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Frank Fiegel
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@@ -5,6 +5,7 @@
[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
@@ -94,6 +95,7 @@ MCPをサポートするクライアントのリストです。
単一のMCPサーバーを通じて多くのアプリやツールにアクセスするためのサーバー。
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Web APIを10秒でMCPサーバーに変換し、オープンソースレジストリに追加する: https://open-mcp.org
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCPは、GUIでMCP接続を管理する統合ミドルウェアMCPサーバーです。
### 📂 <a name="browser-automation"></a>ブラウザ自動化
@@ -124,6 +126,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 MCPマルチクラスターKubernetesの管理と運用を提供し、管理インターフェース、ログ機能を備え、一般的な運用・開発シナリオをカバーする約50種類のツールを内蔵。標準リソースおよびCRDリソースをサポート。
- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 MCPマルチクラスターKubernetesの管理と運用を提供。SDKとして自身のプロジェクトに統合可能で、一般的な運用・開発シナリオをカバーする約50種類のツールを内蔵。標準リソースおよびCRDリソースをサポート。
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8Sは、AI駆動のKubernetesリソース管理ツールで、自然言語インタラクションを通じて、ユーザーがKubernetesクラスター内の任意のリソース（ネイティブリソース（DeploymentやServiceなど）やカスタムリソース（CRD）を含む）を操作できるようにします。複雑なコマンドを覚える必要はなく、要件を説明するだけで、AIが対応するクラスター操作を正確に実行し、Kubernetesの使いやすさを大幅に向上させます。
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) - 🏎️ ☁️/🏠 強力なMCPサーバーで、AIアシスタントがPortainerインスタンスとシームレスに連携し、コンテナ管理、デプロイメント操作、インフラストラクチャ監視機能に自然言語でアクセスできるようにします。
### 💬 <a name="communication"></a>コミュニケーション
@@ -136,6 +139,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat APIと対話するためのMCPサーバーです。VRChatのフレンドやワールド、アバターなどの情報を取得することができます。
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - GoogleカレンダーAPIと連携するためのMCPサーバーです。GoogleCalendar APIの作成、更新、取得、削除ができます。また、TypeScriptベースです。
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) ntfy を使用してスマートフォンに通知を送信し、情報を確実に伝達する MCP サーバーです。
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloudプラットフォーム経由でWhatsAppビジネスメッセージを送信するためのMCPサーバー。
### 👤 <a name="customer-data-platforms"></a>顧客データプラットフォーム
@@ -147,9 +151,11 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
スキーマ検査機能を備えた安全なデータベースアクセス。読み取り専用アクセスを含む構成可能なセキュリティ制御を使用してデータをクエリおよび分析することができます。
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 七牛クラウド製品に基づいて構築されたMCP、七牛クラウドストレージやインテリジェントマルチメディアサービスなどへのアクセスをサポートします。
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - テーブル ストア用の MC P サービスには、ドキュメントの追加、ドキュメント ベースのセマンティック検索、ドン ベクトル サンド スカラーがラグ フレンドリーでサーバー レスなどの機能があります。
aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存储(Tablestore)的 MCP 服务器实现，特性包括添加文档、基于向量和标量进行语义搜索、RAG友好。
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCPサーバーの実装で、Elasticsearchとのインタラクションを提供します
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - パフォーマンス分析、チューニング、ヘルスチェックのためのツールを備えた、Postgres開発と運用のためのオールインワンMCPサーバー
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - スキーマ検査、読み取り/書き込み機能を備えた Airtable データベース統合
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - スキーマ検査とクエリ機能を備えたBigQueryデータベース統合
- [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
@@ -162,6 +168,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [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。
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - クエリとAPI機能を備えたTinybird統合
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDBのためのモデルコンテキストプロトコルサーバー
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino用のModel Context Protocol (MCP)サーバーのGo実装。
- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - コレクションとインデックスの紹介、ベクトルストアと検索機能を備えたVikingDB統合。
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Serverなど多数のデータベースをサポートするSQLAlchemyベースの汎用データベース統合。スキーマと関係の検査、大規模データセット分析機能を備えています。
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。
@@ -177,6 +184,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
開発ワークフローと環境管理を強化するツールと統合。
- [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
- [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
- [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
- [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
@@ -193,6 +201,8 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP サーバーが [Higress](https://github.com/alibaba/higress/blob/main/README_JP.md) ゲートウェイの構成と操作を管理するための全面的なツールを提供します。
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - LLMがOpenAPI仕様のすべてを理解し、コードの発見、説明、生成、モックデータの作成を可能にするMCPサーバー
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - OpenAPIスキーマを使用してAIエージェントと任意のAPIをシームレスに統合
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - Docker 経由でローカルにコードを実行し、複数のプログラミング言語をサポートする MCP サーバー
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - EdgeOne Pagesに HTMLコンテンツをデプロイし、公開アクセス可能なURLを取得するためのMCPサービスです。
### 📂 <a name="file-systems"></a>ファイルシステム
@@ -234,6 +244,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
### 🔎 <a name="search"></a>検索
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless Model Context Protocolサービスは、MCPエコシステム内で離れることなくWeb検索を可能にするGoogle SERP APIへのMCPサーバコネクタとして機能します。
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Braveの検索APIを使用したWeb検索機能
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - [Dumpling AI](https://www.dumplingai.com/) によるデータ取得、Webスクレイピング、ドキュメント変換API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索
@@ -252,6 +263,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 自動トピック分類、多言語サポート、[SerpAPI](https://serpapi.com/)を通じたヘッドライン、ストーリー、関連トピックの包括的な検索機能を備えたGoogle News統合。
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - Unsplash 画像検索機能の統合用
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - OpenAI の組み込み `web_search` ツールを MCP サーバーに変換して使用します。
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - Web Platform APIを使ってBaselineの状態を検索してくれるMCPサーバー
### 🔒 <a name="security"></a>セキュリティ

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[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
@@ -98,6 +99,7 @@
단일 MCP 서버를 통해 많은 앱과 도구에 접근하기 위한 서버입니다.
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 웹 API를 10초 만에 MCP 서버로 전환하고 오픈 소스 레지스트리에 추가하세요: https://open-mcp.org
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP는 GUI를 통해 MCP 연결을 관리하는 통합 미들웨어 MCP 서버입니다.
### 📂 <a name="browser-automation"></a>브라우저 자동화
@@ -126,6 +128,7 @@
클라우드 플랫폼 서비스 통합. 클라우드 인프라 및 서비스의 관리 및 상호 작용을 가능하게 합니다.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 치니우안(七牛云) 제품으로 구축된 MCP는 치니우안 스토리지, 지능형 멀티미디어 서비스 등에 접근할 수 있습니다.
- [Cloudflare MCP 서버](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers, KV, R2 및 D1을 포함한 Cloudflare 서비스와의 통합
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - IPFS 스토리지 업로드 및 조작
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - AI 어시스턴트가 AWS CLI 명령을 실행하고, 유닉스 파이프를 사용하며, 안전한 Docker 환경에서 일반적인 AWS 작업을 위한 프롬프트 템플릿을 멀티 아키텍처 지원으로 적용할 수 있게 하는 가볍지만 강력한 서버
@@ -162,6 +165,7 @@
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - 모델 컨텍스트 프로토콜(MCP)을 통해 iMessage 데이터베이스와 안전하게 인터페이스하는 MCP 서버로, LLM이 iMessage 대화를 쿼리하고 분석할 수 있게 합니다. 강력한 전화번호 유효성 검사, 첨부 파일 처리, 연락처 관리, 그룹 채팅 처리 및 메시지 송수신 전체 지원을 포함합니다.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat API와 상호 작용하기 위한 MCP 서버입니다. VRChat에서 친구, 월드, 아바타 등에 대한 정보를 검색할 수 있습니다.
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - Google Tasks API와 인터페이스하기 위한 MCP 서버
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloud 플랫폼을 통해 WhatsApp 비즈니스 메시지를 발송하는 MCP 서버입니다.
### 👤 <a name="customer-data-platforms"></a>고객 데이터 플랫폼
@@ -185,6 +189,7 @@
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - Tablestore용 MCP 서비스, 문서 추가, 벡터 및 스칼라 기반 문서의 시맨틱 검색, RAG 친화적, 서버리스 기능 포함.
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - Elasticsearch 상호 작용을 제공하는 MCP 서버 구현
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - Postgres 개발 및 운영을 위한 올인원 MCP 서버로, 성능 분석, 튜닝 및 상태 점검을 위한 도구 제공
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - 스키마 검사, 읽기 및 쓰기 기능을 갖춘 Airtable 데이터베이스 통합
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - AI 도구를 Airtable에 직접 연결합니다. 자연어를 사용하여 레코드를 쿼리, 생성, 업데이트 및 삭제합니다. 베이스 관리, 테이블 작업, 스키마 조작, 레코드 필터링 및 표준화된 MCP 인터페이스를 통한 데이터 마이그레이션 기능 포함.
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 BigQuery 데이터베이스 통합
@@ -197,7 +202,7 @@
- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - Apache Kafka 및 Timeplus용 MCP 서버. Kafka 토픽 나열, Kafka 메시지 폴링, Kafka 데이터 로컬 저장 및 Timeplus를 통한 SQL로 스트리밍 데이터 쿼리 가능
- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - 다중 사용자 동기화를 지원하는 Fireproof 원장 데이터베이스
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 구성 가능한 접근 제어, 스키마 검사 및 포괄적인 보안 지침을 갖춘 MySQL 데이터베이스 통합
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 안전한 MySQL 데이터베이스 운영을 제공하는 Node.js 기반 MySQL 데이터베이스 통합
- [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
@@ -205,6 +210,7 @@
- [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - SQL 쿼리 실행 및 데이터베이스 탐색 도구를 지원하는 Supabase MCP 서버
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino 클러스터에서 데이터를 쿼리하고 접근하기 위한 Trino MCP 서버.
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino를 위한 Model Context Protocol (MCP) 서버의 Go 구현.
- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - Memgraph에 대한 쿼리 실행 도구 및 스키마 리소스 포함.
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: MongoDB 데이터베이스를 위한 모든 기능을 갖춘 MCP 서버
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLM이 데이터베이스와 직접 상호 작용할 수 있게 하는 MongoDB 통합.
@@ -233,6 +239,7 @@
개발 워크플로우 및 환경 관리를 향상시키는 도구 및 통합.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성.
- [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.
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCP를 통한 Docker 컨테이너 관리 및 운영
@@ -261,6 +268,8 @@
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - MCP를 사용한 Claude Code 기능 구현으로, 포괄적인 도구 지원을 통해 AI 코드 이해, 수정 및 프로젝트 분석 가능.
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - [Firefly](https://firefly.ai)를 사용하여 클라우드 리소스를 통합, 검색, 관리 및 코드화합니다.
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - 에이전트가 학습되지 않은 API로 작업할 수 있도록 타입스크립트 API 정보를 효율적으로 제공하는 MCP 서버
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - Docker를 통해 로컬로 코드를 실행하고 여러 프로그래밍 언어를 지원하는 MCP 서버입니다
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - EdgeOne Pages에 HTML 콘텐츠를 배포하고 공개적으로 접근 가능한 URL을 얻기 위한 MCP 서비스입니다.
### 🧮 데이터 과학 도구
@@ -305,6 +314,7 @@
- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - 여러 블록체인에서 ERC-20 토큰을 발행하는 도구를 AI 에이전트에게 제공하는 MCP 서버.
- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - The Graph의 인덱싱된 블록체인 데이터로 AI 에이전트를 강화하는 MCP 서버.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 암호화폐 가격을 가져오기 위한 Bitget API.
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - baostock 기반 MCP 서버로 중국 주식 시장 데이터에 대한 액세스 및 분석 기능을 제공합니다.
### 🎮 <a name="gaming"></a>게임
@@ -357,6 +367,7 @@
### 🔎 <a name="search"></a>검색
- [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.
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Brave의 검색 API를 사용한 웹 검색 기능
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes API를 사용하여 기사 검색
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI 소비를 위한 효율적인 웹 콘텐츠 가져오기 및 처리
@@ -380,6 +391,8 @@
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - DuckDuckGo 검색 기능을 제공하는 TypeScript 기반 MCP 서버입니다.
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - 고급 검색, 비공개 심층 연구, 모든 것을 마크다운으로 변환하는 파일 추출 및 텍스트 청킹을 위한 [Vectorize](https://vectorize.io) MCP 서버.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - Playwright 헤드리스 브라우저를 사용하여 웹 페이지 콘텐츠를 가져오는 MCP 서버, Javascript 렌더링 및 지능형 콘텐츠 추출 지원, 마크다운 또는 HTML 형식 출력.
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - 네이버 검색 API를 통합한 MCP 서버로, 블로그, 뉴스, 쇼핑 검색 및 데이터랩 분석 기능을 제공합니다.
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - 웹 플랫폼 API를 사용하여 Baseline 상태를 검색하는 MCP 서버
### 🔒 <a name="security"></a>보안

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# Servidores MCP Incríveis [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
[![ไทย](https://img.shields.io/badge/Thai-Click-blue)](README-th.md)
[![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
[![繁體中文](https://img.shields.io/badge/繁體中文-點擊查看-orange)](README-zh_TW.md)
[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
Uma lista curada de servidores incríveis do Model Context Protocol (MCP).
* [O que é MCP?](#o-que-é-mcp)
* [Clientes](#clientes)
* [Tutoriais](#tutoriais)
* [Comunidade](#comunidade)
* [Legenda](#legenda)
* [Implementações de Servidores](#implementações-de-servidores)
* [Frameworks](#frameworks)
* [Utilitários](#utilitários)
* [Dicas & Truques](#dicas-e-truques)
## O que é MCP?
[MCP](https://modelcontextprotocol.io/) é um protocolo aberto que permite que modelos de IA interajam de forma segura com recursos locais e remotos através de implementações padronizadas de servidores. Esta lista foca em servidores MCP prontos para produção e experimentais que ampliam os recursos de IA por meio de acesso a arquivos, conexões de banco de dados, integrações de API e outros serviços contextuais.
## Clientes
Confira [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) e [glama.ai/mcp/clients](https://glama.ai/mcp/clients).
> [!TIP]
> [Glama Chat](https://glama.ai/chat) é um cliente de IA multimodal com suporte a MCP & [gateway de IA](https://glama.ai/gateway).
## Tutoriais
* [Introdução Rápida ao Model Context Protocol (MCP)](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
* [Configurar o Aplicativo Desktop Claude para usar um banco de dados SQLite](https://youtu.be/wxCCzo9dGj0)
## Comunidade
* [Reddit r/mcp](https://www.reddit.com/r/mcp)
* [Servidor Discord](https://glama.ai/mcp/discord)
## Legenda
* 🎖️ – implementação oficial
* linguagem de programação
* 🐍 – código Python
* 📇 – código TypeScript
* 🏎️ – código Go
* 🦀 – código Rust
* #️⃣ - código C#
* ☕ - código Java
* escopo
* ☁️ - Serviço em Nuvem
* 🏠 - Serviço Local
* 📟 - Sistemas Embarcados
* sistema operacional
* 🍎 – Para macOS
* 🪟 – Para Windows
* 🐧 - Para Linux
> [!NOTE]
> Confuso sobre Local 🏠 vs Nuvem ☁️?
> * Use local quando o servidor MCP está se comunicando com um software instalado localmente, por exemplo, assumindo o controle do navegador Chrome.
> * Use rede quando o servidor MCP está se comunicando com APIs remotas, por exemplo, API de clima.
## Implementações de Servidores
> [!NOTE]
> Agora temos um [diretório baseado na web](https://glama.ai/mcp/servers) que é sincronizado com o repositório.
* 🔗 - [Agregadores](#agregadores)
* 🎨 - [Arte e Cultura](#arte-e-cultura)
* 📂 - [Automação de Navegadores](#automação-de-navegadores)
* ☁️ - [Plataformas em Nuvem](#plataformas-em-nuvem)
* 👨‍💻 - [Execução de Código](#execução-de-código)
* 🤖 - [Agentes de Codificação](#agentes-de-codificação)
* 🖥️ - [Linha de Comando](#linha-de-comando)
* 💬 - [Comunicação](#comunicação)
* 👤 - [Plataformas de Dados do Cliente](#plataformas-de-dados-do-cliente)
* 🗄️ - [Bancos de Dados](#bancos-de-dados)
* 📊 - [Plataformas de Dados](#plataformas-de-dados)
* 🛠️ - [Ferramentas de Desenvolvimento](#ferramentas-de-desenvolvimento)
* 🧮 - [Ferramentas de Ciência de Dados](#ferramentas-de-ciência-de-dados)
* 📟 - [Sistema Embarcado](#sistema-embarcado)
* 📂 - [Sistemas de Arquivos](#sistemas-de-arquivos)
* 💰 - [Finanças & Fintech](#finanças--fintech)
* 🎮 - [Jogos](#jogos)
* 🧠 - [Conhecimento & Memória](#conhecimento--memória)
* 🗺️ - [Serviços de Localização](#serviços-de-localização)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoramento](#monitoramento)
* 🔎 - [Pesquisa & Extração de Dados](#pesquisa--extração-de-dados)
* 🔒 - [Segurança](#segurança)
* 🏃 - [Esportes](#esportes)
* 🎧 - [Suporte & Gestão de Serviços](#suporte--gestão-de-serviços)
* 🌎 - [Serviços de Tradução](#serviços-de-tradução)
* 🚆 - [Viagens & Transporte](#viagens--transporte)
* 🔄 - [Controle de Versão](#controle-de-versão)
* 🛠️ - [Outras Ferramentas e Integrações](#outras-ferramentas-e-integrações)
### 🔗 <a name="agregadores"></a>Agregadores
Servidores para acessar muitos aplicativos e ferramentas por meio de um único servidor MCP.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Consulte mais de 40 aplicativos com um único binário usando SQL. Também pode se conectar ao seu banco de dados compatível com PostgreSQL, MySQL ou SQLite. Local primeiro e privado por design.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Conecte-se a 2.500 APIs com mais de 8.000 ferramentas pré-construídas e gerencie servidores para seus usuários, em seu próprio aplicativo.
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Transforme uma API web em um servidor MCP em 10 segundos e adicione-o ao registro de código aberto: https://open-mcp.org
- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - Um servidor proxy abrangente que combina vários servidores MCP em uma única interface com extensos recursos de visibilidade. Fornece descoberta e gerenciamento de ferramentas, prompts, recursos e modelos em todos os servidores, além de um playground para depuração ao construir servidores MCP.
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP é o servidor middleware MCP unificado que gerencia suas conexões MCP com GUI.
### 🎨 <a name="arte-e-cultura"></a>Arte e Cultura
Acesse e explore coleções de arte, patrimônio cultural e bancos de dados de museus. Permite que modelos de IA pesquisem e analisem conteúdo artístico e cultural.
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - Um servidor MCP local que gera animações usando Manim.
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Adicione, Analise, Pesquise e Gere Edições de Vídeo da sua Coleção de Vídeos
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ Servidor MCP para interagir com o corpus do Quran.com através da API REST oficial v4.
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Integração da API do Rijksmuseum para pesquisa, detalhes e coleções de obras de arte
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Integração da API de Oorlogsbronnen (Fontes de Guerra) para acessar registros históricos, fotografias e documentos da Segunda Guerra Mundial da Holanda (1940-1945)
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - Integração de servidor MCP para DaVinci Resolve, fornecendo ferramentas poderosas para edição de vídeo, correção de cores, gerenciamento de mídia e controle de projeto
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - Um servidor MCP integrando a API do AniList para informações sobre anime e mangá
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Servidor MCP usando a API do Aseprite para criar pixel art
### 📂 <a name="automação-de-navegadores"></a>Automação de Navegadores
Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e processar conteúdo web em formatos amigáveis para IA.
- [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
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automatize interações do navegador na nuvem (por exemplo, navegação web, extração de dados, preenchimento de formulários e mais)
- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - Automatize seu navegador Chrome local
- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use empacotado como um servidor MCP com transporte SSE. Inclui um dockerfile para executar o chromium em docker + um servidor vnc.
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Um servidor MCP usando Playwright para automação de navegador e raspagem web
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Um servidor MCP pareado com uma extensão de navegador que permite clientes LLM controlar o navegador do usuário (Firefox).
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - Um servidor MCP para interagir com Lembretes da Apple no macOS
- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - Extraia dados estruturados de qualquer site. Basta solicitar e obter JSON.
- [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
- [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
### ☁️ <a name="plataformas-em-nuvem"></a>Plataformas em Nuvem
Integração de serviços de plataforma em nuvem. Permite o gerenciamento e interação com infraestrutura e serviços em nuvem.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Um MCP construído com produtos Qiniu Cloud, suportando acesso ao Armazenamento Qiniu Cloud, serviços de processamento de mídia, etc.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload e manipulação de armazenamento IPFS
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - Este é um servidor MCP usado para consultar livros, e pode ser aplicado em clientes MCP comuns, como Cherry Studio.
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - Um servidor leve mas poderoso que permite assistentes de IA executarem comandos AWS CLI, usarem pipes Unix e aplicarem templates de prompt para tarefas comuns da AWS em um ambiente Docker seguro com suporte multi-arquitetura
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - Um servidor robusto e leve que capacita assistentes de IA para executar com segurança comandos CLI do Kubernetes (`kubectl`, `helm`, `istioctl` e `argocd`) usando pipes Unix em um ambiente Docker seguro com suporte multi-arquitetura.
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - Um servidor de gerenciamento VMware ESXi/vCenter baseado em MCP (Model Control Protocol), fornecendo interfaces de API REST simples para gerenciamento de máquinas virtuais.
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integração com serviços Cloudflare incluindo Workers, KV, R2 e D1
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Implementação em TypeScript de operações de cluster Kubernetes para pods, deployments, serviços.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) - 📇 ☁️/🏠 - Um servidor de Protocolo de Contexto de Modelo para consultar e analisar recursos do Azure em escala usando o Azure Resource Graph, permitindo que assistentes de IA explorem e monitorem a infraestrutura do Azure.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - Um wrapper em torno da linha de comando Azure CLI que permite conversar diretamente com o Azure
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - Um MCP para dar acesso a todos os componentes do Netskope Private Access dentro de ambientes Netskope Private Access, incluindo informações detalhadas de configuração e exemplos de LLM sobre uso.
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) - 🏎️ ☁️/🏠 Um poderoso servidor MCP que permite que assistentes de IA interajam de forma integrada com instâncias do Portainer, fornecendo acesso em linguagem natural ao gerenciamento de contêineres, operações de implantação e recursos de monitoramento de infraestrutura.
### 👨‍💻 <a name="execução-de-código"></a>Execução de Código
Servidores de execução de código. Permitem que LLMs executem código em um ambiente seguro, por exemplo, para agentes de codificação.
- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍🏠 - Execute código Python em uma sandbox segura via chamadas de ferramentas MCP
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute qualquer código gerado por LLM em um ambiente sandbox seguro e escalável e crie suas próprias ferramentas MCP usando JavaScript ou Python, com suporte completo para pacotes NPM e PyPI
### 🤖 <a name="agentes-de-codificação"></a>Agentes de Codificação
Agentes de codificação completos que permitem LLMs ler, editar e executar código e resolver tarefas gerais de programação de forma completamente autônoma.
- [oraios/serena](https://github.com/oraios/serena)🐍🏠 - Um agente de codificação completo que depende de operações de código simbólico usando servidores de linguagem.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍🏠 - Agente de codificação com ferramentas básicas de leitura, escrita e linha de comando.
### 🖥️ <a name="linha-de-comando"></a>Linha de Comando
Execute comandos, capture saída e interaja de outras formas com shells e ferramentas de linha de comando.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - Um servidor de Protocolo de Contexto de Modelo que fornece acesso ao iTerm. Você pode executar comandos e fazer perguntas sobre o que você vê no terminal iTerm.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Execute qualquer comando com as ferramentas `run_command` e `run_script`.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Interpretador Python seguro baseado no `LocalPythonExecutor` do HF Smolagents
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Interface de linha de comando com execução segura e políticas de segurança personalizáveis
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - Um Servidor semelhante ao MCP do DeepSeek para Terminal
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - Um servidor de execução segura de comandos shell implementando o Protocolo de Contexto de Modelo (MCP)
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - Um canivete suíço que pode gerenciar/executar programas e ler/escrever/pesquisar/editar arquivos de código e texto.
### 💬 <a name="comunicação"></a>Comunicação
Integração com plataformas de comunicação para gerenciamento de mensagens e operações de canais. Permite que modelos de IA interajam com ferramentas de comunicação em equipe.
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - Um servidor MCP Nostr que permite interagir com Nostr, possibilitando a publicação de notas e muito mais.
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interaja com pesquisa e timeline do Twitter
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) 🐍 💬 - Um servidor MCP para criar caixas de entrada instantaneamente para enviar, receber e realizar ações em e-mails. Não somos agentes de IA para e-mail, mas e-mail para Agentes de IA.
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Um servidor MCP para interface com a API do Google Tasks
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - Um servidor MCP que se conecta de forma segura ao seu banco de dados iMessage via Protocolo de Contexto de Modelo (MCP), permitindo que LLMs consultem e analisem conversas do iMessage. Inclui validação robusta de números de telefone, processamento de anexos, gerenciamento de contatos, manipulação de bate-papo em grupo e suporte completo para envio e recebimento de mensagens.
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Integração com a API do Telegram para acessar dados do usuário, gerenciar diálogos (chats, canais, grupos), recuperar mensagens e lidar com status de leitura
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - Um servidor MCP para Inbox Zero. Adiciona funcionalidades ao Gmail, como descobrir quais e-mails você precisa responder ou acompanhar.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - Uma aplicação servidora MCP que envia vários tipos de mensagens para o robô de grupo WeCom.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - Um servidor MCP que fornece acesso seguro ao seu banco de dados iMessage através do Protocolo de Contexto de Modelo (MCP), permitindo que LLMs consultem e analisem conversas iMessage com validação adequada de números de telefone e tratamento de anexos
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Um servidor MCP junto com um host MCP que fornece acesso a equipes, canais e mensagens do Mattermost. O host MCP é integrado como um bot no Mattermost com acesso a servidores MCP que podem ser configurados.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - Um servidor MCP para pesquisar suas mensagens pessoais do WhatsApp, contatos e enviar mensagens para indivíduos ou grupos
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integração com Gmail e Google Calendar.
### 👤 <a name="plataformas-de-dados-do-cliente"></a>Plataformas de Dados do Cliente
Fornece acesso a perfis de clientes dentro de plataformas de dados de clientes
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Conecte-se com [iaptic](https://www.iaptic.com) para perguntar sobre Compras de Clientes, dados de Transações e estatísticas de Receita de Aplicativos.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Conecte qualquer Dado Aberto a qualquer LLM com o Protocolo de Contexto de Modelo.
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Um servidor MCP para acessar e atualizar perfis em um servidor CDP Apache Unomi.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Um servidor MCP para interagir com um Workspace Tinybird a partir de qualquer cliente MCP.
### 🗄️ <a name="bancos-de-dados"></a>Bancos de Dados
Acesso seguro a banco de dados com recursos de inspeção de esquema. Permite consultar e analisar dados com controles de segurança configuráveis, incluindo acesso somente leitura.
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ - Navegue pelos seus [projetos Aiven](https://go.aiven.io/mcp-server) e interaja com os serviços PostgreSQL®, Apache Kafka®, ClickHouse® e OpenSearch®
- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Servidor MCP Supabase com suporte para execução de consultas SQL e ferramentas de exploração de banco de dados
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - Serviço MCP para Tablestore, funcionalidades incluem adicionar documentos, busca semântica para documentos com base em vetores e escalares, compatível com RAG e serverless.
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - Integração com banco de dados MySQL em NodeJS com controles de acesso configuráveis e inspeção de esquema
- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Servidor MCP de banco de dados universal que suporta os principais bancos de dados.
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - Integração com banco de dados TiDB com inspeção de esquema e recursos de consulta
- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - O Motor Semântico para Clientes do Protocolo de Contexto de Modelo (MCP) e Agentes de IA
- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - Servidor MCP e SSE MCP que gera automaticamente API com base no esquema e dados do banco de dados. Suporta PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Servidor MCP do Chroma para acessar instâncias Chroma locais e em nuvem para recursos de recuperação
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - Integração do banco de dados ClickHouse com inspeção de esquema e recursos de consulta
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Integração Confluent para interagir com as APIs REST do Confluent Kafka e Confluent Cloud.
### 📊 <a name="plataformas-de-dados"></a>Plataformas de Dados
Plataformas de dados para integração, transformação e orquestração de pipelines de dados.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️📇☁️🏠 - Interaja com Flowcore para realizar ações, ingerir dados, e analisar, fazer referência cruzada e utilizar qualquer dado em seus núcleos de dados ou em núcleos de dados públicos; tudo com linguagem humana.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) - Conecte-se à API do Databricks, permitindo que LLMs executem consultas SQL, listem trabalhos e obtenham status de trabalho.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - Servidor MCP para Qlik Cloud API que permite consultar aplicativos, planilhas e extrair dados de visualizações com suporte abrangente de autenticação e limite de taxa.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) - interaja com a Plataforma de Dados Keboola Connection. Este servidor fornece ferramentas para listar e acessar dados da API de Armazenamento Keboola.
### 💻 <a name="ferramentas-de-desenvolvimento"></a>Ferramentas de Desenvolvimento
Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento e o gerenciamento de ambiente.
- [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.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 Uma implementação de servidor MCP para controle de Simulador iOS.
- [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).
### 🧮 <a name="ferramentas-de-ciência-de-dados"></a>Ferramentas de Ciência de Dados
Integrações e ferramentas desenvolvidas para simplificar a exploração de dados, análise e aprimorar fluxos de trabalho de ciência de dados.
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Preveja qualquer coisa com agentes de previsão e projeção do Chronulus AI.
- [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.
### 📟 <a name="sistema-embarcado"></a>Sistema Embarcado
Fornece acesso a documentação e atalhos para trabalhar em dispositivos embarcados.
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Fluxo de trabalho para corrigir problemas de compilação em chips da série ESP32 usando ESP-IDF.
### 📂 <a name="sistemas-de-arquivos"></a>Sistemas de Arquivos
Fornece acesso direto aos sistemas de arquivos locais com permissões configuráveis. Permite que modelos de IA leiam, escrevam e gerenciem arquivos dentro de diretórios especificados.
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Compartilhe contexto de código com LLMs via MCP ou área de transferência
- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - Ferramenta de mesclagem de arquivos, adequada para limites de comprimento de chat de IA.
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - Um sistema de arquivos que permite navegar e editar arquivos implementado em Java usando Quarkus. Disponível como jar ou imagem nativa.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Integração com Box para listar, ler e pesquisar arquivos
- [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-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™
### 💰 <a name="finanças--fintech"></a>Finanças & Fintech
Acesso a dados financeiros e ferramentas de análise. Permite que modelos de IA trabalhem com dados de mercado, plataformas de negociação e informações financeiras.
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Agentes Octagon AI para integrar dados de mercados privados e públicos
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Integração com a API do Coinmarket para buscar listagens e cotações de criptomoedas
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - API Bankless Onchain para interagir com contratos inteligentes, consultar informações de transações e tokens
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Integração com a Rede Base para ferramentas onchain, permitindo interação com a Rede Base e API Coinbase para gerenciamento de carteiras, transferências de fundos, contratos inteligentes e operações DeFi
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Integração com a API Alpha Vantage para buscar informações tanto de ações quanto de criptomoedas
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Pontuação de risco / participações de ativos de endereço de blockchain EVM (EOA, CA, ENS) e até mesmo nomes de domínio.
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Integração com o Bitte Protocol para executar Agentes de IA em várias blockchains.
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - Servidor MCP que conecta agentes de IA à [plataforma Chargebee](https://www.chargebee.com/).
### 🎮 <a name="jogos"></a>Jogos
Integração com dados relacionados a jogos, motores de jogos e serviços
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - Servidor MCP para integração com a Engine de Jogos Unity3d para desenvolvimento de jogos
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - Um servidor MCP para interagir com o motor de jogos Godot, fornecendo ferramentas para editar, executar, depurar e gerenciar cenas em projetos Godot.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Acesse dados de jogadores do Chess.com, registros de jogos e outras informações públicas através de interfaces MCP padronizadas, permitindo que assistentes de IA pesquisem e analisem informações de xadrez.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - Um servidor MCP para dados e ferramentas de análise em tempo real do Fantasy Premier League.
### 🧠 <a name="conhecimento--memória"></a>Conhecimento & Memória
Armazenamento de memória persistente usando estruturas de grafos de conhecimento. Permite que modelos de IA mantenham e consultem informações estruturadas entre sessões.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Memória aprimorada baseada em grafos com foco em role-play de IA e geração de histórias
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingira qualquer coisa do Slack, Discord, sites, Google Drive, Linear ou GitHub em um projeto Graphlit - e então pesquise e recupere conhecimento relevante dentro de um cliente MCP como Cursor, Windsurf ou Cline.
- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - Uma implementação de servidor MCP que fornece ferramentas para recuperar e processar documentação através de pesquisa vetorial, permitindo que assistentes de IA aumentem suas respostas com contexto de documentação relevante
- [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
- [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.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Gerenciador de memória para aplicativos de IA e Agentes usando vários armazenamentos de grafos e vetores e permitindo ingestão de mais de 30 fontes de dados
- [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="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.
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - Geolocalização de endereço IP e informações de rede usando API IPInfo
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - Um servidor MCP OpenStreetMap com serviços baseados em localização e dados geoespaciais.
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - Um servidor MCP para pesquisas de lugares próximos com detecção de localização baseada em IP.
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Integração com Google Maps para serviços de localização, rotas e detalhes de lugares
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - conecta o QGIS Desktop ao Claude AI através do MCP. Esta integração permite criação de projetos assistida por prompt, carregamento de camadas, execução de código e muito mais.
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - Uma ferramenta MCP que fornece dados meteorológicos em tempo real, previsões e informações meteorológicas históricas usando a API OpenWeatherMap.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Servidor MCP para previsão meteorológica semanal que retorna 7 dias completos de previsões meteorológicas detalhadas em qualquer lugar do mundo.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Acesse o horário em qualquer fuso horário e obtenha o horário local atual
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Servidor MCP de geocodificação para nominatim, ArcGIS, Bing
### 🎯 <a name="marketing"></a>Marketing
Ferramentas para criar e editar conteúdo de marketing, trabalhar com meta dados web, posicionamento de produto e guias de edição.
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Um conjunto de ferramentas de marketing da Open Strategy Partners, incluindo estilo de escrita, códigos de edição e criação de mapa de valor de marketing de produto.
### 📊 <a name="monitoramento"></a>Monitoramento
Acesse e analise dados de monitoramento de aplicações. Permite que modelos de IA revisem relatórios de erros e métricas de desempenho.
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Pesquise painéis, investigue incidentes e consulte fontes de dados em sua instância Grafana
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Melhore a qualidade do código gerado por IA através de análise inteligente baseada em prompts em 10 dimensões críticas, de complexidade a vulnerabilidades de segurança
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Traga facilmente o contexto de produção em tempo real—logs, métricas e traces—para seu ambiente local para corrigir código automaticamente mais rápido
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Consulte e interaja com ambientes kubernetes monitorados por Metoro
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Integração com a API V3 Raygun para relatórios de falhas e monitoramento de usuários reais
- [modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Integração com Sentry.io para rastreamento de erros e monitoramento de desempenho
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Fornece acesso a traces e métricas OpenTelemetry através do Logfire
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - Uma ferramenta de monitoramento de sistema que expõe métricas do sistema via Protocolo de Contexto de Modelo (MCP). Esta ferramenta permite que LLMs recuperem informações do sistema em tempo real através de uma interface compatível com MCP (suporta CPU, Memória, Disco, Rede, Host, Processo)
### 🔎 <a name="pesquisa--extração-de-dados"></a>Pesquisa & Extração de Dados
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - Um servidor MCP para pesquisar vagas de emprego com filtros para data, palavras-chave, opções de trabalho remoto e muito mais.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Integração com API de pesquisa Kagi
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP para LLM pesquisar e ler artigos do arXiv
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP para pesquisar e ler artigos médicos / ciências da vida do PubMed.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Pesquise artigos usando a API do NYTimes
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Um servidor MCP para o Ator RAG Web Browser de código aberto da Apify para realizar pesquisas na web, raspar URLs e retornar conteúdo em Markdown.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Servidor MCP Clojars para informações atualizadas de dependências de bibliotecas Clojure
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Pesquise artigos de pesquisa do ArXiv
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Integração com o Google News com categorização automática de tópicos, suporte multilíngue e recursos abrangentes de pesquisa, incluindo manchetes, histórias e tópicos relacionados através do [SerpAPI](https://serpapi.com/).
### 🔒 <a name="segurança"></a>Segurança
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - Servidor MCP para integrar Ghidra com assistentes de IA. Este plugin permite análise binária, fornecendo ferramentas para inspeção de funções, descompilação, exploração de memória e análise de importação/exportação via Protocolo de Contexto de Modelo.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 Servidor MCP para analisar resultados coletados do ROADrecon na enumeração de inquilino Azure
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - Servidor MCP para dnstwist, uma poderosa ferramenta de fuzzing DNS que ajuda a detectar typosquatting, phishing e espionagem corporativa.
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - Servidor MCP para maigret, uma poderosa ferramenta OSINT que coleta informações de contas de usuários de várias fontes públicas. Este servidor fornece ferramentas para pesquisar nomes de usuário em redes sociais e analisar URLs.
### 🏃 <a name="esportes"></a>Esportes
Ferramentas para acessar dados, resultados e estatísticas relacionados a esportes.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - Servidor MCP que integra a API balldontlie para fornecer informações sobre jogadores, times e jogos da NBA, NFL e MLB
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Acesse dados de corridas de ciclismo, resultados e estatísticas através de linguagem natural. Os recursos incluem recuperação de listas de partida, resultados de corridas e informações sobre ciclistas de firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - Um servidor de Protocolo de Contexto de Modelo (MCP) que se conecta à API Strava, fornecendo ferramentas para acessar dados Strava através de LLMs
### 🎧 <a name="suporte--gestão-de-serviços"></a>Suporte & Gestão de Serviços
Ferramentas para gerenciar suporte ao cliente, gerenciamento de serviços de TI e operações de helpdesk.
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - Servidor MCP que se integra ao Freshdesk, permitindo que modelos de IA interajam com módulos do Freshdesk e realizem várias operações de suporte.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - Um conector MCP baseado em Go para Jira que permite assistentes de IA como Claude interagirem com o Atlassian Jira. Esta ferramenta fornece uma interface perfeita para modelos de IA realizarem operações comuns do Jira, incluindo gerenciamento de problemas, planejamento de sprint e transições de fluxo de trabalho.
### 🌎 <a name="serviços-de-tradução"></a>Serviços de Tradução
Ferramentas e serviços de tradução para permitir que assistentes de IA traduzam conteúdo entre diferentes idiomas.
- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - Servidor MCP para API Lara Translate, habilitando poderosos recursos de tradução com suporte para detecção de idioma e traduções sensíveis ao contexto.
### 🚆 <a name="viagens--transporte"></a>Viagens & Transporte
Acesso a informações de viagem e transporte. Permite consultar horários, rotas e dados de viagem em tempo real.
- [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Fornece ferramentas para pesquisar no Airbnb e obter detalhes de listagens.
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - Integração com a API do Serviço de Parques Nacionais fornecendo as informações mais recentes sobre detalhes de parques, alertas, centros de visitantes, acampamentos e eventos para os Parques Nacionais dos EUA
- [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Acesse informações de viagem, horários e atualizações em tempo real das Ferrovias Holandesas (NS)
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - Um servidor MCP que permite que LLMs interajam com a API do Tripadvisor, suportando dados de localização, avaliações e fotos através de interfaces MCP padronizadas
### 🔄 <a name="controle-de-versão"></a>Controle de Versão
Interaja com repositórios Git e plataformas de controle de versão. Permite gerenciamento de repositórios, análise de código, tratamento de pull requests, rastreamento de problemas e outras operações de controle de versão através de APIs padronizadas.
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Leia e analise repositórios GitHub com seu LLM
- [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
- [oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Integração com a API Gitee, gerenciamento de repositório, problemas e pull requests, e muito mais.
- [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
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ Um servidor de Protocolo de Contexto de Modelo (MCP) que permite que modelos de IA interajam com Bitcoin, permitindo gerar chaves, validar endereços, decodificar transações, consultar a blockchain e muito mais.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Permite que a IA leia de suas Notas Bear (somente macOS)
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Exponha todas as intenções de voz do Home Assistant através de um servidor de Protocolo de Contexto de Modelo permitindo controle doméstico.
- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use o modelo Amazon Nova Canvas para geração de imagens.
- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Envie solicitações para OpenAI, MistralAI, Anthropic, xAI, Google AI ou DeepSeek usando o protocolo MCP via ferramenta ou prompts predefinidos. Chave de API do fornecedor necessária
## Frameworks
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - Um framework de alto nível para construir servidores MCP em Python
- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - Um framework de alto nível para construir servidores MCP em TypeScript
- [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - Biblioteca Golang para escrever Servidores MCP de forma declarativa com teste funcional incluído
- [gabfr/waha-api-mcp-server](https://github.com/gabfr/waha-api-mcp-server) 📇 - Um servidor MCP com especificações openAPI para usar a API não oficial do WhatsApp (https://waha.devlike.pro/ - também de código aberto: https://github.com/devlikeapro/waha
- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – Fornece integração entre [Genkit](https://github.com/firebase/genkit/tree/main) e o Protocolo de Contexto de Modelo (MCP).
- [http4k MCP SDK](https://mcp.http4k.org) 🐍 - SDK Kotlin funcional e testável baseado no popular toolkit Web [http4k](https://http4k.org). Suporta o novo protocolo de streaming HTTP.
- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - Construa agentes eficazes com servidores MCP usando padrões simples e compostos.
- [LiteMCP](https://github.com/wong2/litemcp) 📇 - Um framework de alto nível para construir servidores MCP em JavaScript/TypeScript
- [marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - Extensão CodeMirror que implementa o Protocolo de Contexto de Modelo (MCP) para menções de recursos e comandos de prompt.
- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - SDK Golang para construir Servidores e Clientes MCP.
- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) 📇 - Framework TypeScript rápido e elegante para construir servidores MCP
- [mcp-proxy](https://github.com/punkpeye/mcp-proxy) - 📇 Um proxy SSE para servidores MCP que usam transporte `stdio`.
- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Template de servidor MCP CLI para Rust
- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - Framework Golang para construir Servidores MCP, focado em segurança de tipos
- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - Framework MCP Scala para construir agentes eficazes com servidores MCP e clientes MCP derivados do modelcontextprotocol.io.
- [paulotaylor/voyp-mcp](https://github.com/paulotaylor/voyp-mcp) 📇 - VOYP - Servidor MCP de Voz Sobre seu Telefone para fazer chamadas.
- [poem-web/poem-mcpserver](https://github.com/poem-web/poem/tree/master/poem-mcpserver) 🦀 - Implementação de Servidor MCP para Poem.
- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - SDK Java para construir servidores MCP usando Quarkus.
- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - Fornece suporte a chamadas de ferramentas MCP no LangChain, permitindo a integração de ferramentas MCP em fluxos de trabalho LangChain.
- [ribeirogab/simple-mcp](https://github.com/ribeirogab/simple-mcp) 📇 - Uma biblioteca TypeScript simples para criar servidores MCP.
- [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣ 🏠 - Um SDK C# para construir servidores MCP no .NET 9 com compatibilidade NativeAOT ⚡ 🔌
- [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - SDK Java e integração com Spring Framework para construir cliente MCP e servidores MCP com várias opções de transporte plugáveis.
- [spring-projects-experimental/spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - SDK Java e integração com Spring Framework para construir cliente MCP e servidores MCP com várias opções de transporte plugáveis.
- [Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server) 📇 - Uma ferramenta de linha de comando para criar um novo projeto de servidor de Protocolo de Contexto de Modelo com suporte a TypeScript, opções de transporte duplo e uma estrutura extensível
- [sendaifun/solana-mcp-kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server) - SDK Solana MCP
## Utilitários
- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - Um gateway de transporte MCP stdio para HTTP SSE com servidor de exemplo e cliente MCP.
- [f/MCPTools](https://github.com/f/mcptools) 🔨 - Uma ferramenta de desenvolvimento em linha de comando para inspecionar e interagir com servidores MCP com recursos extras como mocks e proxies.
- [flux159/mcp-chat](https://github.com/flux159/mcp-chat) 📇🖥️ - Um cliente baseado em CLI para conversar e se conectar com qualquer servidor MCP. Útil durante o desenvolvimento e teste de servidores MCP.
- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 – Use ferramentas fornecidas pelo MCP no LangChain.js
- [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) 🐍 ☁️ - Um servidor mcp leve que diz exatamente que horas são.
- [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) 🐍 ☁️ - Um servidor mcp leve que diz exatamente onde você está com base no seu IP atual.
- [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) 🐍 🏠 - Um servidor MCP leve que diz exatamente quem você é.
- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) 📇 - Uma demonstração de gateway para Servidor MCP SSE.
- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 🏎️ - Um aplicativo host CLI que permite que Modelos de Linguagem Grande (LLMs) interajam com ferramentas externas através do Protocolo de Contexto de Modelo (MCP).
- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 📇 - Uma pequena ferramenta que permite serviços de IA baseados em nuvem acessar servidores MCP locais baseados em Stdio por requisições HTTP/HTTPS.
- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 – um proxy middleware openAI para usar mcp em qualquer cliente compatível com openAI
- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – Um gateway de transporte MCP stdio para SSE.
- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - Um servidor proxy MCP que agrega e serve vários servidores de recursos MCP através de um único servidor http.
- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework para construir agente de IA vertical
- [JoshuaSiraj/mcp_auto_register](https://github.com/JoshuaSiraj/mcp_auto_register) 🐍 – ferramenta para automatizar o registro de funções e classes de um pacote python em uma instância FastMCP.
## Dicas e Truques
### Prompt oficial para informar LLMs sobre como usar MCP
Quer perguntar ao Claude sobre o Protocolo de Contexto de Modelo?
Crie um Projeto e adicione este arquivo a ele:
https://modelcontextprotocol.io/llms-full.txt
Agora o Claude pode responder perguntas sobre como escrever servidores MCP e como eles funcionam
- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
## Histórico de Estrelas
<a href="https://star-history.com/#punkpeye/awesome-mcp-servers&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date&theme=dark" />
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@@ -5,6 +5,7 @@
[![简体中文](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
@@ -154,6 +155,7 @@
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - เซิร์ฟเวอร์ Nostr MCP ที่ช่วยให้สามารถโต้ตอบกับ Nostr เปิดใช้งานการโพสต์บันทึก และอื่นๆ
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - โต้ตอบกับการค้นหาและไทม์ไลน์ Twitter
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) - 🐍 💬 - เซิร์ฟเวอร์ MCP เพื่อสร้างกล่องจดหมายแบบทันทีสำหรับส่ง รับ และดำเนินการกับอีเมล เราไม่ใช่ตัวแทน AI สำหรับอีเมล แต่เป็นอีเมลสำหรับตัวแทน AI
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับส่งข้อความ WhatsApp Business ผ่านแพลตฟอร์ม YCloud
### 👤 แพลตฟอร์มข้อมูลลูกค้า
@@ -176,11 +178,13 @@
- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - เซิร์ฟเวอร์ MCP และ MCP SSE ที่สร้าง API โดยอัตโนมัติตามสคีมาและข้อมูลของฐานข้อมูล รองรับ PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - การผสานรวมฐานข้อมูล ClickHouse พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - การใช้งานเซิร์ฟเวอร์ MCP ที่ให้การโต้ตอบกับ Elasticsearch
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP แบบครบวงจรสำหรับการพัฒนาและการดำเนินการ Postgres พร้อมเครื่องมือสำหรับการวิเคราะห์ประสิทธิภาพ การปรับแต่ง และการตรวจสอบสถานะ
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - เซิร์ฟเวอร์ Trino MCP เพื่อสืบค้นและเข้าถึงข้อมูลจากคลัสเตอร์ Trino
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - การใช้งานเซิร์ฟเวอร์ Model Context Protocol (MCP) สำหรับ Trino ด้วยภาษา Go.
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - การผสานรวมฐานข้อมูล MySQL พร้อมการควบคุมการเข้าถึงที่กำหนดค่าได้ การตรวจสอบสคีมา และแนวทางความปลอดภัยที่ครอบคลุม
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - การผสานรวมฐานข้อมูล Airtable พร้อมความสามารถในการตรวจสอบสคีมา การอ่าน และการเขียน
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - การใช้งานเซิร์ฟเวอร์สำหรับการผสานรวม Google BigQuery ที่ช่วยให้สามารถเข้าถึงและสืบค้นฐานข้อมูล BigQuery ได้โดยตรง
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - การผสานรวมฐานข้อมูล MySQL บน Node.js ที่ให้การดำเนินการฐานข้อมูล MySQL ที่ปลอดภัย
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - การผสานรวมฐานข้อมูล MySQL บน Node.js ที่ให้การดำเนินการฐานข้อมูล MySQL ที่ปลอดภัย
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - ฐานข้อมูลบัญชีแยกประเภท Fireproof พร้อมการซิงค์ผู้ใช้หลายคน
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – เซิร์ฟเวอร์ MCP ฐานข้อมูลหลายตัวประสิทธิภาพสูงที่สร้างด้วย Golang รองรับ MySQL & PostgreSQL (NoSQL กำลังจะมาเร็วๆ นี้) รวมถึงเครื่องมือในตัวสำหรับการเรียกใช้คำสั่ง การจัดการธุรกรรม การสำรวจสคีมา การสร้างคำสั่ง และการวิเคราะห์ประสิทธิภาพ พร้อมการผสานรวม Cursor อย่างราบรื่นสำหรับเวิร์กโฟลว์ฐานข้อมูลที่ปรับปรุงแล้ว
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: เซิร์ฟเวอร์ MCP ที่มีคุณสมบัติครบถ้วนสำหรับฐานข้อมูล MongoDB
@@ -232,6 +236,7 @@
เครื่องมือและการผสานรวมที่ปรับปรุงเวิร์กโฟลว์การพัฒนาและการจัดการสภาพแวดล้อม
- [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
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 เซิร์ฟเวอร์ MCP ที่รองรับการสืบค้นและจัดการทรัพยากรทั้งหมดใน [Apache APISIX](https://github.com/apache/apisix)
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - ผสานรวม API ใดๆ กับตัวแทน AI ได้อย่างราบรื่น (ด้วย OpenAPI Schema)
@@ -269,6 +274,7 @@
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - การใช้งานความสามารถของ Claude Code โดยใช้ MCP เปิดใช้งานความเข้าใจโค้ด AI การแก้ไข และการวิเคราะห์โปรเจ็กต์ด้วยการสนับสนุนเครื่องมือที่ครอบคลุม
- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - เชื่อมต่อเซิร์ฟเวอร์ HTTP/REST API ใดๆ โดยใช้ข้อกำหนด Open API (v3)
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - เซิร์ฟเวอร์ MCP สำหรับ LLDB เปิดใช้งานการวิเคราะห์ไบนารีและไฟล์คอร์ของ AI การดีบัก การแยกส่วนประกอบ
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - บริการ MCP สำหรับการปรับใช้เนื้อหา HTML บน EdgeOne Pages และรับ URL ที่สามารถเข้าถึงได้จากสาธารณะ
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - โปรแกรมแก้ไขไฟล์ข้อความแบบบรรทัดต่อบรรทัด ปรับให้เหมาะสมสำหรับเครื่องมือ LLM ด้วยการเข้าถึงไฟล์บางส่วนที่มีประสิทธิภาพเพื่อลดการใช้โทเค็น
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - เซิร์ฟเวอร์ MCP สำหรับการแปลงรูปแบบเอกสารอย่างราบรื่นโดยใช้ Pandoc รองรับ Markdown, HTML, PDF, DOCX (.docx), csv และอื่นๆ
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - เชื่อมต่อกับ VSCode ide และใช้เครื่องมือเชิงความหมายเช่น `find_usages`
@@ -280,6 +286,7 @@
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ให้ข้อมูล Typescript API อย่างมีประสิทธิภาพแก่ตัวแทนเพื่อให้สามารถทำงานกับ API ที่ไม่ได้รับการฝึกฝน
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP เพื่อดึงข้อมูล JSON, ข้อความ และ HTML ได้อย่างยืดหยุ่น
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - เซิร์ฟเวอร์ MCP เพื่อเชื่อมต่อกับไปป์ไลน์ MLOps และ LLMOps ของ [ZenML](https://www.zenml.io)
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับการรันโค้ดในเครื่องผ่าน Docker และรองรับภาษาการเขียนโปรแกรมหลายภาษา
### 🧮 เครื่องมือวิทยาศาสตร์ข้อมูล
@@ -314,6 +321,7 @@
เครื่องมือเข้าถึงและวิเคราะห์ข้อมูลทางการเงิน ช่วยให้โมเดล AI สามารถทำงานกับข้อมูลตลาด แพลตฟอร์มการซื้อขาย และข้อมูลทางการเงิน
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - MCP ที่สร้างจากผลิตภัณฑ์ของ Qiniu Cloud รองรับการเข้าถึงบริการจัดเก็บข้อมูล Qiniu Cloud, บริการมัลติมีเดียอัจฉริยะ และอื่นๆ
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - การผสานรวม Coinmarket API เพื่อดึงรายการและราคา cryptocurrency
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API เพื่อโต้ตอบกับสัญญาอัจฉริยะ สืบค้นข้อมูลธุรกรรมและโทเค็น
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - การผสานรวม Base Network สำหรับเครื่องมือ onchain ช่วยให้สามารถโต้ตอบกับ Base Network และ Coinbase API สำหรับการจัดการกระเป๋าเงิน การโอนเงิน สัญญาอัจฉริยะ และการดำเนินการ DeFi
@@ -349,6 +357,7 @@
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - การผสานรวมข้อมูลตลาด cryptocurrency แบบเรียลไทม์โดยใช้ API สาธารณะของ CoinCap ให้การเข้าถึงราคา crypto และข้อมูลตลาดโดยไม่ต้องใช้คีย์ API
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - เครื่องมือ MCP ที่ให้ข้อมูลตลาด cryptocurrency โดยใช้ CoinGecko API
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - เครื่องมือ MCP ที่ให้ข้อมูลตลาดหุ้นและการวิเคราะห์โดยใช้ Yahoo Finance API
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ใช้ baostock เป็นฐาน ให้การเข้าถึงและวิเคราะห์ข้อมูลตลาดหุ้นจีน
### 🎮 เกม
@@ -405,6 +414,7 @@
### 🔎 <a name="search"></a>การค้นหาและการดึงข้อมูล
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - บริการ Scrapeless Model Context Protocol ทำหน้าที่เป็นตัวเชื่อมเซิร์ฟเวอร์ MCP กับ Google SERP API ช่วยให้สามารถค้นหาเว็บภายในระบบนิเวศ MCP โดยไม่ต้องออกจากมัน
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - การรวม API การค้นหาของ Kagi
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP สำหรับ LLM เพื่อค้นหาและอ่านเอกสารจาก arXiv
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP เพื่อค้นหาและอ่านเอกสารทางการแพทย์/วิทยาศาสตร์ชีวภาพจาก PubMed
@@ -435,6 +445,7 @@
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - เซิร์ฟเวอร์ MCP ของ [Vectorize](https://vectorize.io) สำหรับการดึงข้อมูลขั้นสูง การวิจัยเชิงลึกส่วนตัว การดึงไฟล์ Anything-to-Markdown และการแบ่งส่วนข้อความ
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - เซิร์ฟเวอร์ MCP ที่ใช้ TypeScript ซึ่งให้ฟังก์ชันการค้นหาของ DuckDuckGo
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - การสอบถามข้อมูลสินทรัพย์เครือข่ายโดยเซิร์ฟเวอร์ MCP ของ ZoomEye
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ค้นหาสถานะ Baseline โดยใช้ Web Platform API
### 🔒 <a name="security"></a>ความปลอดภัย
@@ -636,4 +647,4 @@ https://modelcontextprotocol.io/llms-full.txt
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
</picture>
</a>
</a>

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@@ -5,6 +5,7 @@
[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
@@ -100,6 +101,7 @@
通过单个MCP服务器访问多个应用程序和工具的服务器。
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 10秒内将Web API转换为MCP服务器并将其添加到开源注册表中: https://open-mcp.org
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP是一个统一的中间件MCP服务器，通过GUI管理您的MCP连接。
### 📂 <a name="browser-automation"></a>浏览器自动化
@@ -129,6 +131,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
云平台服务集成。实现与云基础设施和服务的管理和交互。
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 基于七牛云产品构建的 MCP，支持访问七牛云存储、智能多媒体服务等。
- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成，包括 Workers、KV、R2 和 D1
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - 上传和操作 IPFS 存储
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - 一款轻量但功能强大的服务器，使AI助手能够在支持多架构的安全Docker环境中执行AWS CLI命令、使用Unix管道，并为常见AWS任务应用提示模板。
@@ -144,6 +147,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 提供对 Netskope Private Access 环境中所有组件的访问权限，包含详细的设置信息和 LLM 使用示例。
- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作，提供管理界面、日志，内置近50种工具，覆盖常见运维开发场景，支持常规资源、CRD资源。
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8S 是一个 AI 驱动的 Kubernetes 资源管理工具，通过自然语言交互方式，让用户能够轻松操作 Kubernetes 集群中的任意资源，包括原生资源（如 Deployment、Service）和自定义资源（CRD）。无需记忆复杂命令，只需描述需求，AI 就能准确执行对应的集群操作，大大提升了 Kubernetes 的易用性。
- [portainer/portainer-mcp](https://github.com/portainer/mcp-server) 🏎️ ☁️/🏠 - 一个用于管理 Portainer 容器管理平台的 MCP 服务器，支持通过自然语言交互来管理容器、镜像、网络和卷等资源。
### 🖥️ <a name="command-line"></a>命令行
@@ -172,6 +176,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 这是一个与VRChat API交互的MCP服务器。您可以获取VRChat的好友、世界、化身等信息。
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - 一个用于连接Google Tasks API的MCP服务器
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) 通过使用 ntfy 向手机发送通知，实时更新信息的 MCP 服务器。
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - 一个通过 YCloud 平台发送 WhatsApp Business 消息的 MCP 服务器。
### 👤 <a name="customer-data-platforms"></a>客户数据平台
@@ -192,6 +197,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - 将AI工具直接连接至Airtable。通过自然语言查询、创建、更新及删除记录。通过标准化MCP接口实现的功能包括：基库管理、表格操作、结构修改、记录筛选以及数据迁移。
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery 数据库集成了架构检查和查询功能
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB 数据库集成，包括表结构的建立 DDL 和 SQL 的执行
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - 全能型 MCP 服务器，用于 Postgres 开发和运维，提供性能分析、调优和健康检查等工具
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB数据库集成，具备模式检查与查询功能
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery 集成的服务器实现，可实现直接 BigQuery 数据库访问和查询功能
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 集成 Apache Kafka 和 Timeplus。可以获取Kafka中的最新数据，并通过 Timeplus 来 SQL 查询。
@@ -200,14 +206,16 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - 用于Apache Kafka和Timeplus的MCP服务器。能够列出Kafka主题、轮询Kafka消息、将Kafka数据本地保存，并通过Timeplus使用SQL查询流数据。
- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式账本数据库，支持多用户数据同步
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 数据库集成可配置的访问控制、模式检查和全面的安全指南
- [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
- [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
- [@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。
- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP服务器 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
- [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。
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - 用于 Trino 的 Model Context Protocol (MCP) 服务器的 Go 实现.
- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens：功能全面的MongoDB数据库MCP服务器
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能够直接与数据库交互。
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文协议服务器
@@ -242,6 +250,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
增强开发工作流程和环境管理的工具和集成。
- [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。
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通过 MCP 进行 Docker 容器管理和操作
@@ -276,6 +285,9 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - 支持对 [Higress](https://github.com/alibaba/higress/blob/main/README_ZH.md) 网关进行全面的配置和管理。
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP服务器让LLM能够了解您的OpenAPI规范的所有信息，以发现、解释和生成代码/模拟数据
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - 无缝集成任何 API 与 AI 代理（通过 OpenAPI 架构）
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - 一个MCP服务器，用于在本地通过docker运行代码，并支持多种编程语言。
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - 基于 EdgeOne Pages 的 MCP 服务器，支持代码部署为在线页面。
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - 查询 pkg.go.dev 上的 golang 包信息
### 🧮 <a name="data-science-tools"></a>数据科学工具
@@ -323,6 +335,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - 一个MCP服务器，通过The Graph提供的索引区块链数据为AI代理提供支持。
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI 提供港美股等市场的股票实时行情数据，通过 MCP 提供 AI 接入分析、交易能力。
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 使用 Bitget 公共 API 去获取加密货币最新价格
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - 基于 baostock 的 MCP 服务器,提供对中国股票市场数据的访问和分析功能。
### 🎮 <a name="gaming"></a>游戏
@@ -376,6 +389,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
### 🔎 <a name="search"></a>搜索
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless模型上下文协议服务作为MCP服务器连接器，连接到Google SERP API，使得在MCP生态系统内无需离开即可进行网页搜索。
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜索 API 实现网页搜索功能
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通过 [Dumpling AI](https://www.dumplingai.com/) 提供的数据访问、网页抓取与文档转换 API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章
@@ -401,6 +415,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - 这是一个基于TypeScript的MCP服务器，提供DuckDuckGo搜索功能。
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) 用于高级检索的MCP服务器，私有Deep Research，任意文件转Markdown提取及文本分块处理。
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - 用于通过Playwright无头浏览器获取网页内容的MCP服务器，支持JavaScript渲染与智能内容提取，并输出Markdown或HTML格式。
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - 使用Web平台API查询Baseline状态的MCP服务器
### 🔒 <a name="security"></a>安全
@@ -507,6 +522,7 @@ 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。
- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ 这个Asana的模型上下文协议（MCP）服务器实现允许你通过MCP客户端（如Anthropic的Claude桌面应用等）与Asana API进行交互。
- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - 使用 WebSocket 包装 MCP 服务器（用于 [kitbitz](https://github.com/nick1udwig/kibitz)）
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ 一个模型上下文协议（MCP）服务器，使 AI 模型能够与比特币交互，允许它们生成密钥、验证地址、解码交易、查询区块链等
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - 一个 MCP 服务器，演示如何从香港天文台获取天气数据
- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - An MCP server for Strava, an app for tracking physical exercise
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
@@ -520,7 +536,6 @@ 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。
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP服务器，可以执行键盘输入、鼠标移动等命令
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - MCP服务器，可以执行键盘输入、鼠标移动等命令
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 此 MCP 伺服器將協助您透過 [Plane 的](https://plane.so) API 管理專案和問題
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - 允许 AI 模型与 [HackMD](https://hackmd.io) 交互
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - MCP服务器，可以计算数学表达式
@@ -545,7 +560,7 @@ 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。
- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - 用于基于Quarkus构建MCP服务器的Java SDK。
- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - 使用简单、可组合的模式，通过MCP服务器构建高效的代理。
- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - Scala MCP 框架 构建企业级MCP客户端和服务端 shade from modelcontextprotocol.io.
-
## 实用工具
- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - 带有示例服务器和 MCP 客户端的 MCP stdio 到 HTTP SSE 传输网关

19
README-zh_TW.md
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@@ -5,6 +5,7 @@
[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
@@ -90,6 +91,7 @@
通過單個MCP伺服器訪問多個應用程式和工具的伺服器。
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 10秒內將Web API轉換為MCP伺服器並將其添加到開源註冊表中: https://open-mcp.org
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP是一個統一的中間件MCP伺服器，通過GUI管理您的MCP連接。
### 📂 <a name="browser-automation"></a>瀏覽器自動化
@@ -117,6 +119,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
雲平台服務整合。實現與雲基礎設施和服務的管理和交互。
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 基於七牛雲產品構建的 MCP，支援存取七牛雲儲存、智能多媒體服務等。
- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 與 Cloudflare 服務整合，包括 Workers、KV、R2 和 D1
- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通過 MCP 操作 Kubernetes 集群
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - 上傳和操作 IPFS 儲存
@@ -151,6 +154,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️ - MCP伺服器 Tools 應用程式，用於向企業微信群機器人發送各種類型的消息。
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - Nostr MCP 伺服器，支援與 Nostr 交互，可發布筆記等功能。
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 這是一個與VRChat API交互的MCP伺服器。您可以獲取VRChat的好友、世界、化身等資訊。
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - 透過 YCloud 平台發送 WhatsApp Business 訊息的 MCP 伺服器。
### 👤 <a name="customer-data-platforms"></a>數據平台
@@ -170,12 +174,13 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable 資料庫集成，具有架構檢查、讀寫功能
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery 資料庫集成了架構檢查和查詢功能
- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB 資料庫集成，包括表結構的建立 DDL 和 SQL 的執行
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - 用於 Postgres 開發和運維的多功能 MCP 伺服器，提供性能分析、調優和健康檢查工具
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery 集成的伺服器實現，可實現直接 BigQuery 資料庫訪問和查詢功能
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 集成 Apache Kafka 和 Timeplus。可以獲取Kafka中的最新數據，並通過 Timeplus 來 SQL 查詢。
- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
- [@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
- [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
- [@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
@@ -183,6 +188,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能夠直接與資料庫交互。
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查詢和 API 功能
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文協議伺服器
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - 一個使用 Go 語言實現的 Trino 專用 Model Context Protocol (MCP) 伺服器。
- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB 資料庫集成了collection和index的基本資訊介紹，並提供向量儲存和查詢的功能.
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j 的模型上下文協議
- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake 集成實現，支援讀取和（可選）寫入操作，並具備洞察跟蹤功能
@@ -202,6 +208,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
增強開發工作流程和環境管理的工具和集成。
- [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
- [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
@@ -223,6 +230,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - 支援對 [Higress](https://github.com/alibaba/higress/blob/main/README_ZH.md) 閘道器進行全面的配置和管理。
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP伺服器讓LLM能夠了解您的OpenAPI規範的所有資訊，以發現、解釋和生成代碼/模擬數據
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - 無縫集成任何 API 與 AI 代理（通過 OpenAPI 架構）
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - 一個MCP伺服器，用於在本地透過docker運行程式碼，並支援多種程式語言。
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - 基於 EdgeOne Pages 的 MCP 伺服器，支援代碼部署為在線頁面。
### 🧮 數據科學工具
@@ -254,6 +263,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API 集成，用於管理 Tastytrade 平台的交易活動
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI 提供港美股等市場的股票即時行情數據，通過 MCP 提供 AI 接入分析、交易能力。
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 使用 Bitget 公共 API 去獲取加密貨幣最新價格
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - 基於 baostock 的 MCP 伺服器,提供對中國股票市場數據的訪問和分析功能。
### 🎮 <a name="gaming"></a>遊戲
@@ -299,6 +309,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - 監控系統 CPU、Memory、Disk、Network、Host、Process 等資訊，並與 LLM 進行交互
### 🔎 <a name="search"></a>搜尋
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless模型上下文協議服務作為MCP伺服器連接器，連接到Google SERP API，使得在MCP生態系統內無需離開即可進行網頁搜索。
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜尋 API 實現網頁搜尋功能
- [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
@@ -321,6 +332,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - 通過 [Trieve](https://trieve.ai) 爬取、嵌入、分塊、搜尋和檢索數據集中的資訊
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - 使用 ZoomEye API 搜尋全球網路空間資產
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - 將OpenAI內建的`web_search`工具封轉成MCP伺服器使用.
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - 使用 Web Platform API 搜尋 Baseline 狀態的 MCP 伺服器
### 🔒 <a name="security"></a>安全
@@ -405,6 +417,7 @@ 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。
- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/) 與 MCP 的集成
- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - 通過Replicate API提供圖像生成功能。
- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - MCP伺服器，可以執行鍵盤輸入、滑鼠移動等命令
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP 伺服器，示範如何從香港天文台獲取天氣數據
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 此 MCP 伺服器將協助您透過 [Plane 的](https://plane.so) API 管理專案和問題
- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - 允許 AI 模型與 [HackMD](https://hackmd.io) 交互
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - MCP伺服器，可以計算數學表達式
@@ -425,7 +438,7 @@ 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。
- [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - 用於構建 MCP 用戶端和伺服器的 Java SDK 和 Spring Framework 集成，支援多種可插拔的傳輸選項
- [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror 擴展，實現了用於資源提及和提示命令的模型上下文協議 (MCP)
- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ 🔌 - Scala MCP 框架 構建企業級MCP用戶端和服務端 shade from modelcontextprotocol.io.
-
## 實用工具
- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - 帶有範例伺服器和 MCP 用戶端的 MCP stdio 到 HTTP SSE 傳輸閘道器
@@ -437,6 +450,8 @@ 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。
- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 - MCP stdio 到 SSE 的傳輸閘道器
- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 - 用於構建垂直 AI 代理的框架
- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 一個通過單個HTTP伺服器聚合併服務多個MCP資源伺服器的MCP代理伺服器。
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - 查詢 pkg.go.dev 上的 golang 包資訊
## 用戶端

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@@ -6,6 +6,7 @@
[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
@@ -92,11 +93,13 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 🗺️ - [Location Services](#location-services)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🔎 - [Search & Data Extraction](#search)
* 🔒 - [Security](#security)
* 🏃 - [Sports](#sports)
* 🎧 - [Support & Service Management](#support-and-service-management)
* 🌎 - [Translation Services](#translation-services)
* 🎧 - [Text-to-Speech](#text-to-speech)
* 🚆 - [Travel & Transportation](#travel-and-transportation)
* 🔄 - [Version Control](#version-control)
* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)
@@ -106,23 +109,27 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
Servers for accessing many apps and tools through a single MCP server.
- [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.
- [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).
- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
- [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.
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
### 🎨 <a name="art-and-culture"></a>Art & Culture
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
- [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.
- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
- [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.
### 📂 <a name="browser-automation"></a>Browser Automation
@@ -150,7 +157,9 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
- [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.
- [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.
@@ -158,17 +167,20 @@ Cloud platform service integration. Enables management and interaction with clou
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) - 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) - 🐍 ☁️/🏠 A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) - 🏎️ 🏠/☁️ Go-based MCP Server for interfacing with Nutanix Prism Central resources.
- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) - 🐍 ☁️/🏠 MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) - 🏎️ ☁️/🏠 A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
### 👨‍💻 <a name="code-execution"></a>Code Execution
@@ -183,7 +195,7 @@ 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.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍🏠 - Coding agent with basic read, write and command line tools.
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇🏠 - Enhanced file-system and search tools, commands and prompts specific for coding.
- [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.
### 🖥️ <a name="command-line"></a>Command Line
@@ -195,6 +207,8 @@ Run commands, capture output and otherwise interact with shells and command line
- [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
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP)
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
- [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.
### 💬 <a name="communication"></a>Communication
@@ -210,12 +224,12 @@ Integration with communication platforms for message management and channel oper
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 ☁️ - An MCP server for WhatsApp, search and send through pesonal and group messages
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
- [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
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
- [modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
- [modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
- [korotovsky/slack-mcp-server)(https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
- [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.
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
@@ -223,6 +237,7 @@ Integration with communication platforms for message management and channel oper
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - An MCP server to Manage Google Tasks
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite using Graph API (including mail, files, Excel, calendar)
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
@@ -249,17 +264,21 @@ Secure database access with schema inspection capabilities. Enables querying and
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
- [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))
- [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.
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
@@ -270,7 +289,8 @@ Secure database access with schema inspection capabilities. Enables querying and
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB
- [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
- [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.
- [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.
- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
- [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
@@ -281,20 +301,22 @@ Secure database access with schema inspection capabilities. Enables querying and
- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases
- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
- [prisma/prisma](https://github.com/prisma/prisma) 🐍 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new database instances or run schema migrations).
- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - A Qdrant MCP server
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
- [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.
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search 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.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
### 📊 <a name="data-platforms"></a>Data Platforms
@@ -310,14 +332,16 @@ 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.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 🧐🛠️ - Analyze React code locally, generate docs / llm.txt for whole project at once
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
- [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.
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
- [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).
- [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.
@@ -326,12 +350,14 @@ Tools and integrations that enhance the development workflow and environment man
- [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).
- [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.
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE
@@ -342,22 +368,24 @@ Tools and integrations that enhance the development workflow and environment man
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
- [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.
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
- [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.
- [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.
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
* [sapientpants/deepsource-mcp-server](https://github.com/sapientpants/deepsource-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with DeepSource to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
- [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.
- [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)
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
- [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.
- [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`
@@ -371,6 +399,9 @@ Tools and integrations that enhance the development workflow and environment man
- [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
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
- [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.
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
### 🧮 <a name="data-science-tools"></a>Data Science Tools
@@ -379,7 +410,9 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
- [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.
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
- [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.
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
### 📟 <a name="embedded-system"></a>Embedded System
@@ -397,6 +430,7 @@ 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
- [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-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files
@@ -406,6 +440,8 @@ Provides direct access to local file systems with configurable permissions. Enab
Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
@@ -415,12 +451,16 @@ Financial data access and analysis tools. Enables AI models to work with market
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
- [coinpaprika/dexpaprika-mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
- [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
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
- [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
- [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.
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
@@ -445,9 +485,12 @@ Financial data access and analysis tools. Enables AI models to work with market
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
- [unibaseio/beeper-mcp](https://github.com/unibaseio/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
- [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.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
### 🎮 <a name="gaming"></a>Gaming
@@ -456,6 +499,7 @@ Integration with gaming related data, game engines, and services
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
- [opgginc/esports-mcp](https://github.com/opgginc/esports-mcp) 📇 ☁️ - Connect AI agents to OP.GG Esports data and retrieve upcoming League of Legends match schedules effortlessly. Access structured match information through a standardized interface, enhancing your AI's capabilities with real-time esports data.
### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
@@ -468,8 +512,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [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
- [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
- [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.
- [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
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
### 🗺️ <a name="location-services"></a>Location Services
@@ -482,20 +528,24 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
### 🎯 <a name="marketing"></a>Marketing
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- [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.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- [nictuku/meta-ads-mcp](https://github.com/nictuku/meta-ads-mcp) 🐍 ☁️ 🏠 - Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.
### 📊 <a name="monitoring"></a>Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🏎️ 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
@@ -504,11 +554,20 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
### 🎥 <a name="multimedia-process"></a>Multimedia Process
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
- [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="search"></a>Search & Data Extraction
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
- [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.
@@ -516,13 +575,16 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [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/).
- [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.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
- [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)
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
@@ -534,15 +596,18 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
### 🔒 <a name="security"></a>Security
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
@@ -557,12 +622,15 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [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.
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [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.
- [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.
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
### 🏃 <a name="sports"></a>Sports
Tools for accessing sports-related data, results, and statistics.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
@@ -572,6 +640,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
### 🌎 <a name="translation-services"></a>Translation Services
@@ -579,6 +648,12 @@ Translation tools and services to enable AI assistants to translate content betw
- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
### 🎧 <a name="text-to-speech"></a>Text-to-Speech
Tools for converting text-to-speech and vice-versa
- [Kokoro TTS MCP](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
@@ -613,7 +688,6 @@ Interact with Git repositories and version control platforms. Enables repository
- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
@@ -626,7 +700,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
- [EKibort/wrike-mcp-server](https://github.com/EKibort/wrike-mcp-server) - 🐍 🏠 - A lightweight implementation of a Wrike MCP server for interacting with Wrike tasks via public API.
- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Read, create, update and delete Google Keep notes.
- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API
- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations
- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Tools to the query and execute of Dify workflows
@@ -639,10 +715,14 @@ Interact with Git repositories and version control platforms. Enables repository
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
- [lciesielski/mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example) 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
- [pollinations/chucknorris-mcp](https://github.com/pollinations/chucknorris-mcp) 📇 ☁️ - Specialized LLM enhancement prompts and jailbreaks with dynamic schema adaptation.
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
@@ -661,6 +741,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation
- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool).
- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
- [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.