Merge branch 'main' into add-neurolink-platform

This commit is contained in:
Frank Fiegel
2025-12-05 06:53:50 -06:00
committed by GitHub
8 changed files with 1520 additions and 69 deletions

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* 💰 - [金融・フィンテック](#finance--fintech)
* 🎮 - [ゲーミング](#gaming)
* 🧠 - [知識と記憶](#knowledge--memory)
* ⚖️ - [法律](#legal)
* 🗺️ - [位置情報サービス](#location-services)
* 🎯 - [マーケティング](#marketing)
* 📊 - [監視](#monitoring)
@@ -177,6 +178,7 @@
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - AIアシスタントがTerraform環境を管理および操作できるようにするTerraform MCPサーバー。設定の読み取り、プランの分析、設定の適用、Terraformステートの管理を可能にします。
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - Pulumi Automation APIとPulumi Cloud APIを使用してPulumiと対話するためのMCPサーバー。MCPクライアントがパッケージ情報の取得、変更のプレビュー、更新のデプロイ、スタック出力の取得などのPulumi操作をプログラムで実行できるようにします。
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️🏠 - Claude、Cursor、その他のAIアシスタントが自然言語を通じてKubernetesクラスターと対話できるようにするKubernetes用Model Context ProtocolMCPサーバー。
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Tiltと統合し、Kubernetes開発環境のためのTiltリソース、ログ、管理操作へのプログラマティックアクセスを提供するModel Context Protocolサーバー。
- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️🏠 - MCPを通じたKubernetesクラスター操作
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠☁️ - Nutanix Prism CentralリソースとインターフェースするためのGoベースのMCPサーバー。
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️🏠 - 一回の呼び出しで最新のEC2価格情報を取得。高速。事前解析済みのAWS価格カタログを使用。
@@ -264,8 +266,8 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [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
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery統合のためのサーバー実装で、直接的なBigQueryデータベースアクセスとクエリ機能を提供
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 構成可能なアクセス制御、スキーマ検査、包括的なセキュリティガイドラインを備えたMySQLデータベース統合
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 組み込みの分析機能を備えたSQLiteデータベース操作
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 組み込みの分析機能を備えたSQLiteデータベース操作
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabaseでプロジェクトと組織を管理および作成するためのSupabase MCPサーバー
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - スキーマ検査とクエリ機能を備えたDuckDBデータベース統合
- [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。
@@ -275,6 +277,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [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。
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 自動ストリーミング、読み取り専用安全性、汎用データベース互換性を備えた自然言語PostgreSQLクエリ。
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - AI を活用した PostgreSQL パフォーマンス チューニング機能を提供します。
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheetsと対話するためのモデルコンテキストプロトコルサーバー。このサーバーはGoogle Sheets APIを通じてスプレッドシートの作成、読み取り、更新、管理のためのツールを提供します。
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 包括的な読み取り、書き込み、フォーマット、シート管理機能を備えたGoogle Sheets API統合のMCPサーバー。
@@ -297,6 +300,7 @@ 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。
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 多数のコーディングアシスタント向けシステムプロンプトを MCP ツールとして公開し、モデル感知のレコメンドとペルソナ切り替えで Cursor や Devin などを再現できます。
- [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
@@ -393,6 +397,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - 自然言語を使用してRedis Cloudリソースを簡単に管理。データベースの作成、サブスクリプションの監視、シンプルなコマンドでクラウドデプロイメントの設定。
- [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。
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - [Optuna](https://optuna.org/)と連携し、ハイパーパラメータ探索をはじめとする各種最適化タスクのシームレスなオーケストレーションを可能にする公式MCPサーバー。
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - イーサリアム仮想マシンEVMJSON-RPCメソッドへの完全なアクセスを提供するMCPサーバー。Infura、Alchemy、QuickNode、ローカルードなど、任意のEVM互換ードプロバイダーで動作します。
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Polymarket、PredictIt、Kalshiを含む複数のプラットフォームからのリアルタイム予測市場データを提供するMCPサーバー。AIアシスタントが統一されたインターフェースを通じて現在のオッズ、価格、市場情報をクエリできるようにします。
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - AIモデルがビットコインブロックチェーンをクエリできるようにするMCPサーバー。
@@ -400,7 +405,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
構成可能な権限を備えたローカルファイルシステムへの直接アクセスを提供します。指定されたディレクトリ内のファイルを読み取り、書き込み、管理することができます。
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - ローカルファイルシステムへの直接アクセス。
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - ローカルファイルシステムへの直接アクセス。
- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - ファイルのリスト、読み取り、検索のためのGoogle Drive統合
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI ネイティブのディレクトリ可視化。セマンティック分析、AI 消費用の超圧縮フォーマット、10倍のトークン削減をサポート。インテリジェントなファイル分類を備えた量子セマンティックモードをサポート。
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - ローカルファイルシステムアクセスのためのGolang実装。
@@ -421,13 +426,19 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Graph RAG、ベクトル検索、フルテキスト検索を組み合わせた本格的なRAGプラットフォーム。知識グラフ構築とコンテキストエンジニアリングに最適
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - [markmap](https://github.com/markmap/markmap) を基にしたMCPサーバーで、**Markdown**をインタラクティブな**マインドマップ**に変換します。複数のフォーマットPNG/JPG/SVGでのエクスポート、ブラウザでのリアルタイムプレビュー、ワンクリックでのMarkdownコピー、ダイナミックな視覚化機能をサポートしています。
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - コンテキストを維持するための知識グラフベースの長期記憶システム
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - コンテキストを維持するための知識グラフベースの長期記憶システム
- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AIロールプレイとストーリー生成に焦点を当てた強化されたグラフベースのメモリ
- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - CursorやWindsurfなどのIDEでコーディングの好みやパターンを管理するためのMem0用モデルコンテキストプロトコルサーバー。コード実装、ベストプラクティス、技術文書の保存、取得、意味的な処理のためのツールを提供します
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - あなたの [Ragie](https://www.ragie.ai) (RAG) ナレッジベースから、Google Drive、Notion、JIRAなどの連携サービスに接続されたコンテキストを取得します。
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDBを使用して複数のLLMからのメモリを保存・取得するMCPサーバー。タイムスタンプとLLM識別を含む会話メモリの保存、取得、追加、クリアのためのツールを提供します。
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 異なるAIモデルが協力し、会話間でコンテキストを共有できるようにするクロスLLM通信とメモリ共有を可能にするMCPサーバー。
### ⚖️ <a name="legal"></a>法律
法的情報、法令、および法律データベースへのアクセス。AIモデルが法的文書や規制情報を検索・分析できるようにします。
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 包括的な米国法令を提供するMCPサーバー。
### 🗺️ <a name="location-services"></a>位置情報サービス
地理および位置ベースのサービス統合。地図データ、方向、および場所情報へのアクセスを提供します。
@@ -472,11 +483,11 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
### 🔎 <a name="search"></a>検索・データ抽出
- [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
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Braveの検索APIを使用したWeb検索機能
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - DappierのMCPサーバーで、信頼できるメディアブランドからのニュース、金融市場、スポーツ、エンタメ、天気などのプレミアムデータへのリアルタイムアクセスと、高速なWeb検索をAIエージェントに提供します。
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - [Dumpling AI](https://www.dumplingai.com/) によるデータ取得、Webスクレイピング、ドキュメント変換API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI消費のための効率的なWebコンテンツの取得と処理
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - AI消費のための効率的なWebコンテンツの取得と処理
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi検索API統合
- [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) 📇 ☁️ - Exa AI検索API
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ モデルコンテキストプロトコルMCPサーバーは、ClaudeなどのAIアシスタントがExa AI検索APIを使用してWeb検索を行うことを可能にします。この設定により、AIモデルは安全かつ制御された方法でリアルタイムのWeb情報を取得できます。
@@ -534,9 +545,9 @@ AIアシスタントが異なる言語間でコンテンツを翻訳できるよ
Gitリポジトリおよびバージョン管理プラットフォームとの対話。標準化されたAPIを通じて、リポジトリ管理、コード分析、プルリクエスト処理、問題追跡、およびその他のバージョン管理操作を実行できます。
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - リポジトリ管理、PR、問題などのためのGitHub API統合
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - プロジェクト管理およびCI/CD操作のためのGitLabプラットフォーム統合
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - ローカルリポジトリの読み取り、検索、および分析を含む直接的なGitリポジトリ操作
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - リポジトリ管理、PR、問題などのためのGitHub API統合
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - プロジェクト管理およびCI/CD操作のためのGitLabプラットフォーム統合
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - ローカルリポジトリの読み取り、検索、および分析を含む直接的なGitリポジトリ操作
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - リポジトリ管理、作業項目、パイプラインのためのAzure DevOps統合
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - GitLabプロジェクトの課題やマージリクエストとシームレスにやり取りできます。
@@ -665,6 +676,7 @@ https://modelcontextprotocol.io/llms-full.txt
Webコンテンツのアクセスと自動化機能。AIに優しい形式でWebコンテンツを検索、スクレイピング、処理することができます。
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Rust製で依存関係ゼロの軽量ブラウザ自動化 MCP サーバー。
- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - FastMCPベースのツールで、Bilibiliのトレンド動画を取得し、標準MCPインターフェースを通じて公開
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibiliコンテンツの検索をサポートするMCPサーバー。LangChain連携のサンプルとテストスクリプトを提供
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Playwrightを使用したブラウザ自動化のためのMCPサーバー
@@ -679,9 +691,10 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI分析のためのYouTube字幕とトランスクリプトの取得
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Azure OpenAIとPlaywrightを使用した「最小限の」サーバー/クライアントMCP実装
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - MicrosoftのオフィシャルPlaywright MCPサーバー。構造化アクセシビリティスナップショットを通じてLLMがWebページと相互作用可能
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - manifest v2互換ブラウザとの相互作用のためのMCPサーバー
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - APIキー不要でGoogleの検索結果を使った無料Web検索を可能にするMCPサーバー
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - ストリーミング対応KoliBri MCPサーバーNPM: `@public-ui/mcp`。ホストされたHTTPエンドポイントまたはローカルの`kolibri-mcp` CLI経由で、保証されたアクセシビリティを備えた200以上のWebコンポーネントのサンプル、仕様、ドキュメント、シナリオを提供。
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Apple ShortcutsとのMCPサーバー統合
## フレームワーク

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@@ -84,6 +84,7 @@
* 💰 - [금융 및 핀테크](#finance--fintech)
* 🎮 - [게임](#gaming)
* 🧠 - [지식 및 메모리](#knowledge--memory)
* ⚖️ - [법률](#legal)
* 🗺️ - [위치 서비스](#location-services)
* 🎯 - [마케팅](#marketing)
* 📊 - [모니터링](#monitoring)
@@ -110,10 +111,11 @@
### 📂 <a name="browser-automation"></a>브라우저 자동화
웹 콘텐츠 접근 및 자동화 기능. AI 친화적인 형식으로 웹 콘텐츠 검색, 스크래핑 및 처리를 가능하게 합니다.
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Rust로 작성된 의존성 없는 경량 브라우저 자동화 MCP 서버.
- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - Playwright를 사용한 브라우저 자동화를 위한 MCP 파이썬 서버, llm에 더 적합
- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 브라우저 자동화 및 웹 스크래핑을 위해 Playwright를 사용하는 MCP 서버
- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐 🖱️ - Playwright를 사용한 브라우저 자동화를 위한 MCP 서버
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 웹 스크래핑 및 상호 작용을 위한 브라우저 자동화
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - 웹 스크래핑 및 상호 작용을 위한 브라우저 자동화
- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI 분석을 위해 YouTube 자막 및 스크립트 가져오기
- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Apple Shortcuts와의 MCP 서버 통합
- [@kimtth/mcp-aoai-web-Browse](https://github.com/kimtth/mcp-aoai-web-Browse) 🐍 🏠 - Azure OpenAI 및 Playwright를 사용하는 `최소한의` 서버/클라이언트 MCP 구현
@@ -121,6 +123,7 @@
- [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - SSE 전송을 지원하는 MCP 서버로 패키징된 browser-use. Docker에서 Chromium을 실행하기 위한 Dockerfile + VNC 서버 포함.
- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibili 콘텐츠 검색을 지원하는 MCP 서버. LangChain 통합 예제 및 테스트 스크립트 제공.
- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - 모든 웹사이트에서 구조화된 데이터 추출. 프롬프트만 입력하면 JSON 획득.
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - WebDriver BiDi를 통한 Firefox 브라우저 자동화. 테스트, 스크래핑 및 브라우저 제어 지원. 스냅샷/UID 기반 상호작용, 네트워크 모니터링, 콘솔 캡처 및 스크린샷 지원
### 🎨 <a name="art-and-culture"></a>예술 및 문화
@@ -157,6 +160,7 @@
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 쿠버네티스 관리 및 클러스터, 애플리케이션 상태 분석을 위한 MCP 서버
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - Netskope Private Access 환경 내의 모든 Netskope Private Access 구성 요소에 대한 접근을 제공하는 MCP. 자세한 설정 정보와 사용법에 대한 LLM 예제 포함.
- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - AI 어시스턴트가 Terraform 환경을 관리하고 운영할 수 있게 하는 Terraform MCP 서버. 구성 읽기, 계획 분석, 구성 적용 및 Terraform 상태 관리를 가능하게 합니다.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Tilt와 통합되어 Kubernetes 개발 환경을 위한 Tilt 리소스, 로그 및 관리 작업에 대한 프로그래밍 방식 액세스를 제공하는 Model Context Protocol 서버.
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8S는 AI 기반 Kubernetes 리소스 관리 도구로, 자연어 상호작용을 통해 사용자가 Kubernetes 클러스터의 모든 리소스(네이티브 리소스(예: Deployment, Service) 및 사용자 정의 리소스(CRD) 포함)를 운영할 수 있게 합니다. 복잡한 명령어를 외울 필요 없이 요구사항만 설명하면 AI가 해당 클러스터 작업을 정확하게 실행하여 Kubernetes의 사용성을 크게 향상시킵니다.
### 🖥️ <a name="command-line"></a>커맨드 라인
@@ -231,8 +235,8 @@
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 구성 가능한 접근 제어, 스키마 검사 및 포괄적인 보안 지침을 갖춘 MySQL 데이터베이스 통합
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 안전한 MySQL 데이터베이스 운영을 제공하는 Node.js 기반 MySQL 데이터베이스 통합
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 Golang으로 구축된 고성능 다중 데이터베이스 MCP 서버, MySQL & PostgreSQL 지원 (NoSQL 곧 지원 예정). 쿼리 실행, 트랜잭션 관리, 스키마 탐색, 쿼리 빌딩 및 성능 분석을 위한 내장 도구 포함, 향상된 데이터베이스 워크플로우를 위한 원활한 Cursor 통합.
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 PostgreSQL 데이터베이스 통합
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 내장 분석 기능을 갖춘 SQLite 데이터베이스 운영
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 PostgreSQL 데이터베이스 통합
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 내장 분석 기능을 갖춘 SQLite 데이터베이스 운영
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase에서 프로젝트 및 조직을 관리하고 생성하기 위한 Supabase MCP 서버
- [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - SQL 쿼리 실행 및 데이터베이스 탐색 도구를 지원하는 Supabase MCP 서버
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합
@@ -251,6 +255,7 @@
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - 벡터 검색 기능을 갖춘 Pinecone 통합
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server 등 다양한 데이터베이스를 지원하는 범용 SQLAlchemy 기반 데이터베이스 통합. 스키마 및 관계 검사, 대규모 데이터셋 분석 기능 제공.
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 자동 스트리밍, 읽기 전용 안전성 및 범용 데이터베이스 호환성을 갖춘 자연어 PostgreSQL 쿼리.
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - AI 기반 PostgreSQL 성능 튜닝 기능을 제공합니다.
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 모든 JDBC 호환 데이터베이스에 연결하여 쿼리, 삽입, 업데이트, 삭제 등을 수행합니다.
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Azure Data Explorer 데이터베이스 쿼리 및 분석
- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Prometheus 오픈 소스 모니터링 시스템 쿼리 및 분석.
@@ -270,6 +275,7 @@
개발 워크플로우 및 환경 관리를 향상시키는 도구 및 통합.
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 수많은 코딩 어시스턴트용 시스템 프롬프트를 MCP 도구로 제공하며, 모델 인식 추천과 페르소나 전환으로 Cursor와 Devin 같은 에이전트를 재현합니다.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - [QA Sphere](https://qasphere.com/) 테스트 관리 시스템과의 통합. LLM이 테스트 케이스를 발견, 요약, 상호작용할 수 있도록 하며 AI 기반 IDE에서 직접 접근 가능
- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Opik이 캡처한 LLM 관찰 가능성, 추적 및 모니터링 데이터와 자연어로 대화합니다.
@@ -288,6 +294,7 @@
- [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - [Postman API](https://www.postman.com/postman/postman-public-workspace/)와 상호 작용
- [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - Pandoc을 사용하여 Markdown, HTML, PDF, DOCX(.docx), csv 등 원활한 문서 형식 변환을 위한 MCP 서버.
- [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 이 MCP 서버는 wget을 사용하여 전체 웹사이트를 다운로드하는 도구를 제공합니다. 웹사이트 구조를 보존하고 로컬에서 작동하도록 링크를 변환합니다.
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - 스트리밍 KoliBri MCP 서버(NPM: `@public-ui/mcp`). 호스팅된 HTTP 엔드포인트나 로컬 `kolibri-mcp` CLI를 통해 보장된 접근성을 갖춘 200개+ 웹 컴포넌트 샘플, 스펙, 문서, 시나리오를 제공합니다.
- [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - 동일한 MCP 서버의 여러 격리된 인스턴스가 고유한 네임스페이스와 구성으로 독립적으로 공존할 수 있도록 하는 미들웨어 서버.
- [@j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - [SQLGlot](https://github.com/tobymao/sqlglot)을 사용하여 SQL 분석, 린팅 및 방언 변환을 제공하는 MCP 서버
- [@haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - 워크북 생성, 데이터 작업, 서식 지정 및 고급 기능(차트, 피벗 테이블, 수식)을 제공하는 Excel 조작 서버.
@@ -324,7 +331,7 @@
구성 가능한 권한으로 로컬 파일 시스템에 직접 접근을 제공합니다. AI 모델이 지정된 디렉토리 내에서 파일을 읽고, 쓰고, 관리할 수 있게 합니다.
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 로컬 파일 시스템 직접 접근.
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - 로컬 파일 시스템 직접 접근.
- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Google Drive 통합
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI 네이티브 디렉토리 시각화. 의미 분석, AI 소비를 위한 초압축 형식, 10배 토큰 감소 지원. 지능형 파일 분류를 갖춘 양자 의미 모드 지원.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Box 통합
@@ -359,6 +366,7 @@
- [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.
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - CRIC부동산AI 플랫폼에 접속하는 MCP 서버입니다. CRIC부동산AI는 커얼루이가 부동산 업계를 위해 특별히 개발한 지능형 AI 어시스턴트입니다.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - 이더리움 가상 머신(EVM) JSON-RPC 메서드에 대한 완전한 액세스를 제공하는 MCP 서버. Infura, Alchemy, QuickNode, 로컬 노드 등 모든 EVM 호환 노드 프로바이더와 함께 작동합니다.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Polymarket, PredictIt, Kalshi를 포함한 여러 플랫폼의 실시간 예측 시장 데이터를 제공하는 MCP 서버. AI 어시스턴트가 통합된 인터페이스를 통해 현재 배당률, 가격 및 시장 정보를 쿼리할 수 있게 합니다.
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - AI 모델이 비트코인 블록체인을 쿼리할 수 있게 하는 MCP 서버.
@@ -376,7 +384,7 @@
지식 그래프 구조를 사용한 영구 메모리 저장. AI 모델이 세션 간에 구조화된 정보를 유지하고 쿼리할 수 있게 합니다.
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Graph RAG, 벡터 검색, 전문 검색을 결합한 프로덕션급 RAG 플랫폼. 지식 그래프 구축과 컨텍스트 엔지니어링을 위한 최고의 선택
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 컨텍스트 유지를 위한 지식 그래프 기반 영구 메모리 시스템
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - 컨텍스트 유지를 위한 지식 그래프 기반 영구 메모리 시스템
- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AI 역할극 및 스토리 생성에 중점을 둔 향상된 그래프 기반 메모리
- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - 다양한 그래프 및 벡터 저장소를 사용하고 30개 이상의 데이터 소스에서 수집을 허용하는 AI 앱 및 에이전트용 메모리 관리자
- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - 벡터 검색을 통해 문서를 검색하고 처리하는 도구를 제공하는 MCP 서버 구현으로, AI 어시스턴트가 관련 문서 컨텍스트로 응답을 보강할 수 있도록 지원합니다.
@@ -389,6 +397,12 @@
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDB를 사용하여 여러 LLM의 메모리를 저장하고 검색하는 MCP 서버. 타임스탬프와 LLM 식별을 포함한 대화 메모리의 저장, 검색, 추가 및 삭제를 위한 도구를 제공합니다.
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 다른 AI 모델이 협력하고 대화 간에 컨텍스트를 공유할 수 있게 하는 크로스 LLM 통신 및 메모리 공유를 가능하게 하는 MCP 서버.
### ⚖️ <a name="legal"></a>법률
법적 정보, 법령 및 법률 데이터베이스에 대한 액세스. AI 모델이 법적 문서 및 규제 정보를 검색하고 분석할 수 있게 합니다.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 포괄적인 미국 법령을 제공하는 MCP 서버.
### 🗺️ <a name="location-services"></a>위치 서비스
지리 및 위치 기반 서비스 통합. 지도 데이터, 길찾기 및 장소 정보에 대한 접근을 가능하게 합니다.
@@ -424,9 +438,9 @@
### 🔎 <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
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Brave의 검색 API를 사용한 웹 검색 기능
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes API를 사용하여 기사 검색
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI 소비를 위한 효율적인 웹 콘텐츠 가져오기 및 처리
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - AI 소비를 위한 효율적인 웹 콘텐츠 가져오기 및 처리
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 검색 API 통합
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier MCP 서버는 신뢰할 수 있는 미디어 브랜드의 뉴스, 금융 시장, 스포츠, 엔터테인먼트, 날씨 등의 프리미엄 데이터와 빠르고 무료인 실시간 웹 검색 기능을 AI 에이전트에 제공합니다.
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ 모델 컨텍스트 프로토콜(MCP) 서버는 Claude와 같은 AI 어시스턴트가 웹 검색을 위해 Exa AI 검색 API를 사용할 수 있게 합니다. 이 설정은 AI 모델이 안전하고 통제된 방식으로 실시간 웹 정보를 얻을 수 있도록 합니다.
@@ -500,10 +514,10 @@ AI 어시스턴트가 다양한 언어 간에 콘텐츠를 번역할 수 있게
Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표준화된 API를 통해 리포지토리 관리, 코드 분석, 풀 리퀘스트 처리, 이슈 추적 및 기타 버전 관리 작업을 가능하게 합니다.
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - 리포지토리 관리, PR, 이슈 등을 위한 GitHub API 통합
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - 프로젝트 관리 및 CI/CD 운영을 위한 GitLab 플랫폼 통합
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - 리포지토리 관리, PR, 이슈 등을 위한 GitHub API 통합
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - 프로젝트 관리 및 CI/CD 운영을 위한 GitLab 플랫폼 통합
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 통합, 리포지토리, 작업 항목 및 파이프라인 관리용
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 로컬 리포지토리 읽기, 검색 및 분석을 포함한 직접적인 Git 리포지토리 운영
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 로컬 리포지토리 읽기, 검색 및 분석을 포함한 직접적인 Git 리포지토리 운영
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - LLM으로 GitHub 리포지토리 읽기 및 분석
### 🛠️ <a name="other-tools-and-integrations"></a>기타 도구 및 통합

View File

@@ -91,6 +91,7 @@ Confira [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 💰 - [Finanças & Fintech](#finanças--fintech)
* 🎮 - [Jogos](#jogos)
* 🧠 - [Conhecimento & Memória](#conhecimento--memória)
* ⚖️ - [Legal](#legal)
* 🗺️ - [Serviços de Localização](#serviços-de-localização)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoramento](#monitoramento)
@@ -145,6 +146,7 @@ Acesse e explore coleções de arte, patrimônio cultural e bancos de dados de m
Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e processar conteúdo web em formatos amigáveis para IA.
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - Servidor MCP leve de automação de navegador em Rust, sem dependências externas.
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Um servidor MCP que suporta a pesquisa de conteúdo do Bilibili. Fornece exemplos de integração com LangChain e scripts de teste.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Um servidor MCP para automação de navegador usando Playwright
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Um servidor MCP em python usando Playwright para automação de navegador, mais adequado para LLM
@@ -153,12 +155,13 @@ Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e
- [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).
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Automação do navegador Firefox via WebDriver BiDi para testes, raspagem e controle do navegador. Suporta interações baseadas em snapshot/UID, monitoramento de rede, captura de console e screenshots.
- [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
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Automação de navegador para raspagem web e interação
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Um servidor MCP para interagir com navegadores compatíveis com manifest v2.
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - Um servidor MCP que permite pesquisas web gratuitas usando resultados do Google, sem necessidade de chaves de API.
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Uma integração de servidor MCP com os Atalhos da Apple
@@ -182,6 +185,7 @@ Integração de serviços de plataforma em nuvem. Permite o gerenciamento e inte
- [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.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Um servidor de Protocolo de Contexto de Modelo que se integra com o Tilt para fornecer acesso programático a recursos, logs e operações de gerenciamento do Tilt para ambientes de desenvolvimento Kubernetes.
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Obtenha informações de preços atualizadas do EC2 com uma única chamada. Rápido. Alimentado por um catálogo de preços da AWS pré-analisado.
### 👨‍💻 <a name="execução-de-código"></a>Execução de Código
@@ -261,6 +265,7 @@ Acesso seguro a banco de dados com recursos de inspeção de esquema. Permite co
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Integração Confluent para interagir com as APIs REST do Confluent Kafka e Confluent Cloud.
- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Permite que LLMs gerenciem bancos de dados Prisma Postgres (ex.: criar novos bancos de dados e executar migrações ou consultas).
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Consultas PostgreSQL em linguagem natural com streaming automático, segurança somente leitura e compatibilidade universal com bancos de dados.
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - fornece recursos de ajuste de desempenho do PostgreSQL com IA.
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ servidor MCP para interagir com bancos de dados [YDB](https://ydb.tech)
### 📊 <a name="plataformas-de-dados"></a>Plataformas de Dados
@@ -276,6 +281,7 @@ Plataformas de dados para integração, transformação e orquestração de pipe
Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento e o gerenciamento de ambiente.
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Publica um amplo catálogo de prompts de assistentes de código como ferramentas MCP, com recomendações sensíveis ao modelo e ativação de persona para simular agentes como Cursor ou Devin.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Crie componentes UI refinados inspirados pelos melhores engenheiros de design da 21st.dev.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integração com o sistema de gerenciamento de testes [QA Sphere](https://qasphere.com/), permitindo que LLMs descubram, resumam e interajam com casos de teste diretamente de IDEs com IA
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analisa sua base de código identificando arquivos importantes com base em relacionamentos de dependência. Gera diagramas e pontuações de importância, ajudando assistentes de IA a entender a base de código.
@@ -288,6 +294,7 @@ Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extrai informações de componentes de sistemas de design Storybook. Fornece HTML, estilos, propriedades, dependências, tokens de tema e metadados de componentes para análise de sistemas de design com IA.
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Servidor MCP unificado para GitLab e Jira: gerencie projetos, merge requests, arquivos, releases e tickets com agentes de IA.
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Uma CLI para interagir com as APIs do GitKraken. Inclui um servidor MCP via gk mcp que envolve não apenas as APIs do GitKraken, mas também Jira, GitHub, GitLab e outros. Funciona com ferramentas locais e serviços remotos.
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Servidor MCP KoliBri com streaming (NPM: `@public-ui/mcp`) que entrega mais de 200 exemplos, especificações, docs e cenários de componentes web com acessibilidade garantida via endpoint HTTP hospedado ou CLI local `kolibri-mcp`.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - O servidor Unitree Go2 MCP é um servidor construído sobre o MCP que permite aos usuários controlar o robô Unitree Go2 usando comandos em linguagem natural interpretados por um modelo de linguagem grande (LLM).
### 🧮 <a name="ferramentas-de-ciência-de-dados"></a>Ferramentas de Ciência de Dados
@@ -318,7 +325,7 @@ Fornece acesso direto aos sistemas de arquivos locais com permissões configurá
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Pesquisa rápida de arquivos no Windows usando o SDK Everything
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Implementação em Golang para acesso ao sistema de arquivos local.
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - Acesso à ferramenta MCP para MarkItDown -- uma biblioteca que converte vários formatos de arquivo (locais ou remotos) para Markdown para consumo por LLM.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Acesso direto ao sistema de arquivos local.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Acesso direto ao sistema de arquivos local.
- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Integração com Google Drive para listar, ler e pesquisar arquivos
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Acesse qualquer armazenamento com Apache OpenDAL™
@@ -335,6 +342,7 @@ Acesso a dados financeiros e ferramentas de análise. Permite que modelos de IA
- [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/).
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Servidor MCP conectado à plataforma CRIC Wuye AI. O CRIC Wuye AI é um assistente inteligente desenvolvido pela CRIC especialmente para o setor de gestão de propriedades.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - Um servidor MCP que fornece acesso completo aos métodos JSON-RPC da Máquina Virtual Ethereum (EVM). Funciona com qualquer provedor de nó compatível com EVM, incluindo Infura, Alchemy, QuickNode, nós locais e muito mais.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Um servidor MCP que fornece dados de mercado de previsão em tempo real de múltiplas plataformas incluindo Polymarket, PredictIt e Kalshi. Permite que assistentes de IA consultem probabilidades atuais, preços e informações de mercado através de uma interface unificada.
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - Um servidor MCP que permite que modelos de IA consultem a blockchain Bitcoin.
@@ -359,7 +367,7 @@ Armazenamento de memória persistente usando estruturas de grafos de conheciment
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - Um conector para LLMs trabalharem com coleções e fontes no seu Zotero Cloud
- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - Servidor MCP de Resumo IA, Suporte para múltiplos tipos de conteúdo: Texto simples, Páginas web, Documentos PDF, Livros EPUB, Conteúdo HTML
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - Um servidor de Protocolo de Contexto de Modelo para Mem0 que ajuda a gerenciar preferências e padrões de codificação, fornecendo ferramentas para armazenar, recuperar e lidar semanticamente com implementações de código, melhores práticas e documentação técnica em IDEs como Cursor e Windsurf
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Sistema de memória persistente baseado em grafo de conhecimento para manter contexto
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Sistema de memória persistente baseado em grafo de conhecimento para manter contexto
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Conecta-se ao seu Assistente Pinecone e dá ao agente contexto a partir do seu motor de conhecimento.
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Recupere contexto da sua base de conhecimento [Ragie](https://www.ragie.ai) (RAG) conectada a integrações como Google Drive, Notion, JIRA e muito mais.
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Um servidor MCP que armazena e recupera memórias de múltiplos LLMs usando MongoDB. Fornece ferramentas para salvar, recuperar, adicionar e limpar memórias de conversa com timestamps e identificação de LLM.
@@ -368,6 +376,12 @@ Armazenamento de memória persistente usando estruturas de grafos de conheciment
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Salve e consulte a memória do seu agente de forma distribuída pelo Membase
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - Um servidor de Protocolo de Contexto de Modelo (MCP) que implementa a metodologia de gestão de conhecimento Zettelkasten, permitindo criar, vincular e pesquisar notas atômicas através de Claude e outros clientes compatíveis com MCP.
### ⚖️ <a name="legal"></a>Legal
Acesso a informações jurídicas, legislação e bancos de dados jurídicos. Permite que modelos de IA pesquisem e analisem documentos jurídicos e informações regulatórias.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - Um servidor MCP que fornece legislação abrangente dos EUA.
### 🗺️ <a name="serviços-de-localização"></a>Serviços de Localização
Serviços baseados em localização e ferramentas de mapeamento. Permite que modelos de IA trabalhem com dados geográficos, informações meteorológicas e análises baseadas em localização.
@@ -467,9 +481,9 @@ Interaja com repositórios Git e plataformas de controle de versão. Permite ger
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - Servidor MCP para integração com API GitHub Enterprise
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interaja com instâncias Gitea com MCP.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interaja perfeitamente com problemas e solicitações de merge dos seus projetos GitLab.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Operações diretas de repositório Git incluindo leitura, pesquisa e análise de repositórios locais
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - Integração com a API GitHub para gerenciamento de repositórios, PRs, problemas e mais
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - Integração com a plataforma GitLab para gerenciamento de projetos e operações de CI/CD
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Operações diretas de repositório Git incluindo leitura, pesquisa e análise de repositórios locais
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - Integração com a API GitHub para gerenciamento de repositórios, PRs, problemas e mais
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - Integração com a plataforma GitLab para gerenciamento de projetos e operações de CI/CD
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Integração com Azure DevOps para gerenciamento de repositórios, itens de trabalho e pipelines.
### 🛠️ <a name="outras-ferramentas-e-integrações"></a>Outras Ferramentas e Integrações

View File

@@ -86,6 +86,7 @@
* 💰 - [การเงินและฟินเทค](#finance--fintech)
* 🎮 - [เกม](#gaming)
* 🧠 - [ความรู้และความจำ](#knowledge--memory)
* ⚖️ - [กฎหมาย](#legal)
* 🗺️ - [บริการตำแหน่ง](#location-services)
* 🎯 - [การตลาด](#marketing)
* 📊 - [การตรวจสอบ](#monitoring)
@@ -133,10 +134,12 @@
ความสามารถในการเข้าถึงและทำงานอัตโนมัติกับเว็บ ช่วยให้สามารถค้นหา ดึงข้อมูล และประมวลผลเนื้อหาเว็บในรูปแบบที่เป็นมิตรกับ AI
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - เซิร์ฟเวอร์ MCP สำหรับการทำงานอัตโนมัติของเบราว์เซอร์ที่มีน้ำหนักเบา เขียนด้วย Rust และไม่มีการพึ่งพาภายนอก.
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่สนับสนุนการค้นหาเนื้อหา Bilibili พร้อมตัวอย่างการผสานรวม LangChain และสคริปต์ทดสอบ
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - เซิร์ฟเวอร์ MCP สำหรับการทำงานอัตโนมัติของเบราว์เซอร์โดยใช้ Playwright
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - เซิร์ฟเวอร์ MCP Python ที่ใช้ Playwright สำหรับการทำงานอัตโนมัติของเบราว์เซอร์ เหมาะสำหรับ llm มากขึ้น
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - ทำงานอัตโนมัติกับเบราว์เซอร์บนคลาวด์ (เช่น การนำทางเว็บ การดึงข้อมูล การกรอกแบบฟอร์ม และอื่นๆ)
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - การทำงานอัตโนมัติของเบราว์เซอร์ Firefox ผ่าน WebDriver BiDi สำหรับการทดสอบ การดึงข้อมูล และการควบคุมเบราว์เซอร์ รองรับการโต้ตอบแบบ snapshot/UID การตรวจสอบเครือข่าย การจับภาพคอนโซล และการจับภาพหน้าจอ
และอื่นๆ อีกมากมาย...
@@ -151,6 +154,7 @@
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - เซิร์ฟเวอร์ที่มีน้ำหนักเบาแต่แข็งแกร่งที่ช่วยให้ผู้ช่วย AI สามารถเรียกใช้คำสั่ง CLI ของ Kubernetes (`kubectl`, `helm`, `istioctl` และ `argocd`) โดยใช้ท่อ Unix ในสภาพแวดล้อม Docker ที่ปลอดภัยพร้อมการสนับสนุนหลายสถาปัตยกรรม
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ช่วยให้ผู้ช่วย AI สามารถจัดการและดูแลทรัพยากรบน Alibaba Cloud ได้ โดยรองรับ ECS, การตรวจสอบคลาวด์, OOS และผลิตภัณฑ์คลาวด์อื่นๆ ที่มีการใช้งานอย่างแพร่หลาย
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S เป็นเครื่องมือจัดการทรัพยากร Kubernetes ขับเคลื่อนด้วย AI ที่ช่วยให้ผู้ใช้สามารถดำเนินการกับทรัพยากรใดๆ ในคลัสเตอร์ Kubernetes ผ่านการโต้ตอบด้วยภาษาธรรมชาติ รวมถึงทรัพยากรดั้งเดิม (เช่น Deployment, Service) และทรัพยากรที่กำหนดเอง (CRD) ไม่จำเป็นต้องจำคำสั่งที่ซับซ้อน เพียงอธิบายความต้องการ และ AI จะดำเนินการในคลัสเตอร์ที่เกี่ยวข้องได้อย่างแม่นยำ ช่วยเพิ่มความสะดวกในการใช้งาน Kubernetes อย่างมาก
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ Model Context Protocol ที่ผสานการทำงานกับ Tilt เพื่อให้สามารถเข้าถึงทรัพยากร, ล็อก และการดำเนินการจัดการของ Tilt สำหรับสภาพแวดล้อมการพัฒนา Kubernetes ผ่านโปรแกรม
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - รับข้อมูลราคา EC2 ล่าสุดด้วยการเรียกเพียงครั้งเดียว รวดเร็ว ขับเคลื่อนโดยแคตตาล็อกราคา AWS ที่แยกวิเคราะห์ไว้ล่วงหน้า
### 👨‍💻 การเรียกใช้โค้ด
@@ -229,8 +233,8 @@
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - การผสานรวมฐานข้อมูล BigQuery พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - เชื่อมต่อกับฐานข้อมูลที่เข้ากันได้กับ JDBC และสืบค้น แทรก อัปเดต ลบ และอื่นๆ
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol กับ Neo4j
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — เซิร์ฟเวอร์ MCP สำหรับสร้างและจัดการฐานข้อมูล Postgres โดยใช้ Neon Serverless Postgres
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) เซิร์ฟเวอร์ MCP สำหรับแพลตฟอร์ม Postgres ของ Nile - จัดการและสืบค้นฐานข้อมูล Postgres ผู้เช่า ผู้ใช้ การรับรองความถูกต้องโดยใช้ LLMs
@@ -244,6 +248,7 @@
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - เชื่อมต่อเครื่องมือ AI โดยตรงกับ Airtable สืบค้น สร้าง อัปเดต และลบบันทึกโดยใช้ภาษาธรรมชาติ คุณสมบัติรวมถึงการจัดการฐาน การดำเนินการตาราง การจัดการสคีมา การกรองบันทึก และการย้ายข้อมูลผ่านอินเทอร์เฟซ MCP มาตรฐาน
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - การผสานรวมฐานข้อมูลสากลบน SQLAlchemy ที่รองรับ PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server และฐานข้อมูลอื่นๆ อีกมากมาย คุณสมบัติการตรวจสอบสคีมาและความสัมพันธ์ และความสามารถในการวิเคราะห์ชุดข้อมูลขนาดใหญ่
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - การสืบค้น PostgreSQL ด้วยภาษาธรรมชาติที่มีการสตรีมอัตโนมัติ ความปลอดภัยแบบอ่านอย่างเดียว และความเข้ากันได้กับฐานข้อมูลสากล
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - มอบความสามารถในการปรับแต่งประสิทธิภาพ PostgreSQL ด้วย AI
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - การผสานรวม Pinecone พร้อมความสามารถในการค้นหาเวกเตอร์
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 เซิร์ฟเวอร์ MCP ฐานข้อมูลสากลที่รองรับฐานข้อมูลหลายประเภท รวมถึง PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB และ SQLite
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - การผสานรวม Tinybird พร้อมความสามารถในการสืบค้นและ API
@@ -266,6 +271,7 @@
เครื่องมือและการผสานรวมที่ปรับปรุงเวิร์กโฟลว์การพัฒนาและการจัดการสภาพแวดล้อม
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - เปิดคลังพรอมต์ผู้ช่วยเขียนโค้ดจำนวนมากเป็นเครื่องมือ MCP พร้อมการแนะนำตามโมเดลและการสลับบุคลิก เพื่อจำลองเอเจนต์อย่าง Cursor หรือ Devin ได้ทันที
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - สร้างส่วนประกอบ UI ที่สร้างขึ้นอย่างประณีตซึ่งได้รับแรงบันดาลใจจากวิศวกรออกแบบที่ดีที่สุดของ 21st.dev
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - การรวมกับระบบจัดการทดสอบ [QA Sphere](https://qasphere.com/) ช่วยให้ LLM สามารถค้นพบ สรุป และโต้ตอบกับกรณีทดสอบได้โดยตรงจาก IDE ที่ขับเคลื่อนด้วย AI
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - วิเคราะห์โค้ดเบสของคุณโดยระบุไฟล์สำคัญตามความสัมพันธ์ของการพึ่งพา สร้างไดอะแกรมและคะแนนความสำคัญ ช่วยให้ผู้ช่วย AI เข้าใจโค้ดเบส
@@ -298,6 +304,7 @@
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP อย่างง่ายเพื่อเปิดใช้งานเวิร์กโฟลว์ human-in-the-loop ในเครื่องมือเช่น Cline และ Cursor
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ ให้ตัวแทน AI ที่คุณต้องการสร้างและรันการทดสอบ end-to-end ของ [Octomind](https://www.octomind.dev/) ที่จัดการเต็มรูปแบบจากโค้ดเบสของคุณหรือแหล่งข้อมูลอื่นๆ เช่น Jira, Slack หรือ TestRail
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - เซิร์ฟเวอร์ MCP นี้มีเครื่องมือสำหรับดาวน์โหลดเว็บไซต์ทั้งหมดโดยใช้ wget มันรักษาโครงสร้างเว็บไซต์และแปลงลิงก์ให้ทำงานในเครื่อง
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ KoliBri MCP แบบสตรีมมิง (NPM: `@public-ui/mcp`) ให้ตัวอย่าง สเปก เอกสาร และสถานการณ์คอมโพเนนต์เว็บมากกว่า 200 รายการที่การันตีความเข้าถึงได้ ผ่านปลายทาง HTTP ที่โฮสต์หรือ CLI `kolibri-mcp` ภายในเครื่อง
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - นักบิน AI สำหรับการดำเนินงาน PTY ที่ช่วยให้เอเจนต์สามารถควบคุมเทอร์มินัลแบบโต้ตอบด้วยเซสชันที่มีสถานะ การเชื่อมต่อ SSH และการจัดการกระบวนการพื้นหลัง
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - การจัดการและการดำเนินการคอนเทนเนอร์ Docker ผ่าน MCP
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - การผสานรวม Xcode สำหรับการจัดการโปรเจ็กต์ การดำเนินการไฟล์ และการทำงานอัตโนมัติของการสร้าง
@@ -355,7 +362,7 @@
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - การผสานรวม Box สำหรับการแสดงรายการ อ่าน และค้นหาไฟล์
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - ค้นหาไฟล์ Windows อย่างรวดเร็วโดยใช้ Everything SDK
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - การใช้งาน Golang สำหรับการเข้าถึงระบบไฟล์ในเครื่อง
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - การเข้าถึงระบบไฟล์ในเครื่องโดยตรง
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - การเข้าถึงระบบไฟล์ในเครื่องโดยตรง
- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - การผสานรวม Google Drive สำหรับการแสดงรายการ อ่าน และค้นหาไฟล์
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - เข้าถึงที่เก็บข้อมูลใดๆ ด้วย Apache OpenDAL™
@@ -401,6 +408,7 @@
- [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
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่เชื่อมต่อกับแพลตฟอร์ม CRIC Wuye AI โดย CRIC Wuye AI เป็นผู้ช่วย AI อัจฉริยะที่บริษัท CRIC พัฒนาขึ้นสำหรับอุตสาหกรรมการบริหารอสังหาริมทรัพย์
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้การเข้าถึงแบบสมบูรณ์ไปยังเมธอด JSON-RPC ของ Ethereum Virtual Machine (EVM) ทำงานร่วมกับผู้ให้บริการโหนดที่เข้ากันได้กับ EVM ใดๆ รวมถึง Infura, Alchemy, QuickNode, โหนดท้องถิ่น และอื่นๆ
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้ข้อมูลตลาดการพยากรณ์แบบเรียลไทม์จากหลายแพลตฟอร์มรวมถึง Polymarket, PredictIt และ Kalshi ช่วยให้ผู้ช่วย AI สามารถสืบค้นอัตราต่อรองปัจจุบัน ราคา และข้อมูลตลาดผ่านอินเทอร์เฟซที่รวมเป็นหนึ่งเดียว
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้โมเดล AI สามารถสืบค้นบล็อกเชน Bitcoin ได้
@@ -426,12 +434,18 @@
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - ตัวเชื่อมต่อสำหรับ LLMs เพื่อทำงานกับคอลเลกชันและแหล่งข้อมูลบน Zotero Cloud ของคุณ
- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - เซิร์ฟเวอร์ MCP สรุป AI รองรับเนื้อหาหลายประเภท: ข้อความธรรมดา, หน้าเว็บ, เอกสาร PDF, หนังสือ EPUB, เนื้อหา HTML
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - เซิร์ฟเวอร์ Model Context Protocol สำหรับ Mem0 ที่ช่วยจัดการการตั้งค่าและรูปแบบการเขียนโค้ด ให้เครื่องมือสำหรับจัดเก็บ ดึงข้อมูล และจัดการการใช้งานโค้ด แนวทางปฏิบัติที่ดีที่สุด และเอกสารทางเทคนิคใน IDE เช่น Cursor และ Windsurf
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - ระบบหน่วยความจำถาวรแบบกราฟความรู้สำหรับรักษาบริบท
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - ระบบหน่วยความจำถาวรแบบกราฟความรู้สำหรับรักษาบริบท
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - ดึงบริบทจากฐานความรู้ [Ragie](https://www.ragie.ai) (RAG) ของคุณที่เชื่อมต่อกับการผสานรวมต่างๆ เช่น Google Drive, Notion, JIRA และอื่นๆ
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่จัดเก็บและดึงข้อมูลความจำจากหลาย LLMs โดยใช้ MongoDB ให้เครื่องมือสำหรับการบันทึก ดึงข้อมูล เพิ่ม และล้างความจำการสนทนาพร้อมกับไทม์สแตมป์และการระบุ LLM
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้การสื่อสารข้าม LLM และการแบ่งปันความจำ ช่วยให้โมเดล AI ที่แตกต่างกันสามารถทำงานร่วมกันและแบ่งปันบริบทระหว่างการสนทนา
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - ตัวจัดการหน่วยความจำสำหรับแอป AI และตัวแทนโดยใช้กราฟและที่เก็บเวกเตอร์ต่างๆ และอนุญาตการนำเข้าจากแหล่งข้อมูลมากกว่า 30 แหล่ง
### ⚖️ กฎหมาย
การเข้าถึงข้อมูลทางกฎหมาย กฎหมาย และฐานข้อมูลกฎหมาย ช่วยให้โมเดล AI สามารถค้นหาและวิเคราะห์เอกสารทางกฎหมายและข้อมูลด้านกฎระเบียบ
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้กฎหมายของสหรัฐอเมริกาอย่างครอบคลุม
### 🗺️ บริการตำแหน่ง
บริการตามตำแหน่งและเครื่องมือแผนที่ ช่วยให้โมเดล AI สามารถทำงานกับข้อมูลทางภูมิศาสตร์ ข้อมูลสภาพอากาศ และการวิเคราะห์ตามตำแหน่ง
@@ -489,8 +503,8 @@
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับดึงเนื้อหาเว็บเพจโดยใช้เบราว์เซอร์ headless Playwright รองรับการเรนเดอร์ Javascript และการดึงเนื้อหาอย่างชาญฉลาด และส่งออกในรูปแบบ Markdown หรือ HTML
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP อันทรงพลังสำหรับการค้นหา Google ที่ช่วยให้ค้นหาคำหลักหลายคำพร้อมกันแบบขนาน
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 API การค้นหา AI ของ Tavily
- [modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - ความสามารถในการค้นหาเว็บโดยใช้ API การค้นหาของ Brave
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - การดึงและประมวลผลเนื้อหาเว็บอย่างมีประสิทธิภาพสำหรับการบริโภคของ AI
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - ความสามารถในการค้นหาเว็บโดยใช้ API การค้นหาของ Brave
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - การดึงและประมวลผลเนื้อหาเว็บอย่างมีประสิทธิภาพสำหรับการบริโภคของ AI
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - ค้นหา Google และทำการวิจัยเชิงลึกบนเว็บในหัวข้อใดก็ได้
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - การค้นหาเว็บโดยใช้ DuckDuckGo
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้การวิจัยเชิงลึกแบบอัตโนมัติคล้าย OpenAI/Perplexity การขยายคำถามที่มีโครงสร้าง และการรายงานที่กระชับ
@@ -555,9 +569,9 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - อ่านและวิเคราะห์ที่เก็บ GitHub ด้วย LLM ของคุณ
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ MCP สำหรับการรวม API ของ GitHub Enterprise
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - โต้ตอบกับปัญหาและคำขอผสานของโปรเจกต์ GitLab ได้อย่างราบรื่น
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - การดำเนินการกับที่เก็บ Git โดยตรง รวมถึงการอ่าน ค้นหา และวิเคราะห์ที่เก็บในเครื่อง
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - การรวม API ของ GitHub สำหรับการจัดการที่เก็บ คำขอผสาน ปัญหา และอื่นๆ
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - การรวมแพลตฟอร์ม GitLab สำหรับการจัดการโปรเจกต์และการดำเนินการ CI/CD
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - การดำเนินการกับที่เก็บ Git โดยตรง รวมถึงการอ่าน ค้นหา และวิเคราะห์ที่เก็บในเครื่อง
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - การรวม API ของ GitHub สำหรับการจัดการที่เก็บ คำขอผสาน ปัญหา และอื่นๆ
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - การรวมแพลตฟอร์ม GitLab สำหรับการจัดการโปรเจกต์และการดำเนินการ CI/CD
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - การรวม Azure DevOps สำหรับการจัดการที่เก็บ รายการงาน และไปป์ไลน์
### 🛠️ <a name="other-tools-and-integrations"></a>เครื่องมือและการรวมอื่นๆ

View File

@@ -87,6 +87,7 @@
* 💰 - [金融与金融科技](#finance--fintech)
* 🎮 - [游戏](#gaming)
* 🧠 - [知识与记忆](#knowledge--memory)
* ⚖️ - [法律](#legal)
* 🗺️ - [位置服务](#location-services)
* 🎯 - [营销](#marketing)
* 📊 - [监测](#monitoring)
@@ -113,15 +114,17 @@
### 📂 <a name="browser-automation"></a>浏览器自动化
Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和处理 Web 内容。
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - 使用 Rust 构建的轻量级浏览器自动化 MCP 服务器,无任何外部依赖。
- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - 使用 Playwright 进行浏览器自动化的 MCP 服务器更适合llm
* [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - 全功能 YouTube MCP 服务器和命令行工具,自动化 YouTube 运营
- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 使用 Playwright 进行浏览器自动化和网页抓取的 MCP 服务器
- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - 使用 Playwright 实现浏览器自动化的 MCP 服务器
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 用于网页抓取和交互的浏览器自动化
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - 用于网页抓取和交互的浏览器自动化
- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - 获取 YouTube 字幕和文字记录以供 AI 分析
- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - MCP 服务器与 Apple Shortcuts 的集成
- [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS 上与 Apple Reminders 集成的 MCP 服务器
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - 使用 Azure OpenAI 和 Playwright 的“最小”服务器/客户端 MCP 实现。
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - 通过 WebDriver BiDi 进行 Firefox 浏览器自动化,用于测试、网页抓取和浏览器控制。支持 snapshot/UID 为基础的交互、网络监控、控制台捕获和屏幕截图
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - 使用 Azure OpenAI 和 Playwright 的"最小"服务器/客户端 MCP 实现。
- [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - 一个支持使用 Google 搜索结果进行免费网页搜索的 MCP 服务器,无需 API 密钥
- [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - browser-use是一个封装了SSE传输协议的MCP服务器。包含一个dockerfile用于在docker中运行chromium浏览器+VNC服务器。
- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - 一个支持搜索 B站 内容的 MCP 服务器。提供LangChain调用示例、测试脚本。
@@ -167,6 +170,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 提供 Kubernetes 集群资源管理, 深度分析集群和应用的健康状态
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 提供对 Netskope Private Access 环境中所有组件的访问权限,包含详细的设置信息和 LLM 使用示例。
- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作提供管理界面、日志内置近50种工具覆盖常见运维开发场景支持常规资源、CRD资源。
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - 一个与 Tilt 集成的 Model Context Protocol 服务器,为 Kubernetes 开发环境提供对 Tilt 资源、日志和管理操作的程序化访问。
- [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。
@@ -243,8 +247,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - 支持SSESTDIO不仅止于mysql的增删改查功能还包含了数据库异常分析能力根据角色控制数据库权限且便于开发者们进行个性化的工具扩展
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 基于 Node.js 的 MySQL 数据库集成,提供安全的 MySQL 数据库操作
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 一款基于Golang构建的高性能多数据库MCP服务器支持MySQL和PostgreSQL即将支持NoSQL。内置查询执行、事务管理、模式探索、查询构建以及性能分析工具与Cursor无缝集成优化数据库工作流程。
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 服务器用于管理和创建 Supabase 中的项目和组织
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - 用于查询和访问Trino集群数据的Trino MCP服务器。
@@ -262,6 +266,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 与矢量搜索功能的集成
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基于SQLAlchemy的通用数据库集成支持PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等众多数据库。具有架构和关系检查以及大型数据集分析功能。
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自动流传输、只读安全性和通用数据库兼容性的自然语言PostgreSQL查询。
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - 提供 AI 驱动的 PostgreSQL 性能调优能力。
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 基于 Go 的开箱即用的 MySQL MCP 服务器,支持只读模式和自动 Schema 检查。
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 连接到任何兼容JDBC的数据库执行查询、插入、更新、删除等操作。
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - 查询和分析Azure Data Explorer数据库
@@ -288,6 +293,7 @@ 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。
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 将大量编码助手的系统提示提供为 MCP 工具,支持模型感知推荐与人格激活,可模拟 Cursor、Devin 等代理。
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 打造受21世纪顶尖设计工程师启发的精致UI组件。
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - 与[QA Sphere](https://qasphere.com/)测试管理系统集成使LLM能够发现、总结和操作测试用例并可直接从AI驱动的IDE访问
- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - 使用自然语言与您的LLM可观测性、Opik捕获的追踪和监控数据进行对话。
@@ -307,6 +313,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 与 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 进行交互
- [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基于 Pandoc 的 MCP 服务器,支持 Markdown、HTML、PDF、DOCX.docx、csv 等格式之间的无缝转换
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 这个 MCP 服务器提供了使用 wget 下载完整网站的工具,可保留网站结构并转换链接以支持本地访问
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - 流式 KoliBri MCP 服务器NPM`@public-ui/mcp`),通过托管的 HTTP 端点或本地 `kolibri-mcp` CLI 提供 200+ 份确保无障碍的 Web 组件示例、规范、文档和场景。
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 用于PTY操作的AI助手使智能体能够通过有状态会话、SSH连接和后台进程管理来控制交互式终端
- [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - 一种中间件服务器允许多个相同MCP服务器的隔离实例以独立的命名空间和配置共存。
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - 基于 [SQLGlot](https://github.com/tobymao/sqlglot) 的 MCP 服务器,提供 SQL 分析、代码检查和方言转换功能
@@ -353,7 +360,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
提供对本地文件系统的直接访问,并具有可配置的权限。使 AI 模型能够读取、写入和管理指定目录中的文件。
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 直接访问本地文件系统。
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - 直接访问本地文件系统。
- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive 集成,用于列出、阅读和搜索文件
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI 原生目录可视化具有语义分析、AI 消费的超压缩格式和 10 倍令牌减少。支持具有智能文件分类的量子语义模式。
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box 集成,支持文件列表、阅读和搜索功能
@@ -391,6 +398,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [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。
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - 接入 CRIC物业AI 平台的 MCP 服务器。CRIC物业AI 是克而瑞专为物业行业打造的智能 AI 助理。
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - 一个获取专业级金融数据的MCP服务器支持Tushare等多种数据供应商。
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - 一个MCP服务器提供对以太坊虚拟机EVMJSON-RPC方法的完整访问。可与任何EVM兼容的节点提供商配合使用包括Infura、Alchemy、QuickNode、本地节点等。
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - 一个MCP服务器提供来自Polymarket、PredictIt和Kalshi等多个平台的实时预测市场数据。使AI助手能够通过统一接口查询当前赔率、价格和市场信息。
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - 一个MCP服务器使AI模型能够查询比特币区块链。
@@ -408,7 +416,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
使用知识图谱结构的持久内存存储。使 AI 模型能够跨会话维护和查询结构化信息。
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - 基于 [markmap](https://github.com/markmap/markmap) 构建的 MCP 服务器,可将 **Markdown** 转换为交互式的 **思维导图**。支持多格式导出PNG/JPG/SVG、浏览器在线预览、一键复制 Markdown 和动态可视化功能。
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 基于知识图谱的长期记忆系统用于维护上下文
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - 基于知识图谱的长期记忆系统用于维护上下文
- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - 增强基于图形的记忆,重点关注 AI 角色扮演和故事生成
- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - AI应用程序和Agent的内存管理器使用各种图存储和向量存储并允许从 30 多个数据源提取数据
- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - MCP 服务器实现提供了通过矢量搜索检索和处理文档的工具,使 AI 助手能够利用相关文档上下文来增强其响应能力
@@ -422,6 +430,12 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一个MCP服务器使用MongoDB存储和检索来自多个LLM的记忆。提供保存、检索、添加和清除带有时间戳和LLM识别的对话记忆的工具。
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一个MCP服务器实现跨LLM通信和记忆共享使不同的AI模型能够在对话间协作和共享上下文。
### ⚖️ <a name="legal"></a>法律
访问法律信息、法规和法律数据库。使 AI 模型能够搜索和分析法律文件和监管信息。
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 一个提供全面美国法规的 MCP 服务器。
### 🗺️ <a name="location-services"></a>位置服务
地理和基于位置的服务集成。支持访问地图数据、方向和位置信息。
@@ -458,11 +472,11 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
### 🔎 <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
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - 使用 Brave 的搜索 API 实现网页搜索功能
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier 的 MCP 服务器可让 AI 代理快速、免费地进行实时网页搜索,并访问来自可靠媒体品牌的新闻、金融市场、体育、娱乐、天气等优质数据。
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通过 [Dumpling AI](https://www.dumplingai.com/) 提供的数据访问、网页抓取与文档转换 API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效获取和处理网页内容,供 AI 使用
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效获取和处理网页内容,供 AI 使用
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜索 API 集成
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ 模型上下文协议 (MCP) 服务器让 Claude 等 AI 助手可以使用 Exa AI Search API 进行网络搜索。此设置允许 AI 模型以安全且可控的方式获取实时网络信息。
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - 通过 search1api 搜索(需要付费 API 密钥)
@@ -543,9 +557,9 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
与 Git 存储库和版本控制平台交互。通过标准化 API 实现存储库管理、代码分析、拉取请求处理、问题跟踪和其他版本控制操作。
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用于项目管理和CI/CD操作
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 直接的Git仓库操作包括读取、搜索和分析本地仓库
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用于项目管理和CI/CD操作
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 直接的Git仓库操作包括读取、搜索和分析本地仓库
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 集成,用于管理存储库、工作项目和管道
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 阅读和分析 GitHub 存储库
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - 与 GitLab 项目问题和合并请求无缝互动。

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@@ -77,6 +77,7 @@
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [遊戲](#gaming)
* 🧠 - [知識與記憶](#knowledge--memory)
* ⚖️ - [法律](#legal)
* 🗺️ - [位置服務](#location-services)
* 🎯 - [行銷](#marketing)
* 📊 - [監測](#monitoring)
@@ -102,15 +103,17 @@
### 📂 <a name="browser-automation"></a>瀏覽器自動化
Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和處理 Web 內容。
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 - 由 Rust 打造的輕量級瀏覽器自動化 MCP 伺服器,無需任何外部相依。
- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - 使用 Playwright 進行瀏覽器自動化的 MCP 伺服器更適合llm
* [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - 全功能 YouTube MCP 伺服器和命令行工具,自動化 YouTube 營運
- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 使用 Playwright 進行瀏覽器自動化和網頁抓取的 MCP 伺服器
- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - 使用 Playwright 實現瀏覽器自動化的 MCP 伺服器
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 用於網頁抓取和交互的瀏覽器自動化
- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - 用於網頁抓取和交互的瀏覽器自動化
- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - 獲取 YouTube 字幕和文字記錄以供 AI 分析
- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - MCP 伺服器與 Apple Shortcuts 的整合
- [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS 上與 Apple Reminders 整合的 MCP 伺服器
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - 使用 Azure OpenAI 和 Playwright 的“最小”伺服器/用戶端 MCP 實現。
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - 透過 WebDriver BiDi 進行 Firefox 瀏覽器自動化,用於測試、網頁抓取和瀏覽器控制。支援 snapshot/UID 為基礎的互動、網路監控、控制台擷取和螢幕截圖
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - 使用 Azure OpenAI 和 Playwright 的"最小"伺服器/用戶端 MCP 實現。
- [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - 一個支援使用 Google 搜尋結果進行免費網頁搜尋的 MCP 伺服器,無需 API 金鑰
- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - 一個支援搜尋 B站 內容的 MCP 伺服器。提供LangChain呼叫範例、測試腳本。
@@ -147,6 +150,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 提供對 Netskope Private Access 環境中所有組件的訪問權限,包含詳細的設置資訊和 LLM 使用範例。
- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作提供管理界面、日誌內建近50種工具覆蓋常見運維開發場景支援常規資源、CRD資源。
- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作可作為SDK集成到您自己的項目中內建近50種工具覆蓋常見運維開發場景支援常規資源、CRD資源。
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - 一個與 Tilt 整合的 Model Context Protocol 伺服器,為 Kubernetes 開發環境提供對 Tilt 資源、日誌和管理操作的程式化存取。
- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8S 是一個 AI 驅動的 Kubernetes 資源管理工具,通過自然語言交互方式,讓用戶能夠輕鬆操作 Kubernetes 集群中的任意資源,包括原生資源(如 Deployment、Service和自定義資源CRD。無需記憶複雜命令只需描述需求AI 就能準確執行對應的集群操作,大大提升了 Kubernetes 的易用性。
### 🖥️ <a name="command-line"></a>Command Line
@@ -206,8 +210,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式帳本資料庫,支援多用戶數據同步
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 資料庫集成可配置的訪問控制、模式檢查和全面的安全指南
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - 基於 Node.js 的 MySQL 資料庫集成,提供安全的 MySQL 資料庫操作
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 資料庫集成了模式檢查和查詢功能
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有內建分析功能的 SQLite 資料庫操作
- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL 資料庫集成了模式檢查和查詢功能
- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - 具有內建分析功能的 SQLite 資料庫操作
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 伺服器用於管理和創建 Supabase 中的項目和組織
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 資料庫集成了模式檢查和查詢功能
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能夠直接與資料庫交互。
@@ -221,6 +225,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 與向量搜尋功能的集成
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基於SQLAlchemy的通用資料庫集成支援PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等眾多資料庫。具有架構和關係檢查以及大型數據集分析功能。
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自動串流、唯讀安全性和通用資料庫相容性的自然語言PostgreSQL查詢。
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - 提供 AI 驅動的 PostgreSQL 性能調校功能。
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - 查詢 GreptimeDB 的 MCP 服務。
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - 一個用於與 Google Sheets 交互的模型上下文協議伺服器。該伺服器通過 Google Sheets API 提供創建、讀取、更新和管理電子表格的工具。
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 具有全面讀取、寫入、格式化和工作表管理功能的 Google Sheets API 整合 MCP 伺服器。
@@ -237,6 +242,7 @@ 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。
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - 將大量程式開發助手的系統提示轉為 MCP 工具,具備模型感知推薦與人格啟用,可模擬 Cursor、Devin 等代理。
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - 與[QA Sphere](https://qasphere.com/)測試管理系統整合使LLM能夠發現、總結和操作測試用例並可直接從AI驅動的IDE訪問
- [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
@@ -252,6 +258,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 與 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 進行交互
- [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基於 Pandoc 的 MCP 伺服器,支援 Markdown、HTML、PDF、DOCX.docx、csv 等格式之間的無縫轉換
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 這個 MCP 伺服器提供了使用 wget 下載完整網站的工具,可保留網站結構並轉換連結以支援本地訪問
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - 串流式 KoliBri MCP 伺服器NPM`@public-ui/mcp`),透過託管的 HTTP 端點或本機 `kolibri-mcp` CLI 提供 200+ 份確保無障礙的網頁元件範例、規格、文件與情境。
- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 用於PTY操作的AI助手使智慧體能夠通過有狀態會話、SSH連接和後台進程管理來控制互動式終端
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - 基於 [SQLGlot](https://github.com/tobymao/sqlglot) 的 MCP 伺服器,提供 SQL 分析、代碼檢查和方言轉換功能
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 用於事件管理平台 Rootly](https://rootly.com/) 的 MCP 伺服器
@@ -288,7 +295,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
提供對本地文件系統的直接訪問,並具有可配置的權限。使 AI 模型能夠讀取、寫入和管理指定目錄中的文件。
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 直接訪問本地文件系統。
- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - 直接訪問本地文件系統。
- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive 集成,用於列出、閱讀和搜尋文件
- [8b-is/smart-tree](https://github.com/8b-is/smart-tree) 🦀 🏠 🍎 🪟 🐧 - AI 原生目錄視覺化具有語義分析、AI 消費的超壓縮格式和 10 倍令牌減少。支援具有智能文件分類的量子語義模式。
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box 集成,支援文件列表、閱讀和搜尋功能
@@ -310,6 +317,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [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。
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - 接入 CRIC物業AI 平台的 MCP 伺服器。CRIC物業AI 是克而瑞專為物業行業打造的智慧型 AI 助理。
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - 一個 MCP 伺服器提供對以太坊虛擬機EVMJSON-RPC 方法的完整訪問。可與任何 EVM 相容的節點提供商配合使用,包括 Infura、Alchemy、QuickNode、本地節點等。
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - 一個 MCP 伺服器,提供來自 Polymarket、PredictIt 和 Kalshi 等多個平台的即時預測市場數據。使 AI 助手能夠通過統一介面查詢當前賠率、價格和市場資訊。
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - 一個 MCP 伺服器,使 AI 模型能夠查詢比特幣區塊鏈。
@@ -326,7 +334,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
使用知識圖譜結構的持久記憶體儲存。使 AI 模型能夠跨會話維護和查詢結構化資訊。
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - 生產級RAG平台結合Graph RAG、向量搜尋和全文搜尋。構建知識圖譜和上下文工程的最佳選擇
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 基於知識圖譜的長期記憶系統用於維護上下文
- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - 基於知識圖譜的長期記憶系統用於維護上下文
- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - 增強基於圖形的記憶,重點關注 AI 角色扮演和故事生成
- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - AI應用程式和Agent的記憶體管理器使用各種圖儲存和向量儲存並允許從 30 多個數據源提取數據
- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - MCP 伺服器實現提供了通過向量搜尋檢索和處理文件的工具,使 AI 助手能夠利用相關文件上下文來增強其響應能力
@@ -337,6 +345,12 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一個 MCP 伺服器,使用 MongoDB 儲存和檢索來自多個 LLM 的記憶。提供用於儲存、檢索、新增和清除帶有時間戳和 LLM 識別的對話記憶的工具。
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一個 MCP 伺服器,實現跨 LLM 通訊和記憶共享,使不同的 AI 模型能夠在對話間協作和共享上下文。
### ⚖️ <a name="legal"></a>法律
訪問法律資訊、法規和法律數據庫。使 AI 模型能夠搜尋和分析法律文件和監管資訊。
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - 一個提供全面美國法規的 MCP 伺服器。
### 🗺️ <a name="location-services"></a>位置服務
地理和基於位置的服務集成。支援訪問地圖數據、方向和位置資訊。
@@ -369,11 +383,11 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
### 🔎 <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
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - 使用 Brave 的搜尋 API 實現網頁搜尋功能
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier 的 MCP 伺服器可讓 AI 代理快速免費地進行即時網頁搜尋,並存取來自可靠媒體品牌的新聞、金融市場、體育、娛樂、天氣等高品質資料。
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通過 [Dumpling AI](https://www.dumplingai.com/) 提供的數據訪問、網頁抓取與文件轉換 API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜尋文章
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效獲取和處理網頁內容,供 AI 使用
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效獲取和處理網頁內容,供 AI 使用
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜尋 API 集成
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 模型上下文協議 (MCP) 伺服器讓 Claude 等 AI 助手可以使用 Exa AI Search API 進行網路搜尋。此設置允許 AI 模型以安全且可控的方式獲取即時網路資訊。
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - 通過 search1api 搜尋(需要付費 API 金鑰)
@@ -426,9 +440,9 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。
與 Git 儲存庫和版本控制平台交互。通過標準化 API 實現儲存庫管理、代碼分析、拉取請求處理、問題跟蹤和其他版本控制操作。
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API集成用於倉庫管理、PR、問題等
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用於項目管理和CI/CD操作
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 直接的Git倉庫操作包括讀取、搜尋和分析本地倉庫
- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github) 📇 ☁️ - GitHub API集成用於倉庫管理、PR、問題等
- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用於項目管理和CI/CD操作
- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - 直接的Git倉庫操作包括讀取、搜尋和分析本地倉庫
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 閱讀和分析 GitHub 儲存庫
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - 與 GitLab 項目問題和合併請求無縫互動。
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 集成,用於管理儲存庫、工作項目和管道。

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@@ -76,6 +76,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 🔗 - [Aggregators](#aggregators)
* 🎨 - [Art & Culture](#art-and-culture)
* 📐 - [Architecture & Design](#architecture-and-design)
* 📂 - [Browser Automation](#browser-automation)
* 🧬 - [Biology Medicine and Bioinformatics](#bio)
* ☁️ - [Cloud Platforms](#cloud-platforms)
@@ -94,10 +95,12 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [Gaming](#gaming)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* ⚖️ - [Legal](#legal)
* 🗺️ - [Location Services](#location-services)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🔬 - [Research](#research)
* 🔎 - [Search & Data Extraction](#search)
* 🔒 - [Security](#security)
* 🌐 - [Social Media](#social-media)
@@ -121,11 +124,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
- [juspay/neurolink](https://github.com/juspay/neurolink) 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
- [particlefuture/MCPDiscovery](https://github.com/particlefuture/MCPDiscovery) - MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
- [thinkchainai/mcpbundles](https://github.com/thinkchainai/mcpbundles) - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
@@ -164,9 +168,18 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [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
### 📐 <a name="architecture-and-design"></a>Architecture & Design
Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
### <a name="bio"></a>Biology, Medicine and Bioinformatics
- [dnaerys/onekgp-mcp](https://github.com/dnaerys/onekgp-mcp) ☕ ☁️ - natural language access to 1000 Genomes Project dataset
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
@@ -181,6 +194,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
@@ -191,15 +205,17 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS
- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
@@ -241,6 +257,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [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.
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
- [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.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
- [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.
- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
@@ -283,6 +300,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
- [wende/cicada](https://github.com/wende/cicada) 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
### 🖥️ <a name="command-line"></a>Command Line
@@ -290,6 +308,7 @@ Run commands, capture output and otherwise interact with shells and command line
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
@@ -300,6 +319,7 @@ Run commands, capture output and otherwise interact with shells and command line
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
- [nihalxkumar/arch-mcp](https://github.com/nihalxkumar/arch-mcp) 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
### 💬 <a name="communication"></a>Communication
@@ -316,6 +336,7 @@ Integration with communication platforms for message management and channel oper
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
@@ -323,6 +344,7 @@ Integration with communication platforms for message management and channel oper
- [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
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
- [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)
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
- [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.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
@@ -331,6 +353,7 @@ Integration with communication platforms for message management and channel oper
- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
- [madbonez/caldav-mcp](https://github.com/madbonez/caldav-mcp) 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
@@ -407,8 +430,8 @@ Secure database access with schema inspection capabilities. Enables querying and
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
@@ -430,6 +453,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
- [pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp) 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities.
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
@@ -457,6 +481,9 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
- [alkemiai/alkemi-mcp](https://github.com/alkemi-ai/alkemi-mcp) 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
- [avisangle/method-crm-mcp](https://github.com/avisangle/method-crm-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
- [paracetamol951/caisse-enregistreuse-mcp-server](https://github.com/paracetamol951/caisse-enregistreuse-mcp-server) 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
### 💻 <a name="developer-tools"></a>Developer Tools
@@ -469,6 +496,7 @@ Tools and integrations that enhance the development workflow and environment man
- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
- [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".
- [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.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
@@ -478,10 +506,13 @@ Tools and integrations that enhance the development workflow and environment man
- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)
- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
- [avisangle/jenkins-mcp-server](https://github.com/avisangle/jenkins-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
- [Wolfe-Jam/claude-faf-mcp](https://github.com/Wolfe-Jam/claude-faf-mcp) 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
@@ -495,7 +526,9 @@ Tools and integrations that enhance the development workflow and environment man
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
- [V0v1kkk/DotNetMetadataMcpServer](https://github.com/V0v1kkk/DotNetMetadataMcpServer) #⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
@@ -507,6 +540,7 @@ Tools and integrations that enhance the development workflow and environment man
- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
- [hechtcarmel/jetbrains-debugger-mcp-plugin](https://github.com/hechtcarmel/jetbrains-debugger-mcp-plugin) ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
@@ -518,6 +552,7 @@ Tools and integrations that enhance the development workflow and environment man
- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
- [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.
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
- [InsForge/insforge-mcp](https://github.com/InsForge/insforge-mcp) 📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
- [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.
- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
@@ -535,22 +570,27 @@ Tools and integrations that enhance the development workflow and environment man
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.
- [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.
- [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.
- [mumez/pharo-smalltalk-interop-mcp-server](https://github.com/mumez/pharo-smalltalk-interop-mcp-server) 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [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.
- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
- [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
- [ooples/token-optimizer-mcp](https://github.com/ooples/token-optimizer-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
- [public-ui/kolibri](https://github.com/public-ui/kolibri) 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI.
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
@@ -574,6 +614,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Your Ionic coding buddy enabled via MCP build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
- [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.
@@ -595,6 +636,10 @@ Tools and integrations that enhance the development workflow and environment man
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing
- [paracetamol951/P-Link-MCP](https://github.com/paracetamol951/P-Link-MCP) 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
- [themesberg/flowbite-mcp](https://github.com/themesberg/flowbite-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
- [shadcn/studio MCP](https://shadcnstudio.com/mcp) - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
- [Flyonui MCP](https://flyonui.com/mcp) - Integrate FlyonUI MCP - Tailwind AI Builder directly into your IDE and craft stunning Tailwind CSS Components, Blocks and Pages inspired by FlyonUI.
### 🔒 <a name="delivery"></a>Delivery
@@ -643,11 +688,12 @@ Provides direct access to local file systems with configurable permissions. Enab
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
- [willianpinho/large-file-mcp](https://github.com/willianpinho/large-file-mcp) 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
### 💰 <a name="finance--fintech"></a>Finance & Fintech
@@ -745,6 +791,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) - 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
@@ -752,6 +799,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) 📇 ☁️ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
@@ -763,6 +811,7 @@ Integration with gaming related data, game engines, and services
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api).
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
@@ -790,11 +839,12 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) 📇 🏠 - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
@@ -802,6 +852,12 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
### ⚖️ <a name="legal"></a>Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) 📇 ☁️ - An MCP server that provides comprehensive US legislation.
### 🗺️ <a name="location-services"></a>Location Services
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
@@ -839,7 +895,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) 📇 ☁️ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
### 📊 <a name="monitoring"></a>Monitoring
@@ -870,12 +926,20 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections.
- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) 📇 🏠 🍎 🪟 🐧 - Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management, queue control, music library browsing, alarm management, real-time event subscriptions, and audio EQ settings. Includes 50+ tools for seamless smart home audio automation via UPnP/SOAP protocols.
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
### 🔬 <a name="research"></a>Research
Tools for conducting research, surveys, interviews, and data collection.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
### 🔎 <a name="RAG"></a>end to end RAG platforms
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
- [poll-the-people/customgpt-mcp](https://github.com/Poll-The-People/customgpt-mcp) 🐍 🏠 ☁️ - An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints.
### 🔎 <a name="search"></a>Search & Data Extraction
@@ -884,14 +948,16 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [chasesaurabh/mcp-page-capture](https://github.com/chasesaurabh/mcp-page-capture) 📇 🏠 - MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
@@ -922,13 +988,16 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
- [modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
- [brave/brave-search-mcp-server](https://github.com/brave/brave-search-mcp-server) 📇 ☁️ - Web search capabilities using Brave's Search API
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.
- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) ☁️ 🔎 - Highest Accuracy Web Search for AI
- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) ☁️ 🔎 - Highest Accuracy Deep Research and Batch Tasks MCP
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
@@ -982,14 +1051,17 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - MCP server that enables security professionals to interact with Panther's SIEM platform using natural language for writing detections, querying logs, and managing alerts.
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - A MCP server for MobSF which can be used for static and dynamic analysis of Android and iOS application.
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
- [radareorg/r2mcp](https://github.com/radareorg/radare2-mcp) 🍎🪟🐧🏠🌊 - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse engineering.
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
- [samvas-codes/dawshund_mcp](https://github.com/samvas-codes/dawshund_mcp) ☁️ 🏠 - An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and resources. Built for cloud security engineers who want fast, easy and effective insights into AWS identity risk.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
@@ -1081,8 +1153,8 @@ Interact with Git repositories and version control platforms. Enables repository
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
- [theonedev/tod](https://github.com/theonedev/tod/blob/main/mcp.md) 🏎️ 🏠 - A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
@@ -1090,6 +1162,7 @@ Interact with Git repositories and version control platforms. Enables repository
### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) 🐍 🏠 - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
@@ -1172,6 +1245,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
- [mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
- [metorial/metorial](https://github.com/metorial/metorial) - 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included
- [modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol
- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
@@ -1208,6 +1282,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) 📇 🏠 🍎 🪟 🐧 - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration.
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
@@ -1221,6 +1296,8 @@ Interact with Git repositories and version control platforms. Enables repository
- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) 📇 ☁️ 🏠 - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
- [nanana-app/mcp-server-nano-banana](https://github.com/nanana-app/mcp-server-nano-banana) 🐍 🏠 🍎 🪟 🐧 - AI image generation using Google Gemini's nano banana model.
- [kiarash-portfolio-mcp](https://kiarash-adl.pages.dev/.well-known/mcp.llmfeed.json) WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages Functions.
## Frameworks