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- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - Google タスクを管理するための MCP サーバー
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@@ -326,6 +330,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Storybookデザインシステムからコンポーネント情報を抽出します。HTML、スタイル、props、依存関係、テーマトークン、コンポーネントメタデータを提供し、AIによるデザインシステム分析を可能にします。
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- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken の API とやり取りするための CLI。gk mcp 経由で MCP サーバーも含まれており、GitKraken の API だけでなく、Jira、GitHub、GitLab などもラップします。ローカルツールやリモートサービスとも連携可能です。
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- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCPサーバーは、MCP上に構築されたサーバーで、大規模言語モデル(LLM)によって解釈された自然言語コマンドを使用して、ユーザーがUnitree Go2ロボットを制御できるようにします。
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- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code向けのMermaid図レンダリングMCPサーバー。ライブリロード機能を備え、複数のエクスポート形式(SVG、PNG、PDF)とテーマをサポート。
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### 🧮 <a name="data-science-tools"></a>データサイエンスツール
|
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@@ -338,6 +343,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLMがデータベースと直接対話できるようにするMongoDB統合
|
||||
- [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
|
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- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - クエリとAPI機能を備えたTinybird統合
|
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- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - 究極の数学エンジンで、SymPy、NumPy、Matplotlibを1つの強力なサーバーに統合します。記号代数、数値計算、データ可視化を必要とする開発者や研究者に最適です。
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### 📟 <a name="embedded-system"></a>組み込みシステム
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@@ -402,7 +408,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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構成可能な権限を備えたローカルファイルシステムへの直接アクセスを提供します。指定されたディレクトリ内のファイルを読み取り、書き込み、管理することができます。
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- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - ローカルファイルシステムへの直接アクセス。
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- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - ローカルファイルシステムへの直接アクセス。
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- [@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
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- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI ネイティブのディレクトリ可視化。セマンティック分析、AI 消費用の超圧縮フォーマット、10倍のトークン削減をサポート。インテリジェントなファイル分類を備えた量子セマンティックモードをサポート。
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- [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。
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@@ -423,13 +429,19 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Graph RAG、ベクトル検索、フルテキスト検索を組み合わせた本格的なRAGプラットフォーム。知識グラフ構築とコンテキストエンジニアリングに最適
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- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - [markmap](https://github.com/markmap/markmap) を基にしたMCPサーバーで、**Markdown**をインタラクティブな**マインドマップ**に変換します。複数のフォーマット(PNG/JPG/SVG)でのエクスポート、ブラウザでのリアルタイムプレビュー、ワンクリックでのMarkdownコピー、ダイナミックな視覚化機能をサポートしています。
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- [@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
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- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/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
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- [/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
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- [@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
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- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - あなたの [Ragie](https://www.ragie.ai) (RAG) ナレッジベースから、Google Drive、Notion、JIRAなどの連携サービスに接続されたコンテキストを取得します。
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- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDBを使用して複数のLLMからのメモリを保存・取得するMCPサーバー。タイムスタンプとLLM識別を含む会話メモリの保存、取得、追加、クリアのためのツールを提供します。
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- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 異なるAIモデルが協力し、会話間でコンテキストを共有できるようにするクロスLLM通信とメモリ共有を可能にするMCPサーバー。
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### ⚖️ <a name="legal"></a>法律
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法的情報、法令、および法律データベースへのアクセス。AIモデルが法的文書や規制情報を検索・分析できるようにします。
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- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 包括的な米国法令を提供するMCPサーバー。
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### 🗺️ <a name="location-services"></a>位置情報サービス
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地理および位置ベースのサービス統合。地図データ、方向、および場所情報へのアクセスを提供します。
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@@ -478,7 +490,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
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- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - DappierのMCPサーバーで、信頼できるメディアブランドからのニュース、金融市場、スポーツ、エンタメ、天気などのプレミアムデータへのリアルタイムアクセスと、高速なWeb検索をAIエージェントに提供します。
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- [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
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- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索
|
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- [@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
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- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/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
|
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- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi検索API統合
|
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- [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) 📇 ☁️ - Exa AI検索API
|
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- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – モデルコンテキストプロトコル(MCP)サーバーは、ClaudeなどのAIアシスタントがExa AI検索APIを使用してWeb検索を行うことを可能にします。この設定により、AIモデルは安全かつ制御された方法でリアルタイムのWeb情報を取得できます。
|
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@@ -536,9 +548,9 @@ AIアシスタントが異なる言語間でコンテンツを翻訳できるよ
|
||||
|
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Gitリポジトリおよびバージョン管理プラットフォームとの対話。標準化されたAPIを通じて、リポジトリ管理、コード分析、プルリクエスト処理、問題追跡、およびその他のバージョン管理操作を実行できます。
|
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|
||||
- [@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
|
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- [@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
|
||||
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - リポジトリ管理、PR、問題などのためのGitHub API統合
|
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- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/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
|
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- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/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
|
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- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - リポジトリ管理、作業項目、パイプラインのためのAzure DevOps統合
|
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- [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。
|
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|
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@@ -667,6 +679,7 @@ https://modelcontextprotocol.io/llms-full.txt
|
||||
|
||||
Webコンテンツのアクセスと自動化機能。AIに優しい形式でWebコンテンツを検索、スクレイピング、処理することができます。
|
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||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Rust製で依存関係ゼロの軽量ブラウザ自動化 MCP サーバー。
|
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- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - FastMCPベースのツールで、Bilibiliのトレンド動画を取得し、標準MCPインターフェースを通じて公開
|
||||
- [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
|
||||
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Playwrightを使用したブラウザ自動化のためのMCPサーバー
|
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@@ -681,9 +694,10 @@ 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
|
||||
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - MicrosoftのオフィシャルPlaywright MCPサーバー。構造化アクセシビリティスナップショットを通じてLLMがWebページと相互作用可能
|
||||
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化
|
||||
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化
|
||||
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - manifest v2互換ブラウザとの相互作用のためのMCPサーバー
|
||||
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - APIキー不要でGoogleの検索結果を使った無料Web検索を可能にするMCPサーバー
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - ストリーミング対応KoliBri MCPサーバー(NPM: `@public-ui/mcp`)。ホストされたHTTPエンドポイントまたはローカルの`kolibri-mcp` CLI経由で、保証されたアクセシビリティを備えた200以上のWebコンポーネントのサンプル、仕様、ドキュメント、シナリオを提供。
|
||||
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Apple ShortcutsとのMCPサーバー統合
|
||||
|
||||
## フレームワーク
|
||||
|
||||
33
README-ko.md
33
README-ko.md
@@ -84,6 +84,7 @@
|
||||
* 💰 - [금융 및 핀테크](#finance--fintech)
|
||||
* 🎮 - [게임](#gaming)
|
||||
* 🧠 - [지식 및 메모리](#knowledge--memory)
|
||||
* ⚖️ - [법률](#legal)
|
||||
* 🗺️ - [위치 서비스](#location-services)
|
||||
* 🎯 - [마케팅](#marketing)
|
||||
* 📊 - [모니터링](#monitoring)
|
||||
@@ -110,10 +111,11 @@
|
||||
### 📂 <a name="browser-automation"></a>브라우저 자동화
|
||||
|
||||
웹 콘텐츠 접근 및 자동화 기능. AI 친화적인 형식으로 웹 콘텐츠 검색, 스크래핑 및 처리를 가능하게 합니다.
|
||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Rust로 작성된 의존성 없는 경량 브라우저 자동화 MCP 서버.
|
||||
- [@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
|
||||
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/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
|
||||
@@ -233,8 +235,8 @@
|
||||
- [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
|
||||
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 PostgreSQL 데이터베이스 통합
|
||||
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/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
|
||||
@@ -253,6 +255,7 @@
|
||||
- [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.
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 자동 스트리밍, 읽기 전용 안전성 및 범용 데이터베이스 호환성을 갖춘 자연어 PostgreSQL 쿼리.
|
||||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - AI 기반 PostgreSQL 성능 튜닝 기능을 제공합니다.
|
||||
- [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.
|
||||
@@ -272,10 +275,12 @@
|
||||
|
||||
개발 워크플로우 및 환경 관리를 향상시키는 도구 및 통합.
|
||||
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 수많은 코딩 어시스턴트용 시스템 프롬프트를 MCP 도구로 제공하며, 모델 인식 추천과 페르소나 전환으로 Cursor와 Devin 같은 에이전트를 재현합니다.
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성.
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - [QA Sphere](https://qasphere.com/) 테스트 관리 시스템과의 통합. LLM이 테스트 케이스를 발견, 요약, 상호작용할 수 있도록 하며 AI 기반 IDE에서 직접 접근 가능
|
||||
- [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.
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - 코딩 에이전트가 Figma 데이터에 직접 접근하여 자산 내보내기, 위젯 유지보수, 전체 화면 구현을 포함한 앱 구축을 위한 Flutter 코드 작성을 도와줍니다.
|
||||
- [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
|
||||
@@ -290,6 +295,7 @@
|
||||
- [@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.
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - 스트리밍 KoliBri MCP 서버(NPM: `@public-ui/mcp`). 호스팅된 HTTP 엔드포인트나 로컬 `kolibri-mcp` CLI를 통해 보장된 접근성을 갖춘 200개+ 웹 컴포넌트 샘플, 스펙, 문서, 시나리오를 제공합니다.
|
||||
- [@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.
|
||||
@@ -313,11 +319,13 @@
|
||||
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab 및 Jira용 통합 MCP 서버: AI 에이전트로 프로젝트, 병합 요청, 파일, 릴리스 및 티켓을 관리합니다.
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken API와 상호작용하기 위한 CLI입니다. gk mcp를 통해 MCP 서버를 포함하고 있으며, GitKraken API뿐만 아니라 Jira, GitHub, GitLab 등도 래핑합니다. 로컬 도구 및 원격 서비스와 함께 작동합니다.
|
||||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP 서버는 MCP 기반으로 구축된 서버로, 사용자가 LLM이 해석한 자연어 명령을 통해 Unitree Go2 로봇을 제어할 수 있도록 해줍니다.
|
||||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code용 Mermaid 다이어그램 렌더링 MCP 서버. 라이브 리로드 기능을 갖추고 있으며 여러 내보내기 형식(SVG, PNG, PDF) 및 테마를 지원합니다.
|
||||
|
||||
|
||||
### 🧮 데이터 과학 도구
|
||||
|
||||
데이터 탐색, 분석을 단순화하고 데이터 과학 워크플로우를 향상시키기 위해 설계된 통합 및 도구.
|
||||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - SymPy, NumPy 및 Matplotlib를 하나의 강력한 서버로 통합한 궁극의 수학 엔진. 기호 대수, 수치 계산 및 데이터 시각화가 필요한 개발자 및 연구자에게 완벽합니다.
|
||||
- [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.
|
||||
@@ -326,7 +334,7 @@
|
||||
|
||||
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-filesystem](https://github.com/modelcontextprotocol/servers-archived/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
|
||||
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI 네이티브 디렉토리 시각화. 의미 분석, AI 소비를 위한 초압축 형식, 10배 토큰 감소 지원. 지능형 파일 분류를 갖춘 양자 의미 모드 지원.
|
||||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Box 통합
|
||||
@@ -341,6 +349,7 @@
|
||||
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.
|
||||
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - LLM에서 바로 사용할 수 있는 더블 엔트리(복식부기) 순수 텍스트 회계! 이 MCP는 로컬 [HLedger](https://hledger.org/) 회계 저널에 대한 포괄적인 읽기 접근과 (선택적으로) 쓰기 접근을 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
|
||||
@@ -379,7 +388,7 @@
|
||||
지식 그래프 구조를 사용한 영구 메모리 저장. AI 모델이 세션 간에 구조화된 정보를 유지하고 쿼리할 수 있게 합니다.
|
||||
|
||||
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Graph RAG, 벡터 검색, 전문 검색을 결합한 프로덕션급 RAG 플랫폼. 지식 그래프 구축과 컨텍스트 엔지니어링을 위한 최고의 선택
|
||||
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 컨텍스트 유지를 위한 지식 그래프 기반 영구 메모리 시스템
|
||||
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/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.
|
||||
@@ -392,6 +401,12 @@
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDB를 사용하여 여러 LLM의 메모리를 저장하고 검색하는 MCP 서버. 타임스탬프와 LLM 식별을 포함한 대화 메모리의 저장, 검색, 추가 및 삭제를 위한 도구를 제공합니다.
|
||||
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 다른 AI 모델이 협력하고 대화 간에 컨텍스트를 공유할 수 있게 하는 크로스 LLM 통신 및 메모리 공유를 가능하게 하는 MCP 서버.
|
||||
|
||||
### ⚖️ <a name="legal"></a>법률
|
||||
|
||||
법적 정보, 법령 및 법률 데이터베이스에 대한 액세스. AI 모델이 법적 문서 및 규제 정보를 검색하고 분석할 수 있게 합니다.
|
||||
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 포괄적인 미국 법령을 제공하는 MCP 서버.
|
||||
|
||||
### 🗺️ <a name="location-services"></a>위치 서비스
|
||||
|
||||
지리 및 위치 기반 서비스 통합. 지도 데이터, 길찾기 및 장소 정보에 대한 접근을 가능하게 합니다.
|
||||
@@ -429,7 +444,7 @@
|
||||
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless Model Context Protocol 서비스는 MCP 생태계 내에서 떠나지 않고 웹 검색을 가능하게 하는 Google SERP API에 대한 MCP 서버 커넥터 역할을 합니다.
|
||||
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - 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
|
||||
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/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
|
||||
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier MCP 서버는 신뢰할 수 있는 미디어 브랜드의 뉴스, 금융 시장, 스포츠, 엔터테인먼트, 날씨 등의 프리미엄 데이터와 빠르고 무료인 실시간 웹 검색 기능을 AI 에이전트에 제공합니다.
|
||||
- [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.
|
||||
@@ -503,10 +518,10 @@ AI 어시스턴트가 다양한 언어 간에 콘텐츠를 번역할 수 있게
|
||||
|
||||
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
|
||||
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - 리포지토리 관리, PR, 이슈 등을 위한 GitHub API 통합
|
||||
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - 프로젝트 관리 및 CI/CD 운영을 위한 GitLab 플랫폼 통합
|
||||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 통합, 리포지토리, 작업 항목 및 파이프라인 관리용
|
||||
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 로컬 리포지토리 읽기, 검색 및 분석을 포함한 직접적인 Git 리포지토리 운영
|
||||
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/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
|
||||
|
||||
### 🛠️ <a name="other-tools-and-integrations"></a>기타 도구 및 통합
|
||||
|
||||
@@ -91,6 +91,7 @@ Confira [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
|
||||
* 💰 - [Finanças & Fintech](#finanças--fintech)
|
||||
* 🎮 - [Jogos](#jogos)
|
||||
* 🧠 - [Conhecimento & Memória](#conhecimento--memória)
|
||||
* ⚖️ - [Legal](#legal)
|
||||
* 🗺️ - [Serviços de Localização](#serviços-de-localização)
|
||||
* 🎯 - [Marketing](#marketing)
|
||||
* 📊 - [Monitoramento](#monitoramento)
|
||||
@@ -145,6 +146,7 @@ Acesse e explore coleções de arte, patrimônio cultural e bancos de dados de m
|
||||
|
||||
Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e processar conteúdo web em formatos amigáveis para IA.
|
||||
|
||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Servidor MCP leve de automação de navegador em Rust, sem dependências externas.
|
||||
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Um servidor MCP que suporta a pesquisa de conteúdo do Bilibili. Fornece exemplos de integração com LangChain e scripts de teste.
|
||||
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Um servidor MCP para automação de navegador usando Playwright
|
||||
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Um servidor MCP em python usando Playwright para automação de navegador, mais adequado para LLM
|
||||
@@ -159,7 +161,7 @@ Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e
|
||||
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Busque legendas e transcrições do YouTube para análise de IA
|
||||
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Uma implementação `mínima` de servidor/cliente MCP usando Azure OpenAI e Playwright.
|
||||
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Servidor MCP oficial da Microsoft para Playwright, permitindo que LLMs interajam com páginas web através de snapshots de acessibilidade estruturados
|
||||
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Automação de navegador para raspagem web e interação
|
||||
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Automação de navegador para raspagem web e interação
|
||||
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Um servidor MCP para interagir com navegadores compatíveis com manifest v2.
|
||||
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - Um servidor MCP que permite pesquisas web gratuitas usando resultados do Google, sem necessidade de chaves de API.
|
||||
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Uma integração de servidor MCP com os Atalhos da Apple
|
||||
@@ -263,6 +265,7 @@ Acesso seguro a banco de dados com recursos de inspeção de esquema. Permite co
|
||||
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Integração Confluent para interagir com as APIs REST do Confluent Kafka e Confluent Cloud.
|
||||
- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Permite que LLMs gerenciem bancos de dados Prisma Postgres (ex.: criar novos bancos de dados e executar migrações ou consultas).
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Consultas PostgreSQL em linguagem natural com streaming automático, segurança somente leitura e compatibilidade universal com bancos de dados.
|
||||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - fornece recursos de ajuste de desempenho do PostgreSQL com IA.
|
||||
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – servidor MCP para interagir com bancos de dados [YDB](https://ydb.tech)
|
||||
|
||||
### 📊 <a name="plataformas-de-dados"></a>Plataformas de Dados
|
||||
@@ -278,6 +281,7 @@ Plataformas de dados para integração, transformação e orquestração de pipe
|
||||
|
||||
Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento e o gerenciamento de ambiente.
|
||||
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Publica um amplo catálogo de prompts de assistentes de código como ferramentas MCP, com recomendações sensíveis ao modelo e ativação de persona para simular agentes como Cursor ou Devin.
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Crie componentes UI refinados inspirados pelos melhores engenheiros de design da 21st.dev.
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integração com o sistema de gerenciamento de testes [QA Sphere](https://qasphere.com/), permitindo que LLMs descubram, resumam e interajam com casos de teste diretamente de IDEs com IA
|
||||
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analisa sua base de código identificando arquivos importantes com base em relacionamentos de dependência. Gera diagramas e pontuações de importância, ajudando assistentes de IA a entender a base de código.
|
||||
@@ -285,12 +289,15 @@ Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento
|
||||
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 Servidor MCP que oferece suporte à consulta e gerenciamento de todos os recursos no [Apache APISIX](https://github.com/apache/apisix).
|
||||
- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Operações de data e hora com suporte a fuso horário, incluindo fusos horários IANA, conversão de fuso horário e tratamento de horário de verão.
|
||||
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - O Endor permite que seus agentes de IA executem serviços como MariaDB, Postgres, Redis, Memcached, Alpine ou Valkey em sandboxes isoladas. Obtenha aplicativos pré-configurados que inicializam em menos de 5 segundos. [Confira nossa documentação](https://docs.endor.dev/mcp/overview/).
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Fornece aos agentes de codificação acesso direto aos dados do Figma para ajudá-los a escrever código Flutter para construção de aplicativos, incluindo exportação de recursos, manutenção de widgets e implementações de tela completa.
|
||||
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - Piloto de IA para operações PTY que permite aos agentes controlar terminais interativos com sessões com estado, conexões SSH e gerenciamento de processos em segundo plano
|
||||
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - O servidor ROS MCP auxilia no controle de robôs convertendo comandos em linguagem natural do usuário em comandos de controle para ROS ou ROS2.
|
||||
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extrai informações de componentes de sistemas de design Storybook. Fornece HTML, estilos, propriedades, dependências, tokens de tema e metadados de componentes para análise de sistemas de design com IA.
|
||||
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Servidor MCP unificado para GitLab e Jira: gerencie projetos, merge requests, arquivos, releases e tickets com agentes de IA.
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Uma CLI para interagir com as APIs do GitKraken. Inclui um servidor MCP via gk mcp que envolve não apenas as APIs do GitKraken, mas também Jira, GitHub, GitLab e outros. Funciona com ferramentas locais e serviços remotos.
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Servidor MCP KoliBri com streaming (NPM: `@public-ui/mcp`) que entrega mais de 200 exemplos, especificações, docs e cenários de componentes web com acessibilidade garantida via endpoint HTTP hospedado ou CLI local `kolibri-mcp`.
|
||||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - O servidor Unitree Go2 MCP é um servidor construído sobre o MCP que permite aos usuários controlar o robô Unitree Go2 usando comandos em linguagem natural interpretados por um modelo de linguagem grande (LLM).
|
||||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Servidor MCP de renderização de diagramas Mermaid para Claude Code com funcionalidade de recarga ao vivo, suportando múltiplos formatos de exportação (SVG, PNG, PDF) e temas.
|
||||
|
||||
### 🧮 <a name="ferramentas-de-ciência-de-dados"></a>Ferramentas de Ciência de Dados
|
||||
|
||||
@@ -300,6 +307,7 @@ Integrações e ferramentas desenvolvidas para simplificar a exploração de dad
|
||||
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Permite exploração autônoma de dados em conjuntos de dados baseados em .csv, fornecendo insights inteligentes com esforço mínimo.
|
||||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - Um servidor MCP para converter quase qualquer arquivo ou conteúdo web em Markdown
|
||||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - conecta o Jupyter Notebook ao Claude AI, permitindo que o Claude interaja diretamente e controle Jupyter Notebooks.
|
||||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - O motor de matemática definitivo que unifica SymPy, NumPy e Matplotlib em um servidor poderoso. Perfeito para desenvolvedores e pesquisadores que precisam de álgebra simbólica, computação numérica e visualização de dados.
|
||||
|
||||
### 📟 <a name="sistema-embarcado"></a>Sistema Embarcado
|
||||
|
||||
@@ -320,7 +328,7 @@ Fornece acesso direto aos sistemas de arquivos locais com permissões configurá
|
||||
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Pesquisa rápida de arquivos no Windows usando o SDK Everything
|
||||
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Implementação em Golang para acesso ao sistema de arquivos local.
|
||||
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - Acesso à ferramenta MCP para MarkItDown -- uma biblioteca que converte vários formatos de arquivo (locais ou remotos) para Markdown para consumo por LLM.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Acesso direto ao sistema de arquivos local.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Acesso direto ao sistema de arquivos local.
|
||||
- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Integração com Google Drive para listar, ler e pesquisar arquivos
|
||||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Acesse qualquer armazenamento com Apache OpenDAL™
|
||||
|
||||
@@ -362,7 +370,7 @@ Armazenamento de memória persistente usando estruturas de grafos de conheciment
|
||||
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - Um conector para LLMs trabalharem com coleções e fontes no seu Zotero Cloud
|
||||
- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - Servidor MCP de Resumo IA, Suporte para múltiplos tipos de conteúdo: Texto simples, Páginas web, Documentos PDF, Livros EPUB, Conteúdo HTML
|
||||
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - Um servidor de Protocolo de Contexto de Modelo para Mem0 que ajuda a gerenciar preferências e padrões de codificação, fornecendo ferramentas para armazenar, recuperar e lidar semanticamente com implementações de código, melhores práticas e documentação técnica em IDEs como Cursor e Windsurf
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Sistema de memória persistente baseado em grafo de conhecimento para manter contexto
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Sistema de memória persistente baseado em grafo de conhecimento para manter contexto
|
||||
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Conecta-se ao seu Assistente Pinecone e dá ao agente contexto a partir do seu motor de conhecimento.
|
||||
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Recupere contexto da sua base de conhecimento [Ragie](https://www.ragie.ai) (RAG) conectada a integrações como Google Drive, Notion, JIRA e muito mais.
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Um servidor MCP que armazena e recupera memórias de múltiplos LLMs usando MongoDB. Fornece ferramentas para salvar, recuperar, adicionar e limpar memórias de conversa com timestamps e identificação de LLM.
|
||||
@@ -371,6 +379,12 @@ Armazenamento de memória persistente usando estruturas de grafos de conheciment
|
||||
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Salve e consulte a memória do seu agente de forma distribuída pelo Membase
|
||||
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - Um servidor de Protocolo de Contexto de Modelo (MCP) que implementa a metodologia de gestão de conhecimento Zettelkasten, permitindo criar, vincular e pesquisar notas atômicas através de Claude e outros clientes compatíveis com MCP.
|
||||
|
||||
### ⚖️ <a name="legal"></a>Legal
|
||||
|
||||
Acesso a informações jurídicas, legislação e bancos de dados jurídicos. Permite que modelos de IA pesquisem e analisem documentos jurídicos e informações regulatórias.
|
||||
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - Um servidor MCP que fornece legislação abrangente dos EUA.
|
||||
|
||||
### 🗺️ <a name="serviços-de-localização"></a>Serviços de Localização
|
||||
|
||||
Serviços baseados em localização e ferramentas de mapeamento. Permite que modelos de IA trabalhem com dados geográficos, informações meteorológicas e análises baseadas em localização.
|
||||
@@ -470,9 +484,9 @@ Interaja com repositórios Git e plataformas de controle de versão. Permite ger
|
||||
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - Servidor MCP para integração com API GitHub Enterprise
|
||||
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interaja com instâncias Gitea com MCP.
|
||||
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interaja perfeitamente com problemas e solicitações de merge dos seus projetos GitLab.
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Operações diretas de repositório Git incluindo leitura, pesquisa e análise de repositórios locais
|
||||
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - Integração com a API GitHub para gerenciamento de repositórios, PRs, problemas e mais
|
||||
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - Integração com a plataforma GitLab para gerenciamento de projetos e operações de CI/CD
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Operações diretas de repositório Git incluindo leitura, pesquisa e análise de repositórios locais
|
||||
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - Integração com a API GitHub para gerenciamento de repositórios, PRs, problemas e mais
|
||||
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - Integração com a plataforma GitLab para gerenciamento de projetos e operações de CI/CD
|
||||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Integração com Azure DevOps para gerenciamento de repositórios, itens de trabalho e pipelines.
|
||||
|
||||
### 🛠️ <a name="outras-ferramentas-e-integrações"></a>Outras Ferramentas e Integrações
|
||||
|
||||
31
README-th.md
31
README-th.md
@@ -86,6 +86,7 @@
|
||||
* 💰 - [การเงินและฟินเทค](#finance--fintech)
|
||||
* 🎮 - [เกม](#gaming)
|
||||
* 🧠 - [ความรู้และความจำ](#knowledge--memory)
|
||||
* ⚖️ - [กฎหมาย](#legal)
|
||||
* 🗺️ - [บริการตำแหน่ง](#location-services)
|
||||
* 🎯 - [การตลาด](#marketing)
|
||||
* 📊 - [การตรวจสอบ](#monitoring)
|
||||
@@ -133,6 +134,7 @@
|
||||
|
||||
ความสามารถในการเข้าถึงและทำงานอัตโนมัติกับเว็บ ช่วยให้สามารถค้นหา ดึงข้อมูล และประมวลผลเนื้อหาเว็บในรูปแบบที่เป็นมิตรกับ AI
|
||||
|
||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - เซิร์ฟเวอร์ MCP สำหรับการทำงานอัตโนมัติของเบราว์เซอร์ที่มีน้ำหนักเบา เขียนด้วย Rust และไม่มีการพึ่งพาภายนอก.
|
||||
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่สนับสนุนการค้นหาเนื้อหา Bilibili พร้อมตัวอย่างการผสานรวม LangChain และสคริปต์ทดสอบ
|
||||
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - เซิร์ฟเวอร์ MCP สำหรับการทำงานอัตโนมัติของเบราว์เซอร์โดยใช้ Playwright
|
||||
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - เซิร์ฟเวอร์ MCP Python ที่ใช้ Playwright สำหรับการทำงานอัตโนมัติของเบราว์เซอร์ เหมาะสำหรับ llm มากขึ้น
|
||||
@@ -231,8 +233,8 @@
|
||||
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - การผสานรวมฐานข้อมูล BigQuery พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
|
||||
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - เชื่อมต่อกับฐานข้อมูลที่เข้ากันได้กับ JDBC และสืบค้น แทรก อัปเดต ลบ และอื่นๆ
|
||||
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา
|
||||
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
|
||||
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว
|
||||
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
|
||||
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว
|
||||
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol กับ Neo4j
|
||||
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — เซิร์ฟเวอร์ MCP สำหรับสร้างและจัดการฐานข้อมูล Postgres โดยใช้ Neon Serverless Postgres
|
||||
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) เซิร์ฟเวอร์ MCP สำหรับแพลตฟอร์ม Postgres ของ Nile - จัดการและสืบค้นฐานข้อมูล Postgres ผู้เช่า ผู้ใช้ การรับรองความถูกต้องโดยใช้ LLMs
|
||||
@@ -246,6 +248,7 @@
|
||||
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - เชื่อมต่อเครื่องมือ AI โดยตรงกับ Airtable สืบค้น สร้าง อัปเดต และลบบันทึกโดยใช้ภาษาธรรมชาติ คุณสมบัติรวมถึงการจัดการฐาน การดำเนินการตาราง การจัดการสคีมา การกรองบันทึก และการย้ายข้อมูลผ่านอินเทอร์เฟซ MCP มาตรฐาน
|
||||
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - การผสานรวมฐานข้อมูลสากลบน SQLAlchemy ที่รองรับ PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server และฐานข้อมูลอื่นๆ อีกมากมาย คุณสมบัติการตรวจสอบสคีมาและความสัมพันธ์ และความสามารถในการวิเคราะห์ชุดข้อมูลขนาดใหญ่
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - การสืบค้น PostgreSQL ด้วยภาษาธรรมชาติที่มีการสตรีมอัตโนมัติ ความปลอดภัยแบบอ่านอย่างเดียว และความเข้ากันได้กับฐานข้อมูลสากล
|
||||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - มอบความสามารถในการปรับแต่งประสิทธิภาพ PostgreSQL ด้วย AI
|
||||
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - การผสานรวม Pinecone พร้อมความสามารถในการค้นหาเวกเตอร์
|
||||
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 เซิร์ฟเวอร์ MCP ฐานข้อมูลสากลที่รองรับฐานข้อมูลหลายประเภท รวมถึง PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB และ SQLite
|
||||
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - การผสานรวม Tinybird พร้อมความสามารถในการสืบค้นและ API
|
||||
@@ -268,6 +271,7 @@
|
||||
|
||||
เครื่องมือและการผสานรวมที่ปรับปรุงเวิร์กโฟลว์การพัฒนาและการจัดการสภาพแวดล้อม
|
||||
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - เปิดคลังพรอมต์ผู้ช่วยเขียนโค้ดจำนวนมากเป็นเครื่องมือ MCP พร้อมการแนะนำตามโมเดลและการสลับบุคลิก เพื่อจำลองเอเจนต์อย่าง Cursor หรือ Devin ได้ทันที
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - สร้างส่วนประกอบ UI ที่สร้างขึ้นอย่างประณีตซึ่งได้รับแรงบันดาลใจจากวิศวกรออกแบบที่ดีที่สุดของ 21st.dev
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - การรวมกับระบบจัดการทดสอบ [QA Sphere](https://qasphere.com/) ช่วยให้ LLM สามารถค้นพบ สรุป และโต้ตอบกับกรณีทดสอบได้โดยตรงจาก IDE ที่ขับเคลื่อนด้วย AI
|
||||
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - วิเคราะห์โค้ดเบสของคุณโดยระบุไฟล์สำคัญตามความสัมพันธ์ของการพึ่งพา สร้างไดอะแกรมและคะแนนความสำคัญ ช่วยให้ผู้ช่วย AI เข้าใจโค้ดเบส
|
||||
@@ -280,6 +284,7 @@
|
||||
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor ช่วยให้เอเจนต์ AI ของคุณรันบริการต่างๆ เช่น MariaDB, Postgres, Redis, Memcached, Alpine หรือ Valkey ในแซนด์บ็อกซ์ที่แยกจากกัน รับแอปพลิเคชันที่กำหนดค่าไว้ล่วงหน้าซึ่งบูตได้ภายในเวลาไม่ถึง 5 วินาที. [ตรวจสอบเอกสารของเรา](https://docs.endor.dev/mcp/overview/).
|
||||
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - ช่วยให้ผู้ช่วย AI สามารถโต้ตอบกับแฟล็กคุณสมบัติของคุณใน [Flipt](https://flipt.io)
|
||||
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - ให้ตัวแทน coding เข้าถึงข้อมูล Figma โดยตรงเพื่อช่วยในการใช้งานการออกแบบแบบ one-shot
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - ให้ตัวแทนการเขียนโค้ดเข้าถึงข้อมูล Figma โดยตรงเพื่อช่วยในการเขียนโค้ด Flutter สำหรับการสร้างแอปรวมถึงการส่งออกทรัพยากร การบำรุงรักษาวิดเจ็ต และการใช้งานหน้าจอแบบเต็ม
|
||||
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - ผสานรวม ค้นพบ จัดการ และเข้ารหัสทรัพยากรคลาวด์ด้วย [Firefly](https://firefly.ai)
|
||||
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - ให้บริบทเอกสารล่าสุดสำหรับ crate Rust เฉพาะแก่ LLMs ผ่านเครื่องมือ MCP โดยใช้การค้นหาเชิงความหมาย (embeddings) และการสรุป LLM
|
||||
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - เซิร์ฟเวอร์จัดการ Excel ที่ให้การสร้างเวิร์กบุ๊ก การดำเนินการข้อมูล การจัดรูปแบบ และคุณสมบัติขั้นสูง (แผนภูมิ ตาราง Pivot สูตร)
|
||||
@@ -300,6 +305,7 @@
|
||||
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP อย่างง่ายเพื่อเปิดใช้งานเวิร์กโฟลว์ human-in-the-loop ในเครื่องมือเช่น Cline และ Cursor
|
||||
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ ให้ตัวแทน AI ที่คุณต้องการสร้างและรันการทดสอบ end-to-end ของ [Octomind](https://www.octomind.dev/) ที่จัดการเต็มรูปแบบจากโค้ดเบสของคุณหรือแหล่งข้อมูลอื่นๆ เช่น Jira, Slack หรือ TestRail
|
||||
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - เซิร์ฟเวอร์ MCP นี้มีเครื่องมือสำหรับดาวน์โหลดเว็บไซต์ทั้งหมดโดยใช้ wget มันรักษาโครงสร้างเว็บไซต์และแปลงลิงก์ให้ทำงานในเครื่อง
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ KoliBri MCP แบบสตรีมมิง (NPM: `@public-ui/mcp`) ให้ตัวอย่าง สเปก เอกสาร และสถานการณ์คอมโพเนนต์เว็บมากกว่า 200 รายการที่การันตีความเข้าถึงได้ ผ่านปลายทาง HTTP ที่โฮสต์หรือ CLI `kolibri-mcp` ภายในเครื่อง
|
||||
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - นักบิน AI สำหรับการดำเนินงาน PTY ที่ช่วยให้เอเจนต์สามารถควบคุมเทอร์มินัลแบบโต้ตอบด้วยเซสชันที่มีสถานะ การเชื่อมต่อ SSH และการจัดการกระบวนการพื้นหลัง
|
||||
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - การจัดการและการดำเนินการคอนเทนเนอร์ Docker ผ่าน MCP
|
||||
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - การผสานรวม Xcode สำหรับการจัดการโปรเจ็กต์ การดำเนินการไฟล์ และการทำงานอัตโนมัติของการสร้าง
|
||||
@@ -329,11 +335,13 @@
|
||||
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ MCP แบบรวมสำหรับ GitLab และ Jira: จัดการโปรเจกต์, merge request, ไฟล์, รีลีส และตั๋วด้วยเอเจนต์ AI
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - CLI สำหรับโต้ตอบกับ GitKraken API โดยมีเซิร์ฟเวอร์ MCP ผ่าน gk mcp ซึ่งไม่เพียงแต่ครอบคลุม GitKraken API เท่านั้น แต่ยังรวมถึง Jira, GitHub, GitLab และอื่น ๆ อีกมากมาย รองรับการทำงานร่วมกับเครื่องมือในเครื่องและบริการระยะไกล.
|
||||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - เซิร์ฟเวอร์ Unitree Go2 MCP เป็นเซิร์ฟเวอร์ที่พัฒนาขึ้นบน MCP ซึ่งช่วยให้ผู้ใช้สามารถควบคุมหุ่นยนต์ Unitree Go2 ได้โดยใช้คำสั่งภาษาธรรมชาติที่แปลโดยโมเดลภาษาขนาดใหญ่ (LLM)
|
||||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP สำหรับการเรนเดอร์ไดอะแกรม Mermaid สำหรับ Claude Code พร้อมฟังก์ชันการโหลดสดและรองรับรูปแบบการส่งออกหลายแบบ (SVG, PNG, PDF) และธีม
|
||||
|
||||
### 🧮 เครื่องมือวิทยาศาสตร์ข้อมูล
|
||||
|
||||
การผสานรวมและเครื่องมือที่ออกแบบมาเพื่อลดความซับซ้อนในการสำรวจข้อมูล การวิเคราะห์ และปรับปรุงเวิร์กโฟลว์วิทยาศาสตร์ข้อมูล
|
||||
|
||||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - เครื่องมือคณิตศาสตร์ที่ทรงพลังที่รวม SymPy, NumPy และ Matplotlib ไว้ในเซิร์ฟเวอร์เดียว เหมาะสำหรับนักพัฒนาและนักวิจัยที่ต้องการพีชคณิตเชิงสัญลักษณ์ การคำนวณเชิงตัวเลข และการแสดงภาพข้อมูล
|
||||
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - ทำนายอะไรก็ได้ด้วยตัวแทนการพยากรณ์และการทำนายของ Chronulus AI
|
||||
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - เปิดใช้งานการสำรวจข้อมูลอัตโนมัติบนชุดข้อมูลที่ใช้ .csv ให้ข้อมูลเชิงลึกอัจฉริยะด้วยความพยายามน้อยที่สุด
|
||||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP เพื่อแปลงไฟล์หรือเนื้อหาเว็บเกือบทุกชนิดเป็น Markdown
|
||||
@@ -357,7 +365,7 @@
|
||||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - การผสานรวม Box สำหรับการแสดงรายการ อ่าน และค้นหาไฟล์
|
||||
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - ค้นหาไฟล์ Windows อย่างรวดเร็วโดยใช้ Everything SDK
|
||||
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - การใช้งาน Golang สำหรับการเข้าถึงระบบไฟล์ในเครื่อง
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - การเข้าถึงระบบไฟล์ในเครื่องโดยตรง
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - การเข้าถึงระบบไฟล์ในเครื่องโดยตรง
|
||||
- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - การผสานรวม Google Drive สำหรับการแสดงรายการ อ่าน และค้นหาไฟล์
|
||||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - เข้าถึงที่เก็บข้อมูลใดๆ ด้วย Apache OpenDAL™
|
||||
|
||||
@@ -376,6 +384,7 @@
|
||||
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - การผสานรวม Tastyworks API เพื่อจัดการกิจกรรมการซื้อขายบน Tastytrade
|
||||
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - การผสานรวมกระเป๋าเงิน Bitcoin Lightning ขับเคลื่อนโดย Nostr Wallet Connect
|
||||
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - เข้าถึงตัวแทน AI web3 เฉพาะทางสำหรับการวิเคราะห์บล็อกเชน การตรวจสอบความปลอดภัยของสัญญาอัจฉริยะ การประเมินเมตริกโทเค็น และการโต้ตอบบนเชนผ่านเครือข่าย Heurist Mesh ให้เครื่องมือที่ครอบคลุมสำหรับการวิเคราะห์ DeFi การประเมินมูลค่า NFT และการตรวจสอบธุรกรรมในบล็อกเชนหลายตัว
|
||||
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - การบันทึกบัญชีแบบ double entry ในรูปแบบข้อความล้วน ภายใน LLM ของคุณ! MCP นี้รองรับการเข้าถึงไฟล์ journal ของ [HLedger](https://hledger.org/) บนเครื่องในโหมดอ่านอย่างครบถ้วน และ (เลือกได้) การเขียนด้วย
|
||||
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - ให้ข้อมูลดัชนี Crypto Fear & Greed แบบเรียลไทม์และย้อนหลัง
|
||||
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้ตัวบ่งชี้และกลยุทธ์การวิเคราะห์ทางเทคนิคของ cryptocurrency ที่หลากหลาย
|
||||
- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ส่งการวิเคราะห์ความเชื่อมั่นของ cryptocurrency ให้กับตัวแทน AI
|
||||
@@ -429,12 +438,18 @@
|
||||
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - ตัวเชื่อมต่อสำหรับ LLMs เพื่อทำงานกับคอลเลกชันและแหล่งข้อมูลบน Zotero Cloud ของคุณ
|
||||
- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - เซิร์ฟเวอร์ MCP สรุป AI รองรับเนื้อหาหลายประเภท: ข้อความธรรมดา, หน้าเว็บ, เอกสาร PDF, หนังสือ EPUB, เนื้อหา HTML
|
||||
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - เซิร์ฟเวอร์ Model Context Protocol สำหรับ Mem0 ที่ช่วยจัดการการตั้งค่าและรูปแบบการเขียนโค้ด ให้เครื่องมือสำหรับจัดเก็บ ดึงข้อมูล และจัดการการใช้งานโค้ด แนวทางปฏิบัติที่ดีที่สุด และเอกสารทางเทคนิคใน IDE เช่น Cursor และ Windsurf
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - ระบบหน่วยความจำถาวรแบบกราฟความรู้สำหรับรักษาบริบท
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - ระบบหน่วยความจำถาวรแบบกราฟความรู้สำหรับรักษาบริบท
|
||||
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - ดึงบริบทจากฐานความรู้ [Ragie](https://www.ragie.ai) (RAG) ของคุณที่เชื่อมต่อกับการผสานรวมต่างๆ เช่น Google Drive, Notion, JIRA และอื่นๆ
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่จัดเก็บและดึงข้อมูลความจำจากหลาย LLMs โดยใช้ MongoDB ให้เครื่องมือสำหรับการบันทึก ดึงข้อมูล เพิ่ม และล้างความจำการสนทนาพร้อมกับไทม์สแตมป์และการระบุ LLM
|
||||
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้การสื่อสารข้าม LLM และการแบ่งปันความจำ ช่วยให้โมเดล AI ที่แตกต่างกันสามารถทำงานร่วมกันและแบ่งปันบริบทระหว่างการสนทนา
|
||||
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - ตัวจัดการหน่วยความจำสำหรับแอป AI และตัวแทนโดยใช้กราฟและที่เก็บเวกเตอร์ต่างๆ และอนุญาตการนำเข้าจากแหล่งข้อมูลมากกว่า 30 แหล่ง
|
||||
|
||||
### ⚖️ กฎหมาย
|
||||
|
||||
การเข้าถึงข้อมูลทางกฎหมาย กฎหมาย และฐานข้อมูลกฎหมาย ช่วยให้โมเดล AI สามารถค้นหาและวิเคราะห์เอกสารทางกฎหมายและข้อมูลด้านกฎระเบียบ
|
||||
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้กฎหมายของสหรัฐอเมริกาอย่างครอบคลุม
|
||||
|
||||
### 🗺️ บริการตำแหน่ง
|
||||
|
||||
บริการตามตำแหน่งและเครื่องมือแผนที่ ช่วยให้โมเดล AI สามารถทำงานกับข้อมูลทางภูมิศาสตร์ ข้อมูลสภาพอากาศ และการวิเคราะห์ตามตำแหน่ง
|
||||
@@ -493,7 +508,7 @@
|
||||
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP อันทรงพลังสำหรับการค้นหา Google ที่ช่วยให้ค้นหาคำหลักหลายคำพร้อมกันแบบขนาน
|
||||
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – API การค้นหา AI ของ Tavily
|
||||
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - ความสามารถในการค้นหาเว็บโดยใช้ API การค้นหาของ Brave
|
||||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - การดึงและประมวลผลเนื้อหาเว็บอย่างมีประสิทธิภาพสำหรับการบริโภคของ AI
|
||||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - การดึงและประมวลผลเนื้อหาเว็บอย่างมีประสิทธิภาพสำหรับการบริโภคของ AI
|
||||
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - ค้นหา Google และทำการวิจัยเชิงลึกบนเว็บในหัวข้อใดก็ได้
|
||||
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - การค้นหาเว็บโดยใช้ DuckDuckGo
|
||||
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้การวิจัยเชิงลึกแบบอัตโนมัติคล้าย OpenAI/Perplexity การขยายคำถามที่มีโครงสร้าง และการรายงานที่กระชับ
|
||||
@@ -558,9 +573,9 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕
|
||||
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - อ่านและวิเคราะห์ที่เก็บ GitHub ด้วย LLM ของคุณ
|
||||
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ MCP สำหรับการรวม API ของ GitHub Enterprise
|
||||
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - โต้ตอบกับปัญหาและคำขอผสานของโปรเจกต์ GitLab ได้อย่างราบรื่น
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - การดำเนินการกับที่เก็บ Git โดยตรง รวมถึงการอ่าน ค้นหา และวิเคราะห์ที่เก็บในเครื่อง
|
||||
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - การรวม API ของ GitHub สำหรับการจัดการที่เก็บ คำขอผสาน ปัญหา และอื่นๆ
|
||||
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - การรวมแพลตฟอร์ม GitLab สำหรับการจัดการโปรเจกต์และการดำเนินการ CI/CD
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - การดำเนินการกับที่เก็บ Git โดยตรง รวมถึงการอ่าน ค้นหา และวิเคราะห์ที่เก็บในเครื่อง
|
||||
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - การรวม API ของ GitHub สำหรับการจัดการที่เก็บ คำขอผสาน ปัญหา และอื่นๆ
|
||||
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - การรวมแพลตฟอร์ม GitLab สำหรับการจัดการโปรเจกต์และการดำเนินการ CI/CD
|
||||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - การรวม Azure DevOps สำหรับการจัดการที่เก็บ รายการงาน และไปป์ไลน์
|
||||
|
||||
### 🛠️ <a name="other-tools-and-integrations"></a>เครื่องมือและการรวมอื่นๆ
|
||||
|
||||
34
README-zh.md
34
README-zh.md
@@ -87,6 +87,7 @@
|
||||
* 💰 - [金融与金融科技](#finance--fintech)
|
||||
* 🎮 - [游戏](#gaming)
|
||||
* 🧠 - [知识与记忆](#knowledge--memory)
|
||||
* ⚖️ - [法律](#legal)
|
||||
* 🗺️ - [位置服务](#location-services)
|
||||
* 🎯 - [营销](#marketing)
|
||||
* 📊 - [监测](#monitoring)
|
||||
@@ -113,11 +114,12 @@
|
||||
### 📂 <a name="browser-automation"></a>浏览器自动化
|
||||
|
||||
Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和处理 Web 内容。
|
||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - 使用 Rust 构建的轻量级浏览器自动化 MCP 服务器,无任何外部依赖。
|
||||
- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - 使用 Playwright 进行浏览器自动化的 MCP 服务器,更适合llm
|
||||
* [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - 全功能 YouTube MCP 服务器和命令行工具,自动化 YouTube 运营
|
||||
- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 使用 Playwright 进行浏览器自动化和网页抓取的 MCP 服务器
|
||||
- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - 使用 Playwright 实现浏览器自动化的 MCP 服务器
|
||||
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 用于网页抓取和交互的浏览器自动化
|
||||
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - 用于网页抓取和交互的浏览器自动化
|
||||
- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - 获取 YouTube 字幕和文字记录以供 AI 分析
|
||||
- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - MCP 服务器与 Apple Shortcuts 的集成
|
||||
- [@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
|
||||
@@ -245,8 +247,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - 支持SSE,STDIO;不仅止于mysql的增删改查功能;还包含了数据库异常分析能力;根据角色控制数据库权限;且便于开发者们进行个性化的工具扩展
|
||||
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 基于 Node.js 的 MySQL 数据库集成,提供安全的 MySQL 数据库操作
|
||||
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – 一款基于Golang构建的高性能多数据库MCP服务器,支持MySQL和PostgreSQL(即将支持NoSQL)。内置查询执行、事务管理、模式探索、查询构建以及性能分析工具,与Cursor无缝集成优化数据库工作流程。
|
||||
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能
|
||||
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作
|
||||
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能
|
||||
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作
|
||||
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 服务器用于管理和创建 Supabase 中的项目和组织
|
||||
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能
|
||||
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - 用于查询和访问Trino集群数据的Trino MCP服务器。
|
||||
@@ -264,6 +266,7 @@ 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。
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自动流传输、只读安全性和通用数据库兼容性的自然语言PostgreSQL查询。
|
||||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - 提供 AI 驱动的 PostgreSQL 性能调优能力。
|
||||
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – 基于 Go 的开箱即用的 MySQL MCP 服务器,支持只读模式和自动 Schema 检查。
|
||||
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 连接到任何兼容JDBC的数据库,执行查询、插入、更新、删除等操作。
|
||||
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - 查询和分析Azure Data Explorer数据库
|
||||
@@ -290,10 +293,12 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
|
||||
增强开发工作流程和环境管理的工具和集成。
|
||||
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 将大量编码助手的系统提示提供为 MCP 工具,支持模型感知推荐与人格激活,可模拟 Cursor、Devin 等代理。
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 打造受21世纪顶尖设计工程师启发的精致UI组件。
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - 与[QA Sphere](https://qasphere.com/)测试管理系统集成,使LLM能够发现、总结和操作测试用例,并可直接从AI驱动的IDE访问
|
||||
- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - 使用自然语言与您的LLM可观测性、Opik捕获的追踪和监控数据进行对话。
|
||||
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 为编码代理提供直接访问Figma数据的权限,助力其一次性完成设计实现。
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - 为编码代理提供直接访问Figma数据的权限,帮助他们编写Flutter代码来构建应用程序,包括资源导出、组件维护和全屏实现。
|
||||
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通过 MCP 进行 Docker 容器管理和操作
|
||||
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - 一个灵活获取 JSON、文本和 HTML 数据的 MCP 服务器
|
||||
- [kealuya/mcp-jina-ai](https://github.com/kealuya/mcp-jina-ai) 🏎️ 🏠 - 集成 Jina.ai 将目标网页进行总结,转换成对LLM友好的Markdown格式返回
|
||||
@@ -309,6 +314,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 与 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 进行交互
|
||||
- [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
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - 流式 KoliBri MCP 服务器(NPM:`@public-ui/mcp`),通过托管的 HTTP 端点或本地 `kolibri-mcp` CLI 提供 200+ 份确保无障碍的 Web 组件示例、规范、文档和场景。
|
||||
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 用于PTY操作的AI助手,使智能体能够通过有状态会话、SSH连接和后台进程管理来控制交互式终端
|
||||
- [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - 一种中间件服务器,允许多个相同MCP服务器的隔离实例以独立的命名空间和配置共存。
|
||||
- [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
|
||||
@@ -341,6 +347,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的命令列工具(CLI)。通過 gk mcp 提供一個 MCP 伺服器,不僅封裝了 GitKraken API,還支援 Jira、GitHub、GitLab 等多種服務。可與本地工具和遠端服務協同運作。
|
||||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP服务器是一个基于MCP构建的服务器,允许用户通过由大语言模型解释的自然语言指令来控制Unitree Go2机器人。
|
||||
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - mcp-swagger-server将任何符合 OpenAPI/Swagger 规范的 REST API 转换为 Model Context Protocol (MCP) 格式,以支持ai客户端调用。
|
||||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code的Mermaid图表渲染MCP服务器,具有实时重新加载功能,支持多种导出格式(SVG、PNG、PDF)和主题。
|
||||
|
||||
### 🧮 <a name="data-science-tools"></a>数据科学工具
|
||||
|
||||
@@ -350,12 +357,13 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - 一个 MCP 服务器,可将几乎任何文件或网络内容转换为 Markdown
|
||||
- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - 实现基于.csv数据集的自动数据探索,提供最少工作量的智能化洞察。
|
||||
- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Dingo 的 MCP 服务端。Dingo是一款全面的数据质量评估工具。支持与 Dingo 基于规则和 LLM 的评估功能进行交互以及列出可用规则和提示词。
|
||||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - 终极数学引擎,将 SymPy、NumPy 和 Matplotlib 统一在一个强大的服务器中。非常适合需要符号代数、数值计算和数据可视化的开发人员和研究人员。
|
||||
|
||||
### 📂 <a name="file-systems"></a>文件系统
|
||||
|
||||
提供对本地文件系统的直接访问,并具有可配置的权限。使 AI 模型能够读取、写入和管理指定目录中的文件。
|
||||
|
||||
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 直接访问本地文件系统。
|
||||
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - 直接访问本地文件系统。
|
||||
- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive 集成,用于列出、阅读和搜索文件
|
||||
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI 原生目录可视化,具有语义分析、AI 消费的超压缩格式和 10 倍令牌减少。支持具有智能文件分类的量子语义模式。
|
||||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box 集成,支持文件列表、阅读和搜索功能
|
||||
@@ -371,6 +379,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
金融数据访问和加密货币市场信息。支持查询实时市场数据、加密货币价格和财务分析。
|
||||
|
||||
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - 通过Heurist Mesh网络访问专业化的web3 AI代理,用于区块链分析、智能合约安全审计、代币指标评估及链上交互。提供全面的DeFi分析工具、NFT估值及跨多链交易监控功能
|
||||
- [iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - 在你的 LLM 中进行复式纯文本记账!这个 MCP 提供对本地 [HLedger](https://hledger.org/) 记账日记账的全面读取,以及(可选的)写入访问。
|
||||
- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - 集成Base网络的链上工具,支持与Base网络及Coinbase API交互,实现钱包管理、资金转账、智能合约和DeFi操作
|
||||
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - 使用 CoinCap 的公共 API 集成实时加密货币市场数据,无需 API 密钥即可访问加密货币价格和市场信息
|
||||
- [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
|
||||
@@ -411,7 +420,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
使用知识图谱结构的持久内存存储。使 AI 模型能够跨会话维护和查询结构化信息。
|
||||
|
||||
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - 基于 [markmap](https://github.com/markmap/markmap) 构建的 MCP 服务器,可将 **Markdown** 转换为交互式的 **思维导图**。支持多格式导出(PNG/JPG/SVG)、浏览器在线预览、一键复制 Markdown 和动态可视化功能。
|
||||
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 基于知识图谱的长期记忆系统用于维护上下文
|
||||
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - 基于知识图谱的长期记忆系统用于维护上下文
|
||||
- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - 增强基于图形的记忆,重点关注 AI 角色扮演和故事生成
|
||||
- [/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
|
||||
@@ -421,10 +430,17 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - 将来自Slack、Discord、网站、Google Drive、Linear或GitHub的任何内容摄取到Graphlit项目中,然后在诸如Cursor、Windsurf或Cline等MCP客户端中搜索并检索相关知识。
|
||||
- [@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
|
||||
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - 从您的 [Ragie](https://www.ragie.ai) (RAG) 知识库中检索上下文,该知识库连接到 Google Drive、Notion、JIRA 等多种集成。
|
||||
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM驱动的智能上下文与记忆管理系统,采用宽召回+精排序RAG架构。支持多维度检索(向量/时间线/知识图谱)、短期/长期记忆智能转换,完整实现MCP协议(HTTP/WebSocket/SSE)。
|
||||
- [@upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - 最新的LLM和AI代码编辑器的代码文档。
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一个MCP服务器,使用MongoDB存储和检索来自多个LLM的记忆。提供保存、检索、添加和清除带有时间戳和LLM识别的对话记忆的工具。
|
||||
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一个MCP服务器,实现跨LLM通信和记忆共享,使不同的AI模型能够在对话间协作和共享上下文。
|
||||
|
||||
### ⚖️ <a name="legal"></a>法律
|
||||
|
||||
访问法律信息、法规和法律数据库。使 AI 模型能够搜索和分析法律文件和监管信息。
|
||||
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 一个提供全面美国法规的 MCP 服务器。
|
||||
|
||||
### 🗺️ <a name="location-services"></a>位置服务
|
||||
|
||||
地理和基于位置的服务集成。支持访问地图数据、方向和位置信息。
|
||||
@@ -465,7 +481,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
|
||||
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier 的 MCP 服务器可让 AI 代理快速、免费地进行实时网页搜索,并访问来自可靠媒体品牌的新闻、金融市场、体育、娱乐、天气等优质数据。
|
||||
- [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
|
||||
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/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
|
||||
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 模型上下文协议 (MCP) 服务器让 Claude 等 AI 助手可以使用 Exa AI Search API 进行网络搜索。此设置允许 AI 模型以安全且可控的方式获取实时网络信息。
|
||||
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - 通过 search1api 搜索(需要付费 API 密钥)
|
||||
@@ -546,9 +562,9 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
|
||||
|
||||
与 Git 存储库和版本控制平台交互。通过标准化 API 实现存储库管理、代码分析、拉取请求处理、问题跟踪和其他版本控制操作。
|
||||
|
||||
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等
|
||||
- [@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
|
||||
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等
|
||||
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/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-archived/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
|
||||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 集成,用于管理存储库、工作项目和管道
|
||||
- [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。
|
||||
|
||||
@@ -77,6 +77,7 @@
|
||||
* 💰 - [Finance & Fintech](#finance--fintech)
|
||||
* 🎮 - [遊戲](#gaming)
|
||||
* 🧠 - [知識與記憶](#knowledge--memory)
|
||||
* ⚖️ - [法律](#legal)
|
||||
* 🗺️ - [位置服務](#location-services)
|
||||
* 🎯 - [行銷](#marketing)
|
||||
* 📊 - [監測](#monitoring)
|
||||
@@ -102,11 +103,12 @@
|
||||
### 📂 <a name="browser-automation"></a>瀏覽器自動化
|
||||
|
||||
Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和處理 Web 內容。
|
||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - 由 Rust 打造的輕量級瀏覽器自動化 MCP 伺服器,無需任何外部相依。
|
||||
- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - 使用 Playwright 進行瀏覽器自動化的 MCP 伺服器,更適合llm
|
||||
* [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - 全功能 YouTube MCP 伺服器和命令行工具,自動化 YouTube 營運
|
||||
- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 使用 Playwright 進行瀏覽器自動化和網頁抓取的 MCP 伺服器
|
||||
- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - 使用 Playwright 實現瀏覽器自動化的 MCP 伺服器
|
||||
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 用於網頁抓取和交互的瀏覽器自動化
|
||||
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - 用於網頁抓取和交互的瀏覽器自動化
|
||||
- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - 獲取 YouTube 字幕和文字記錄以供 AI 分析
|
||||
- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - MCP 伺服器與 Apple Shortcuts 的整合
|
||||
- [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS 上與 Apple Reminders 整合的 MCP 伺服器
|
||||
@@ -208,8 +210,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式帳本資料庫,支援多用戶數據同步
|
||||
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 資料庫集成可配置的訪問控制、模式檢查和全面的安全指南
|
||||
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 基於 Node.js 的 MySQL 資料庫集成,提供安全的 MySQL 資料庫操作
|
||||
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 資料庫集成了模式檢查和查詢功能
|
||||
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有內建分析功能的 SQLite 資料庫操作
|
||||
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL 資料庫集成了模式檢查和查詢功能
|
||||
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 具有內建分析功能的 SQLite 資料庫操作
|
||||
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 伺服器用於管理和創建 Supabase 中的項目和組織
|
||||
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 資料庫集成了模式檢查和查詢功能
|
||||
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能夠直接與資料庫交互。
|
||||
@@ -223,6 +225,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 與向量搜尋功能的集成
|
||||
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基於SQLAlchemy的通用資料庫集成,支援PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等眾多資料庫。具有架構和關係檢查以及大型數據集分析功能。
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自動串流、唯讀安全性和通用資料庫相容性的自然語言PostgreSQL查詢。
|
||||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - 提供 AI 驅動的 PostgreSQL 性能調校功能。
|
||||
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - 查詢 GreptimeDB 的 MCP 服務。
|
||||
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - 一個用於與 Google Sheets 交互的模型上下文協議伺服器。該伺服器通過 Google Sheets API 提供創建、讀取、更新和管理電子表格的工具。
|
||||
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 具有全面讀取、寫入、格式化和工作表管理功能的 Google Sheets API 整合 MCP 伺服器。
|
||||
@@ -239,7 +242,9 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
|
||||
增強開發工作流程和環境管理的工具和集成。
|
||||
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 將大量程式開發助手的系統提示轉為 MCP 工具,具備模型感知推薦與人格啟用,可模擬 Cursor、Devin 等代理。
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - 與[QA Sphere](https://qasphere.com/)測試管理系統整合,使LLM能夠發現、總結和操作測試用例,並可直接從AI驅動的IDE訪問
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - 為編碼代理提供直接訪問 Figma 數據的權限,協助他們編寫 Flutter 代碼來構建應用程序,包括資源導出、組件維護和全屏實現。
|
||||
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通過 MCP 進行 Docker 容器管理和操作
|
||||
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - 一個靈活獲取 JSON、文本和 HTML 數據的 MCP 伺服器
|
||||
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode 集成,支援項目管理、文件操作和構建自動化
|
||||
@@ -254,6 +259,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 與 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 進行交互
|
||||
- [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基於 Pandoc 的 MCP 伺服器,支援 Markdown、HTML、PDF、DOCX(.docx)、csv 等格式之間的無縫轉換
|
||||
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 這個 MCP 伺服器提供了使用 wget 下載完整網站的工具,可保留網站結構並轉換連結以支援本地訪問
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - 串流式 KoliBri MCP 伺服器(NPM:`@public-ui/mcp`),透過託管的 HTTP 端點或本機 `kolibri-mcp` CLI 提供 200+ 份確保無障礙的網頁元件範例、規格、文件與情境。
|
||||
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 用於PTY操作的AI助手,使智慧體能夠通過有狀態會話、SSH連接和後台進程管理來控制互動式終端
|
||||
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - 基於 [SQLGlot](https://github.com/tobymao/sqlglot) 的 MCP 伺服器,提供 SQL 分析、代碼檢查和方言轉換功能
|
||||
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 用於事件管理平台 Rootly](https://rootly.com/) 的 MCP 伺服器
|
||||
@@ -272,6 +278,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab 和 Jira 的統一 MCP 伺服器:透過 AI 代理管理專案、合併請求、檔案、發行和票證。
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的 CLI。透過 gk mcp 包含一個 MCP 伺服器,不僅包裝了 GitKraken API,還支援 Jira、GitHub、GitLab 等等。可搭配本地工具與遠端服務使用。
|
||||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP伺服器是一個基於MCP構建的伺服器,允許使用者透過由大型語言模型解讀的自然語言指令來控制Unitree Go2機器人。
|
||||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - Claude Code的Mermaid圖表渲染MCP伺服器,具有即時重新載入功能,支援多種匯出格式(SVG、PNG、PDF)和主題。
|
||||
|
||||
### 🧮 數據科學工具
|
||||
|
||||
@@ -279,6 +286,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
|
||||
- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - 支援對基於 .csv 的數據集進行自主數據探索,以最小的成本提供智慧見解。
|
||||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - 一個 MCP 伺服器,可將幾乎任何文件或網路內容轉換為 Markdown
|
||||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - 終極數學引擎,將 SymPy、NumPy 和 Matplotlib 統一在一個強大的伺服器中。非常適合需要符號代數、數值計算和資料視覺化的開發人員和研究人員。
|
||||
|
||||
### 📟 <a name="embedded-system"></a>嵌入式系統
|
||||
|
||||
@@ -290,7 +298,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
|
||||
提供對本地文件系統的直接訪問,並具有可配置的權限。使 AI 模型能夠讀取、寫入和管理指定目錄中的文件。
|
||||
|
||||
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 直接訪問本地文件系統。
|
||||
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - 直接訪問本地文件系統。
|
||||
- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive 集成,用於列出、閱讀和搜尋文件
|
||||
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI 原生目錄視覺化,具有語義分析、AI 消費的超壓縮格式和 10 倍令牌減少。支援具有智能文件分類的量子語義模式。
|
||||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box 集成,支援文件列表、閱讀和搜尋功能
|
||||
@@ -329,7 +337,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
使用知識圖譜結構的持久記憶體儲存。使 AI 模型能夠跨會話維護和查詢結構化資訊。
|
||||
|
||||
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - 生產級RAG平台,結合Graph RAG、向量搜尋和全文搜尋。構建知識圖譜和上下文工程的最佳選擇
|
||||
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 基於知識圖譜的長期記憶系統用於維護上下文
|
||||
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - 基於知識圖譜的長期記憶系統用於維護上下文
|
||||
- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - 增強基於圖形的記憶,重點關注 AI 角色扮演和故事生成
|
||||
- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - AI應用程式和Agent的記憶體管理器使用各種圖儲存和向量儲存,並允許從 30 多個數據源提取數據
|
||||
- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - MCP 伺服器實現提供了通過向量搜尋檢索和處理文件的工具,使 AI 助手能夠利用相關文件上下文來增強其響應能力
|
||||
@@ -340,6 +348,12 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一個 MCP 伺服器,使用 MongoDB 儲存和檢索來自多個 LLM 的記憶。提供用於儲存、檢索、新增和清除帶有時間戳和 LLM 識別的對話記憶的工具。
|
||||
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一個 MCP 伺服器,實現跨 LLM 通訊和記憶共享,使不同的 AI 模型能夠在對話間協作和共享上下文。
|
||||
|
||||
### ⚖️ <a name="legal"></a>法律
|
||||
|
||||
訪問法律資訊、法規和法律數據庫。使 AI 模型能夠搜尋和分析法律文件和監管資訊。
|
||||
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 一個提供全面美國法規的 MCP 伺服器。
|
||||
|
||||
### 🗺️ <a name="location-services"></a>位置服務
|
||||
|
||||
地理和基於位置的服務集成。支援訪問地圖數據、方向和位置資訊。
|
||||
@@ -376,7 +390,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
|
||||
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier 的 MCP 伺服器可讓 AI 代理快速免費地進行即時網頁搜尋,並存取來自可靠媒體品牌的新聞、金融市場、體育、娛樂、天氣等高品質資料。
|
||||
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通過 [Dumpling AI](https://www.dumplingai.com/) 提供的數據訪問、網頁抓取與文件轉換 API
|
||||
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜尋文章
|
||||
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效獲取和處理網頁內容,供 AI 使用
|
||||
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效獲取和處理網頁內容,供 AI 使用
|
||||
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜尋 API 集成
|
||||
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 模型上下文協議 (MCP) 伺服器讓 Claude 等 AI 助手可以使用 Exa AI Search API 進行網路搜尋。此設置允許 AI 模型以安全且可控的方式獲取即時網路資訊。
|
||||
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - 通過 search1api 搜尋(需要付費 API 金鑰)
|
||||
@@ -429,9 +443,9 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。
|
||||
|
||||
與 Git 儲存庫和版本控制平台交互。通過標準化 API 實現儲存庫管理、代碼分析、拉取請求處理、問題跟蹤和其他版本控制操作。
|
||||
|
||||
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API集成用於倉庫管理、PR、問題等
|
||||
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用於項目管理和CI/CD操作
|
||||
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 直接的Git倉庫操作,包括讀取、搜尋和分析本地倉庫
|
||||
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - GitHub API集成用於倉庫管理、PR、問題等
|
||||
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用於項目管理和CI/CD操作
|
||||
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 直接的Git倉庫操作,包括讀取、搜尋和分析本地倉庫
|
||||
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 閱讀和分析 GitHub 儲存庫
|
||||
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - 與 GitLab 項目問題和合併請求無縫互動。
|
||||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 集成,用於管理儲存庫、工作項目和管道。
|
||||
|
||||
117
README.md
117
README.md
@@ -95,10 +95,12 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
|
||||
* 💰 - [Finance & Fintech](#finance--fintech)
|
||||
* 🎮 - [Gaming](#gaming)
|
||||
* 🧠 - [Knowledge & Memory](#knowledge--memory)
|
||||
* ⚖️ - [Legal](#legal)
|
||||
* 🗺️ - [Location Services](#location-services)
|
||||
* 🎯 - [Marketing](#marketing)
|
||||
* 📊 - [Monitoring](#monitoring)
|
||||
* 🎥 - [Multimedia Process](#multimedia-process)
|
||||
* 🔬 - [Research](#research)
|
||||
* 🔎 - [Search & Data Extraction](#search)
|
||||
* 🔒 - [Security](#security)
|
||||
* 🌐 - [Social Media](#social-media)
|
||||
@@ -117,14 +119,17 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
|
||||
Servers for accessing many apps and tools through a single MCP server.
|
||||
|
||||
- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
|
||||
- [askbudi/roundtable](https://github.com/askbudi/roundtable) 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
|
||||
- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
|
||||
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
|
||||
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
|
||||
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
|
||||
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.
|
||||
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
|
||||
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
|
||||
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
|
||||
- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
|
||||
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
|
||||
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
|
||||
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
|
||||
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
|
||||
@@ -153,7 +158,9 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
|
||||
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
|
||||
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
|
||||
- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
|
||||
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
|
||||
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
|
||||
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
|
||||
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
|
||||
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
|
||||
- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
|
||||
@@ -172,7 +179,9 @@ Design and visualize software architecture, system diagrams, and technical docum
|
||||
|
||||
### <a name="bio"></a>Biology, Medicine and Bioinformatics
|
||||
|
||||
- [dnaerys/onekgp-mcp](https://github.com/dnaerys/onekgp-mcp) ☕ ☁️ - natural language access to 1000 Genomes Project dataset
|
||||
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
|
||||
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
|
||||
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
|
||||
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
|
||||
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
|
||||
@@ -187,6 +196,7 @@ Design and visualize software architecture, system diagrams, and technical docum
|
||||
|
||||
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
|
||||
|
||||
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
|
||||
- [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.
|
||||
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
|
||||
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
|
||||
@@ -204,9 +214,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
|
||||
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
|
||||
- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
|
||||
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
|
||||
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
|
||||
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
|
||||
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
|
||||
- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
|
||||
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
|
||||
- [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.
|
||||
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
|
||||
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
|
||||
@@ -224,6 +235,7 @@ Cloud platform service integration. Enables management and interaction with clou
|
||||
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
|
||||
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
|
||||
- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
|
||||
- [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
|
||||
- [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.
|
||||
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
|
||||
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
|
||||
@@ -277,7 +289,6 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
|
||||
### 🤖 <a name="coding-agents"></a>Coding Agents
|
||||
|
||||
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
|
||||
|
||||
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
|
||||
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
|
||||
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
|
||||
@@ -287,10 +298,14 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
|
||||
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
|
||||
- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
|
||||
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
|
||||
- [sim-xia/blind-auditor](https://github.com/Sim-xia/Blind-Auditor) - 🐍 🏠 🍎 🪟 🐧 A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
|
||||
- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
|
||||
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
|
||||
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
|
||||
- [askbudi/roundtable](https://github.com/askbudi/roundtable) 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
|
||||
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
|
||||
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
|
||||
- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
|
||||
- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
|
||||
|
||||
### 🖥️ <a name="command-line"></a>Command Line
|
||||
@@ -299,16 +314,20 @@ Run commands, capture output and otherwise interact with shells and command line
|
||||
|
||||
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
|
||||
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
|
||||
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
|
||||
- [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.
|
||||
- [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`
|
||||
- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
|
||||
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
|
||||
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
|
||||
- [ooples/mcp-console-automation](https://github.com/ooples/mcp-console-automation) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
|
||||
- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
|
||||
- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/terminator-mcp-agent) 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
|
||||
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
|
||||
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
|
||||
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
|
||||
- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
|
||||
|
||||
### 💬 <a name="communication"></a>Communication
|
||||
|
||||
@@ -320,11 +339,13 @@ Integration with communication platforms for message management and channel oper
|
||||
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
|
||||
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API
|
||||
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
|
||||
- [trycourier/courier-mcp](https://github.com/trycourier/courier-mcp) 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
|
||||
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
|
||||
- [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.
|
||||
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
|
||||
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
|
||||
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
|
||||
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
|
||||
- [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.
|
||||
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
|
||||
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
|
||||
@@ -341,6 +362,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
|
||||
- [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
|
||||
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
|
||||
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
|
||||
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
|
||||
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
|
||||
- [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.
|
||||
@@ -399,6 +421,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
|
||||
- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
|
||||
- [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))
|
||||
- [gigamori/mcp-run-sql-connectorx](https://github.com/gigamori/mcp-run-sql-connectorx) 🐍 ☁️ 🏠 🍎 🪟 🐧 - An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc.
|
||||
- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
|
||||
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB.
|
||||
- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
|
||||
@@ -417,8 +440,9 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
|
||||
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
|
||||
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
|
||||
- [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
|
||||
- [montumodi/mongodb-atlas-mcp-server](https://github.com/montumodi/mongodb-atlas-mcp-server) 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose MongoDB Atlas functionality through MCP tools.
|
||||
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
|
||||
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
|
||||
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
|
||||
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
|
||||
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
|
||||
@@ -433,6 +457,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [quarkiverse/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.
|
||||
- [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.
|
||||
- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
|
||||
|
||||
- [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.
|
||||
- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.
|
||||
- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
|
||||
@@ -440,6 +465,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
|
||||
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
|
||||
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
|
||||
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities.
|
||||
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
|
||||
- [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.
|
||||
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
|
||||
@@ -468,6 +494,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
|
||||
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
|
||||
- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
|
||||
- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
|
||||
- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
|
||||
|
||||
|
||||
@@ -476,6 +503,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
Tools and integrations that enhance the development workflow and environment management.
|
||||
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
|
||||
- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
|
||||
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
|
||||
- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
|
||||
- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
|
||||
@@ -494,11 +522,13 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [avisangle/jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
|
||||
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
|
||||
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
|
||||
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
|
||||
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
|
||||
- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
|
||||
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
|
||||
- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
|
||||
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
|
||||
- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
|
||||
- [BrunoKrugel/echo-mcp](https://github.com/BrunoKrugel/echo-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
|
||||
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
|
||||
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
|
||||
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
|
||||
@@ -510,18 +540,22 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
|
||||
- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
|
||||
- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
|
||||
- [V0v1kkk/DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer) #️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
|
||||
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
|
||||
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
|
||||
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
|
||||
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
|
||||
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
|
||||
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
|
||||
- [mhmzdev/Figma-Flutter-MCP](https://github.com/mhmzdev/Figma-Flutter-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
|
||||
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
|
||||
- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
|
||||
- [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.
|
||||
- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
|
||||
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
|
||||
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
|
||||
- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
|
||||
- [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.
|
||||
- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
|
||||
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
|
||||
@@ -551,6 +585,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
|
||||
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
|
||||
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
|
||||
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
|
||||
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim
|
||||
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
|
||||
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
|
||||
@@ -570,6 +605,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
|
||||
- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
|
||||
- [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.
|
||||
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI.
|
||||
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing
|
||||
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
|
||||
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
|
||||
@@ -583,7 +619,9 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
|
||||
- [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.
|
||||
- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
|
||||
- [skullzarmy/vibealive](https://github.com/skullzarmy/vibealive) 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
|
||||
- [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)
|
||||
- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
|
||||
- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
|
||||
- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
|
||||
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
|
||||
@@ -593,13 +631,18 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
|
||||
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
|
||||
- [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.
|
||||
- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
|
||||
- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
|
||||
- [valado/pantheon-mcp](https://github.com/valado/pantheon-mcp) 🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.
|
||||
- [var-gg/mcp](https://github.com/var-gg/mcp) 📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. [Guide ↗](https://var.gg)
|
||||
- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
|
||||
- [veelenga/claude-mermaid](https://github.com/veelenga/claude-mermaid/) 📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
|
||||
- [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.
|
||||
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
|
||||
- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
|
||||
- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
|
||||
- [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
|
||||
- [wn01011/llm-token-tracker](https://github.com/wn01011/llm-token-tracker) 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
|
||||
- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
|
||||
- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
|
||||
- [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.
|
||||
@@ -614,7 +657,11 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
|
||||
- [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
|
||||
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing
|
||||
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
|
||||
- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples
|
||||
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
|
||||
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
|
||||
- [shadcn/studio MCP](https://shadcnstudio.com/mcp) - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
|
||||
|
||||
### 🔒 <a name="delivery"></a>Delivery
|
||||
|
||||
@@ -629,12 +676,14 @@ 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.
|
||||
- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
|
||||
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
|
||||
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
|
||||
- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
|
||||
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
|
||||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
|
||||
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
|
||||
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
|
||||
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
|
||||
- [pramod/kaggle](https://github.com/KrishnaPramodParupudi/kaggle-mcp-server) 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
|
||||
- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
|
||||
- [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.
|
||||
- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
|
||||
@@ -663,11 +712,12 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
|
||||
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
|
||||
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
|
||||
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
|
||||
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
|
||||
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
|
||||
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
|
||||
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
|
||||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
|
||||
|
||||
### 💰 <a name="finance--fintech"></a>Finance & Fintech
|
||||
@@ -693,10 +743,12 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
|
||||
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
|
||||
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
|
||||
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - [finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
|
||||
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
|
||||
- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
|
||||
- [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
|
||||
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
|
||||
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) 📇 🏠 🍎 🪟 - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
|
||||
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
|
||||
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
|
||||
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
|
||||
@@ -753,6 +805,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
|
||||
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
|
||||
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
|
||||
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) 🐍 ☁️ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
|
||||
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
|
||||
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
|
||||
- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
|
||||
@@ -765,6 +818,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
|
||||
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
|
||||
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
|
||||
- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) - 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).
|
||||
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
|
||||
- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
|
||||
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
|
||||
@@ -784,6 +838,7 @@ Integration with gaming related data, game engines, and services
|
||||
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
|
||||
- [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.
|
||||
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api).
|
||||
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
|
||||
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
|
||||
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
|
||||
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
|
||||
@@ -801,6 +856,8 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
|
||||
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
|
||||
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
|
||||
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) 📇 ☁️ 🏠 - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
|
||||
- [bitbonsai/mcp-obsidian](https://github.com/bitbonsai/mcp-obsidian) 📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.
|
||||
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
|
||||
- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
|
||||
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
|
||||
@@ -810,12 +867,15 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
|
||||
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
|
||||
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
|
||||
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) 📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
|
||||
- [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
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
|
||||
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
|
||||
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
|
||||
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
|
||||
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) 🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
|
||||
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
|
||||
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
|
||||
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
|
||||
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
|
||||
- [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
|
||||
@@ -824,6 +884,12 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
|
||||
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
|
||||
|
||||
### ⚖️ <a name="legal"></a>Legal
|
||||
|
||||
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
|
||||
|
||||
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
|
||||
|
||||
### 🗺️ <a name="location-services"></a>Location Services
|
||||
|
||||
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
|
||||
@@ -849,11 +915,13 @@ Location-based services and mapping tools. Enables AI models to work with geogra
|
||||
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available).
|
||||
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
|
||||
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
|
||||
- [matbel91765/gis-mcp-server](https://github.com/matbel91765/gis-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)
|
||||
|
||||
### 🎯 <a name="marketing"></a>Marketing
|
||||
|
||||
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
|
||||
|
||||
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) 📇 ☁️ 🍎 🪟 🐧 - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
|
||||
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
|
||||
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
|
||||
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
|
||||
@@ -861,7 +929,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
|
||||
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
|
||||
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
|
||||
|
||||
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
|
||||
|
||||
### 📊 <a name="monitoring"></a>Monitoring
|
||||
|
||||
@@ -896,9 +964,16 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
|
||||
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
|
||||
|
||||
### 🔬 <a name="research"></a>Research
|
||||
|
||||
Tools for conducting research, surveys, interviews, and data collection.
|
||||
|
||||
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
|
||||
|
||||
### 🔎 <a name="RAG"></a>end to end RAG platforms
|
||||
|
||||
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
|
||||
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.
|
||||
|
||||
### 🔎 <a name="search"></a>Search & Data Extraction
|
||||
|
||||
@@ -910,12 +985,14 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
|
||||
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
|
||||
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
||||
- [cameronrye/activitypub-mcp](https://github.com/cameronrye/activitypub-mcp) 📇 🏠 🐧 🍎 🪟 - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol. Features WebFinger discovery, timeline fetching, instance exploration, and cross-platform support for Mastodon, Pleroma, Misskey, and other ActivityPub servers.
|
||||
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
|
||||
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
|
||||
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
|
||||
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
|
||||
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
|
||||
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
|
||||
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
|
||||
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
|
||||
- [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.
|
||||
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
|
||||
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
|
||||
@@ -927,6 +1004,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [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)
|
||||
- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
|
||||
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
|
||||
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
|
||||
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
|
||||
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
|
||||
@@ -947,13 +1025,14 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
|
||||
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
|
||||
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search capabilities using Brave's Search API
|
||||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
|
||||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
|
||||
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic
|
||||
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
|
||||
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
|
||||
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
|
||||
- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent
|
||||
- [jhomen368/overseerr-mcp](https://github.com/jhomen368/overseerr-mcp) 📇 ☁️ 🏠 - Integrate AI assistants with Overseerr for automated media discovery, requests, and management in Plex ecosystems.
|
||||
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.
|
||||
- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ 🔎 - Highest Accuracy Web Search for AI
|
||||
- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ 🔎 - Highest Accuracy Deep Research and Batch Tasks MCP
|
||||
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
|
||||
@@ -983,6 +1062,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [imprvhub/mcp-domain-availability](https://github.com/imprvhub/mcp-domain-availability) 🐍 ☁️ - A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.
|
||||
- [imprvhub/mcp-claude-hackernews](https://github.com/imprvhub/mcp-claude-hackernews) 📇 🏠 ☁️ - An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).
|
||||
- [imprvhub/mcp-rss-aggregator](https://github.com/imprvhub/mcp-rss-aggregator) 📇 ☁️ 🏠 - Model Context Protocol Server for aggregating RSS feeds in Claude Desktop.
|
||||
- [boikot-xyz/boikot](https://github.com/boikot-xyz/boikot) 🦀☁️ - Model Context Protocol Server for looking up company ethics information. Learn about the ethical and unethical actions of major companies.
|
||||
|
||||
### 🔒 <a name="security"></a>Security
|
||||
|
||||
@@ -1009,14 +1089,17 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
|
||||
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
|
||||
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
|
||||
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
|
||||
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
|
||||
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
|
||||
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
|
||||
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.
|
||||
- [qianniuspace/mcp-security-audit](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.
|
||||
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
|
||||
- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) 🍎🪟🐧🏠🌊 - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering.
|
||||
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
|
||||
- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
|
||||
- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) ☁️ 🏠 - An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and resources. Built for cloud security engineers who want fast, easy and effective insights into AWS identity risk.
|
||||
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
|
||||
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
|
||||
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
|
||||
@@ -1037,7 +1120,7 @@ Integration with social media platforms to allow posting, analytics, and interac
|
||||
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
|
||||
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
|
||||
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
|
||||
- [karanb192/reddit-buddy-mcp](https://github.com/karanb192/reddit-buddy-mcp) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
|
||||
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
|
||||
- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
|
||||
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
|
||||
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
|
||||
@@ -1108,8 +1191,8 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
|
||||
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
|
||||
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
|
||||
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
|
||||
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
|
||||
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
|
||||
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
|
||||
- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
|
||||
@@ -1119,12 +1202,14 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
|
||||
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
|
||||
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
|
||||
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today's summary. Perfect for productivity tracking and billing workflows.
|
||||
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
|
||||
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
|
||||
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
|
||||
- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
|
||||
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
|
||||
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
|
||||
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
|
||||
|
||||
### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
|
||||
|
||||
@@ -1147,6 +1232,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.
|
||||
- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
|
||||
- [ankitmalik84/notion-mcp-server](https://github.com/ankitmalik84/Agentic_Longterm_Memory/tree/main/src/notion_mcp_server) 🐍 ☁️ - A comprehensive Model Context Protocol (MCP) server for Notion integration with enhanced functionality, robust error handling, production-ready feature.
|
||||
- [anki-mcp/anki-mcp-desktop](https://github.com/anki-mcp/anki-mcp-desktop) 📇 🏠 🍎 🪟 🐧 - Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage.
|
||||
- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
|
||||
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability.
|
||||
- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers
|
||||
@@ -1200,6 +1286,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
|
||||
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
|
||||
- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
|
||||
- [metorial/metorial](https://github.com/metorial/metorial) - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
|
||||
- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol
|
||||
- [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
|
||||
- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
|
||||
@@ -1226,6 +1313,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
|
||||
- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
|
||||
- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) 🐍 🏠 🍎 🪟 🐧 - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.
|
||||
- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) - 📇 🏠 🍎 🪟 🐧 - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI.
|
||||
- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - An MCP server for querying wolfram alpha API.
|
||||
- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos
|
||||
- [Shopify/dev-mcp](https://github.com/Shopify/dev-mcp) 📇 ☁️ - Model Context Protocol (MCP) server that interacts with Shopify Dev.
|
||||
@@ -1236,6 +1324,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
|
||||
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
|
||||
- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
|
||||
- [thingsboard/thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp) 🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
|
||||
- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration.
|
||||
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
|
||||
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
|
||||
@@ -1251,12 +1340,14 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
|
||||
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
|
||||
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini's nano banana model.
|
||||
- [kiarash-portfolio-mcp](https://kiarash-adl.pages.dev/.well-known/mcp.llmfeed.json) – WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages Functions.
|
||||
|
||||
## Frameworks
|
||||
|
||||
> [!NOTE]
|
||||
> More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools
|
||||
|
||||
- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) 🦀 - TurboMCP SDK: Enterprise MCP SDK in Rust
|
||||
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
|
||||
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript
|
||||
|
||||
|
||||
Reference in New Issue
Block a user