Merge branch 'main' into add-oorlogsbronnen-mcp

README-ja.md

@@ -1,18 +1,22 @@
 # 素晴らしいMCPサーバー [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
 
 [![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
-[![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
+[![繁體中文](https://img.shields.io/badge/中文文件-點擊查看-orange)](README-zh_TW.md)
+[![简体中文](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
 [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
+[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
 [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
 [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
 
 素晴らしいモデルコンテキストプロトコル（MCP）サーバーの厳選リスト。
 
-* [MCPとは何ですか？](#what-is-mcp)
-* [チュートリアル](#tutorials)
-* [サーバー実装](#server-implementations)
-* [フレームワーク](#frameworks)
-* [ヒントとコツ](#tips-and-tricks)
+* [MCPとは何ですか？](#MCPとは何ですか？)
+* [チュートリアル](#チュートリアル)
+* [コミュニティ](#コミュニティ)
+* [凡例](#凡例)
+* [サーバー実装](#サーバー実装)
+* [フレームワーク](#フレームワーク)
+* [ヒントとコツ](#ヒントとコツ)
 
 ## MCPとは何ですか？
 
@@ -28,7 +32,7 @@
 * [r/mcp Reddit](https://www.reddit.com/r/mcp)
 * [Discordサーバー](https://glama.ai/mcp/discord)
 
-## 伝説
+## 凡例
 
 * 🎖️ – 公式実装
 * 🐍 – Pythonコードベース
@@ -41,12 +45,14 @@
 ## サーバー実装
 
 * 📂 - [ブラウザ自動化](#browser-automation)
+* 🎨 - [芸術と文化](#art-and-culture)
 * ☁️ - [クラウドプラットフォーム](#cloud-platforms)
 * 💬 - [コミュニケーション](#communication)
 * 👤 - [顧客データプラットフォーム](#customer-data-platforms)
 * 🗄️ - [データベース](#databases)
 * 🛠️ - [開発者ツール](#developer-tools)
 * 📂 - [ファイルシステム](#file-systems)
+* 🎮 - [ ゲーミング](#gaming)
 * 🧠 - [知識と記憶](#knowledge--memory)
 * 🗺️ - [位置情報サービス](#location-services)
 * 📊 - [監視](#monitoring)
@@ -64,6 +70,14 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [@modelcontextprotocol/server-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
 - [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI分析のためのYouTube字幕とトランスクリプトの取得
 - [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Azure OpenAIとPlaywrightを使用した「最小限の」サーバー/クライアントMCP実装。
+- [@fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS 用の Apple Reminders と統合された MCP サーバーです。
+- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠  - Bilibiliコンテンツの検索をサポートするMCPサーバー。LangChain連携のサンプルとテストスクリプトを提供。
+
+### 🎨 <a name="art-and-culture"></a>芸術と文化
+
+美術コレクション、文化遺産、博物館データベースにアクセスして探索できます。AIモデルは、芸術的および文化的なコンテンツを検索および分析できます。
+
+- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - アニメとマンガの情報をAniList APIと連携するMCPサーバー
 
 ### ☁️ <a name="cloud-platforms"></a>クラウドプラットフォーム
 
@@ -71,7 +85,9 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 
 - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers、KV、R2、D1を含むCloudflareサービスとの統合
 - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ MCPを通じたKubernetesクラスター操作
-
+- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 Kubernetes クラスターのリソース管理と、クラスターとアプリケーションの健全性ステータスの詳細な分析を提供します。
+- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 MCPマルチクラスターKubernetesの管理と運用を提供し、管理インターフェース、ログ機能を備え、一般的な運用・開発シナリオをカバーする約50種類のツールを内蔵。標準リソースおよびCRDリソースをサポート。  
+- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 MCPマルチクラスターKubernetesの管理と運用を提供。SDKとして自身のプロジェクトに統合可能で、一般的な運用・開発シナリオをカバーする約50種類のツールを内蔵。標準リソースおよびCRDリソースをサポート。
 ### 💬 <a name="communication"></a>コミュニケーション
 
 メッセージ管理とチャネル操作のためのコミュニケーションプラットフォームとの統合。AIモデルがチームコミュニケーションツールと対話できるようにします。
@@ -79,6 +95,9 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - チャネル管理とメッセージングのためのSlackワークスペース統合
 - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - クエリとインタラクションのためのBlueskyインスタンス統合
 - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - GmailとGoogleカレンダーとの統合。
+- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️  - MCPサーバーアプリケーションは、WeComグループロボットにさまざまなタイプのメッセージを送信します。
+- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat APIと対話するためのMCPサーバーです。VRChatのフレンドやワールド、アバターなどの情報を取得することができます。
+- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) ntfy を使用してスマートフォンに通知を送信し、情報を確実に伝達する MCP サーバーです。
 
 ### 👤 <a name="customer-data-platforms"></a>顧客データプラットフォーム
 
@@ -90,8 +109,12 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 
 スキーマ検査機能を備えた安全なデータベースアクセス。読み取り専用アクセスを含む構成可能なセキュリティ制御を使用してデータをクエリおよび分析することができます。
 
+- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - テーブル ストア用の MC P サービスには、ドキュメントの追加、ドキュメント ベースのセマンティック検索、ドン ベクトル サンド スカラーがラグ フレンドリーでサーバー レスなどの機能があります。
+aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存储(Tablestore)的 MCP 服务器实现，特性包括添加文档、基于向量和标量进行语义搜索、RAG友好。
+- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCPサーバーの実装で、Elasticsearchとのインタラクションを提供します
 - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - スキーマ検査、読み取り/書き込み機能を備えた Airtable データベース統合
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - スキーマ検査とクエリ機能を備えたBigQueryデータベース統合
+- [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
@@ -103,15 +126,30 @@ 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
 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDBのためのモデルコンテキストプロトコルサーバー
 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - コレクションとインデックスの紹介、ベクトルストアと検索機能を備えたVikingDB統合。
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Serverなど多数のデータベースをサポートするSQLAlchemyベースの汎用データベース統合。スキーマと関係の検査、大規模データセット分析機能を備えています。
+- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。
+- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheetsと対話するためのモデルコンテキストプロトコルサーバー。このサーバーはGoogle Sheets APIを通じてスプレッドシートの作成、読み取り、更新、管理のためのツールを提供します。
+
 
 ### 💻 <a name="developer-tools"></a>開発者ツール
 
 開発ワークフローと環境管理を強化するツールと統合。
 
 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCPを通じたDockerコンテナの管理と操作
+- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - JSON、テキスト、HTMLデータを柔軟に取得するためのMCPサーバー
+- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - Google タスクを管理するための MCP サーバー
 - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Open API spec (v3) を使用して任意のHTTP/REST APIサーバーに接続
 - [@joshuarileydev/terminal-mcp-server](https://www.npmjs.com/package/@joshuarileydev/terminal-mcp-server) 📇 🏠 - 任意のシェルターミナルコマンドを実行するためのMCPサーバー
 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) - ラインエディタ 行単位の取得と編集ができるので、特に大きなファイルの一部書き換えを効率的に行う
+- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - iTermへのアクセスを提供するモデルコンテキストプロトコルサーバー。コマンドを実行し、iTermターミナルで見た内容について質問することができます。
+- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - インシデント管理プラットフォーム[Rootly](https://rootly.com/)向けのMCPサーバー
+- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - きれいなインタラクティブなマインドマップを生成するためのモデルコンテキストプロトコル（MCP）サーバ。
+- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 様々な画像フォーマットのローカル圧縮のためのMCPサーバー。
+- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - MCPを使用したClaude Code機能の実装で、AIによるコード理解、修正、プロジェクト分析を包括的なツールサポートで実現します。
+- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 [Apache APISIX](https://github.com/apache/apisix) のすべてのリソースの照会と管理をサポートするMCPサービス。
+- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - iOS シミュレータと対話するためのモデル コンテキスト プロトコル (MCP) サーバー。このサーバーを使用すると、iOS シミュレータに関する情報を取得したり、UI の対話を制御したり、UI 要素を検査したりして、iOS シミュレータと対話できます。
+- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP サーバーが [Higress](https://github.com/alibaba/higress/blob/main/README_JP.md) ゲートウェイの構成と操作を管理するための全面的なツールを提供します。
+- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - LLMがOpenAPI仕様のすべてを理解し、コードの発見、説明、生成、モックデータの作成を可能にするMCPサーバー
+- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - OpenAPIスキーマを使用してAIエージェントと任意のAPIをシームレスに統合
 
 ### 📂 <a name="file-systems"></a>ファイルシステム
 
@@ -120,6 +158,15 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [@modelcontextprotocol/server-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-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - ファイルのリスト、読み取り、検索のためのGoogle Drive統合
 - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - ローカルファイルシステムアクセスのためのGolang実装。
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Apache OpenDAL™ でどのストレージにもアクセスできます
+- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 📇 🏠 - AI Chatの長さ制限に適応するファイルマージツール
+
+### 🎮 <a name="gaming"></a> ゲーミング
+
+ゲーミングに関連するデータとサービスとの統合
+
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 実際のFantasy Premier Leagueデータと分析ツールのためのMCPサーバー
+- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - Unity3dゲームエンジン統合によるゲーム開発用MCPサーバー
 
 ### 🧠 <a name="knowledge--memory"></a>知識と記憶
 
@@ -127,6 +174,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 
 - [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - コンテキストを維持するための知識グラフベースの長期記憶システム
 - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AIロールプレイとストーリー生成に焦点を当てた強化されたグラフベースのメモリ
+- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - CursorやWindsurfなどのIDEでコーディングの好みやパターンを管理するためのMem0用モデルコンテキストプロトコルサーバー。コード実装、ベストプラクティス、技術文書の保存、取得、意味的な処理のためのツールを提供します
 
 ### 🗺️ <a name="location-services"></a>位置情報サービス
 
@@ -144,6 +192,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 ### 🔎 <a name="search"></a>検索
 
 - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Braveの検索APIを使用したWeb検索機能
+- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - [Dumpling AI](https://www.dumplingai.com/) によるデータ取得、Webスクレイピング、ドキュメント変換API
 - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索
 - [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI消費のための効率的なWebコンテンツの取得と処理
 - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi検索API統合
@@ -158,12 +207,20 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org)のモデルコンテキストプロトコルサーバー
 - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - Hacker Newsの検索、トップストーリーの取得などを行うMCPサーバー。
 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 自動トピック分類、多言語サポート、[SerpAPI](https://serpapi.com/)を通じたヘッドライン、ストーリー、関連トピックの包括的な検索機能を備えたGoogle News統合。
+- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - Unsplash 画像検索機能の統合用
+- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - OpenAI の組み込み `web_search` ツールを MCP サーバーに変換して使用します。
+
+### 🔒 <a name="security"></a>セキュリティ
+
+- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ 強力なモデルコンテキストプロトコル（MCP）サーバーで、npmパッケージ依存関係のセキュリティ脆弱性を監査します。リモートnpmレジストリ統合を備えたリアルタイムセキュリティチェックを使用して構築されています。
+- [GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - GhidraをAIアシスタントと統合するためのMCPサーバー。このプラグインはバイナリ分析を可能にし、モデルコンテキストプロトコルを通じて関数検査、逆コンパイル、メモリ探索、インポート/エクスポート分析などのツールを提供します。
 
 ### 🚆 <a name="travel-and-transportation"></a>旅行と交通
 
 旅行および交通情報へのアクセス。スケジュール、ルート、およびリアルタイムの旅行データをクエリすることができます。
 
 - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - オランダ鉄道（NS）の旅行情報、スケジュール、およびリアルタイムの更新にアクセス
+- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 米国国立公園局APIの統合で、米国国立公園の詳細情報、警報、ビジターセンター、キャンプ場、イベントの最新情報を提供
 
 ### 🔄 <a name="version-control"></a>バージョン管理
 
@@ -172,9 +229,13 @@ Gitリポジトリおよびバージョン管理プラットフォームとの
 - [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - リポジトリ管理、PR、問題などのためのGitHub API統合
 - [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - プロジェクト管理およびCI/CD操作のためのGitLabプラットフォーム統合
 - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - ローカルリポジトリの読み取り、検索、および分析を含む直接的なGitリポジトリ操作
+- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - GitLabプロジェクトの課題やマージリクエストとシームレスにやり取りできます。
 
 ### 🛠️ <a name="other-tools-and-integrations"></a>その他のツールと統合
 
+- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 3,000以上の事前構築されたクラウドツール（Actors として知られる）を使用して、ウェブサイト、eコマース、ソーシャルメディア、検索エンジン、地図などからデータを抽出できます。
+- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - このサーバーは、LLMが計算機を使用して正確な数値計算を行えるようにします
+- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - ほぼすべてのファイルやウェブコンテンツをMarkdownに変換するMCPサーバー
 - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - OpenAIの最も賢いモデルとチャット
 - [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Goドキュメントサーバーで、AIアシスタントがパッケージドキュメントとタイプにスマートにアクセスできるようにします。
 - [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - MCPプロトコルを使用してClaudeから直接OpenAIモデルにクエリを送信
@@ -206,6 +267,13 @@ 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
 - [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) サンプルサーバーとMCPクライアントを備えたMCP stdioからHTTP SSEへのトランスポートゲートウェイ。
 - [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) MCP SSEサーバーのゲートウェイデモ。
 - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 MCP stdioからSSEへのトランスポートゲートウェイ。
+- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) 🐍 - 画面上のGUIの自動操作
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/)との連携
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Replicate APIを通じて画像を生成する機能を提供します。
+- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - キーボード入力やマウス移動などのコマンドが実行できるMCPサーバー
+- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle Tooling API を使用してプロジェクトを検査し、タスクを実行し、テスト結果をテストごとに報告するGradle連携
+- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 この MCP サーバーは、[Plane](https://plane.so) API を通じてプロジェクトや課題を管理するのに役立ちます
+- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - AIモデルが [HackMD](https://hackmd.io) と連携できるようにします。
 
 ## フレームワーク
 
@@ -226,6 +294,8 @@ Gitリポジトリおよびバージョン管理プラットフォームとの
 - [firebase/genkit](https://github.com/firebase/genkit) エージェントおよびデータ変換フレームワーク
 - [continuedev/continue](https://github.com/continuedev/continue) VSCodeの自動補完およびチャットツール（フル機能サポート）
 - [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) クラウドベースのAIサービスがローカルのStdioベースのMCPサーバーにHTTP/HTTPSリクエストでアクセスできるようにするツール
+- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 複数のMCPリソースサーバーを、単一のHTTPサーバーを通して集約し、提供するMCPプロキシサーバー。
+
 
 ## ヒントとコツ
 

README-ko.md

@@ -0,0 +1,526 @@
+# Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
+
+[![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
+[![繁體中文](https://img.shields.io/badge/中文文件-點擊查看-orange)](README-zh_TW.md)
+[![简体中文](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
+[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
+[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
+[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
+[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
+
+# 모델 컨텍스트 프로토콜 (MCP) 서버 엄선 목록
+
+* [MCP란 무엇인가?](#what-is-mcp)
+* [클라이언트](#clients)
+* [튜토리얼](#tutorials)
+* [서버 구현](#server-implementations)
+* [프레임워크](#frameworks)
+* [유틸리티](#utilities)
+* [팁 & 요령](#tips-and-tricks)
+
+## MCP란 무엇인가?
+
+[MCP](https://modelcontextprotocol.io/)는 AI 모델이 표준화된 서버 구현을 통해 로컬 및 원격 리소스와 안전하게 상호 작용할 수 있도록 하는 개방형 프로토콜입니다. 이 목록은 파일 접근, 데이터베이스 연결, API 통합 및 기타 컨텍스트 서비스를 통해 AI 기능을 확장하는 프로덕션 준비 및 실험적 MCP 서버에 중점을 둡니다.
+
+## 클라이언트
+
+[awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) 및 [glama.ai/mcp/clients](https://glama.ai/mcp/clients)를 확인하세요.
+
+> [!팁]
+> [Glama Chat](https://glama.ai/chat)은 MCP 지원 및 [AI 게이트웨이](https://glama.ai/gateway)를 갖춘 멀티모달 AI 클라이언트입니다.
+
+## 튜토리얼
+
+* [모델 컨텍스트 프로토콜 (MCP) 빠른 시작](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
+* [SQLite 데이터베이스를 사용하도록 Claude 데스크톱 앱 설정하기](https://youtu.be/wxCCzo9dGj0)
+
+## 커뮤니티
+
+* [r/mcp 레딧](https://www.reddit.com/r/mcp)
+* [디스코드 서버](https://glama.ai/mcp/discord)
+
+## 범례
+
+* 🎖️ – 공식 구현
+* 프로그래밍 언어
+  * 🐍 – 파이썬 코드베이스
+  * 📇 – 타입스크립트 코드베이스
+  * 🏎️ – Go 코드베이스
+  * 🦀 – Rust 코드베이스
+  * #️⃣ - C# 코드베이스
+  * ☕ - Java 코드베이스
+* 범위
+  * ☁️ - 클라우드 서비스
+  * 🏠 - 로컬 서비스
+* 운영체제
+  * 🍎 – macOS용
+  * 🪟 – Windows용
+  * 🐧 - Linux용
+
+> [!참고]
+> 로컬 🏠 vs 클라우드 ☁️ 가 헷갈리시나요?
+> * MCP 서버가 로컬에 설치된 소프트웨어와 통신할 때 로컬을 사용하세요 (예: Chrome 브라우저 제어).
+> * MCP 서버가 원격 API와 통신할 때 네트워크(클라우드)를 사용하세요 (예: 날씨 API).
+
+## 서버 구현
+
+> [!참고]
+> 이제 리포지토리와 동기화되는 [웹 기반 디렉토리](https://glama.ai/mcp/servers)가 있습니다.
+
+* 📂 - [브라우저 자동화](#browser-automation)
+* 🎨 - [예술 및 문화](#art-and-culture)
+* ☁️ - [클라우드 플랫폼](#cloud-platforms)
+* 🖥️ - [커맨드 라인](#command-line)
+* 💬 - [커뮤니케이션](#communication)
+* 👤 - [고객 데이터 플랫폼](#customer-data-platforms)
+* 🗄️ - [데이터베이스](#databases)
+* 🛠️ - [개발자 도구](#developer-tools)
+* 📂 - [파일 시스템](#file-systems)
+* 💰 - [금융 및 핀테크](#finance--fintech)
+* 🎮 - [게임](#gaming)
+* 🧠 - [지식 및 메모리](#knowledge--memory)
+* 🗺️ - [위치 서비스](#location-services)
+* 🎯 - [마케팅](#marketing)
+* 📊 - [모니터링](#monitoring)
+* 🔎 - [검색](#search)
+* 🔒 - [보안](#security)
+* 🏃 - [스포츠](#sports)
+* 🚆 - [여행 및 교통](#travel-and-transportation)
+* 🔄 - [버전 관리](#version-control)
+* 🛠️ - [기타 도구 및 통합](#other-tools-and-integrations)
+
+### 📂 <a name="browser-automation"></a>브라우저 자동화
+
+웹 콘텐츠 접근 및 자동화 기능. AI 친화적인 형식으로 웹 콘텐츠 검색, 스크래핑 및 처리를 가능하게 합니다.
+- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - Playwright를 사용한 브라우저 자동화를 위한 MCP 파이썬 서버, llm에 더 적합
+- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 브라우저 자동화 및 웹 스크래핑을 위해 Playwright를 사용하는 MCP 서버
+- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐 🖱️ - Playwright를 사용한 브라우저 자동화를 위한 MCP 서버
+- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 웹 스크래핑 및 상호 작용을 위한 브라우저 자동화
+- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI 분석을 위해 YouTube 자막 및 스크립트 가져오기
+- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Apple Shortcuts와의 MCP 서버 통합
+- [@kimtth/mcp-aoai-web-Browse](https://github.com/kimtth/mcp-aoai-web-Browse) 🐍 🏠 - Azure OpenAI 및 Playwright를 사용하는 `최소한의` 서버/클라이언트 MCP 구현
+- [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - API 키 없이 Google 검색 결과를 사용하여 무료 웹 검색을 가능하게 하는 MCP 서버
+- [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - SSE 전송을 지원하는 MCP 서버로 패키징된 browser-use. Docker에서 Chromium을 실행하기 위한 Dockerfile + VNC 서버 포함.
+- [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibili 콘텐츠 검색을 지원하는 MCP 서버. LangChain 통합 예제 및 테스트 스크립트 제공.
+- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - 모든 웹사이트에서 구조화된 데이터 추출. 프롬프트만 입력하면 JSON 획득.
+
+### 🎨 <a name="art-and-culture"></a>예술 및 문화
+
+예술 컬렉션, 문화 유산 및 박물관 데이터베이스에 접근하고 탐색합니다. AI 모델이 예술 및 문화 콘텐츠를 검색하고 분석할 수 있게 합니다.
+
+- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - Video Jungle 컬렉션에서 비디오 편집 추가, 분석, 검색 및 생성
+- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 작품 검색, 세부 정보 및 컬렉션을 위한 Rijksmuseum API 통합
+- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 애니메이션 및 만화 정보를 위한 AniList API를 통합하는 MCP 서버
+
+### ☁️ <a name="cloud-platforms"></a>클라우드 플랫폼
+
+클라우드 플랫폼 서비스 통합. 클라우드 인프라 및 서비스의 관리 및 상호 작용을 가능하게 합니다.
+
+- [Cloudflare MCP 서버](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers, KV, R2 및 D1을 포함한 Cloudflare 서비스와의 통합
+- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - AI 어시스턴트가 AWS CLI 명령을 실행하고, 유닉스 파이프를 사용하며, 안전한 Docker 환경에서 일반적인 AWS 작업을 위한 프롬프트 템플릿을 멀티 아키텍처 지원으로 적용할 수 있게 하는 가볍지만 강력한 서버
+- [Kubernetes MCP 서버](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 MCP를 통한 쿠버네티스 클러스터 운영
+- [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 파드, 디플로이먼트, 서비스를 위한 쿠버네티스 클러스터 운영의 타입스크립트 구현
+- [@manusa/Kubernetes MCP 서버](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 OpenShift를 추가로 지원하는 강력한 쿠버네티스 MCP 서버. **모든** 쿠버네티스 리소스에 대한 CRUD 작업을 제공하는 것 외에도, 이 서버는 클러스터와 상호 작용하기 위한 전문 도구를 제공합니다.
+- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 쿠버네티스 관리 및 클러스터, 애플리케이션 상태 분석을 위한 MCP 서버
+- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - Netskope Private Access 환경 내의 모든 Netskope Private Access 구성 요소에 대한 접근을 제공하는 MCP. 자세한 설정 정보와 사용법에 대한 LLM 예제 포함.
+- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - AI 어시스턴트가 Terraform 환경을 관리하고 운영할 수 있게 하는 Terraform MCP 서버. 구성 읽기, 계획 분석, 구성 적용 및 Terraform 상태 관리를 가능하게 합니다.
+
+### 🖥️ <a name="command-line"></a>커맨드 라인
+
+명령을 실행하고, 출력을 캡처하며, 셸 및 커맨드 라인 도구와 상호 작용합니다.
+
+- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - iTerm에 대한 접근을 제공하는 모델 컨텍스트 프로토콜 서버. 명령을 실행하고 iTerm 터미널에서 보이는 내용에 대해 질문할 수 있습니다.
+- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - `run_command` 및 `run_script` 도구를 사용하여 모든 명령 실행.
+- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - 안전한 실행 및 사용자 정의 가능한 보안 정책을 갖춘 커맨드 라인 인터페이스
+- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) 모델 컨텍스트 프로토콜(MCP)을 구현하는 안전한 셸 명령 실행 서버
+
+### 💬 <a name="communication"></a>커뮤니케이션
+
+메시지 관리 및 채널 운영을 위한 커뮤니케이션 플랫폼과의 통합. AI 모델이 팀 커뮤니케이션 도구와 상호 작용할 수 있게 합니다.
+
+- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - Google Tasks를 관리하기 위한 MCP 서버
+- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - 모델 컨텍스트 프로토콜(MCP)을 통해 iMessage 데이터베이스에 안전하게 접근할 수 있게 하는 MCP 서버. LLM이 적절한 전화번호 유효성 검사 및 첨부 파일 처리로 iMessage 대화를 쿼리하고 분석할 수 있도록 지원합니다.
+- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - 채널 관리 및 메시징을 위한 Slack 워크스페이스 통합
+- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - 쿼리 및 상호 작용을 위한 Bluesky 인스턴스 통합
+- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Gmail 및 Google Calendar와의 통합.
+- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - 트위터 검색 및 타임라인과 상호 작용
+- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️ - WeCom 그룹 로봇에게 다양한 유형의 메시지를 보내는 MCP 서버 애플리케이션.
+- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - Nostr과 상호 작용하여 노트 게시 등을 할 수 있는 Nostr MCP 서버.
+- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - 🐍 ☁️ - Inbox Zero를 위한 MCP 서버. 답장해야 할 이메일이나 후속 조치가 필요한 이메일을 찾는 등 Gmail 위에 기능을 추가합니다.
+- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - 모델 컨텍스트 프로토콜(MCP)을 통해 iMessage 데이터베이스와 안전하게 인터페이스하는 MCP 서버로, LLM이 iMessage 대화를 쿼리하고 분석할 수 있게 합니다. 강력한 전화번호 유효성 검사, 첨부 파일 처리, 연락처 관리, 그룹 채팅 처리 및 메시지 송수신 전체 지원을 포함합니다.
+- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat API와 상호 작용하기 위한 MCP 서버입니다. VRChat에서 친구, 월드, 아바타 등에 대한 정보를 검색할 수 있습니다.
+- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - Google Tasks API와 인터페이스하기 위한 MCP 서버
+
+### 👤 <a name="customer-data-platforms"></a>고객 데이터 플랫폼
+
+고객 데이터 플랫폼 내의 고객 프로필에 대한 접근을 제공합니다.
+
+- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Apache Unomi CDP 서버의 프로필에 접근하고 업데이트하는 MCP 서버.
+- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - 모델 컨텍스트 프로토콜을 사용하여 모든 개방형 데이터를 모든 LLM에 연결합니다.
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - 모든 MCP 클라이언트에서 Tinybird 워크스페이스와 상호 작용하기 위한 MCP 서버.
+- [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - [iaptic](https://www.iaptic.com)과 연결하여 고객 구매, 거래 데이터 및 앱 수익 통계에 대해 질문합니다.
+
+### 🗄️ <a name="databases"></a>데이터베이스
+
+스키마 검사 기능을 갖춘 안전한 데이터베이스 접근. 읽기 전용 접근을 포함한 구성 가능한 보안 제어로 데이터 쿼리 및 분석을 가능하게 합니다.
+
+- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - Tablestore용 MCP 서비스, 문서 추가, 벡터 및 스칼라 기반 문서의 시맨틱 검색, RAG 친화적, 서버리스 기능 포함.
+- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - Elasticsearch 상호 작용을 제공하는 MCP 서버 구현
+- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - 스키마 검사, 읽기 및 쓰기 기능을 갖춘 Airtable 데이터베이스 통합
+- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - AI 도구를 Airtable에 직접 연결합니다. 자연어를 사용하여 레코드를 쿼리, 생성, 업데이트 및 삭제합니다. 베이스 관리, 테이블 작업, 스키마 조작, 레코드 필터링 및 표준화된 MCP 인터페이스를 통한 데이터 마이그레이션 기능 포함.
+- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 BigQuery 데이터베이스 통합
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 TiDB 데이터베이스 통합
+- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 TDolphinDB 데이터베이스 통합
+- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - 직접적인 BigQuery 데이터베이스 접근 및 쿼리 기능을 가능하게 하는 Google BigQuery 통합을 위한 서버 구현
+- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 스키마 검사 및 쿼리 기능을 갖춘 ClickHouse 데이터베이스 통합
+- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - 테이블, 함수를 검사하고 일회성 쿼리를 실행하기 위한 Convex 데이터베이스 통합 ([소스](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
+- [@gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Auth, Firestore 및 Storage를 포함한 Firebase 서비스.
+- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - Apache Kafka 및 Timeplus용 MCP 서버. Kafka 토픽 나열, Kafka 메시지 폴링, Kafka 데이터 로컬 저장 및 Timeplus를 통한 SQL로 스트리밍 데이터 쿼리 가능
+- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - 다중 사용자 동기화를 지원하는 Fireproof 원장 데이터베이스
+- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 구성 가능한 접근 제어, 스키마 검사 및 포괄적인 보안 지침을 갖춘 MySQL 데이터베이스 통합
+- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 안전한 MySQL 데이터베이스 운영을 제공하는 Node.js 기반 MySQL 데이터베이스 통합
+- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – Golang으로 구축된 고성능 다중 데이터베이스 MCP 서버, MySQL & PostgreSQL 지원 (NoSQL 곧 지원 예정). 쿼리 실행, 트랜잭션 관리, 스키마 탐색, 쿼리 빌딩 및 성능 분석을 위한 내장 도구 포함, 향상된 데이터베이스 워크플로우를 위한 원활한 Cursor 통합.
+- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 PostgreSQL 데이터베이스 통합
+- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 내장 분석 기능을 갖춘 SQLite 데이터베이스 운영
+- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase에서 프로젝트 및 조직을 관리하고 생성하기 위한 Supabase MCP 서버
+- [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - SQL 쿼리 실행 및 데이터베이스 탐색 도구를 지원하는 Supabase MCP 서버
+- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합
+- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino 클러스터에서 데이터를 쿼리하고 접근하기 위한 Trino MCP 서버.
+- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - Memgraph에 대한 쿼리 실행 도구 및 스키마 리소스 포함.
+- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: MongoDB 데이터베이스를 위한 모든 기능을 갖춘 MCP 서버
+- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLM이 데이터베이스와 직접 상호 작용할 수 있게 하는 MongoDB 통합.
+- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB를 위한 모델 컨텍스트 프로토콜 서버
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - 쿼리 및 API 기능을 갖춘 Tinybird 통합
+- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - 컬렉션 및 인덱스 소개, 벡터 저장소 및 검색 기능을 갖춘 VikingDB 통합.
+- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j와 함께하는 모델 컨텍스트 프로토콜
+- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) Nile의 Postgres 플랫폼용 MCP 서버 - LLM을 사용하여 Postgres 데이터베이스, 테넌트, 사용자, 인증 관리 및 쿼리
+- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - 읽기 및 (선택적) 쓰기 작업뿐만 아니라 인사이트 추적을 구현하는 Snowflake 통합
+- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 모델 컨텍스트 프로토콜(MCP)을 통해 SQLite 데이터베이스에 안전한 읽기 전용 접근을 제공하는 MCP 서버. 이 서버는 FastMCP 프레임워크로 구축되어 LLM이 내장된 안전 기능과 쿼리 유효성 검사로 SQLite 데이터베이스를 탐색하고 쿼리할 수 있도록 지원합니다.
+- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - 벡터 검색 기능을 갖춘 Pinecone 통합
+- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server 등 다양한 데이터베이스를 지원하는 범용 SQLAlchemy 기반 데이터베이스 통합. 스키마 및 관계 검사, 대규모 데이터셋 분석 기능 제공.
+- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 모든 JDBC 호환 데이터베이스에 연결하여 쿼리, 삽입, 업데이트, 삭제 등을 수행합니다.
+- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Azure Data Explorer 데이터베이스 쿼리 및 분석
+- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Prometheus 오픈 소스 모니터링 시스템 쿼리 및 분석.
+- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — Neon Serverless Postgres를 사용하여 Postgres 데이터베이스를 생성하고 관리하기 위한 MCP 서버
+- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — 텍스트-SQL LLM으로 XiyanSQL을 사용하여 자연어 쿼리로 데이터베이스에서 데이터를 가져오는 것을 지원하는 MCP 서버.
+- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – 주요 데이터베이스를 지원하는 범용 데이터베이스 MCP 서버.
+- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDB 쿼리를 위한 MCP 서버.
+- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - InfluxDB OSS API v2에 대한 쿼리 실행.
+- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheets와 상호 작용하기 위한 모델 컨텍스트 프로토콜 서버. 이 서버는 Google Sheets API를 통해 스프레드시트를 생성, 읽기, 업데이트 및 관리하는 도구를 제공합니다.
+- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - Qdrant MCP 서버
+
+### 💻 <a name="developer-tools"></a>개발자 도구
+
+개발 워크플로우 및 환경 관리를 향상시키는 도구 및 통합.
+
+- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 최고의 21st.dev 디자인 엔지니어에게서 영감을 받은 맞춤형 UI 컴포넌트 생성.
+- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Opik이 캡처한 LLM 관찰 가능성, 추적 및 모니터링 데이터와 자연어로 대화합니다.
+- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 코딩 에이전트가 Figma 데이터에 직접 접근하여 디자인 구현을 한 번에 완료하도록 돕습니다.
+- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - MCP를 통한 Docker 컨테이너 관리 및 운영
+- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - JSON, 텍스트, HTML 데이터를 유연하게 가져오는 MCP 서버
+- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - 프로젝트 관리, 파일 작업 및 빌드 자동화를 위한 Xcode 통합
+- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Open API 사양(v3)을 사용하여 모든 HTTP/REST API 서버 연결
+- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - JetBrains IDE에 연결
+- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 라인 지향 텍스트 파일 편집기. 토큰 사용량을 최소화하기 위해 효율적인 부분 파일 접근으로 LLM 도구에 최적화됨.
+- [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - iOS 시뮬레이터를 제어하는 MCP 서버
+- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - iOS 개발자를 위한 App Store Connect API와 통신하는 MCP 서버
+- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - LLM이 코드를 작성할 때 최신 안정 패키지 버전을 제안하도록 돕는 MCP 서버.
+- [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - [Postman API](https://www.postman.com/postman/postman-public-workspace/)와 상호 작용
+- [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - Pandoc을 사용하여 Markdown, HTML, PDF, DOCX(.docx), csv 등 원활한 문서 형식 변환을 위한 MCP 서버.
+- [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 이 MCP 서버는 wget을 사용하여 전체 웹사이트를 다운로드하는 도구를 제공합니다. 웹사이트 구조를 보존하고 로컬에서 작동하도록 링크를 변환합니다.
+- [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - 동일한 MCP 서버의 여러 격리된 인스턴스가 고유한 네임스페이스와 구성으로 독립적으로 공존할 수 있도록 하는 미들웨어 서버.
+- [@j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - [SQLGlot](https://github.com/tobymao/sqlglot)을 사용하여 SQL 분석, 린팅 및 방언 변환을 제공하는 MCP 서버
+- [@haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - 워크북 생성, 데이터 작업, 서식 지정 및 고급 기능(차트, 피벗 테이블, 수식)을 제공하는 Excel 조작 서버.
+- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 iOS Xcode 워크스페이스/프로젝트를 빌드하고 오류를 llm에 피드백합니다.
+- [@jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - 중단점 및 표현식 평가를 통해 (언어에 구애받지 않는) 자동 디버깅을 가능하게 하는 MCP 서버 및 VS Code 확장 프로그램.
+- [@Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - macOS 키체인을 사용하여 프로젝트 간에 API 키를 안전하게 저장하고 접근하기 위한 개인 MCP(모델 컨텍스트 프로토콜) 서버.
+- [@xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠  - JVM 기반 MCP(모델 컨텍스트 프로토콜) 서버의 구현 프로젝트.
+- [@yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - 공식 클라이언트를 사용하여 [Apache Airflow](https://airflow.apache.org/)에 연결하는 MCP 서버.
+- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - MCP를 통해 AI로 안드로이드 장치를 제어하여 장치 제어, 디버깅, 시스템 분석 및 포괄적인 보안 프레임워크를 통한 UI 자동화 가능.
+- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 인시던트 관리 플랫폼 [Rootly](https://rootly.com/)를 위한 MCP 서버.
+- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - 아름다운 대화형 마인드맵 생성을 위한 모델 컨텍스트 프로토콜(MCP) 서버.
+- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - MCP를 사용한 Claude Code 기능 구현으로, 포괄적인 도구 지원을 통해 AI 코드 이해, 수정 및 프로젝트 분석 가능.
+- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - [Firefly](https://firefly.ai)를 사용하여 클라우드 리소스를 통합, 검색, 관리 및 코드화합니다.
+- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - 에이전트가 학습되지 않은 API로 작업할 수 있도록 타입스크립트 API 정보를 효율적으로 제공하는 MCP 서버
+
+### 🧮 데이터 과학 도구
+
+데이터 탐색, 분석을 단순화하고 데이터 과학 워크플로우를 향상시키기 위해 설계된 통합 및 도구.
+- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Chronulus AI 예측 및 예측 에이전트로 무엇이든 예측하세요.
+- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - 거의 모든 파일이나 웹 콘텐츠를 마크다운으로 변환하는 MCP 서버
+- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - .csv 기반 데이터셋에 대한 자율적인 데이터 탐색을 가능하게 하여 최소한의 노력으로 지능적인 통찰력 제공.
+
+### 📂 <a name="file-systems"></a>파일 시스템
+
+구성 가능한 권한으로 로컬 파일 시스템에 직접 접근을 제공합니다. AI 모델이 지정된 디렉토리 내에서 파일을 읽고, 쓰고, 관리할 수 있게 합니다.
+
+- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 로컬 파일 시스템 직접 접근.
+- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Google Drive 통합
+- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - 파일 목록 조회, 읽기 및 검색을 위한 Box 통합
+- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - 로컬 파일 시스템 접근을 위한 Golang 구현.
+- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Everything SDK를 사용한 빠른 Windows 파일 검색
+- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - MCP 또는 클립보드를 통해 LLM과 코드 컨텍스트 공유
+- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - Quarkus를 사용하여 Java로 구현된 파일 탐색 및 편집을 허용하는 파일 시스템. jar 또는 네이티브 이미지로 사용 가능.
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Apache OpenDAL™을 사용하여 모든 스토리지에 접근
+
+### 💰 <a name="finance--fintech"></a>금융 및 핀테크
+
+금융 데이터 접근 및 암호화폐 시장 정보. 실시간 시장 데이터, 암호화폐 가격 및 금융 분석 쿼리를 가능하게 합니다.
+
+- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Heurist Mesh 네트워크를 통해 블록체인 분석, 스마트 계약 보안 감사, 토큰 메트릭 평가 및 온체인 상호 작용을 위한 특화된 웹3 AI 에이전트에 접근합니다. 여러 블록체인에 걸쳐 DeFi 분석, NFT 가치 평가 및 트랜잭션 모니터링을 위한 포괄적인 도구를 제공합니다.
+- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - 온체인 도구를 위한 Base 네트워크 통합으로, Base 네트워크 및 Coinbase API와 상호 작용하여 지갑 관리, 자금 이체, 스마트 계약 및 DeFi 운영 가능
+- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - CoinCap의 공개 API를 사용한 실시간 암호화폐 시장 데이터 통합으로, API 키 없이 암호화폐 가격 및 시장 정보 접근 제공
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - 암호화폐 목록 및 시세를 가져오기 위한 Coinmarket API 통합
+- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - 주식 및 암호화폐 정보를 모두 가져오기 위한 Alpha Vantage API 통합
+- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastytrade에서의 거래 활동을 처리하기 위한 Tastyworks API 통합
+- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - 옵션 추천을 포함한 주식 시장 데이터를 가져오기 위한 Yahoo Finance 통합
+- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - 30개 이상의 EVM 네트워크를 위한 포괄적인 블록체인 서비스, 네이티브 토큰, ERC20, NFT, 스마트 계약, 트랜잭션 및 ENS 확인 지원.
+- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - 스마트 계약과 상호 작용하고 트랜잭션 및 토큰 정보를 쿼리하는 Bankless Onchain API
+- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - CryptoPanic 기반의 최신 암호화폐 뉴스를 AI 에이전트에게 제공.
+- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - 암호화폐 고래 거래 추적을 위한 mcp 서버.
+- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - 실시간 및 과거의 암호화폐 공포 및 탐욕 지수 데이터 제공.
+- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - Dune Analytics 데이터를 AI 에이전트에게 연결하는 mcp 서버.
+- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - Pancake Swap에서 새로 생성된 풀을 추적하는 MCP 서버.
+- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - 여러 블록체인에서 Uniswap에 새로 생성된 유동성 풀을 추적하는 MCP 서버.
+- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - 여러 블록체인에서 Uniswap DEX의 토큰 스왑을 자동화하는 AI 에이전트를 위한 MCP 서버.
+- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - 여러 블록체인에서 ERC-20 토큰을 발행하는 도구를 AI 에이전트에게 제공하는 MCP 서버.
+- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - The Graph의 인덱싱된 블록체인 데이터로 AI 에이전트를 강화하는 MCP 서버.
+- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 암호화폐 가격을 가져오기 위한 Bitget API.
+
+### 🎮 <a name="gaming"></a>게임
+
+게임 관련 데이터, 게임 엔진 및 서비스와의 통합
+
+- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - Godot 게임 엔진과 상호 작용하기 위한 MCP 서버, Godot 프로젝트에서 장면 편집, 실행, 디버깅 및 관리 도구 제공.
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 실시간 판타지 프리미어 리그 데이터 및 분석 도구를 위한 MCP 서버.
+- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - 게임 개발을 위한 Unity3d 게임 엔진 통합용 MCP 서버
+
+### 🧠 <a name="knowledge--memory"></a>지식 및 메모리
+
+지식 그래프 구조를 사용한 영구 메모리 저장. AI 모델이 세션 간에 구조화된 정보를 유지하고 쿼리할 수 있게 합니다.
+- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 컨텍스트 유지를 위한 지식 그래프 기반 영구 메모리 시스템
+- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AI 역할극 및 스토리 생성에 중점을 둔 향상된 그래프 기반 메모리
+- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - 다양한 그래프 및 벡터 저장소를 사용하고 30개 이상의 데이터 소스에서 수집을 허용하는 AI 앱 및 에이전트용 메모리 관리자
+- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - 벡터 검색을 통해 문서를 검색하고 처리하는 도구를 제공하는 MCP 서버 구현으로, AI 어시스턴트가 관련 문서 컨텍스트로 응답을 보강할 수 있도록 지원합니다.
+- [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - LLM이 Zotero 클라우드의 컬렉션 및 소스와 함께 작업할 수 있도록 하는 커넥터
+- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI 요약 MCP 서버, 여러 콘텐츠 유형 지원: 일반 텍스트, 웹 페이지, PDF 문서, EPUB 책, HTML 콘텐츠
+- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Slack, Discord, 웹사이트, Google Drive, Linear 또는 GitHub에서 무엇이든 Graphlit 프로젝트로 수집한 다음 Cursor, Windsurf 또는 Cline과 같은 MCP 클라이언트 내에서 관련 지식을 검색하고 검색합니다.
+- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 코딩 선호도 및 패턴 관리를 돕는 Mem0용 모델 컨텍스트 프로토콜 서버로, Cursor 및 Windsurf와 같은 IDE에서 코드 구현, 모범 사례 및 기술 문서를 저장, 검색 및 의미론적으로 처리하는 도구를 제공합니다.
+
+### 🗺️ <a name="location-services"></a>위치 서비스
+
+지리 및 위치 기반 서비스 통합. 지도 데이터, 길찾기 및 장소 정보에 대한 접근을 가능하게 합니다.
+
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - 위치 서비스, 경로 안내 및 장소 세부 정보를 위한 Google 지도 통합
+- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 모든 시간대의 시간에 접근하고 현재 현지 시간 확인
+- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - nominatim, ArcGIS, Bing을 위한 지오코딩 MCP 서버
+- [@briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️  - IPInfo API를 사용한 IP 주소 지리 위치 및 네트워크 정보
+- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - QGIS 데스크톱을 MCP를 통해 Claude AI에 연결합니다. 이 통합은 프롬프트 지원 프로젝트 생성, 레이어 로딩, 코드 실행 등을 가능하게 합니다.
+- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - IP 기반 위치 감지를 통한 주변 장소 검색을 위한 MCP 서버.
+
+### 🎯 <a name="marketing"></a>마케팅
+
+마케팅 콘텐츠 생성 및 편집, 웹 메타 데이터 작업, 제품 포지셔닝 및 편집 가이드 작업을 위한 도구.
+
+- [Open Strategy Partners 마케팅 도구](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - 글쓰기 스타일, 편집 코드, 제품 마케팅 가치 맵 생성을 포함한 Open Strategy Partners의 마케팅 도구 모음.
+
+### 📊 <a name="monitoring"></a>모니터링
+
+애플리케이션 모니터링 데이터 접근 및 분석. AI 모델이 오류 보고서 및 성능 지표를 검토할 수 있게 합니다.
+
+- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - 오류 추적 및 성능 모니터링을 위한 Sentry.io 통합
+- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - 충돌 보고 및 실제 사용자 모니터링을 위한 Raygun API V3 통합
+- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Metoro로 모니터링되는 쿠버네티스 환경 쿼리 및 상호 작용
+- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Grafana 인스턴스에서 대시보드 검색, 인시던트 조사 및 데이터 소스 쿼리
+- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Logfire를 통해 OpenTelemetry 추적 및 메트릭에 대한 접근 제공
+- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - 모델 컨텍스트 프로토콜(MCP)을 통해 시스템 메트릭을 노출하는 시스템 모니터링 도구. 이 도구를 사용하면 LLM이 MCP 호환 인터페이스를 통해 실시간 시스템 정보를 검색할 수 있습니다. (CPU, 메모리, 디스크, 네트워크, 호스트, 프로세스 지원)
+- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - 복잡성에서 보안 취약점에 이르기까지 10가지 중요한 차원에 걸쳐 지능적이고 프롬프트 기반 분석을 통해 AI 생성 코드 품질 향상
+
+### 🔎 <a name="search"></a>검색
+
+- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Brave의 검색 API를 사용한 웹 검색 기능
+- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes API를 사용하여 기사 검색
+- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI 소비를 위한 효율적인 웹 콘텐츠 가져오기 및 처리
+- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 검색 API 통합
+- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 모델 컨텍스트 프로토콜(MCP) 서버는 Claude와 같은 AI 어시스턴트가 웹 검색을 위해 Exa AI 검색 API를 사용할 수 있게 합니다. 이 설정은 AI 모델이 안전하고 통제된 방식으로 실시간 웹 정보를 얻을 수 있도록 합니다.
+- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - search1api를 통한 검색 (유료 API 키 필요)
+- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 검색 API
+- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 검색 API
+- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ArXiv 연구 논문 검색
+- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Google 검색 및 모든 주제에 대한 심층 웹 리서치 수행
+- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  arXiv에서 논문을 검색하고 읽기 위한 LLM용 MCP
+- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  PubMed에서 의료/생명 과학 논문을 검색하고 읽기 위한 MCP.
+- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - Apify의 오픈 소스 RAG 웹 브라우저 액터를 위한 MCP 서버로 웹 검색, URL 스크래핑 및 마크다운 형식으로 콘텐츠 반환 수행.
+- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - searXNG 인스턴스에 연결하기 위한 MCP 서버
+- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojure 라이브러리의 최신 의존성 정보를 위한 Clojars MCP 서버
+- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org)를 위한 모델 컨텍스트 프로토콜 서버
+- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - 해커 뉴스 검색, 인기 기사 가져오기 등을 위한 MCP 서버.
+- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 자동 주제 분류, 다국어 지원 및 [SerpAPI](https://serpapi.com/)를 통한 헤드라인, 기사 및 관련 주제를 포함한 포괄적인 검색 기능을 갖춘 Google 뉴스 통합.
+- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - [Trieve](https://trieve.ai)를 통해 데이터셋에서 정보를 크롤링, 임베딩, 청킹, 검색 및 검색합니다.
+- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - DuckDuckGo를 사용한 웹 검색
+- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - DuckDuckGo 검색 기능을 제공하는 TypeScript 기반 MCP 서버입니다.
+- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - 고급 검색, 비공개 심층 연구, 모든 것을 마크다운으로 변환하는 파일 추출 및 텍스트 청킹을 위한 [Vectorize](https://vectorize.io) MCP 서버.
+- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - Playwright 헤드리스 브라우저를 사용하여 웹 페이지 콘텐츠를 가져오는 MCP 서버, Javascript 렌더링 및 지능형 콘텐츠 추출 지원, 마크다운 또는 HTML 형식 출력.
+
+### 🔒 <a name="security"></a>보안
+
+- [dnstwist MCP 서버](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - 타이포스쿼팅, 피싱 및 기업 스파이 활동 탐지를 돕는 강력한 DNS 퍼징 도구인 dnstwist용 MCP 서버.
+- [Maigret MCP 서버](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - 다양한 공개 소스에서 사용자 계정 정보를 수집하는 강력한 OSINT 도구인 maigret용 MCP 서버. 이 서버는 소셜 네트워크에서 사용자 이름 검색 및 URL 분석 도구를 제공합니다.
+- [Shodan MCP 서버](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - Shodan API 및 Shodan CVEDB 쿼리를 위한 MCP 서버. 이 서버는 IP 조회, 장치 검색, DNS 조회, 취약점 쿼리, CPE 조회 등을 위한 도구를 제공합니다.
+- [VirusTotal MCP 서버](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - VirusTotal API 쿼리를 위한 MCP 서버. 이 서버는 URL 스캔, 파일 해시 분석 및 IP 주소 보고서 검색 도구를 제공합니다.
+- [ORKL MCP 서버](https://github.com/fr0gger/MCP_Security) 📇 🛡️ ☁️ - ORKL API 쿼리를 위한 MCP 서버. 이 서버는 위협 보고서 가져오기, 위협 행위자 분석 및 인텔리전스 소스 검색 도구를 제공합니다.
+- [Security Audit MCP 서버](https://github.com/qianniuspace/mcp-security-audit) 📇 🛡️ ☁️ 보안 취약점에 대해 npm 패키지 의존성을 감사하는 강력한 MCP(모델 컨텍스트 프로토콜) 서버. 실시간 보안 검사를 위한 원격 npm 레지스트리 통합으로 구축됨.
+- [ROADRecon MCP 서버](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 Azure 테넌트 열거에서 ROADrecon 수집 결과 분석을 위한 MCP 서버
+
+### 🏃 <a name="sports"></a>스포츠
+
+스포츠 관련 데이터, 결과 및 통계에 접근하기 위한 도구.
+
+- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - 자연어를 통해 사이클링 경주 데이터, 결과 및 통계에 접근합니다. firstcycling.com에서 출발 목록, 경주 결과 및 라이더 정보 검색 기능 포함.
+
+### 🚆 <a name="travel-and-transportation"></a>여행 및 교통
+
+여행 및 교통 정보 접근. 일정, 경로 및 실시간 여행 데이터 쿼리를 가능하게 합니다.
+
+- [Airbnb MCP 서버](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Airbnb 검색 및 숙소 세부 정보 가져오기 도구 제공.
+- [NS 여행 정보 MCP 서버](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - 네덜란드 철도(NS) 여행 정보, 일정 및 실시간 업데이트 접근
+- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 미국 국립 공원의 공원 세부 정보, 경고, 방문자 센터, 캠프장 및 이벤트에 대한 최신 정보를 제공하는 국립 공원 서비스 API 통합
+- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - LLM이 Tripadvisor API와 상호 작용할 수 있게 하는 MCP 서버로, 표준화된 MCP 인터페이스를 통해 위치 데이터, 리뷰 및 사진 지원
+
+### 🔄 <a name="version-control"></a>버전 관리
+
+Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표준화된 API를 통해 리포지토리 관리, 코드 분석, 풀 리퀘스트 처리, 이슈 추적 및 기타 버전 관리 작업을 가능하게 합니다.
+
+- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - 리포지토리 관리, PR, 이슈 등을 위한 GitHub API 통합
+- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - 프로젝트 관리 및 CI/CD 운영을 위한 GitLab 플랫폼 통합
+- [@oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Gitee API 통합, 리포지토리, 이슈 및 풀 리퀘스트 관리 등.
+- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 로컬 리포지토리 읽기, 검색 및 분석을 포함한 직접적인 Git 리포지토리 운영
+- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - LLM으로 GitHub 리포지토리 읽기 및 분석
+
+### 🛠️ <a name="other-tools-and-integrations"></a>기타 도구 및 통합
+
+- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 액터라고 알려진 3,000개 이상의 사전 구축된 클라우드 도구를 사용하여 웹사이트, 전자 상거래, 소셜 미디어, 검색 엔진, 지도 등에서 데이터 추출
+- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Contentful Space에서 콘텐츠, 콘텐츠 모델 및 에셋 업데이트, 생성, 삭제
+- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - OpenAI의 가장 똑똑한 모델과 채팅
+- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - 전체 소스 파일을 읽지 않고 AI 어시스턴트에게 패키지 문서 및 유형에 대한 스마트한 접근을 제공하는 토큰 효율적인 Go 문서 서버
+- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - MCP 프로토콜을 사용하여 Claude에서 직접 OpenAI 모델 쿼리
+- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP 프로토콜의 모든 기능을 실행하는 MCP 서버
+- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Phabricator API와 상호 작용
+- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - REST API를 통해 Obsidian과 상호 작용
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - Claude 데스크톱(또는 모든 MCP 클라이언트)이 마크다운 노트(예: Obsidian 보관소)를 포함하는 모든 디렉토리를 읽고 검색할 수 있도록 하는 커넥터입니다.
+- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - YouTube 자막 가져오기
+- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - TikTok 동영상과 상호 작용
+- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 개인 할 일 목록 관리를 위해 Notion의 API와 통합
+- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 자율 셸 실행, 컴퓨터 제어 및 코딩 에이전트. (Mac)
+- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - AI가 .ged 파일 및 유전 데이터 읽기 가능
+- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - AI가 로컬 Apple Notes 데이터베이스에서 읽기 가능 (macOS 전용)
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - 암호화폐 목록 및 시세를 가져오기 위한 Coinmarket API 통합
+- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Notion API와 상호 작용
+- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - 도구 또는 사전 정의된 프롬프트를 통해 MCP 프로토콜을 사용하여 OpenAI, MistralAI, Anthropic, xAI, Google AI 또는 DeepSeek에 요청 보내기. 공급업체 API 키 필요
+- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - MIRO 화이트보드 접근, 항목 대량 생성 및 읽기. REST API용 OAUTH 키 필요.
+- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Linear 프로젝트 관리 시스템과 통합
+- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - JQL 및 API를 통해 Jira 데이터 읽기 및 티켓 생성 및 편집 요청 실행.
+- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - CQL을 통해 Confluence 데이터 가져오기 및 페이지 읽기.
+- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Atlassian 제품(Confluence 및 Jira)용 MCP 서버. Confluence Cloud, Jira Cloud 및 Jira Server/Data Center 지원. Atlassian 작업 공간 전반에 걸쳐 콘텐츠 검색, 읽기, 생성 및 관리를 위한 포괄적인 도구 제공.
+- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Perplexity, Groq, xAI 등과 같은 다른 OpenAI SDK 호환 채팅 완료 API와 채팅
+- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  다른 MCP 서버를 설치해주는 MCP 서버.
+- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Perplexity API와 상호 작용.
+- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - 위키백과 기사 조회 API
+- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - 클라이언트 머신의 현지 시간 또는 NTP 서버의 현재 UTC 시간을 확인할 수 있는 MCP 서버
+- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  OpenAI 어시스턴트와 대화하기 위한 MCP (Claude는 모든 GPT 모델을 어시스턴트로 사용할 수 있음)
+- [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Claude에서 직접 HuggingFace Spaces 사용. 오픈 소스 이미지 생성, 채팅, 비전 작업 등 사용. 이미지, 오디오 및 텍스트 업로드/다운로드 지원.
+- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Claude 데스크톱 앱용 MCP 서버를 설치하고 관리하는 간단한 웹 UI.
+- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - MCP 서버 테스트용 CLI 도구
+- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - MCP 서버 테스트를 위한 또 다른 CLI 도구
+- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - VegaLite 형식 및 렌더러를 사용하여 가져온 데이터에서 시각화 생성.
+- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Home Assistant 데이터 접근 및 장치(조명, 스위치, 온도 조절기 등) 제어.
+- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 모델 컨텍스트 프로토콜 서버를 통해 모든 Home Assistant 음성 인텐트를 노출하여 홈 제어 가능.
+- [@magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Giphy API를 통해 Giphy의 방대한 라이브러리에서 GIF 검색 및 검색.
+- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 개발자를 위한 유용한 도구 모음, 엔지니어가 필요로 하는 거의 모든 것: confluence, Jira, Youtube, 스크립트 실행, 지식 기반 RAG, URL 가져오기, Youtube 채널 관리, 이메일, 캘린더, gitlab
+- [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - MacOS에서 애플리케이션을 나열하고 실행하는 MCP 서버
+- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - 다양한 형식의 날짜 및 시간 함수를 제공하는 MCP 서버
+- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - Wolfram Alpha API 쿼리를 위한 MCP 서버.
+- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - 이미지 생성을 위해 Amazon Nova Canvas 모델 사용.
+- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP 서버는 사용자가 Claude 또는 다른 MCP 호환 앱에서 직접 Midjourney/Flux/Kling/Hunyuan/Udio/Trellis로 미디어 콘텐츠를 생성할 수 있게 합니다.
+- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Dify 워크플로우 쿼리 및 실행 도구
+- [@pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ news.ycombinator.com(해커 뉴스)의 HTML 콘텐츠를 파싱하고 다양한 유형의 스토리(인기, 신규, 질문, 쇼, 채용)에 대한 구조화된 데이터 제공.
+- [@mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 타임스탬프 인덱싱, SQL/임베딩 저장소, 시맨틱 검색, LLM 기반 기록 분석 및 이벤트 트리거 작업을 통해 화면/오디오를 캡처하는 로컬 우선 시스템 - NextJS 플러그인 생태계를 통해 컨텍스트 인식 AI 에이전트 구축 가능.
+- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - AI가 Bear Notes에서 읽을 수 있도록 허용 (macOS 전용)
+- [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - JavaFX 캔버스에 그리기.
+- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ AI 클라이언트가 Attio CRM에서 레코드 및 노트를 관리할 수 있도록 허용
+- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ 이 모델 컨텍스트 프로토콜 서버의 Asana 구현은 Anthropic의 Claude 데스크톱 애플리케이션과 같은 MCP 클라이언트에서 Asana API와 통신할 수 있게 합니다.
+- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - WebSocket으로 MCP 서버 래핑 ([kitbitz](https://github.com/nick1udwig/kibitz)와 함께 사용하기 위해)
+- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ AI 모델이 비트코인과 상호 작용하여 키 생성, 주소 유효성 검사, 트랜잭션 디코딩, 블록체인 쿼리 등을 할 수 있도록 하는 모델 컨텍스트 프로토콜(MCP) 서버.
+- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - 신체 운동 추적 앱인 Strava용 MCP 서버
+- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - 수면 추적 앱인 Oura용 MCP 서버
+- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - 채팅에서 배운 내용을 기억하기 위해 [Rember](https://rember.com)에 간격 반복 플래시 카드 만들기.
+- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - LLM이 모델 컨텍스트 프로토콜(MCP)을 사용하여 Raindrop.io 북마크와 상호 작용할 수 있도록 하는 통합.
+- [@makehq/mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - [Make](https://www.make.com/) 시나리오를 AI 어시스턴트가 호출할 수 있는 도구로 변환합니다.
+- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 화면 GUI 자동 조작.
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ AI 모델이 [Kibela](https://kibe.la/)와 상호 작용할 수 있도록 허용
+- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - AI가 GraphQL 서버를 쿼리할 수 있도록 허용
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Replicate의 API를 통해 이미지 생성 기능 제공.
+- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - RabbitMQ와의 상호 작용(관리 작업, 메시지 인큐/디큐) 가능
+- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Spotify 재생 제어 및 재생 목록 관리.
+- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - 키보드 입력, 마우스 이동과 같은 명령을 실행할 수 있는 MCP 서버
+- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - 기본적인 로컬 taskwarrior 사용(작업 추가, 업데이트, 제거)을 위한 MCP 서버
+
+## 프레임워크
+
+- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 파이썬으로 MCP 서버를 구축하기 위한 고수준 프레임워크
+- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - 타입스크립트로 MCP 서버를 구축하기 위한 고수준 프레임워크
+- [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - 함수형 테스트를 포함하여 선언적으로 MCP 서버를 작성하기 위한 Golang 라이브러리
+- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – [Genkit](https://github.com/firebase/genkit/tree/main)과 모델 컨텍스트 프로토콜(MCP) 간의 통합 제공.
+- [LiteMCP](https://github.com/wong2/litemcp) 📇 - JavaScript/TypeScript로 MCP 서버를 구축하기 위한 고수준 프레임워크
+- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - MCP 서버 및 클라이언트 구축을 위한 Golang SDK.
+- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) 📇 - MCP 서버 구축을 위한 빠르고 우아한 타입스크립트 프레임워크
+- [mcp-proxy](https://github.com/punkpeye/mcp-proxy) - 📇 `stdio` 전송을 사용하는 MCP 서버를 위한 타입스크립트 SSE 프록시.
+- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Rust용 MCP CLI 서버 템플릿
+- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - 타입 안전성에 중점을 둔 MCP 서버 구축을 위한 Golang 프레임워크
+- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - LangChain에서 MCP 도구 호출 지원을 제공하여 MCP 도구를 LangChain 워크플로우에 통합 가능.
+- [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣ 🏠 - NativeAOT 호환성으로 .NET 9에서 MCP 서버를 구축하기 위한 C# SDK ⚡ 🔌
+- [spring-projects-experimental/spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - 다양한 플러그형 전송 옵션으로 MCP 클라이언트 및 MCP 서버 구축을 위한 Java SDK 및 Spring 프레임워크 통합.
+- [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - 리소스 언급 및 프롬프트 명령을 위한 모델 컨텍스트 프로토콜(MCP)을 구현하는 CodeMirror 확장 프로그램.
+- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - Quarkus를 사용하여 MCP 서버를 구축하기 위한 Java SDK.
+- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - 간단하고 구성 가능한 패턴을 사용하여 MCP 서버로 효과적인 에이전트 구축.
+- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - modelcontextprotocol.io에서 가져온 MCP 서버 및 MCP 클라이언트로 효과적인 에이전트를 구축하기 위한 Scala MCP 프레임워크.
+
+## 유틸리티
+
+- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - 예제 서버 및 MCP 클라이언트가 포함된 MCP stdio에서 HTTP SSE 전송 게이트웨이.
+- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 – LangChain.js에서 MCP 제공 도구 사용
+- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) 📇 - MCP SSE 서버용 게이트웨이 데모.
+- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 🏎️ -  대규모 언어 모델(LLM)이 모델 컨텍스트 프로토콜(MCP)을 통해 외부 도구와 상호 작용할 수 있도록 하는 CLI 호스트 애플리케이션.
+- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 📇 - 클라우드 기반 AI 서비스가 HTTP/HTTPS 요청을 통해 로컬 Stdio 기반 MCP 서버에 접근할 수 있도록 하는 작은 도구.
+- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 – 기존의 모든 openAI 호환 클라이언트에서 mcp를 사용하기 위한 openAI 미들웨어 프록시
+- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – MCP stdio에서 SSE 전송 게이트웨이.
+- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – 수직 AI 에이전트 구축 프레임워크
+- [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) 🐍 ☁️ -  현재 IP를 기반으로 현재 위치를 정확히 알려주는 경량 mcp 서버.
+- [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) 🐍 ☁️ - 현재 시간을 정확히 알려주는 경량 mcp 서버.
+- [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) 🐍 🏠 - 현재 사용자가 누구인지 정확히 알려주는 경량 MCP 서버.
+- [flux159/mcp-chat](https://github.com/flux159/mcp-chat) 📇🖥️ - 모든 MCP 서버와 채팅하고 연결하는 CLI 기반 클라이언트. MCP 서버 개발 및 테스트 중에 유용합니다.
+- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 여러 MCP 리소스 서버를 단일 http 서버를 통해 집계하고 제공하는 MCP 프록시 서버.
+
+## 팁과 요령
+
+### LLM에게 MCP 사용 방법을 알리는 공식 프롬프트
+
+Claude에게 모델 컨텍스트 프로토콜에 대해 물어보고 싶으신가요?
+
+프로젝트를 생성한 다음 이 파일을 추가하세요:
+
+https://modelcontextprotocol.io/llms-full.txt
+
+Claude에게 MCP 서버 작성 및 작동 방식에 대한 질문해보세요!
+
+- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
+
+## 스타 히스토리
+
+<a href="https://star-history.com/#punkpeye/awesome-mcp-servers&Date">
+ <picture>
+   <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date&theme=dark" />
+   <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
+   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
+ </picture>
+</a>

README-zh.md

@@ -1,23 +1,36 @@
 # 精选的 MCP 服务器 [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
 
 [![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
-[![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
+[![繁體中文](https://img.shields.io/badge/中文文件-點擊查看-orange)](README-zh_TW.md)
+[![简体中文](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
 [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
+[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
 [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
 [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
 
 精选的优秀模型上下文协议 (MCP) 服务器列表。
 
-* [什么是MCP？](#what-is-mcp)
-* [教程](#tutorials)
-* [Server 实现](#server-implementations)
-* [框架](#frameworks)
-* [提示和技巧](#tips-and-tricks)
+* [什么是MCP？](#什么是MCP？)
+* [客户端](#客户端)
+* [教程](#教程)
+* [社区](#社区)
+* [说明](#说明)
+* [Server 实现](#服务器实现)
+* [框架](#框架)
+* [实用工具](#实用工具)
+* [提示和技巧](#提示和技巧)
 
 ## 什么是MCP？
 
 [MCP](https://modelcontextprotocol.io/) 是一种开放协议，通过标准化的服务器实现，使 AI 模型能够安全地与本地和远程资源进行交互。此列表重点关注可用于生产和实验性的 MCP 服务器，这些服务器通过文件访问、数据库连接、API 集成和其他上下文服务来扩展 AI 功能。
 
+## 客户端
+
+查看 [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) 和 [glama.ai/mcp/clients](https://glama.ai/mcp/clients)。
+
+> [!TIP] 
+> [Glama Chat](https://glama.ai/chat)是一款支持MCP的多模态AI客户端，并集成[AI网关](https://glama.ai/gateway)功能。
+
 ## 教程
 
 * [Model Context Protocol (MCP) 快速开始](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
@@ -30,35 +43,51 @@
 
 ## 说明
 
-* 🎖️ – 正式实施
-* 🐍 – Python 代码库
-* 📇 – TypeScript 代码库
-* 🏎️ – Go 代码库
-* #️⃣ – C# 代码库
-* ☁️ - 云服务
-* 🏠 - 本地服务
-* 🍎 – For macOS
-* 🪟 – For Windows
+* 🎖️ – 官方实现
+* 编程语言
+  * 🐍 – Python 代码库
+  * 📇 – TypeScript 代码库
+  * 🏎️ – Go 代码库
+  * 🦀 – Rust 代码库
+  * #️⃣ - C# 代码库
+  * ☕ - Java 代码库
+* 范围
+  * ☁️ - 云服务
+  * 🏠 - 本地服务
+* 操作系统
+  * 🍎 – For macOS
+  * 🪟 – For Windows
+  * 🐧 - For Linux
 
+
+> [!NOTE]
+> 关于本地 🏠 和云 ☁️ 的区别：
+> * 当 MCP 服务器与本地安装的软件通信时使用本地服务，例如控制 Chrome 浏览器。
+> * 当 MCP 服务器与远程 API 通信时使用网络服务，例如天气 API。
 ## 服务器实现
 
 > [!NOTE]
 > 我们现在有一个与存储库同步的[基于 Web 的目录](https://glama.ai/mcp/servers)。
 
 * 📂 - [浏览器自动化](#browser-automation)
+* 🎨 - [艺术与文化](#art-and-culture)
 * ☁️ - [云平台](#cloud-platforms)
 * 🖥️ - [命令行](#command-line)
 * 💬 - [社交](#communication)
-* 👤 - [数据平台](#customer-data-platforms)
+* 👤 - [客户数据平台](#customer-data-platforms)
 * 🗄️ - [数据库](#databases)
 * 🛠️ - [开发者工具](#developer-tools)
+* 🧮 - [数据科学工具](#data-science-tools)
 * 📂 - [文件系统](#file-systems)
-* 💰 - [Finance & Fintech](#finance--fintech)
+* 💰 - [金融与金融科技](#finance--fintech)
+* 🎮 - [游戏](#gaming)
 * 🧠 - [知识与记忆](#knowledge--memory)
 * 🗺️ - [位置服务](#location-services)
+* 🎯 - [营销](#marketing)
 * 📊 - [监测](#monitoring)
 * 🔎 - [搜索](#search)
 * 🔒 - [安全](#security)
+* 🏃 - [体育](#sports)
 * 🚆 - [旅行与交通](#travel-and-transportation)
 * 🔄 - [版本控制](#version-control)
 * 🛠️ - [其他工具和集成](#other-tools-and-integrations)
@@ -72,20 +101,45 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [@modelcontextprotocol/server-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
 - [@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。
+- [@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。
+- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - 从任何网站提取结构化数据。只需输入提示即可获取JSON。
+
+### 🎨 <a name="art-and-culture"></a>艺术与文化
+
+提供艺术收藏、文化遗产和博物馆数据库的访问与探索。让 AI 模型能够搜索和分析艺术文化内容。
+
+- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - 从您的视频集合中添加、分析、搜索和生成视频剪辑
+- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 荷兰国立博物馆 API 集成，支持艺术品搜索、详情查询和收藏品浏览
+- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 集成 AniList API 获取动画和漫画信息的 MCP 服务器
 
 ### ☁️ <a name="cloud-platforms"></a>云平台
 
 云平台服务集成。实现与云基础设施和服务的管理和交互。
 
 - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成，包括 Workers、KV、R2 和 D1
+- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - 一款轻量但功能强大的服务器，使AI助手能够在支持多架构的安全Docker环境中执行AWS CLI命令、使用Unix管道，并为常见AWS任务应用提示模板。
 - [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通过 MCP 操作 Kubernetes 集群
 - [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 使用 Typescript 实现 Kubernetes 集群中针对 pod、部署、服务的操作。
+- [@manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 一个功能强大的Kubernetes MCP服务器，额外支持OpenShift。除了为**任何**Kubernetes资源提供CRUD操作外，该服务器还提供专用工具与您的集群进行交互。
+- [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。
+- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - 一个Terraform MCP服务器，允许AI助手管理和操作Terraform环境，实现读取配置、分析计划、应用配置以及管理Terraform状态的功能。
+- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - 提供对 Netskope Private Access 环境中所有组件的访问权限，包含详细的设置信息和 LLM 使用示例。
+- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - 提供对 VMware ESXi/vCenter 管理服务器，提供简单的 REST API 接口来管理虚拟机。
+- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 提供 Kubernetes 集群资源管理, 深度分析集群和应用的健康状态
+- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 提供对 Netskope Private Access 环境中所有组件的访问权限，包含详细的设置信息和 LLM 使用示例。
+- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 提供MCP多集群k8s管理操作，提供管理界面、日志，内置近50种工具，覆盖常见运维开发场景，支持常规资源、CRD资源。
 
-### 🖥️ <a name="command-line"></a>Command Line
+### 🖥️ <a name="command-line"></a>命令行
 
 运行命令、捕获输出以及以其他方式与 shell 和命令行工具交互。
 
-- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - 使用“run_command”和“run_script”工具运行任何命令。
+- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - 一个为 iTerm 终端提供访问能力的 MCP 服务器。您可以执行命令，并就终端中看到的内容进行提问交互。
+- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - 使用`run_command`和`run_script`工具运行任何命令。
 - [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - 具有安全执行和可定制安全策略的命令行界面
 - [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) 实现模型上下文协议 (MCP) 的安全 shell 命令执行服务器
 
@@ -93,58 +147,124 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 
 与通讯平台集成，实现消息管理和渠道运营。使AI模型能够与团队沟通工具进行交互。
 
+- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - 用于管理 Google Tasks 的 MCP 服务器
 - [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - MCP 服务器通过模型上下文协议 (MCP) 提供对 iMessage 数据库的安全访问，使 LLM 能够通过适当的电话号码验证和附件处理来查询和分析 iMessage 对话
 - [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - 用于频道管理和消息传递的 Slack 工作区集成
 - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky 实例集成，用于查询和交互
 - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - 与 Gmail 和 Google 日历集成。
+- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - 与 Twitter 搜索和时间线进行交互
+- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️  - MCP服务器 Tools 应用程序，用于向企业微信群机器人发送各种类型的消息。
+- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - Nostr MCP 服务器，支持与 Nostr 交互，可发布笔记等功能。
+- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - 🐍 ☁️ - 一款专为 Inbox Zero 设计的MCP服务器。在Gmail基础上新增功能，例如识别需要回复或跟进处理的邮件。
+- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - 一款通过模型上下文协议（MCP）安全连接iMessage数据库的MCP服务器，支持大语言模型查询与分析iMessage对话。该系统具备完善的电话号码验证、附件处理、联系人管理、群聊操作功能，并全面支持消息收发。
+- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 这是一个与VRChat API交互的MCP服务器。您可以获取VRChat的好友、世界、化身等信息。
+- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - 一个用于连接Google Tasks API的MCP服务器
+- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) 通过使用 ntfy 向手机发送通知，实时更新信息的 MCP 服务器。
 
-### 👤 <a name="customer-data-platforms"></a>数据平台
+### 👤 <a name="customer-data-platforms"></a>客户数据平台
 
 提供对客户数据平台内客户资料的访问
 
 - [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - MCP 服务器用于访问和更新 Apache Unomi CDP 服务器上的配置文件。
 - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍☁️ - 使用模型上下文协议将任何开放数据连接到任何 LLM。
 - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍☁️ - MCP 服务器可从任何 MCP 客户端与 Tinybird Workspace 进行交互。
+- [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - 连接 [iaptic](https://www.iaptic.com) 平台，让您轻松查询客户购买记录、交易数据以及应用营收统计信息。
 
 ### 🗄️ <a name="databases"></a>数据库
 
 具有模式检查功能的安全数据库访问。支持使用可配置的安全控制（包括只读访问）查询和分析数据。
 
+- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - 阿里云表格存储(Tablestore)的 MCP 服务器实现，特性包括添加文档、基于向量和标量进行语义搜索、RAG友好。
+- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - 集成 Elasticsearch 的 MCP 服务器实现
 - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable 数据库集成，具有架构检查、读写功能
+- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - 将AI工具直接连接至Airtable。通过自然语言查询、创建、更新及删除记录。通过标准化MCP接口实现的功能包括：基库管理、表格操作、结构修改、记录筛选以及数据迁移。
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery 数据库集成了架构检查和查询功能
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB 数据库集成，包括表结构的建立 DDL 和 SQL 的执行
+- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB数据库集成，具备模式检查与查询功能
 - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery 集成的服务器实现，可实现直接 BigQuery 数据库访问和查询功能
+- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 集成 Apache Kafka 和 Timeplus。可以获取Kafka中的最新数据，并通过 Timeplus 来 SQL 查询。
+- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - 集成 Convex 数据库，用于查看表结构、函数及执行一次性查询([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
+- [@gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - 包括认证、Firestore和存储在内的Firebase服务。
+- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - 用于Apache Kafka和Timeplus的MCP服务器。能够列出Kafka主题、轮询Kafka消息、将Kafka数据本地保存，并通过Timeplus使用SQL查询流数据。
+- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式账本数据库，支持多用户数据同步
 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 数据库集成可配置的访问控制、模式检查和全面的安全指南
 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 基于 Node.js 的 MySQL 数据库集成，提供安全的 MySQL 数据库操作
+- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – 一款基于Golang构建的高性能多数据库MCP服务器，支持MySQL和PostgreSQL（即将支持NoSQL）。内置查询执行、事务管理、模式探索、查询构建以及性能分析工具，与Cursor无缝集成优化数据库工作流程。
 - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能
 - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作
 - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 服务器用于管理和创建 Supabase 中的项目和组织
 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能
+- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - 用于查询和访问Trino集群数据的Trino MCP服务器。 
+- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP服务器 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
+- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens：功能全面的MongoDB数据库MCP服务器
 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能够直接与数据库交互。
-- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查询和 API 功能
 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文协议服务器
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查询和 API 功能
 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB 数据库集成了collection和index的基本信息介绍，并提供向量存储和查询的功能.
 - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j 的模型上下文协议
+- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) 🐍 ☁️ - Nile 的 Postgres 平台 MCP 服务器 - 使用 LLM 管理和查询 Postgres 数据库、租户、用户和认证
+- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake 集成实现，支持读取和（可选）写入操作，并具备洞察跟踪功能
 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一个 MCP 服务器，通过模型上下文协议 （MCP） 提供对 SQLite 数据库的安全只读访问。该服务器是使用 FastMCP 框架构建的，它使 LLM 能够探索和查询具有内置安全功能和查询验证的 SQLite 数据库。
 - [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。
+- [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
+- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ -  查询并分析开源监控系统Prometheus。
+- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — 用于通过 Neon Serverless Postgres 创建和管理 Postgres 数据库的MCP服务器
+- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — 一个支持通过自然语言查询从数据库获取数据的MCP服务器，由XiyanSQL作为文本转SQL的大语言模型提供支持。
+- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – 支持主流数据库的通用数据库MCP服务器。
+- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - 查询 GreptimeDB 的 MCP 服务。
+- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - 针对 InfluxDB OSS API v2 运行查询
+- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - 一个用于与 Google Sheets 交互的模型上下文协议服务器。该服务器通过 Google Sheets API 提供创建、读取、更新和管理电子表格的工具。
+- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - 一个Qdrant MCP服务器
 
 ### 💻 <a name="developer-tools"></a>开发者工具
 
 增强开发工作流程和环境管理的工具和集成。
 
+- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - 打造受21世纪顶尖设计工程师启发的精致UI组件。
+- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - 使用自然语言与您的LLM可观测性、Opik捕获的追踪和监控数据进行对话。
+- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - 为编码代理提供直接访问Figma数据的权限，助力其一次性完成设计实现。
 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通过 MCP 进行 Docker 容器管理和操作
+- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - 一个灵活获取 JSON、文本和 HTML 数据的 MCP 服务器
+- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode 集成，支持项目管理、文件操作和构建自动化
 - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - 使用开放 API 规范 (v3) 连接任何 HTTP/REST API 服务器
 - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - 连接到 JetBrains IDE
 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件编辑器。针对 LLM 工具进行了优化，具有高效的部分文件访问功能，可最大限度地减少令牌使用量。
 - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用于控制 iOS 模拟器的 MCP 服务器
 - [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - 一个 MCP 服务器，用于与 iOS 开发者的 App Store Connect API 进行通信
-- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📦 🏠 - MCP 服务器可帮助 LLM 在编写代码时建议最新的稳定软件包版本。
+- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - MCP 服务器可帮助 LLM 在编写代码时建议最新的稳定软件包版本。
+- [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
+- [@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
+- [@haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - 一个Excel操作服务器，提供工作簿创建、数据操作、格式设置及高级功能（图表、数据透视表、公式）。
+- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 构建iOS Xcode工作区/项目并将错误反馈给LLM。
+- [@jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - 一个MCP服务器及VS Code扩展，支持通过断点和表达式评估实现（语言无关的）自动调试。
+- [@Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - 一个个人MCP（模型上下文协议）服务器，用于通过macOS钥匙串安全存储和跨项目访问API密钥。
+- [@xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠  - 一个基于JVM的MCP（模型上下文协议）服务器的实现项目。
+- [@yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - 使用官方客户端连接至[Apache Airflow](https://airflow.apache.org/)的MCP服务器。
+- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - 通过MCP利用AI控制安卓设备，实现设备操控、调试、系统分析及UI自动化，并配备全面的安全框架。
+- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 用于事件管理平台 Rootly](https://rootly.com/) 的 MCP 服务器
+- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - 用于生成漂亮交互式思维导图mindmap的模型上下文协议（MCP）服务器。
+- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 用于本地压缩各种图片格式的 MCP 服务器。
+- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - 使用 MCP 实现的 Claude Code 功能，支持 AI 代码理解、修改和项目分析，并提供全面的工具支持。
+- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - 使用 Gradle Tooling API 来检查项目、执行任务并在每个测试的级别进行测试结果报告的 Gradle 集成
+- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - 集成、发现、管理并通过[Firefly](https://firefly.ai)规范化云资源。
+- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 支持对 [Apache APISIX](https://github.com/apache/apisix) 网关中所有资源进行查询和管理的 MCP 服务。
+- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - 用于与 iOS 模拟器交互的模型上下文协议 (MCP) 服务器。此服务器允许您通过获取有关 iOS 模拟器的信息、控制 UI 交互和检查 UI 元素来与 iOS 模拟器交互。
+- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - 支持对 [Higress](https://github.com/alibaba/higress/blob/main/README_ZH.md) 网关进行全面的配置和管理。
+- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP服务器让LLM能够了解您的OpenAPI规范的所有信息，以发现、解释和生成代码/模拟数据
+- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - 无缝集成任何 API 与 AI 代理（通过 OpenAPI 架构）
 
-### 🧮 数据科学工具
+### 🧮 <a name="data-science-tools"></a>数据科学工具
 
 旨在简化数据探索、分析和增强数据科学工作流程的集成和工具。
 
 - [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - 支持对基于 .csv 的数据集进行自主数据探索，以最小的成本提供智能见解。
+- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - 一个 MCP 服务器，可将几乎任何文件或网络内容转换为 Markdown
+- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - 实现基于.csv数据集的自动数据探索，提供最少工作量的智能化洞察。
 
 ### 📂 <a name="file-systems"></a>文件系统
 
@@ -152,14 +272,46 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 
 - [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/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
+- [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
 - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - 用于本地文件系统访问的 Golang 实现。
+- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - 使用 Everything SDK 实现的快速 Windows 文件搜索
+- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - 通过 MCP 或剪贴板与 LLM 共享代码上下文
+- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - 一个基于Java和Quarkus实现的文件系统，支持浏览和编辑文件。提供jar包或原生镜像两种形式。
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - 使用 Apache OpenDAL™ 访问任何存储
+- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 📇 🏠 - 文件合并工具，适配AI Chat长度限制
 
-### 💰 <a name="finance--fintech"></a>金融 & 金融科技
+### 💰 <a name="finance--fintech"></a>金融与金融科技
 
 金融数据访问和加密货币市场信息。支持查询实时市场数据、加密货币价格和财务分析。
 
+- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - 通过Heurist Mesh网络访问专业化的web3 AI代理，用于区块链分析、智能合约安全审计、代币指标评估及链上交互。提供全面的DeFi分析工具、NFT估值及跨多链交易监控功能 
+- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - 集成Base网络的链上工具，支持与Base网络及Coinbase API交互，实现钱包管理、资金转账、智能合约和DeFi操作
 - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - 使用 CoinCap 的公共 API 集成实时加密货币市场数据，无需 API 密钥即可访问加密货币价格和市场信息
-- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API 集成以获取加密货币列表和报价
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API 集成以获取加密货币列表和报价
+- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API 集成，用于获取股票和加密货币信息
+- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API 集成，用于管理 Tastytrade 平台的交易活动
+- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - 整合雅虎财经以获取股市数据，包括期权推荐
+- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - 全面支持30多种EVM网络的区块链服务，涵盖原生代币、ERC20、NFT、智能合约、交易及ENS解析。
+- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless链上API，用于与智能合约交互、查询交易及代币信息
+- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - 为AI代理提供由CryptoPanic驱动的最新加密货币新闻。
+- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ -  一个用于追踪加密货币大额交易的MCP服务器。
+- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ -  提供实时和历史加密恐惧与贪婪指数数据。
+- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ -  一个将Dune Analytics数据桥接到AI代理的mcp服务器。
+- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ -  一个追踪Pancake Swap上新创建资金池的MCP服务器。
+- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ -  一个MCP服务器，用于追踪Uniswap在多个区块链上新创建的流动性池。
+- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ -  一个MCP服务器，用于AI代理在多个区块链上的Uniswap去中心化交易所自动执行代币交换。
+- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ -  一个MCP服务器，为AI代理提供工具以跨多个区块链铸造ERC-20代币。
+- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ -  一个MCP服务器，通过The Graph提供的索引区块链数据为AI代理提供支持。
+- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI 提供港美股等市场的股票实时行情数据，通过 MCP 提供 AI 接入分析、交易能力。
+- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ -  使用 Bitget 公共 API 去获取加密货币最新价格
+
+### 🎮 <a name="gaming"></a>游戏
+
+游戏相关数据和服务集成
+
+- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - 一个用于与Godot游戏引擎交互的MCP服务器，提供编辑、运行、调试和管理Godot项目中场景的工具。
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 用于实时 Fantasy Premier League 数据和分析工具的 MCP 服务器。
+- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - Unity3d 游戏引擎集成 MCP 服务器
 
 ### 🧠 <a name="knowledge--memory"></a>知识与记忆
 
@@ -169,12 +321,27 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [/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
+- [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - 为 LLM 提供的连接器，用于操作 Zotero Cloud 上的文献集合和资源
+- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI摘要生成MCP服务器，支持多种内容类型：纯文本、网页、PDF文档、EPUB电子书、HTML内容
+- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - 将来自Slack、Discord、网站、Google Drive、Linear或GitHub的任何内容摄取到Graphlit项目中，然后在诸如Cursor、Windsurf或Cline等MCP客户端中搜索并检索相关知识。
+- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用于 Mem0 的模型上下文协议服务器，帮助管理编码偏好和模式，提供工具用于存储、检索和语义处理代码实现、最佳实践和技术文档，适用于 Cursor 和 Windsurf 等 IDE
 
 ### 🗺️ <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。
 
 - [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google 地图集成，提供位置服务、路线规划和地点详细信息
+- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 访问任意时区的时间并获取当前本地时间
+- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - 支持 nominatim、ArcGIS、Bing 的地理编码 MCP 服务器
+- [@briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - 使用 IPInfo API 获取 IP 地址的地理位置和网络信息
+- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - 通过MCP将QGIS桌面端与Claude AI连接。该集成支持提示辅助的项目创建、图层加载、代码执行等功能。
+-  [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - 一个基于IP定位检测的附近地点搜索MCP服务器。
+
+### 🎯 <a name="marketing"></a>营销
+
+用于创建和编辑营销内容、处理网页元数据、产品定位和编辑指南的工具。
+
+- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Open Strategy Partners 提供的营销工具套件，包含写作风格指南、编辑规范和产品营销价值图谱创建工具
 
 ### 📊 <a name="monitoring"></a>监测
 
@@ -183,16 +350,22 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io 集成用于错误跟踪和性能监控
 - [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 集成用于崩溃报告和真实用户监控
 - [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - 查询并与 Metoro 监控的 kubernetes 环境交互
+- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - 在 Grafana 实例中搜索仪表盘、调查事件并查询数据源
+- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - 通过Logfire提供对OpenTelemetry追踪和指标的访问
+- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - 一款通过模型上下文协议（MCP）暴露系统指标的监控工具。该工具允许大型语言模型通过兼容MCP的接口实时获取系统信息（支持CPU、内存、磁盘、网络、主机、进程）。
+- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - 通过基于提示的智能分析，从代码复杂度到安全漏洞等10个关键维度，提升AI生成代码的质量
 
 ### 🔎 <a name="search"></a>搜索
 
 - [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜索 API 实现网页搜索功能
+- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通过 [Dumpling AI](https://www.dumplingai.com/) 提供的数据访问、网页抓取与文档转换 API
 - [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章
 - [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效获取和处理网页内容，供 AI 使用
 - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜索 API 集成
-- [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。
+- [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）
 - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 搜索 API
+- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 搜索 API
 - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜索 ArXiv 研究论文
 - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - 在 Google 上搜索并对任何主题进行深度研究
 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM 用于搜索和阅读 arXiv 上的论文)
@@ -203,18 +376,38 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org) 的模型上下文协议服务器
 - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - 一个用于搜索 Hacker News、获取热门故事等的 MCP 服务器。
 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News 集成，具有自动主题分类、多语言支持，以及通过 [SerpAPI](https://serpapi.com/) 提供的标题、故事和相关主题的综合搜索功能。
+- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - 用于集成 Unsplash 图片搜索功能
+- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - 通过 [Trieve](https://trieve.ai) 爬取、嵌入、分块、搜索和检索数据集中的信息
+- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - 使用DuckDuckGo进行网络搜索
+- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - 这是一个基于TypeScript的MCP服务器，提供DuckDuckGo搜索功能。
+- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) 用于高级检索的MCP服务器，私有Deep Research，任意文件转Markdown提取及文本分块处理。
+- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - 用于通过Playwright无头浏览器获取网页内容的MCP服务器，支持JavaScript渲染与智能内容提取，并输出Markdown或HTML格式。
 
 ### 🔒 <a name="security"></a>安全
 
-- [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) 📇 ☁️ - maigret 的 MCP 服务器，maigret 是一款强大的 OSINT 工具，可从各种公共来源收集用户帐户信息。此服务器提供用于在社交网络中搜索用户名和分析 URL 的工具。
-- [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) 📇 ☁️ - MCP 服务器用于查询 Shodan API 和 Shodan CVEDB。此服务器提供 IP 查找、设备搜索、DNS 查找、漏洞查询、CPE 查找等工具。
-- [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) 📇 ☁️ - 用于查询 VirusTotal API 的 MCP 服务器。此服务器提供用于扫描 URL、分析文件哈希和检索 IP 地址报告的工具。
+- [dnstwist MCP Server](https://github.com/BurtTheCoder/mcp-dnstwist) 📇🪟☁️ - dnstwist 的 MCP 服务器，这是一个强大的 DNS 模糊测试工具，可帮助检测域名抢注、钓鱼和企业窃密行为
+- [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) 📇🪟☁️ - maigret 的 MCP 服务器，maigret 是一款强大的 OSINT 工具，可从各种公共来源收集用户帐户信息。此服务器提供用于在社交网络中搜索用户名和分析 URL 的工具。
+- [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) 📇🪟☁️ - MCP 服务器用于查询 Shodan API 和 Shodan CVEDB。此服务器提供 IP 查找、设备搜索、DNS 查找、漏洞查询、CPE 查找等工具。
+- [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) 📇🪟☁️ - 用于查询 VirusTotal API 的 MCP 服务器。此服务器提供用于扫描 URL、分析文件哈希和检索 IP 地址报告的工具。
+- [ORKL MCP Server](https://github.com/fr0gger/MCP_Security) 📇🛡️☁️ - 用于查询 ORKL API 的 MCP 服务器。此服务器提供获取威胁报告、分析威胁行为者和检索威胁情报来源的工具。
+- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇🛡️☁️ 一个强大的 MCP (模型上下文协议) 服务器，审计 npm 包依赖项的安全漏洞。内置远程 npm 注册表集成，以进行实时安全检查。
+- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - 使用 ZoomEye API 搜索全球网络空间资产
+- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - 将OpenAI内置的`web_search`工具封转成MCP服务器使用.
+
+### 🏃 <a name="sports"></a>体育
+
+体育相关数据、结果和统计信息的访问工具。
+
+- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - 通过自然语言访问自行车比赛数据、结果和统计信息。功能包括从 firstcycling.com 获取参赛名单、比赛结果和车手信息。
 
 ### 🚆 <a name="travel-and-transportation"></a>旅行与交通
 
 访问旅行和交通信息。可以查询时刻表、路线和实时旅行数据。
 
+- [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - 提供搜索Airbnb房源及获取详细信息的工具。
 - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - 了解荷兰铁路 (NS) 的旅行信息、时刻表和实时更新
+- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 美国国家公园管理局 API 集成，提供美国国家公园的详细信息、警报、游客中心、露营地和活动的最新信息
+- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - 一个MCP服务器，使LLM能够通过标准化的MCP接口与Tripadvisor API交互，支持位置数据、评论和照片
 
 ### 🔄 <a name="version-control"></a>版本控制
 
@@ -222,11 +415,15 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 
 - [@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
+- [@oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Gitee API集成、仓库、问题及拉取请求管理等功能。
 - [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 直接的Git仓库操作，包括读取、搜索和分析本地仓库
 - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 阅读和分析 GitHub 存储库
+- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - 与 GitLab 项目问题和合并请求无缝互动。
 
 ### 🛠️ <a name="other-tools-and-integrations"></a>其他工具和集成
 
+- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 使用超过 3,000 个预构建的云工具（称为 Actors）从网站、电商、社交媒体、搜索引擎、地图等提取数据。
+- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - 使LLM能够使用计算器进行精确的数值计算
 - [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - 更新、创建、删除 Contentful Space 中的内容、内容模型和资产
 - [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - 与 OpenAI 最智能的模型聊天
 - [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - 高效的 Go 文档服务器，让 AI 助手可以智能访问包文档和类型，而无需阅读整个源文件
@@ -234,7 +431,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP服务器，涵盖MCP协议的所有功能
 - [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - 与Phabricator API交互
 - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - 通过REST API与Obsidian交互
-- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 这是一个连接器，允许Claude Desktop（或任何MCP客户端）读取和搜索包含Markdown笔记的目录（如Obsidian库）。
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 这是一个连接器，允许Claude Desktop（或任何MCP兼容应用程序）读取和搜索包含Markdown笔记的目录（如Obsidian库）。
 - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - 获取YouTube字幕
 - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 与Notion API集成，管理个人待办事项列表
 - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自动化shell执行、计算机控制和编码代理。（Mac）
@@ -244,6 +441,9 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - 与Notion API交互
 - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - 使用MCP协议通过工具或预定义的提示发送请求给OpenAI、MistralAI、Anthropic、xAI或Google AI。需要供应商API密钥
 - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - 访问 MIRO 白板，批量创建和读取项目。需要 REST API 的 OAUTH 密钥。
+- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - 与Linear项目管理系统集成
+- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - 通过 JQL 和 API 读取 Jira 数据，并执行创建和编辑工单的请求
+- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - 通过 CQL 获取 Confluence 数据并阅读页面
 - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Confluence工作区的自然语言搜索和内容访问
 - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - 与任何其他OpenAI SDK兼容的聊天完成API对话，例如Perplexity、Groq、xAI等
 - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  一个MCP服务器，可以为您安装其他MCP服务器
@@ -256,62 +456,87 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - 用于测试 MCP 服务器的 CLI 工具
 - [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - 使用 VegaLite 格式和渲染器从获取的数据生成可视化效果。
 - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - 访问家庭助理数据和控制设备（灯、开关、恒温器等）。
-- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 一些对开发人员有用的工具。
+- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 通过模型上下文协议服务器暴露所有 Home Assistant 语音意图，实现智能家居控制
+- [@magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - 通过Giphy API从庞大的Giphy图库中搜索并获取GIF动图。
+- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 一些对开发者有用的工具，几乎涵盖工程师所需的一切：Confluence、Jira、YouTube、运行脚本、知识库RAG、抓取URL、管理YouTube频道、电子邮件、日历、GitLab
 - [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - 用于列出和启动 MacOS 上的应用程序的 MCP 服务器
 - [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP 服务器提供多种格式的日期和时间函数
-- [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。
+- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - 用于查询Wolfram Alpha API的MCP服务器。
 - [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP服务器使用户能够直接从Claude或其他MCP兼容应用程序中使用Midjourney/Flux/Kling/Hunyuan/Udio/Trellis生成媒体内容。
-- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🚀 ☁️ MCP 服务器 Tools 实现查询与执行 Dify AI 平台上自定义的工作流
-- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 带有示例服务器和 MCP 客户端的 MCP stdio 到 HTTP SSE 传输网关。
-- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) MCP SSE 服务器的网关演示。
-- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 MCP stdio 到 SSE 传输网关。
+- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ MCP 服务器 Tools 实现查询与执行 Dify AI 平台上自定义的工作流
+- [@pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ 解析 news.ycombinator.com（Hacker News）的 HTML 内容，为不同类型的故事（热门、最新、问答、展示、工作）提供结构化数据
+- [@mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 本地优先的系统，支持屏幕/音频捕获并带有时间戳索引、SQL/嵌入存储、语义搜索、LLM 驱动的历史分析和事件触发动作 - 通过 NextJS 插件生态系统实现构建上下文感知的 AI 代理
+- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - 允许 AI 读取您的 Bear Notes（仅支持 macOS）
+- [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - 在JavaFX画布上绘制。
+- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ 允许AI客户端在Attio CRM中管理记录和笔记
+- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ 这个Asana的模型上下文协议（MCP）服务器实现允许你通过MCP客户端（如Anthropic的Claude桌面应用等）与Asana API进行交互。
+- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - 使用 WebSocket 包装 MCP 服务器（用于 [kitbitz](https://github.com/nick1udwig/kibitz)）
+- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ 一个模型上下文协议（MCP）服务器，使 AI 模型能够与比特币交互，允许它们生成密钥、验证地址、解码交易、查询区块链等
+- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - An MCP server for Strava, an app for tracking physical exercise
+- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
+- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
+- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
+- [@makehq/mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
+- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI.
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/) 与 MCP 的集成
+- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - 通过Replicate API提供图像生成功能。
+- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
+- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
+- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP服务器，可以执行键盘输入、鼠标移动等命令
+- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
+- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - MCP服务器，可以执行键盘输入、鼠标移动等命令
+- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 此 MCP 伺服器將協助您透過 [Plane 的](https://plane.so) API 管理專案和問題
+- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - 允许 AI 模型与 [HackMD](https://hackmd.io) 交互
+- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - MCP服务器，可以计算数学表达式
 
 ## 框架
 
+- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 用于在 Python 中构建 MCP 服务器的高级框架
+- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - 用于在 TypeScript 中构建 MCP 服务器的高级框架
+- [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - 用于以声明方式编写 MCP 服务器的 Golang 库，包含功能测试
 - [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – 提供[Genkit](https://github.com/firebase/genkit/tree/main)与模型上下文协议（MCP）之间的集成。
-- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中MCP工具调用支持，允许将MCP工具集成到LangChain工作流中。
-- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中MCP工具调用支持，允许将MCP工具集成到LangChain工作流中。
+- [LiteMCP](https://github.com/wong2/litemcp) 📇 - 用于在 JavaScript/TypeScript 中构建 MCP 服务器的高级框架
 - [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - 用于构建MCP服务器和客户端的Golang SDK。
-- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - 用于构建 MCP 服务器的 Golang 框架，专注于类型安全。
-- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 一个用于在Python中构建MCP服务器的高级框架。
+- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) - 📇 用于构建 MCP 服务器的快速而优雅的 TypeScript 框架
+- [mcp-proxy](https://github.com/punkpeye/mcp-proxy) 📇 - 用于使用 `stdio` 传输的 MCP 服务器的 TypeScript SSE 代理
 - [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Rust的MCP CLI服务器模板
-- [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - Golang 库以声明方式编写 MCP 服务器，并包含功能测试
-- [LiteMCP](https://github.com/wong2/litemcp) ⚡️ - 用于在 JavaScript/TypeScript 中构建 MCP 服务器的高级框架
-- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) - ⚡️ 用于构建 MCP 服务器的快速而优雅的 TypeScript 框架
+- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - 用于构建 MCP 服务器的 Golang 框架，专注于类型安全。
+- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中MCP工具调用支持，允许将MCP工具集成到LangChain工作流中。
 - [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣🏠 - 基于 .NET 9 的 C# MCP 服务器 SDK ，支持 NativeAOT ⚡ 🔌
+- [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - 用于构建 MCP 客户端和服务器的 Java SDK 和 Spring Framework 集成，支持多种可插拔的传输选项
 - [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror 扩展，实现了用于资源提及和提示命令的模型上下文协议 (MCP)
+- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - 用于基于Quarkus构建MCP服务器的Java SDK。
+- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - 使用简单、可组合的模式，通过MCP服务器构建高效的代理。
+- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - Scala MCP 框架 构建企业级MCP客户端和服务端 shade from modelcontextprotocol.io.
+- 
+## 实用工具
 
-## 客户端
-
-- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 一个OpenAI中间件代理，用于在任何现有的OpenAI兼容客户端中使用MCP。
-- [3choff/MCP-Chatbot](https://github.com/3choff/mcp-chatbot) 一个简单但功能强大的⭐CLI聊天机器人，它将工具服务器与任何与OpenAI兼容的LLM API集成。
-- [zed-industries/zed](https://github.com/zed-industries/zed) 来自Atom创作者的多人协作代码编辑器。
-- [firebase/genkit](https://github.com/firebase/genkit) 代理和数据转换框架。
-- [continuedev/continue](https://github.com/continuedev/continue) vscode自动补全和聊天工具（支持完整功能）。
-- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 使用 Docker 化的计算机使用代理，具备生产就绪的 API - Langchain 的 MCP 客户端
-- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 带有示例服务器和 MCP 客户端的 MCP stdio 到 HTTP SSE 传输网关。
-- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) MCP SSE 服务器的网关演示。
-- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 MCP stdio 到 SSE 传输网关。
-- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 一个 CLI 主机应用程序，使大型语言模型 (LLM) 能够通过模型上下文协议 (MCP) 与外部工具交互。
-- [adhikasp/mcp-client-cli](https://github.com/adhikasp/mcp-client-cli/) 通过 langchain 支持 Anthorpic、OpenAI、Groq 和 ollama 模型的 CLI 客户端
-- [daodao97/chatmcp](https://github.com/daodao97/chatmcp) 用于与 MCP 服务器交互的 GUI 聊天副本。
-- [cline/cline](https://github.com/cline/cline) 实现完全代理软件开发环境的 vs 代码扩展。
-- [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 通用自动化助理/代理框架
-- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 在 LangChain.js 中使用 MCP 提供的工具
-- [Python CLI for AI Chat API](https://github.com/amidabuddha/console-chat-gpt) 🐍 ☁️ 与**所有**主要 LLM 提供商进行控制台聊天：ChatGPT、MistralAI、Anthropic 的 Claude、xAI 的 Grok 和 Google 的 Gemini。⭐现在支持 MCP！⭐
-- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 一个使云端AI服务能够通过HTTP/HTTPS请求访问本地Stdio的MCP服务器的工具
+- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - 带有示例服务器和 MCP 客户端的 MCP stdio 到 HTTP SSE 传输网关
+- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 - 在 LangChain.js 中使用 MCP 提供的工具
+- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) 📇 - MCP SSE 服务器的网关演示
+- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 🏎️ - 一个 CLI 主机应用程序，使大型语言模型 (LLM) 能够通过模型上下文协议 (MCP) 与外部工具交互
+- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 📇 - 一个小工具，使基于云的 AI 服务能够通过 HTTP/HTTPS 请求访问本地的基于 Stdio 的 MCP 服务器
+- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 - OpenAI 中间件代理，用于在任何现有的 OpenAI 兼容客户端中使用 MCP
+- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 - MCP stdio 到 SSE 的传输网关
+- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 - 用于构建垂直 AI 代理的框架
+- [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) 🐍 ☁️ -  一款轻量级MCP服务器，能根据您当前的IP准确定位您所在的位置。
+- [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) 🐍 ☁️ - 一款轻量级的MCP服务器，能准确告诉你当前时间。
+- [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) 🐍 🏠 - 一款轻量级MCP服务器，能准确告诉你你的身份。
+- [flux159/mcp-chat](https://github.com/flux159/mcp-chat) 📇🖥️ - 基于命令行的客户端，用于与任何MCP服务器进行聊天和连接。在MCP服务器的开发与测试阶段非常实用。
+- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 一个通过单个HTTP服务器聚合并服务多个MCP资源服务器的MCP代理服务器。
 
 ## 提示和技巧
 
 ### 官方提示关于 LLM 如何使用 MCP
 
-想向 Claude 询问模型上下文协议相关技术吗？
+想让 Claude 回答有关模型上下文协议的问题？
 
 创建一个项目，然后将此文件添加到其中：
 
 https://modelcontextprotocol.io/llms-full.txt
 
-现在 Claude 可以回答有关编写 MCP 服务器及其工作原理的问题
+这样 Claude 就能回答关于编写 MCP 服务器及其工作原理的问题了
 
 - https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
 

README-zh_TW.md

@@ -0,0 +1,444 @@
+# 精選的 MCP 伺服器 [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
+
+[![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
+[![繁體中文](https://img.shields.io/badge/中文文件-點擊查看-orange)](README-zh_TW.md)
+[![简体中文](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
+[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
+[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
+[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
+[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
+
+精選的優秀模型上下文協議 (MCP) 伺服器列表。
+
+* [什麼是MCP？](#什麼是MCP？)
+* [教學](#教學)
+* [社區](#社區)
+* [說明](#說明)
+* [Server 實現](#伺服器實現)
+* [框架](#框架)
+* [實用工具](#實用工具)
+* [用戶端](#用戶端)
+* [提示和技巧](#提示和技巧)
+
+## 什麼是MCP？
+
+[MCP](https://modelcontextprotocol.io/) 是一種開放協議，通過標準化的伺服器實現，使 AI 模型能夠安全地與本地和遠端資源進行交互。此列表重點關注可用於生產和實驗性的 MCP 伺服器，這些伺服器通過文件訪問、資料庫連接、API 整合和其他上下文服務來擴展 AI 功能。
+
+## 教學
+
+* [Model Context Protocol (MCP) 快速開始](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
+* [設置 Claude 桌面應用程式以使用 SQLite 資料庫](https://youtu.be/wxCCzo9dGj0)
+
+## 社區
+
+* [r/mcp Reddit](https://www.reddit.com/r/mcp)
+* [Discord 服務](https://glama.ai/mcp/discord)
+
+## 說明
+
+* 🎖️ – 官方實現
+* 程式語言
+  * 🐍 – Python 代碼庫
+  * 📇 – TypeScript 代碼庫
+  * 🏎️ – Go 代碼庫
+  * 🦀 – Rust 代碼庫
+  * #️⃣ - C# 代碼庫
+  * ☕ - Java 代碼庫
+* 範圍
+  * ☁️ - 雲服務
+  * 🏠 - 本地服務
+* 操作系統
+  * 🍎 – For macOS
+  * 🪟 – For Windows
+
+
+> [!NOTE]
+> 關於本地 🏠 和雲 ☁️ 的區別：
+> * 當 MCP 伺服器與本地安裝的軟體通信時使用本地服務，例如控制 Chrome 瀏覽器。
+> * 當 MCP 伺服器與遠端 API 通信時使用網路服務，例如天氣 API。
+## 伺服器實現
+
+> [!NOTE]
+> 我們現在有一個與儲存庫同步的[基於 Web 的目錄](https://glama.ai/mcp/servers)。
+
+* 📂 - [瀏覽器自動化](#browser-automation)
+* 🎨 - [藝術與文化](#art-and-culture)
+* ☁️ - [雲平台](#cloud-platforms)
+* 🖥️ - [命令行](#command-line)
+* 💬 - [社交](#communication)
+* 👤 - [數據平台](#customer-data-platforms)
+* 🗄️ - [資料庫](#databases)
+* 🛠️ - [開發者工具](#developer-tools)
+* 📂 - [文件系統](#file-systems)
+* 💰 - [Finance & Fintech](#finance--fintech)
+* 🎮 - [遊戲](#gaming)
+* 🧠 - [知識與記憶](#knowledge--memory)
+* 🗺️ - [位置服務](#location-services)
+* 🎯 - [行銷](#marketing)
+* 📊 - [監測](#monitoring)
+* 🔎 - [搜尋](#search)
+* 🔒 - [安全](#security)
+* 🚆 - [旅行與交通](#travel-and-transportation)
+* 🔄 - [版本控制](#version-control)
+* 🛠️ - [其他工具和整合](#other-tools-and-integrations)
+
+### 📂 <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。
+- [@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
+- [@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
+- [@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。
+- [@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。
+
+### 🎨 <a name="art-and-culture"></a>藝術與文化
+
+提供藝術收藏、文化遺產和博物館資料庫的訪問與探索。讓 AI 模型能夠搜尋和分析藝術文化內容。
+
+- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - 從您的影片集合中添加、分析、搜尋和生成影片剪輯
+- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 荷蘭國立博物館 API 整合，支援藝術品搜尋、詳情查詢和收藏品瀏覽
+- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 整合 AniList API 獲取動畫和漫畫資訊的 MCP 伺服器
+
+### ☁️ <a name="cloud-platforms"></a>雲平台
+
+雲平台服務整合。實現與雲基礎設施和服務的管理和交互。
+
+- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 與 Cloudflare 服務整合，包括 Workers、KV、R2 和 D1
+- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通過 MCP 操作 Kubernetes 集群
+- [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 使用 Typescript 實現 Kubernetes 集群中針對 pod、部署、服務的操作。
+- [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。
+- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - 提供對 VMware ESXi/vCenter 管理伺服器，提供簡單的 REST API 介面來管理虛擬機。
+- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 提供 Kubernetes 集群資源管理, 深度分析集群和應用的健康狀態
+- [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。
+
+### 🖥️ <a name="command-line"></a>Command Line
+
+運行命令、捕獲輸出以及以其他方式與 shell 和命令行工具交互。
+
+- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - 一個為 iTerm 終端提供訪問能力的 MCP 伺服器。您可以執行命令，並就終端中看到的內容進行提問交互。
+- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - 使用“run_command”和“run_script”工具運行任何命令。
+- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - 具有安全執行和可訂製安全策略的命令行界面
+- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) 實現模型上下文協議 (MCP) 的安全 shell 命令執行伺服器
+
+### 💬 <a name="communication"></a>社交
+
+與通訊平台集成，實現消息管理和渠道運營。使AI模型能夠與團隊溝通工具進行交互。
+
+- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - 用於管理 Google Tasks 的 MCP 伺服器
+- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - MCP 伺服器通過模型上下文協議 (MCP) 提供對 iMessage 資料庫的安全訪問，使 LLM 能夠透過適當的電話號碼驗證和附件處理來查詢和分析 iMessage 對話
+- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - 用於頻道管理和消息傳遞的 Slack 工作區集成
+- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky 實例集成，用於查詢和交互
+- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - 與 Gmail 和 Google 日曆集成。
+- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - 與 Twitter 搜尋和時間線進行交互
+- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️  - MCP伺服器 Tools 應用程式，用於向企業微信群機器人發送各種類型的消息。
+- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - Nostr MCP 伺服器，支援與 Nostr 交互，可發布筆記等功能。
+- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 這是一個與VRChat API交互的MCP伺服器。您可以獲取VRChat的好友、世界、化身等資訊。
+
+### 👤 <a name="customer-data-platforms"></a>數據平台
+
+提供對客戶數據平台內客戶資料的訪問
+
+- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - MCP 伺服器用於訪問和更新 Apache Unomi CDP 伺服器上的設定檔。
+- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍☁️ - 使用模型上下文協議將任何開放數據連接到任何 LLM。
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍☁️ - MCP 伺服器可從任何 MCP 用戶端與 Tinybird Workspace 進行交互。
+- [@iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - 連接 [iaptic](https://www.iaptic.com) 平台，讓您輕鬆查詢客戶購買記錄、交易數據以及應用營收統計資訊。
+
+### 🗄️ <a name="databases"></a>資料庫
+
+具有模式檢查功能的安全資料庫訪問。支援使用可配置的安全控制（包括只讀訪問）查詢和分析數據。
+
+- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - 阿里雲表格儲存(Tablestore)的 MCP 伺服器實現，特性包括添加文件、基於向量和標量進行語義搜尋、RAG友好。
+- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - 集成 Elasticsearch 的 MCP 伺服器實現
+- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable 資料庫集成，具有架構檢查、讀寫功能
+- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery 資料庫集成了架構檢查和查詢功能
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB 資料庫集成，包括表結構的建立 DDL 和 SQL 的執行
+- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery 集成的伺服器實現，可實現直接 BigQuery 資料庫訪問和查詢功能
+- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 集成 Apache Kafka 和 Timeplus。可以獲取Kafka中的最新數據，並通過 Timeplus 來 SQL 查詢。
+- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
+- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式帳本資料庫，支援多用戶數據同步
+- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 資料庫集成可配置的訪問控制、模式檢查和全面的安全指南
+- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 基於 Node.js 的 MySQL 資料庫集成，提供安全的 MySQL 資料庫操作
+- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 資料庫集成了模式檢查和查詢功能
+- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有內建分析功能的 SQLite 資料庫操作
+- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP 伺服器用於管理和創建 Supabase 中的項目和組織
+- [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。
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird 集成查詢和 API 功能
+- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文協議伺服器
+- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB 資料庫集成了collection和index的基本資訊介紹，並提供向量儲存和查詢的功能.
+- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Neo4j 的模型上下文協議
+- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake 集成實現，支援讀取和（可選）寫入操作，並具備洞察跟蹤功能
+- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一個 MCP 伺服器，通過模型上下文協議 （MCP） 提供對 SQLite 資料庫的安全只讀訪問。該伺服器是使用 FastMCP 框架構建的，它使 LLM 能夠探索和查詢具有內建安全功能和查詢驗證的 SQLite 資料庫。
+- [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。
+- [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。
+
+### 💻 <a name="developer-tools"></a>開發者工具
+
+增強開發工作流程和環境管理的工具和集成。
+
+- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - 通過 MCP 進行 Docker 容器管理和操作
+- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - 一個靈活獲取 JSON、文本和 HTML 數據的 MCP 伺服器
+- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode 集成，支援項目管理、文件操作和構建自動化
+- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - 使用開放 API 規範 (v3) 連接任何 HTTP/REST API 伺服器
+- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - 連接到 JetBrains IDE
+- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件編輯器。針對 LLM 工具進行了最佳化，具有高效的部分文件訪問功能，可最大限度地減少令牌使用量。
+- [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用於控制 iOS 模擬器的 MCP 伺服器
+- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - 一個 MCP 伺服器，用於與 iOS 開發者的 App Store Connect API 進行通信
+- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📦 🏠 - MCP 伺服器可幫助 LLM 在編寫程式碼時建議最新的穩定套裝軟體版本。
+- [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
+- [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
+- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - 用於生成漂亮互動式心智圖mindmap的模型上下文協議（MCP）伺服器。
+- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 用於本地壓縮各種圖片格式的 MCP 伺服器。
+- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - 使用 MCP 實現的 Claude Code 功能，支援 AI 代碼理解、修改和項目分析，並提供全面的工具支援。
+- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - 用於與 iOS 模擬器交互的模型上下文協議 (MCP) 伺服器。此伺服器允許您通過獲取有關 iOS 模擬器的資訊、控制 UI 交互和檢查 UI 元素來與 iOS 模擬器交互。
+- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - 支援對 [Higress](https://github.com/alibaba/higress/blob/main/README_ZH.md) 閘道器進行全面的配置和管理。
+- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP伺服器讓LLM能夠了解您的OpenAPI規範的所有資訊，以發現、解釋和生成代碼/模擬數據
+- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - 無縫集成任何 API 與 AI 代理（通過 OpenAPI 架構）
+
+### 🧮 數據科學工具
+
+旨在簡化數據探索、分析和增強數據科學工作流程的集成和工具。
+
+- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - 支援對基於 .csv 的數據集進行自主數據探索，以最小的成本提供智慧見解。
+- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - 一個 MCP 伺服器，可將幾乎任何文件或網路內容轉換為 Markdown
+
+### 📂 <a name="file-systems"></a>文件系統
+
+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-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
+- [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
+- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - 用於本地文件系統訪問的 Golang 實現。
+- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - 使用 Everything SDK 實現的快速 Windows 文件搜尋
+- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - 通過 MCP 或剪貼簿與 LLM 共享代碼上下文
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - 使用 Apache OpenDAL™ 訪問任何儲存
+- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 📇 🏠 - 文件合併工具，適配AI Chat長度限制
+
+### 💰 <a name="finance--fintech"></a>金融 & 金融科技
+
+金融數據訪問和加密貨幣市場資訊。支援查詢即時市場數據、加密貨幣價格和財務分析。
+
+- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - 使用 CoinCap 的公共 API 集成即時加密貨幣市場數據，無需 API 金鑰即可訪問加密貨幣價格和市場資訊
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API 集成以獲取加密貨幣列表和報價
+- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API 集成，用於獲取股票和加密貨幣資訊
+- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API 集成，用於管理 Tastytrade 平台的交易活動
+- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI 提供港美股等市場的股票即時行情數據，通過 MCP 提供 AI 接入分析、交易能力。
+- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ -  使用 Bitget 公共 API 去獲取加密貨幣最新價格
+
+### 🎮 <a name="gaming"></a>遊戲
+
+遊戲相關數據和服務集成
+
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - 用於即時 Fantasy Premier League 數據和分析工具的 MCP 伺服器。
+- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) 📇 #️⃣ 🏠 - Unity3d 遊戲引擎集成 MCP 伺服器
+
+### 🧠 <a name="knowledge--memory"></a>知識與記憶
+
+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。
+
+- [@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
+- [/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
+- [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - 為 LLM 提供的連接器，用於操作 Zotero Cloud 上的文獻集合和資源
+- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用於 Mem0 的模型上下文協議伺服器，幫助管理編碼偏好和模式，提供工具用於儲存、檢索和語義處理代碼實現、最佳實踐和技術文件，適用於 Cursor 和 Windsurf 等 IDE
+
+### 🗺️ <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。
+
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google 地圖集成，提供位置服務、路線規劃和地點詳細資訊
+- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - 訪問任意時區的時間並獲取當前本地時間
+- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - 支援 nominatim、ArcGIS、Bing 的地理編碼 MCP 伺服器
+- [@briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - 使用 IPInfo API 獲取 IP 地址的地理位置和網路資訊
+
+### 🎯 <a name="marketing"></a>行銷
+
+用於創建和編輯行銷內容、處理網頁元數據、產品定位和編輯指南的工具。
+
+- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Open Strategy Partners 提供的行銷工具套件，包含寫作風格指南、編輯規範和產品行銷價值圖譜創建工具
+
+### 📊 <a name="monitoring"></a>監測
+
+訪問和分析應用程式監控數據。使 AI 模型能夠審查錯誤報告和性能指標。
+
+- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io 集成用於錯誤跟蹤和性能監控
+- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 集成用於崩潰報告和真實用戶監控
+- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - 查詢並與 Metoro 監控的 kubernetes 環境交互
+- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - 在 Grafana 實例中搜尋儀錶板、調查事件並查詢數據源
+- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - 監控系統 CPU、Memory、Disk、Network、Host、Process 等資訊，並與 LLM 進行交互
+### 🔎 <a name="search"></a>搜尋
+
+- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜尋 API 實現網頁搜尋功能
+- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通過 [Dumpling AI](https://www.dumplingai.com/) 提供的數據訪問、網頁抓取與文件轉換 API
+- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜尋文章
+- [@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
+- [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）
+- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 搜尋 API
+- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 搜尋 API
+- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜尋 ArXiv 研究論文
+- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - 在 Google 上搜尋並對任何主題進行深度研究
+- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM 用於搜尋和閱讀 arXiv 上的論文)
+- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  MCP 用於搜尋和閱讀 PubMed 中的醫學/生命科學論文。
+- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - 一個用於 Apify 的 RAG Web 瀏覽器 Actor 的 MCP 伺服器，可以執行網頁搜尋、抓取 URL，並以 Markdown 格式返回內容。
+- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - 用於連接到 searXNG 實例的 MCP 伺服器
+- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP 伺服器，提供 Clojure 庫的最新依賴資訊
+- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - [SearXNG](https://docs.searxng.org) 的模型上下文協議伺服器
+- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - 一個用於搜尋 Hacker News、獲取熱門故事等的 MCP 伺服器。
+- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News 集成，具有自動主題分類、多語言支援，以及通過 [SerpAPI](https://serpapi.com/) 提供的標題、故事和相關主題的綜合搜尋功能。
+- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - 通過 [Trieve](https://trieve.ai) 爬取、嵌入、分塊、搜尋和檢索數據集中的資訊
+- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - 使用 ZoomEye API 搜尋全球網路空間資產
+- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - 將OpenAI內建的`web_search`工具封轉成MCP伺服器使用.
+
+### 🔒 <a name="security"></a>安全
+
+- [dnstwist MCP Server](https://github.com/BurtTheCoder/mcp-dnstwist) 📇🪟☁️ - dnstwist 的 MCP 伺服器，這是一個強大的 DNS 模糊測試工具，可幫助檢測域名搶註、釣魚和企業竊密行為
+- [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) 📇 ☁️ - maigret 的 MCP 伺服器，maigret 是一款強大的 OSINT 工具，可從各種公共來源收集用戶帳戶資訊。此伺服器提供用於在社交網路中搜尋使用者名稱和分析 URL 的工具。
+- [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) 📇 ☁️ - MCP 伺服器用於查詢 Shodan API 和 Shodan CVEDB。此伺服器提供 IP 尋找、設備搜尋、DNS 尋找、漏洞查詢、CPE 尋找等工具。
+- [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) 📇 ☁️ - 用於查詢 VirusTotal API 的 MCP 伺服器。此伺服器提供用於掃描 URL、分析文件哈希和檢索 IP 地址報告的工具。
+- [ORKL MCP Server](https://github.com/fr0gger/MCP_Security) 📇🛡️☁️ - 用於查詢 ORKL API 的 MCP 伺服器。此伺服器提供獲取威脅報告、分析威脅行為者和檢索威脅情報來源的工具。
+- [Security Audit MCP Server](https://github.com/qianniuspace/mcp-security-audit) 📇🛡️☁️ 一個強大的 MCP (模型上下文協議) 伺服器，審計 npm 包依賴項的安全漏洞。內建遠端 npm 註冊表集成，以進行即時安全檢查。
+
+### 🚆 <a name="travel-and-transportation"></a>旅行與交通
+
+訪問旅行和交通資訊。可以查詢時刻表、路線和即時旅行數據。
+
+- [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - 了解荷蘭鐵路 (NS) 的旅行資訊、時刻表和即時更新
+- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - 美國國家公園管理局 API 集成，提供美國國家公園的詳細資訊、警報、遊客中心、露營地和活動的最新資訊
+
+### 🔄 <a name="version-control"></a>版本控制
+
+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
+- [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。
+
+### 🛠️ <a name="other-tools-and-integrations"></a>其他工具和集成
+
+- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 使用超過 3,000 個預構建的雲工具（稱為 Actors）從網站、電商、社交媒體、搜尋引擎、地圖等提取數據。
+- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - 使LLM能夠使用計算機進行精確的數值計算
+- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - 更新、創建、刪除 Contentful Space 中的內容、內容模型和資產
+- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - 與 OpenAI 最智慧的模型聊天
+- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - 高效的 Go 文件伺服器，讓 AI 助手可以智慧訪問包文件和類型，而無需閱讀整個源文件
+- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - 直接從Claude查詢OpenAI模型，使用MCP協議
+- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP伺服器，涵蓋MCP協議的所有功能
+- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - 與Phabricator API交互
+- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - 通過REST API與Obsidian交互
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 這是一個連接器，允許Claude Desktop（或任何MCP相容應用程式）讀取和搜尋包含Markdown筆記的目錄（如Obsidian庫）。
+- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - 獲取YouTube字幕
+- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 與Notion API集成，管理個人待辦事項列表
+- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自動化shell執行、電腦控制和編碼代理。（Mac）
+- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - 允許AI讀取.ged文件和基因數據
+- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - 允許AI讀取本地Apple Notes資料庫（僅限macOS）
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API集成，用於獲取加密貨幣列表和報價
+- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - 與Notion API交互
+- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - 使用MCP協議通過工具或預定義的提示發送請求給OpenAI、MistralAI、Anthropic、xAI或Google AI。需要供應商API金鑰
+- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - 訪問 MIRO 白板，批次創建和讀取項目。需要 REST API 的 OAUTH 金鑰。
+- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - 通過 JQL 和 API 讀取 Jira 數據，並執行創建和編輯工單的請求
+- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - 通過 CQL 獲取 Confluence 數據並閱讀頁面
+- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Confluence工作區的自然語言搜尋和內容訪問
+- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - 與任何其他OpenAI SDK相容的聊天完成API對話，例如Perplexity、Groq、xAI等
+- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  一個MCP伺服器，可以為您安裝其他MCP伺服器
+- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - 與 Perplexity API 交互。
+- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - 維基百科文章尋找 API
+- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - MCP 伺服器允許檢查用戶端計算機上的本地時間或 NTP 伺服器上的當前 UTC 時間
+- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  MCP 與 OpenAI 助手對話（Claude 可以使用任何 GPT 模型作為他的助手）
+- [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - 直接從 Claude 使用 HuggingFace Spaces。使用開源圖像生成、聊天、視覺任務等。支援圖像、音訊和文本上傳/下載。
+- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - 簡單的 Web UI 用於安裝和管理 Claude 桌面應用程式的 MCP 伺服器。
+- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - 用於測試 MCP 伺服器的 CLI 工具
+- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - 使用 VegaLite 格式和渲染器從獲取的數據生成可視化效果。
+- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - 訪問家庭助理數據和控制設備（燈、開關、恆溫器等）。
+- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - 通過模型上下文協議伺服器暴露所有 Home Assistant 語音意圖，實現智慧家居控制
+- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - 一些對開發人員有用的工具。
+- [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - 用於列出和啟動 MacOS 上的應用程式的 MCP 伺服器
+- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP 伺服器提供多種格式的日期和時間函數
+- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP伺服器使用戶能夠直接從Claude或其他MCP相容應用程式中使用Midjourney/Flux/Kling/Hunyuan/Udio/Trellis生成媒體內容。
+- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🚀 ☁️ MCP 伺服器 Tools 實現查詢與執行 Dify AI 平台上自訂的工作流
+- [@pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ 解析 news.ycombinator.com（Hacker News）的 HTML 內容，為不同類型的故事（熱門、最新、問答、展示、工作）提供結構化數據
+- [@mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - 🎖️ 🦀 🏠 🍎 本地優先的系統，支援螢幕/音訊捕獲並帶有時間戳索引、SQL/嵌入儲存、語義搜尋、LLM 驅動的歷史分析和事件觸發動作 - 通過 NextJS 插件生態系統實現構建上下文感知的 AI 代理
+- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - 允許 AI 讀取您的 Bear Notes（僅支援 macOS）
+- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - 使用 WebSocket 包裝 MCP 伺服器（用於 [kitbitz](https://github.com/nick1udwig/kibitz)）
+- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ 一個模型上下文協議（MCP）伺服器，使 AI 模型能夠與比特幣交互，允許它們生成金鑰、驗證地址、解碼交易、查詢區塊鏈等
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/) 與 MCP 的集成
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - 通過Replicate API提供圖像生成功能。
+- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍏 - MCP伺服器，可以執行鍵盤輸入、滑鼠移動等命令
+- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 此 MCP 伺服器將協助您透過 [Plane 的](https://plane.so) API 管理專案和問題
+- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - 允許 AI 模型與 [HackMD](https://hackmd.io) 交互
+- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - MCP伺服器，可以計算數學表達式
+
+## 框架
+- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 用於在 Python 中構建 MCP 伺服器的高級框架
+- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - 用於在 TypeScript 中構建 MCP 伺服器的高級框架
+- [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - 用於以聲明方式編寫 MCP 伺服器的 Golang 庫，包含功能測試
+- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – 提供[Genkit](https://github.com/firebase/genkit/tree/main)與模型上下文協議（MCP）之間的集成。
+- [LiteMCP](https://github.com/wong2/litemcp) ⚡️ - 用於在 JavaScript/TypeScript 中構建 MCP 伺服器的高級框架
+- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - 用於構建MCP伺服器和用戶端的Golang SDK。
+- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) - ⚡️ 用於構建 MCP 伺服器的快速而優雅的 TypeScript 框架
+- [mcp-proxy](https://github.com/punkpeye/mcp-proxy) 📇 - 用於使用 `stdio` 傳輸的 MCP 伺服器的 TypeScript SSE 代理
+- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Rust的MCP CLI伺服器模板
+- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - 用於構建 MCP 伺服器的 Golang 框架，專注於類型安全。
+- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中MCP工具呼叫支援，允許將MCP工具集成到LangChain工作流中。
+- [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣🏠 - 基於 .NET 9 的 C# MCP 伺服器 SDK ，支援 NativeAOT ⚡ 🔌
+- [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - 用於構建 MCP 用戶端和伺服器的 Java SDK 和 Spring Framework 集成，支援多種可插拔的傳輸選項
+- [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror 擴展，實現了用於資源提及和提示命令的模型上下文協議 (MCP)
+- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ 🔌 - Scala MCP 框架 構建企業級MCP用戶端和服務端 shade from modelcontextprotocol.io.
+-
+## 實用工具
+
+- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - 帶有範例伺服器和 MCP 用戶端的 MCP stdio 到 HTTP SSE 傳輸閘道器
+- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 - 在 LangChain.js 中使用 MCP 提供的工具
+- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) 📇 - MCP SSE 伺服器的閘道器示範
+- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 🏎️ - 一個 CLI 主機應用程式，使大型語言模型 (LLM) 能夠通過模型上下文協議 (MCP) 與外部工具交互
+- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 📇 - 一個小工具，使基於雲的 AI 服務能夠通過 HTTP/HTTPS 請求訪問本地的基於 Stdio 的 MCP 伺服器
+- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 - OpenAI 中間件代理，用於在任何現有的 OpenAI 相容用戶端中使用 MCP
+- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 - MCP stdio 到 SSE 的傳輸閘道器
+- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 - 用於構建垂直 AI 代理的框架
+- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - 一個通過單個HTTP伺服器聚合併服務多個MCP資源伺服器的MCP代理伺服器。
+
+## 用戶端
+
+> [!NOTE]
+> 尋找 MCP 用戶端？請查看 [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) 倉庫。
+
+
+## 提示和技巧
+
+### 官方提示關於 LLM 如何使用 MCP
+
+想讓 Claude 回答有關模型上下文協議的問題？
+
+創建一個項目，然後將此文件添加到其中：
+
+https://modelcontextprotocol.io/llms-full.txt
+
+這樣 Claude 就能回答關於編寫 MCP 伺服器及其工作原理的問題了
+
+- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
+
+## 收藏歷史
+
+<a href="https://star-history.com/#punkpeye/awesome-mcp-servers&Date">
+ <picture>
+   <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date&theme=dark" />
+   <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
+   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=punkpeye/awesome-mcp-servers&type=Date" />
+ </picture>
+</a>

README.md

@@ -1,25 +1,34 @@
 # Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
 
 [![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
-[![中文文档](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
+[![繁體中文](https://img.shields.io/badge/中文文件-點擊查看-orange)](README-zh_TW.md)
+[![简体中文](https://img.shields.io/badge/中文文档-点击查看-orange)](README-zh.md)
 [![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
+[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
 [![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
 [![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)
 
 A curated list of awesome Model Context Protocol (MCP) servers.
 
 * [What is MCP?](#what-is-mcp)
+* [Clients](#clients)
 * [Tutorials](#tutorials)
 * [Server Implementations](#server-implementations)
 * [Frameworks](#frameworks)
 * [Utilities](#utilities)
-* [Clients](#clients)
 * [Tips & Tricks](#tips-and-tricks)
 
 ## What is MCP?
 
 [MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.
 
+## Clients
+
+Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).
+
+> [!TIP]
+> [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway).
+
 ## Tutorials
 
 * [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
@@ -32,19 +41,22 @@ A curated list of awesome Model Context Protocol (MCP) servers.
 
 ## Legend
 
-* 🎖️ – official implementation
+* 🎖️ – official implementation
 * programming language
-  * 🐍 – Python codebase
-  * 📇 – TypeScript codebase
-  * 🏎️ – Go codebase
-  * 🦀 – Rust codebase
+  * 🐍 – Python codebase
+  * 📇 – TypeScript codebase
+  * 🏎️ – Go codebase
+  * 🦀 – Rust codebase
   * #️⃣ - C# Codebase
+  * ☕ - Java codebase
 * scope
   * ☁️ - Cloud Service
   * 🏠 - Local Service
+  * 📟 - Embedded Systems
 * operating system
   * 🍎 – For macOS
   * 🪟 – For Windows
+  * 🐧 - For Linux
 
 > [!NOTE]
 > Confused about Local 🏠 vs Cloud ☁️?
@@ -56,284 +68,572 @@ A curated list of awesome Model Context Protocol (MCP) servers.
 > [!NOTE]
 > We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.
 
-* 📂 - [Browser Automation](#browser-automation)
+* 🔗 - [Aggregators](#aggregators)
 * 🎨 - [Art & Culture](#art-and-culture)
+* 📂 - [Browser Automation](#browser-automation)
 * ☁️ - [Cloud Platforms](#cloud-platforms)
+* 👨‍💻 - [Code Execution](#code-execution)
 * 🖥️ - [Command Line](#command-line)
 * 💬 - [Communication](#communication)
 * 👤 - [Customer Data Platforms](#customer-data-platforms)
 * 🗄️ - [Databases](#databases)
+* 📊 - [Data Platforms](#data-platforms)
 * 🛠️ - [Developer Tools](#developer-tools)
+* 📟 - [Embedded system](#embedded-system)
 * 📂 - [File Systems](#file-systems)
 * 💰 - [Finance & Fintech](#finance--fintech)
+* 🎮 - [Gaming](#gaming)
 * 🧠 - [Knowledge & Memory](#knowledge--memory)
 * 🗺️ - [Location Services](#location-services)
+* 🎯 - [Marketing](#marketing)
 * 📊 - [Monitoring](#monitoring)
-* 🔎 - [Search](#search)
+* 🔎 - [Search & Data Extraction](#search)
 * 🔒 - [Security](#security)
+* 🏃 - [Sports](#sports)
 * 🚆 - [Travel & Transportation](#travel-and-transportation)
 * 🔄 - [Version Control](#version-control)
 * 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)
 
-### 📂 <a name="browser-automation"></a>Browser Automation
+### 🔗 <a name="aggregators"></a>Aggregators
 
-Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
-- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🌐 - An MCP python server using Playwright for browser automation,more suitable for llm
-- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - An MCP server using Playwright for browser automation and webscrapping
-- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐 🖱️ - An MCP server for browser automation using Playwright
-- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
-- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
-- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
-- [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
-- [@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.
+Servers for accessing many apps and tools through a single MCP server.
+
+- [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.
 
 ### 🎨 <a name="art-and-culture"></a>Art & Culture
 
 Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
 
-[burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 📹🎬 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
+- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
+- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
+- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 🏠 MCP server to interact with Quran.com corpus via the official REST API v4.
 - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
 - [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
+- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
+- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
+
+
+### 📂 <a name="browser-automation"></a>Browser Automation
+
+Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
+
+- [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.
+- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
+- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
+- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
+- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
+- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
+- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping
+- [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).
+- [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.
+- [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
+- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
+- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
+- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
 
 ### ☁️ <a name="cloud-platforms"></a>Cloud Platforms
 
 Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
 
-- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
-- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
-- [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
+- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
+- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
+- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
+- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
+- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
+- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
+- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
+- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
+- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
+- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
+- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
+- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) - 🏎️ 🏠/☁️ Go-based MCP Server for interfacing with Nutanix Prism Central resources.
+- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.  
+- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
+- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
+
+### 👨‍💻 <a name="code-execution"></a>Code Execution
+
+Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
+
+- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍🏠- Run Python code in a secure sandbox via MCP tool calls
 
 ### 🖥️ <a name="command-line"></a>Command Line
 
 Run commands, capture output and otherwise interact with shells and command line tools.
 
+- [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`
 - [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
-- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP)  
+- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
+- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
+- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP)
 
 ### 💬 <a name="communication"></a>Communication
 
 Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
 
-- [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
-- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
-- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
-- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Integration with gmail and Google Calendar.
+- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
 - [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
+- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - An MCP server to interface with the Google Tasks API
+- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
+- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
+- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️  - An MCP server application that sends various types of messages to the WeCom group robot.
+- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
+- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) - 🐍 ☁️ - An MCP server for WhatsApp, search and send through pesonal and group messages
+- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
+- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Integration with gmail and Google Calendar.
+- [modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
+- [modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
+- [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.
+- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
+- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) - 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
+- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - An MCP server to Manage Google Tasks
 
 ### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
 
 Provides access to customer profiles inside of customer data platforms
 
-- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
+- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
 - [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
+- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
 - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
 
 ### 🗄️ <a name="databases"></a>Databases
 
 Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
 
-- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
-- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
-- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
+- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ -  Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
+- [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
+- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
+- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
+- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Universal database MCP server supporting mainstream databases.
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
+- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents 
+- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
 - [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
-- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
+- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
+- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
+- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
+- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
-- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
-- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
-- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase
-- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
-- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
-- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
-- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB
-- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
-- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j
-- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
+- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
+- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
+- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
+- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
+- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
+- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB.
 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
-- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
+- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
+- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
+- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase
+- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
+- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
+- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB
+- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
+- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
+- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
+- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
+- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
+- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
+- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j
+- [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
+- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
+- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
+- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases
+- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ -  Query and analyze Prometheus, open-source monitoring system.
+- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - A Qdrant MCP server
+- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
+- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
+- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
+- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
+- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
+- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
+- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
+- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
+- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
+
+### 📊 <a name="data-platforms"></a>Data Platforms
+
+Data Platforms for data integration, transformation and pipeline orchestration. 
+
+- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
+- [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.
 
 ### 💻 <a name="developer-tools"></a>Developer Tools
 
 Tools and integrations that enhance the development workflow and environment management.
 
+- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
+- [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.
+- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
+- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
+- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Talk to your LLM observability, traces and monitoring captured by Opik using natural language.
+- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities. 
+- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
+- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
+- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
+- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
+- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
+- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
+- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
+- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
+- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
+- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
+- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
+- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
+- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
+- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
+- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE
+- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
+- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
+- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators
+- [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.
+- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
+- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
+- [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.
 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
+- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
+- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
+- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
+- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
+- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
+- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
 - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
-- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE 
+- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
-- [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators
-- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
-- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
-- [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
-- [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
-- [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
+- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
+- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
+- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
+- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠  - An implementation project of a JVM-based MCP (Model Context Protocol) server.
+- [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.
+- [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
+- [YuChenSSR/multi-ai-advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
+- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
+- [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
 
-### 🧮 Data Science Tools
+### 🧮 <a name="data-science-tools"></a>Data Science Tools
 
 Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
-- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
 
+- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
+- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
+- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
+
+### 📟 <a name="embedded-system"></a>Embedded System
+
+Provides access to documentation and shortcuts for working on embedded devices.
+
+- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
+  
 ### 📂 <a name="file-systems"></a>File Systems
 
 Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
 
-- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
-- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files
-- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
-- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
-- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
 - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard
+- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) 🏎️ 🏠 - File merger tool, suitable for AI chat length limits.
+- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
+- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
+- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
+- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
+- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
+- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
 
 ### 💰 <a name="finance--fintech"></a>Finance & Fintech
 
-Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics.
+Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
 
-- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
+- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
+- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
 - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
-  
+- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
+- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
+- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
+- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
+- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
+- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ -  Providing real-time and historical Crypto Fear & Greed Index data.
+- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
+- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
+- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
+- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ -  A mcp server that bridges Dune Analytics data to AI agents.
+- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
+- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
+- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ -  An MCP server that tracks newly created pools on Pancake Swap.
+- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
+- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ -  An MCP server that powers AI agents with indexed blockchain data from The Graph.
+- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ -  An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
+- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
+- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ -  An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
+- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ -  An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
+- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ -  A mcp server for tracking cryptocurrency whale transactions.
+- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
+- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
+- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
+- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 -  A ledger-cli integration for managing financial transactions and generating reports.
+- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
+- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ -  Bitget API to fetch cryptocurrency price.
+- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
+- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
+- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
+
+### 🎮 <a name="gaming"></a>Gaming
+
+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.
+- [pab1ito/chess-mcp](https://github.com/pab1ito/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
+
 ### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
 
 Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
-- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
-- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
-- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
-- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
-- [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
+
+- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
+- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
+- [hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
+- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
+- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
+- [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
+- [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
 
 ### 🗺️ <a name="location-services"></a>Location Services
 
-Geographic and location-based services integration. Enables access to mapping data, directions, and place information.
+Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
 
-- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
+- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️  - IP address geolocation and network information using IPInfo API
+- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection.
+- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
+- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
+- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
 - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
 - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
 
+### 🎯 <a name="marketing"></a>Marketing
+
+Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+
+- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
+
 ### 📊 <a name="monitoring"></a>Monitoring
 
 Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
 
-- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
-- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
+- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
+- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
+- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
 - [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
+- [modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
+- [modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
+- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
+- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
 
-### 🔎 <a name="search"></a>Search
+### 🔎 <a name="search"></a>Search & Data Extraction
 
-- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API
-- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
-- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
 - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
-- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
-- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
-- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
-- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
-- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Search Google and do deep web research on any topic
 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM to search and read papers from arXiv
 - [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️  MCP to search and read medical / life sciences papers from PubMed.
-- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
-- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
+- [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
-- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
-- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
+- [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/).
-- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
+- [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.
+- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
+- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
+- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
+- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
+- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
+- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
+- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
+- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
+- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
+- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 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
+- [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
+- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
+- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
+- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
+- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
+- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
+- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
+- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
 
 ### 🔒 <a name="security"></a>Security
 
-- [dnstwist MCP Server](https://github.com/BurtTheCoder/mcp-dnstwist) 📇🪟☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
-- [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) 📇🪟☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs. 
-- [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) 📇🪟☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
-- [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) 📇🪟☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
+- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
+- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
+- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
+- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
+- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
+- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
+- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
+- [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.
+- [semgrep/mcp-security-audit](https://github.com/semgrep/mcp-security-audit) 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
+actors, and retrieving intelligence sources.
+security vulnerabilities. Built with remote npm registry integration for real-time security checks.
+
+### 🏃 <a name="sports"></a>Sports
+
+Tools for accessing sports-related data, results, and statistics.
+
+- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
 
 ### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
 
 Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
 
+- [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
+- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
 - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
+- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
 
 ### 🔄 <a name="version-control"></a>Version Control
 
 Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.
 
-- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API integration for repository management, PRs, issues, and more
-- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
-- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
 - [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM
+- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
+- [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-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API integration for repository management, PRs, issues, and more
+- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
+- [oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Gitee API integration, repository, issue, and pull request management, and more.
 
 ### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
 
-- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
-- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI's smartest models
-- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
-- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
-- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol
-- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Interacting with Phabricator API
-- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
-- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
-- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
-- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
-- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
-- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
-- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only)
-- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes
-- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API
-- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
-- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
-- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Natural language search and content access for Confluence workspaces
-- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
-- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  An MCP server that installs other MCP servers for you.
-- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
-- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - Wikipedia Article lookup API
-- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
-- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
-- [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
-- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
-- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers
-- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
-- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
+- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
+- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
 - [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
-- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
-- [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
-- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats
-- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - An MCP server for querying wolfram alpha API.
 - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Use Amazon Nova Canvas model for image generation.
+- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
+- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  An MCP server that installs other MCP servers for you.
+- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
+- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️  MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
+- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes
+- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
 - [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
+- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
+- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
+- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Interacting with Phabricator API
+- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
+- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
+- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
+- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers
+- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
+- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
+- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️  - Wikipedia Article lookup API
+- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations
 - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Tools to the query and execute of Dify workflows
-- [@pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
-- [@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.
+- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
+- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
+- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
+- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
+- [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary
+- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
+- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
+- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
+- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
+- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
+- [lciesielski/mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example) 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
+- [llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
+- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
+- [makehq/mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
+- [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
+- [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on JavaFX canvas.
+- [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.
+- [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
+- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) 📇 ☁️ - Chat with OpenAI's smartest models
+- [NakaokaRei/swift-mcp-gui](https://github.com/NakaokaRei/swift-mcp-gui.git) 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
+- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
+- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI.
+- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
+- [pskill9/hn-server](https://github.com/pskill9/hn-server) - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
+- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
+- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation
+- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
+- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
+- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
+- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
+- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
+- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) 🐍 ☁️ - An MCP server for querying wolfram alpha API.
+- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos
+- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only)
+- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
+- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API
+- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system
+- [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).
+- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
+- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - An MCP server for Strava, an app for tracking physical exercise
+- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
+- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers
+- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
+- [yuna0x0/hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp) 📇 ☁️ - Allows AI models to interact with [HackMD](https://hackmd.io)
+- [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.
 
 ## Frameworks
 
 - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
 - [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - A high-level framework for building MCP servers in TypeScript
 - [Foxy Contexts](https://github.com/strowk/foxy-contexts) 🏎️ - Golang library to write MCP Servers declaratively with functional testing included
-- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – Provides integration between [Genkit](https://github.com/firebase/genkit/tree/main) and the Model Context Protocol (MCP).
+- [gabfr/waha-api-mcp-server](https://github.com/gabfr/waha-api-mcp-server) 📇 - An MCP server with openAPI specs for using the WhatsApp unnoficial API (https://waha.devlike.pro/ - also open source: https://github.com/devlikeapro/waha
+- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – Provides integration between [Genkit](https://github.com/firebase/genkit/tree/main) and the Model Context Protocol (MCP).
+- [lastmile-ai/mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - Build effective agents with MCP servers using simple, composable patterns.
 - [LiteMCP](https://github.com/wong2/litemcp) 📇 - A high-level framework for building MCP servers in JavaScript/TypeScript
+- [marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
 - [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - Golang SDK for building MCP Servers and Clients.
 - [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) 📇 - Fast and elegant TypeScript framework for building MCP servers
 - [mcp-proxy](https://github.com/punkpeye/mcp-proxy) - 📇 A TypeScript SSE proxy for MCP servers that use `stdio` transport.
 - [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - MCP CLI server template for Rust
-- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - Golang framework for building MCP Servers, focussed on type safety 
+- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) 🏎️ - Golang framework for building MCP Servers, focussed on type safety
+- [mullerhai/sakura-mcp](https://github.com/mullerhai/sakura-mcp) 🦀 ☕ - Scala MCP Framework for Build effective agents with MCP servers and MCP clients shade from modelcontextprotocol.io.
+- [paulotaylor/voyp-mcp](https://github.com/paulotaylor/voyp-mcp) 📇 - VOYP - Voice Over Your Phone MCP Server for making calls.
+- [quarkiverse/quarkus-mcp-server](https://github.com/quarkiverse/quarkus-mcp-server) ☕ - Java SDK for building MCP servers using Quarkus.
 - [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) 🐍 - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
+- [ribeirogab/simple-mcp](https://github.com/ribeirogab/simple-mcp) 📇 - A simple TypeScript library for creating MCP servers.
 - [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣ 🏠 - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility ⚡ 🔌
-- [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
-
+- [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
+- [spring-projects-experimental/spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
+- [Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server) 📇 - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
+  
 ## Utilities
 
 - [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - An MCP stdio to HTTP SSE transport gateway with example server and MCP client.
+- [f/MCPTools](https://github.com/f/mcptools) 🔨 - A command-line development tool for inspecting and interacting with MCP servers with extra features like mocks and proxies.
+- [flux159/mcp-chat](https://github.com/flux159/mcp-chat) 📇🖥️ - A CLI based client to chat and connect with any MCP server. Useful during development & testing of MCP servers.
 - [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) 📇 – Use MCP provided tools in LangChain.js
+- [kukapay/whattimeisit-mcp](https://github.com/kukapay/whattimeisit-mcp) 🐍 ☁️ - A lightweight mcp server that tells you exactly what time is it.
+- [kukapay/whereami-mcp](https://github.com/kukapay/whereami-mcp) 🐍 ☁️ -  A lightweight mcp server that tells you exactly where you are based on your current IP.
+- [kukapay/whoami-mcp](https://github.com/kukapay/whoami-mcp) 🐍 🏠 - A lightweight MCP server that tells you exactly who you are.
 - [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) 📇 - A gateway demo for MCP SSE Server.
 - [mark3labs/mcphost](https://github.com/mark3labs/mcphost) 🏎️ -  A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).
 - [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) 📇 - A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
 - [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 – an openAI middleware proxy to use mcp in any existing openAI compatible client
 - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – An MCP stdio to SSE transport gateawy.
-- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework to build vertical AI agent
+- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single http server.
+- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework to build vertical AI agent
 
-## Clients
-
-> [!NOTE]
-> Looking for MCP clients? Check out the [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) repository.
 
 ## Tips and Tricks