diff --git a/README-ja.md b/README-ja.md
index 75c64c9..43d418e 100644
--- a/README-ja.md
+++ b/README-ja.md
@@ -12,6 +12,7 @@
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?](#MCPとは何ですか?)
+* [クライアント](#クライアント)
* [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)
@@ -26,7 +27,6 @@
## クライアント
[awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)と[glama.ai/mcp/clients](https://glama.ai/mcp/clients)をチェックしてください。
-MCPをサポートするクライアントのリストです。
> [!TIP]
> [Glama Chat](https://glama.ai/chat)はMCPサポートと[AI gateway](https://glama.ai/gateway)を備えたマルチモーダルAIクライアントです。
@@ -50,7 +50,8 @@ MCPをサポートするクライアントのリストです。
* 🏎️ – Goコードベース
* 🦀 – Rustコードベース
* #️⃣ – C#コードベース
- * ☕ – Javaコードベース
+ * ☕ – Javaコードベース
+ * 🌊 – C/C++コードベース
* スコープ
* ☁️ – クラウドサービス
* 🏠 – ローカルサービス
@@ -70,23 +71,37 @@ MCPをサポートするクライアントのリストです。
> [!NOTE]
> 現在、リポジトリと同期されている[ウェブのディレクトリ](https://glama.ai/mcp/servers)があります。
-* 🔗 - [Aggregators](#aggregators)
-* 📂 - [ブラウザ自動化](#browser-automation)
+* 🔗 - [アグリゲーター](#aggregators)
* 🎨 - [芸術と文化](#art-and-culture)
+* 📂 - [ブラウザ自動化](#browser-automation)
* ☁️ - [クラウドプラットフォーム](#cloud-platforms)
+* 👨💻 - [コード実行](#code-execution)
+* 🤖 - [コーディングエージェント](#coding-agents)
+* 🖥️ - [コマンドライン](#command-line)
* 💬 - [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)
* 📊 - [データプラットフォーム](#data-platforms)
+* 🚚 - [配送](#delivery)
* 🛠️ - [開発者ツール](#developer-tools)
+* 🧮 - [データサイエンスツール](#data-science-tools)
+* 📟 - [組み込みシステム](#embedded-system)
* 📂 - [ファイルシステム](#file-systems)
-* 🎮 - [ ゲーミング](#gaming)
+* 💰 - [金融・フィンテック](#finance--fintech)
+* 🎮 - [ゲーミング](#gaming)
* 🧠 - [知識と記憶](#knowledge--memory)
* 🗺️ - [位置情報サービス](#location-services)
+* 🎯 - [マーケティング](#marketing)
* 📊 - [監視](#monitoring)
-* 🔎 - [検索](#search)
+* 🎥 - [マルチメディア処理](#multimedia-process)
+* 🔎 - [検索・データ抽出](#search)
+* 🔒 - [セキュリティ](#security)
+* 🌐 - [ソーシャルメディア](#social-media)
+* 🏃 - [スポーツ](#sports)
+* 🎧 - [サポート・サービス管理](#support-and-service-management)
* 🌎 - [翻訳サービス](#translation-services)
-* 🔄 - [旅行と交通](#travel-and-transportation)
+* 🎧 - [テキスト読み上げ](#text-to-speech)
+* 🚆 - [旅行と交通](#travel-and-transportation)
* 🔄 - [バージョン管理](#version-control)
* 🛠️ - [その他のツールと統合](#other-tools-and-integrations)
@@ -94,45 +109,108 @@ MCPをサポートするクライアントのリストです。
単一のMCPサーバーを通じて多くのアプリやツールにアクセスするためのサーバー。
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 複数のMCPサーバーを1つのMCPサーバーに集約する統一的なモデルコンテキストプロトコルサーバー実装。
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Web APIを10秒でMCPサーバーに変換し、オープンソースレジストリに追加する: https://open-mcp.org
+- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - [MindsDBを単一のMCPサーバーとして](https://docs.mindsdb.com/mcp/overview)使用し、様々なプラットフォームとデータベース間でデータを接続・統合
+- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - MCPサーバーのリストを提供し、日常のワークフローを改善するために使用できるサーバーをクライアントに問い合わせることができる
+- [pipedream/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - 8,000以上の事前構築ツールで2,500のAPIに接続し、独自のアプリでユーザー向けサーバーを管理
+- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - 複数のMCPサーバーを1つのインターフェースに統合する包括的なプロキシサーバー。サーバー間でツール、プロンプト、リソース、テンプレートの発見と管理を提供し、MCPサーバー構築時のデバッグ用プレイグラウンドも含む
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - 複数のMCPサーバーを1つの統一エンドポイントに構成するためのプロキシツール。Nginxがウェブサーバーのために機能するのと同様に、複数のMCPサーバー間でリクエストの負荷分散を行うことで、AIツールをスケーリングします。
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCPは、GUIでMCP接続を管理する統合ミドルウェアMCPサーバーです。
+- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Claude Desktopやその他のMCPホストを、お気に入りのアプリ(Notion、Slack、Monday、Airtableなど)にシームレスかつ安全に接続。90秒以下で完了
- [MCP Access Point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - サーバー側のコードに変更を加えることなく、Web API を 1 回のクリックで MCP サーバーに変換します。。
- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - MCPを通じてGoogleのImagen 3.0 APIを使用する強力な画像生成ツール。高度な写真、芸術的、写実的なコントロールでテキストプロンプトから高品質な画像を生成します。
-
-### 📂 ブラウザ自動化
-
-Webコンテンツのアクセスと自動化機能。AIに優しい形式でWebコンテンツを検索、スクレイピング、処理することができます。
-
-- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - Playwrightを使用したブラウザ自動化とWebスクレイピングのためのMCPサーバー
-- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - Playwrightを使用したブラウザ自動化のためのMCPサーバー
-- [@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。
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - MCPとA2Aをネイティブにサポートする、エージェント駆動のセルフホスト型ブラウザ。
+- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT画像生成・編集MCPサーバー
### 🎨 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。
-- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - 包括的で正確な八字(四柱推命)の命式作成と占い情報を提供
+- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - Manimを使ってアニメーションを生成するローカルMCPサーバー
+- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Video Jungle Collectionから動画編集の追加、分析、検索、生成
+- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - Discogs APIと連携するMCPサーバー
+- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ 公式REST API v4を通してQuran.comコーパスと連携するMCPサーバー
+- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - コレクション内の芸術作品を検索・表示するメトロポリタン美術館コレクションAPI統合
+- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 芸術作品検索、詳細、コレクションのためのライクスミュージアムAPI統合
+- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - オランダの歴史的第二次大戦記録、写真、文書(1940-1945)にアクセスするためのOorlogsbronnen(War Sources)API統合
+- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - 動画編集、カラーグレーディング、メディア管理、プロジェクト制御の強力なツールを提供するDaVinci Resolve用MCPサーバー統合
- [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
+- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Aseprite APIを使用してピクセルアートを作成するMCPサーバー
+- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - NVIDIA Isaac Sim、Lab、OpenUSDなどの自然言語制御を可能にするMCPサーバーと拡張機能
+- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - AIアシスタントが書籍情報を検索できるOpen Library API用MCPサーバー
+- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - Autodesk Maya用MCPサーバー
+- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - 包括的で正確な八字(四柱推命)の命式作成と占い情報を提供
### ☁️ クラウドプラットフォーム
クラウドプラットフォームサービスの統合。クラウドインフラストラクチャとサービスの管理と対話を可能にします。
-- [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
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - fastmcp ライブラリと統合し、NebulaBlock のすべての API 機能をツールとして提供します。
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Greenfield、IPFS、Arweaveなどの分散型ストレージネットワークにAI生成コードをすぐにデプロイできる4EVERLAND Hosting用MCPサーバー実装。
+- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWSサービスとリソースとのシームレスな統合のためのAWS MCPサーバー。
+- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 七牛クラウド製品に基づいて構築されたMCP、七牛クラウドストレージ、メディア処理サービスなどへのアクセスをサポート。
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - IPFSストレージのアップロードと操作
+- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️🏠 - API リソース検出、リソース管理、Pod ログ、メトリクス、イベントなど、標準化されたインターフェースを通じて Kubernetes クラスターと対話するためのツールを提供する Kubernetes モデルコンテキストプロトコル(MCP)サーバー。
+- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - 書籍クエリに使用されるMCPサーバーで、Cherry Studioなどの一般的なMCPクライアントに適用できます。
+- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - AIアシスタントがAWS CLIコマンドを実行し、Unixパイプを使用し、マルチアーキテクチャサポート付きの安全なDocker環境で一般的なAWSタスクのプロンプトテンプレートを適用できるようにする軽量で強力なサーバー
+- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - AIアシスタントがマルチアーキテクチャサポート付きの安全なDocker環境でKubernetes CLIコマンド(`kubectl`、`helm`、`istioctl`、`argocd`)をUnixパイプを使用して安全に実行できるようにする軽量で堅牢なサーバー。
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - MCPサーバーは、AIアシスタントがAlibaba Cloud上のリソースを運用・管理できるようにし、ECS、クラウドモニタリング、OOS、およびその他の広く使用されているクラウド製品をサポートします。
-- [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。
-- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8Sは、AI駆動のKubernetesリソース管理ツールで、自然言語インタラクションを通じて、ユーザーがKubernetesクラスター内の任意のリソース(ネイティブリソース(DeploymentやServiceなど)やカスタムリソース(CRD)を含む)を操作できるようにします。複雑なコマンドを覚える必要はなく、要件を説明するだけで、AIが対応するクラスター操作を正確に実行し、Kubernetesの使いやすさを大幅に向上させます。
-- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) - 🏎️ ☁️/🏠 強力なMCPサーバーで、AIアシスタントがPortainerインスタンスとシームレスに連携し、コンテナ管理、デプロイメント操作、インフラストラクチャ監視機能に自然言語でアクセスできるようにします。
+- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - MCP(Model Control Protocol)に基づくVMware ESXi/vCenter管理サーバーで、仮想マシン管理のためのシンプルなREST APIインターフェースを提供。
+- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers、KV、R2、D1を含むCloudflareサービスとの統合
+- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - AIエージェントがCyclops抽象化を通じてKubernetesリソースを管理できるようにするMCPサーバー
+- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️🏠 - Pod、デプロイメント、サービスのKubernetesクラスター操作のTypeScript実装。
+- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️🏠 - Azure Resource Graphを使用してAzureリソースを大規模にクエリおよび分析するためのModel Context Protocolサーバー。AIアシスタントがAzureインフラストラクチャを探索および監視できるようにします。
+- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - Azureと直接対話できるAzure CLIコマンドラインのラッパー
+- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - 詳細なセットアップ情報とLLMの使用例を含む、Netskope Private Access環境内のすべてのNetskope Private Accessコンポーネントへのアクセスを提供するMCP。
+- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - OpenShiftの追加サポートを備えた強力なKubernetes MCPサーバー。**任意の**Kubernetesリソースに対するCRUD操作の提供に加えて、このサーバーはクラスターと対話するための専用ツールを提供します。
+- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - AIアシスタントがTerraform環境を管理および操作できるようにするTerraform MCPサーバー。設定の読み取り、プランの分析、設定の適用、Terraformステートの管理を可能にします。
+- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - Pulumi Automation APIとPulumi Cloud APIを使用してPulumiと対話するためのMCPサーバー。MCPクライアントがパッケージ情報の取得、変更のプレビュー、更新のデプロイ、スタック出力の取得などのPulumi操作をプログラムで実行できるようにします。
+- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️🏠 - Claude、Cursor、その他のAIアシスタントが自然言語を通じてKubernetesクラスターと対話できるようにするKubernetes用Model Context Protocol(MCP)サーバー。
+- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) 🏎️ ☁️🏠 - MCPを通じたKubernetesクラスター操作
+- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) 🏎️ 🏠☁️ - Nutanix Prism CentralリソースとインターフェースするためのGoベースのMCPサーバー。
+- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️🏠 - 一回の呼び出しで最新のEC2価格情報を取得。高速。事前解析済みのAWS価格カタログを使用。
+- [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DevOpsおよび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DevOpsおよび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。
+- [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。
+- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️🏠 - Azure Data Lake Storage用MCPサーバー。コンテナの管理、コンテナファイルの読み取り/書き込み/アップロード/ダウンロード操作、ファイルメタデータの管理が可能。
+- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️🏠 - MCP-K8Sは、AI駆動のKubernetesリソース管理ツールで、自然言語インタラクションを通じて、ユーザーがKubernetesクラスター内の任意のリソース(ネイティブリソース(DeploymentやServiceなど)やカスタムリソース(CRD)を含む)を操作できるようにします。複雑なコマンドを覚える必要はなく、要件を説明するだけで、AIが対応するクラスター操作を正確に実行し、Kubernetesの使いやすさを大幅に向上させます。
+- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - 自然言語を使用してRedis Cloudリソースを簡単に管理。データベースの作成、サブスクリプションの監視、シンプルなコマンドでクラウドデプロイメントの設定。
+- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️🏠 - 強力なMCPサーバーで、AIアシスタントがPortainerインスタンスとシームレスに連携し、コンテナ管理、デプロイメント操作、インフラストラクチャ監視機能に自然言語でアクセスできるようにします。
+
+### 👨💻 コード実行
+
+コード実行サーバー。LLMが安全な環境でコードを実行できるようにし、コーディングエージェントなどに使用されます。
+
+- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠- MCPツールコールを介して安全なサンドボックスでPythonコードを実行
+- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - 安全でスケーラブルなサンドボックス環境でLLM生成コードを実行し、NPMやPyPIパッケージの完全サポートでJavaScriptやPythonを使用してMCPツールを作成
+- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - OpenAPI-MCP:既存のAPIドキュメントを持つ任意のAPIへのアクセスを可能にするDockerized MCPサーバー。
+- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 – その場でのnpm依存関係インストールとクリーンな破棄を含む、JavaScriptスニペット実行のための分離されたDockerベースサンドボックスを立ち上げるNode.js MCPサーバー
+- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - v8を使用してAI生成のJavaScriptをローカルで恐れることなく実行するJavaScriptコード実行サンドボックス。永続セッション用のヒープスナップショットをサポート。
+
+### 🤖 コーディングエージェント
+
+LLMがコードの読み取り、編集、実行を行い、一般的なプログラミングタスクを完全に自律的に解決できるフル機能のコーディングエージェント。
+
+- [oraios/serena](https://github.com/oraios/serena)🐍🏠 - 言語サーバーを使用したシンボリックコード操作に依存するフル機能のコーディングエージェント。
+- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍🏠 - 基本的な読み取り、書き込み、コマンドラインツールを備えたコーディングエージェント。
+- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - AIモデルがLeetCode問題を検索、取得、解決できるMCPサーバー。メタデータフィルタリング、ユーザープロファイル、提出、コンテストデータアクセスをサポート。
+- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - **LeetCode**のプログラミング問題、解答、提出、公開データへの自動アクセスを可能にするMCPサーバー。`leetcode.com`(グローバル)と`leetcode.cn`(中国)の両サイトをサポート。
+- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - ClaudeなどのAIがVS Codeワークスペースのディレクトリ構造を読み取り、リンター及び言語サーバーによって検出された問題を確認し、コードファイルを読み取り、編集を行うことを可能にするMCPサーバー。
+- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - 言語に関係なくソースコードをASTに変換する単一バイナリMCPサーバー。
+
+### 🖥️ コマンドライン
+
+コマンドの実行、出力の取得、シェルやコマンドラインツールとの対話。
+
+- [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。
+- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - `run_command`と`run_script`ツールで任意のコマンドを実行。
+- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - HF SmolagentsのLocalPythonExecutorベースの安全なPythonインタープリター
+- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - 安全な実行とカスタマイズ可能なセキュリティポリシーを備えたコマンドラインインターフェース
+- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - ターミナル用のDeepSeek MCPライクサーバー
+- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - モデルコンテキストプロトコル(MCP)を実装する安全なシェルコマンド実行サーバー
+- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - 構造化されたモデル駆動によるネットワークデバイスとの対話を可能にするCisco pyATSサーバー。
+- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - プログラムの管理/実行、コードやテキストファイルの読み取り/書き込み/検索/編集ができるスイス・アーミー・ナイフ。
+- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - モデルコンテキストプロトコル経由でLinuxおよびWindowsサーバーのSSH制御を公開するMCPサーバー。パスワードまたはSSHキー認証でリモートシェルコマンドを安全に実行。
### 💬 コミュニケーション
@@ -143,11 +221,13 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
- [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。
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - Messaging APIを利用したLINE公式アカウントとの統合
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 内蔵のFeishu OAuth認証を持つModel Context Protocol(MCP)サーバーで、リモート接続をサポートし、ブロック作成、コンテンツ更新、高度な機能を含む包括的なFeishuドキュメント管理ツールを提供します。
- [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。
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - GoogleカレンダーAPIと連携するためのMCPサーバーです。GoogleCalendar APIの作成、更新、取得、削除ができます。また、TypeScriptベースです。
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) ntfy を使用してスマートフォンに通知を送信し、情報を確実に伝達する MCP サーバーです。
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloudプラットフォーム経由でWhatsAppビジネスメッセージを送信するためのMCPサーバー。
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Huntのための MCP サーバー。トレンド投稿、コメント、コレクション、ユーザーなどと対話できます。
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: TypeScriptでスマートフォンからローカルワークスペースへアクセス可能なTelegram + Claude。移動中にコードを読み書きしてvibe code
### 👤 顧客データプラットフォーム
@@ -155,12 +235,14 @@ 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
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Apache Unomi CDPサーバー上のプロファイルにアクセスし、更新するためのMCPサーバー。
- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - [AntV](https://github.com/antvis) をベースにしたデータ可視化チャートを生成する MCP Server プラグイン。
+- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Cal.com 用の MCP サーバー。イベントタイプの管理、予約の作成、LLM を通じた Cal.com のスケジューリングデータへのアクセスが可能です。
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI が動的に [Mermaid](https://mermaid.js.org/) の構文を使用して可視化チャートMCPを生成します。
### 🗄️ データベース
スキーマ検査機能を備えた安全なデータベースアクセス。読み取り専用アクセスを含む構成可能なセキュリティ制御を使用してデータをクエリおよび分析することができます。
-- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 七牛クラウド製品に基づいて構築されたMCP、七牛クラウドストレージやインテリジェントマルチメディアサービスなどへのアクセスをサポートします。
+- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 七牛クラウド製品に基づいて構築されたMCP、七牛クラウドストレージ、メディア処理サービスなどへのアクセスをサポート。
- [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
@@ -183,6 +265,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheetsと対話するためのモデルコンテキストプロトコルサーバー。このサーバーはGoogle Sheets APIを通じてスプレッドシートの作成、読み取り、更新、管理のためのツールを提供します。
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 包括的な読み取り、書き込み、フォーマット、シート管理機能を備えたGoogle Sheets API統合のMCPサーバー。
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - LLMがPrismaのPostgresデータベースを管理できるようにします(例: 新しいデータベースを立ち上げ、マイグレーションやクエリを実行)。
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – MCPサーバー:[YDB](https://ydb.tech)データベースと対話するための。
### 📊 データプラットフォーム
@@ -191,7 +274,13 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️📇☁️🏠 - Flowcore と対話してアクションを実行し、データを取り込み、データ コア内またはパブリック データ コア内のあらゆるデータを分析、相互参照、活用します。これらはすべて人間の言語で実行できます。
-### 💻 開発者ツール
+### 🚚 配送
+
+配送およびロジスティクスサービスの統合。
+
+- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 – DoorDash配送(非公式)
+
+### 🛠️ 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。
@@ -210,13 +299,83 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
- [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。
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - AIエージェントが状態保持セッション、SSH接続、バックグラウンドプロセス管理を使ってインタラクティブターミナルを制御できるPTY操作のAIパイロット
- [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
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – Cursor AI のようなコーディングエージェントを強化するために設計された、プログラミング特化型のタスク管理システム。高度なタスク記憶、自省、依存関係の管理機能を備えています。[ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - Docker 経由でローカルにコードを実行し、複数のプログラミング言語をサポートする MCP サーバー
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - EdgeOne Pagesに HTMLコンテンツをデプロイし、公開アクセス可能なURLを取得するためのMCPサービスです。
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - ROS MCPサーバーは、ユーザーの自然言語コマンドをROSまたはROS2の制御コマンドに変換することで、ロボットの制御を支援します。
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken の API とやり取りするための CLI。gk mcp 経由で MCP サーバーも含まれており、GitKraken の API だけでなく、Jira、GitHub、GitLab などもラップします。ローカルツールやリモートサービスとも連携可能です。
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCPサーバーは、MCP上に構築されたサーバーで、大規模言語モデル(LLM)によって解釈された自然言語コマンドを使用して、ユーザーがUnitree Go2ロボットを制御できるようにします。
+### 🧮 データサイエンスツール
+
+データ分析、機械学習、統計計算のためのツールとプラットフォーム。
+
+- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - MCP(Model Control Protocol)に基づくVMware ESXi/vCenter管理サーバーで、仮想マシン管理のためのシンプルなREST APIインターフェースを提供
+- [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
+- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - SQLを使用して40以上のアプリを1つのバイナリでクエリ。PostgreSQL、MySQL、またはSQLite互換データベースに接続することも可能。ローカルファーストでプライベート設計。
+- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - LLMがデータベースと直接対話できるようにするMongoDB統合
+- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Serverなど多数のデータベースをサポートするSQLAlchemyベースの汎用データベース統合。スキーマと関係の検査、大規模データセット分析機能を備えています
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - クエリとAPI機能を備えたTinybird統合
+
+### 📟 組み込みシステム
+
+組み込みデバイスでの作業のためのドキュメントとショートカットへのアクセスを提供。
+
+- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - ESP-IDFを使用したESP32シリーズチップのビルド問題修正ワークフロー。
+- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - 産業用Modbusデータを標準化し、コンテキスト化するMCPサーバー。
+- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - OPC UA対応の産業システムに接続するMCPサーバー。
+- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - LLMがRF `.grc`フローチャートを自律的に作成・修正できるGNU Radio用MCPサーバー。
+
+### 💰 金融・フィンテック
+
+金融市場、取引、暗号通貨、投資プラットフォームとの統合。
+
+- [A1X5H04/binance-mcp-server](https://github.com/A1X5H04/binance-mcp-server) 🐍 ☁️ - Binance APIとの統合で、暗号通貨価格、市場データ、口座情報へのアクセスを提供
+- [akdetrick/mcp-teller](https://github.com/akdetrick/mcp-teller) 🐍 🏠 - カナダのフィンテック企業Tellerのアカウント集約APIへのアクセス
+- [fatwang2/alpaca-trade-mcp](https://github.com/fatwang2/alpaca-trade-mcp) 📇 ☁️ - Alpaca取引プラットフォームとの統合
+- [fatwang2/coinbase-mcp](https://github.com/fatwang2/coinbase-mcp) 📇 ☁️ - Coinbase Advanced Trade APIとの統合
+- [fatwang2/robinhood-mcp](https://github.com/fatwang2/robinhood-mcp) 📇 ☁️ - Robinhood取引プラットフォームとの統合
+- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - baostockに基づくMCPサーバーで、中国株式市場データへのアクセスと分析機能を提供
+- [jarvis2f/polygon-mcp](https://github.com/jarvis2f/polygon-mcp) 🐍 ☁️ - Polygon.io金融市場データAPIへのアクセス
+- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - AIエージェントにDune Analyticsデータを橋渡しするMCPサーバー
+- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ - 暗号通貨ETFフローデータを提供してAIエージェントの意思決定を支援
+- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - Freqtrade暗号通貨取引ボットと統合するMCPサーバー
+- [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) 🐍 ☁️ - 主要な暗号通貨取引所のリアルタイム資金調達率データを提供
+- [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) 🐍 ☁️ - JupiterのUltra APIを使用してSolanaブロックチェーンでトークンスワップを実行するMCPサーバー
+- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) 🐍 ☁️ - PancakeSwapで新しく作成されたプールを追跡するMCPサーバー
+- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - Solanaミームトークンの潜在的リスクを検出するMCPサーバー
+- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) 🐍 ☁️ - AIエージェントにThe Graphからのインデックス済みブロックチェーンデータを提供するMCPサーバー
+- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) 🐍 ☁️ - AIエージェントが複数のブロックチェーンでERC-20トークンをミントするためのツールを提供するMCPサーバー
+- [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) 🐍 ☁️ - 複数のブロックチェーンでERC-20トークンの許可をチェックおよび取り消すためのMCPサーバー
+- [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) 🐍 ☁️ - Twitterユーザー名の履歴変更を追跡するMCPサーバー
+- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - 複数のブロックチェーンでUniswapの新しく作成された流動性プールを追跡するMCPサーバー
+- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - AIエージェントが複数のブロックチェーンでUniswap DEXでのトークンスワップを自動化するMCPサーバー
+- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - 暗号通貨クジラ取引を追跡するMCPサーバー
+- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - 株式と暗号通貨ポートフォリオの管理、取引の実行、市場データへのアクセスを提供するAlpaca取引API用MCPサーバー
+- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) 🐍 ☁️ - LongPort OpenAPIはリアルタイム株式市場データを提供し、MCPを通じてAIアクセス分析と取引機能を提供
+- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - 30以上のEVMネットワークのための包括的なブロックチェーンサービス、ネイティブトークン、ERC20、NFT、スマートコントラクト、取引、ENS解決をサポート
+- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - ネイティブトークン(ETH、STRK)、スマートコントラクト、StarknetID解決、トークン転送をサポートする包括的なStarknetブロックチェーン統合
+- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 - 金融取引の管理とレポート生成のためのledger-cli統合
+- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - クライアント、ローン、貯蓄、株式、金融取引の管理と金融レポート生成のためのコアバンキング統合
+- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - yfinanceを使用してYahoo Financeから情報を取得するMCPサーバー
+- [polygon-io/mcp_polygon](https://github.com/polygon-io/mcp_polygon) 🐍 ☁️ - 株式、インデックス、外国為替、オプションなどの[Polygon.io](https://polygon.io/)金融市場データAPIへのアクセスを提供するMCPサーバー
+- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 暗号通貨価格を取得するためのBitget API
+- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - CoinCapのパブリックAPIを使用したリアルタイム暗号通貨市場データ統合、APIキー不要で暗号通貨価格と市場情報へのアクセスを提供
+- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - CoinGecko APIを使用して暗号通貨市場データを提供するMCPツール
+- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - Yahoo Finance MCP のTypeScript版
+- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - Yahoo Finance APIを使用して株式市場データと分析を提供するMCPツール
+- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - アカウント情報、取引履歴、ネットワークデータへのアクセスを提供するXRP Ledger用MCPサーバー。台帳オブジェクトの照会、取引の送信、XRPLネットワークの監視が可能
+- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - オープンで無料のDexscreener APIを使用したリアルタイムオンチェーン市場価格
+- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - Solscan APIを使用してSolana取引を自然言語でクエリするMCPツール
+- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - Tushareなどの複数のデータプロバイダーをサポートする、プロフェッショナル金融データにアクセスするためのMCPサーバー
+- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️🏠 - MCP-K8Sは、AI駆動のKubernetesリソース管理ツールで、自然言語インタラクションを通じて、ユーザーがKubernetesクラスター内の任意のリソース(ネイティブリソース(DeploymentやServiceなど)やカスタムリソース(CRD)を含む)を操作できるようにします。複雑なコマンドを覚える必要はなく、要件を説明するだけで、AIが対応するクラスター操作を正確に実行し、Kubernetesの使いやすさを大幅に向上させます。
+- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - 自然言語を使用してRedis Cloudリソースを簡単に管理。データベースの作成、サブスクリプションの監視、シンプルなコマンドでクラウドデプロイメントの設定。
+- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️🏠 - 強力なMCPサーバーで、AIアシスタントがPortainerインスタンスとシームレスに連携し、コンテナ管理、デプロイメント操作、インフラストラクチャ監視機能に自然言語でアクセスできるようにします。
+- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - [Optuna](https://optuna.org/)と連携し、ハイパーパラメータ探索をはじめとする各種最適化タスクのシームレスなオーケストレーションを可能にする公式MCPサーバー。
### 📂 ファイルシステム
@@ -250,28 +409,54 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
地理および位置ベースのサービス統合。地図データ、方向、および場所情報へのアクセスを提供します。
-- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - 位置情報サービス、ルート計画、および場所の詳細のためのGoogle Maps統合
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - 位置情報サービス、ルート計画、および場所の詳細のためのGoogle Maps統合
+
+### 🎯 マーケティング
+
+マーケティングコンテンツの作成と編集、ウェブメタデータの操作、製品ポジショニング、編集ガイドのためのツール。
+
+- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - Facebook Adsとのインターフェースとして機能するMCPサーバーで、Facebook Adsデータと管理機能への プログラマティックアクセスを可能にします。
+- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - Open Strategy Partnersからの マーケティングツールスイートで、文章スタイル、編集コード、製品マーケティング価値マップ作成を含む。
+- [nictuku/meta-ads-mcp](https://github.com/nictuku/meta-ads-mcp) 🐍 ☁️ 🏠 - AIエージェントがMeta広告のパフォーマンスを監視・最適化し、キャンペーンメトリクスを分析し、オーディエンスターゲティングを調整し、クリエイティブアセットを管理し、シームレスなGraph API統合を通じて広告費とキャンペーン設定についてデータ主導の推奨事項を作成できるようにします。
+- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Amazon Advertisingと対話し、キャンペーンメトリクスと設定を分析するツールを有効にします。
### 📊 監視
アプリケーション監視データへのアクセスと分析。エラーレポートとパフォーマンスメトリクスをレビューすることができます。
-- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - Grafana API を通じて Loki ログをクエリできる MCP サーバー。
-- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - エラートラッキングとパフォーマンス監視のためのSentry.io統合
-- [@MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - クラッシュレポートとリアルユーザーモニタリングのためのRaygun API V3統合
+- [netdata/netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - メトリクス、ログ、システム、コンテナ、プロセス、ネットワーク接続を含む すべての可観測性データを使用した発見、調査、レポート、根本原因分析
+- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Grafanaインスタンスでダッシュボードを検索し、インシデントを調査し、データソースをクエリ
+- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - Grafana APIを通じてLokiログをクエリできるMCPサーバー。
+- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - 複雑さからセキュリティ脆弱性まで、10の重要な次元でインテリジェントでプロンプトベースの分析によってAI生成コードの品質を向上
+- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - リアルタイム本番コンテキスト(ログ、メトリクス、トレース)をローカル環境にシームレスに持ち込み、コードをより高速に自動修正
+- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Metoroによって監視されるKubernetes環境をクエリおよび対話
+- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - クラッシュレポートとリアルユーザーモニタリングのためのRaygun API V3統合
+- [modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - エラートラッキングとパフォーマンス監視のためのSentry.io統合
+- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Logfireを通じてOpenTelemetryトレースとメトリクスへのアクセスを提供
+- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - Model Context Protocol(MCP)を介してシステムメトリクスを公開するシステムモニタリングツール。このツールにより、LLMはMCP互換インターフェースを通じてリアルタイムシステム情報を取得できます。(CPU、メモリ、ディスク、ネットワーク、ホスト、プロセスをサポート)
+- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - VictoriaMetricsインスタンスの監視、可観測性、デバッグタスクに関連した[VictoriaMetricsインスタンスAPI](https://docs.victoriametrics.com/victoriametrics/url-examples/)および[ドキュメント](https://docs.victoriametrics.com/)との包括的な統合を提供
-### 🔎 検索
+### 🎥 マルチメディア処理
+
+音声・動画編集、再生、フォーマット変換、および動画フィルタ、拡張などを含むマルチメディア処理機能を提供。
+
+- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - ffmpegコマンドラインを使用してMCPサーバーを実現。対話を通じてローカル動画の検索、カット、結合、再生などの機能を非常に便利に実現できます
+- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - EXIF、XMP、JFIF、GPSなどの画像メタデータを調べることができるMCPサーバー。これにより、フォトライブラリや画像コレクションのLLM駆動検索と分析の基盤を提供します。
+- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - AIアシスタント向けのコンピュータービジョンベースの🪄画像認識・編集ツールの魔法
+
+### 🔎 検索・データ抽出
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless Model Context Protocolサービスは、MCPエコシステム内で離れることなくWeb検索を可能にするGoogle SERP APIへのMCPサーバコネクタとして機能します。
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Braveの検索APIを使用したWeb検索機能
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - DappierのMCPサーバーで、信頼できるメディアブランドからのニュース、金融市場、スポーツ、エンタメ、天気などのプレミアムデータへのリアルタイムアクセスと、高速なWeb検索をAIエージェントに提供します。
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - [Dumpling AI](https://www.dumplingai.com/) によるデータ取得、Webスクレイピング、ドキュメント変換API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - NYTimes APIを使用して記事を検索
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - AI消費のための効率的なWebコンテンツの取得と処理
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi検索API統合
- [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) 📇 ☁️ - Exa AI検索API
-- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – モデルコンテキストプロトコル(MCP)サーバーは、ClaudeなどのAIアシスタントがExa AI検索APIを使用してWeb検索を行うことを可能にします。この設定により、AIモデルは安全かつ制御された方法でリアルタイムのWeb情報を取得できます。
+- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – モデルコンテキストプロトコル(MCP)サーバーは、ClaudeなどのAIアシスタントがExa AI検索APIを使用してWeb検索を行うことを可能にします。この設定により、AIモデルは安全かつ制御された方法でリアルタイムのWeb情報を取得できます。
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - search1apiを介した検索(有料APIキーが必要)
-- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI検索API
+- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI検索API
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - ArXiv研究論文を検索
- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Googleを検索し、任意のトピックに関する深いWebリサーチを行う
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCPを使用してLLMがArXivの論文を検索および読む
@@ -287,11 +472,24 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
### 🔒 セキュリティ
+セキュリティツール、脆弱性評価、フォレンジクス分析。AIアシスタントがサイバーセキュリティタスクを実行できるようにし、侵入テスト、コード分析、セキュリティ監査を支援します。
+
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - セキュリティ重視のMCPサーバーで、AIエージェントに安全ガイドラインとコンテンツ分析を提供
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – AIエージェントが認証アプリと連携できるようにする安全なMCP(Model Context Protocol)サーバー。
- [fosdickio/binary_ninja_mcp](https://github.com/Vector35/binaryninja-mcp) 🐍 🏠 🍎 🪟 🐧 - Binary NinjaのためのMCPサーバーとブリッジ。バイナリ分析とリバースエンジニアリングのためのツールを提供します。
- [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。
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - [Intruder](https://www.intruder.io/) にアクセスするためのMCPサーバー。インフラストラクチャのセキュリティ脆弱性の特定、理解、修正を支援します。
+- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - Volatility 3.x用MCPサーバー。AIアシスタントでメモリフォレンジクス分析を実行可能。pslistやnetscanなどのプラグインをクリーンなREST APIとLLMを通じてアクセス可能にし、メモリフォレンジクスを障壁なく体験
+- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - Gramine経由で信頼実行環境(TEE)内で実行されるMCPサーバー。[RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html)を使用したリモート証明を紹介。MCPクライアントが接続前にサーバーを検証可能
+- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - Model Context Protocol(MCP)と直接統合し、ClaudeなどのLLMでライブリバースエンジニアリング支援を提供するJADXデコンパイラー用プラグインとMCPサーバー
+- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APK ToolのMCPサーバー。Android APKのリバースエンジニアリング自動化を提供
+
+### 📟 組み込みシステム
+
+組み込みデバイスでの作業のためのドキュメントとショートカットへのアクセスを提供します。
+
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - JavaScriptで動作するM5Stack組み込みスーパーカワイイロボット。AI制御による対話と感情表現のためのMCPサーバー機能を搭載。
### 🌎 翻訳サービス
@@ -318,56 +516,80 @@ 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
### 🛠️ 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。
-- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - 通常の GraphQL クエリ/ミューテーション定義ツールを使用すると、gqai によって MCP サーバーが自動的に生成されます。
-- [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
-- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCPプロトコルのすべての機能を実行するMCPサーバー
-- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Phabricator APIとの対話
-- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - REST APIを介してObsidianと対話
-- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - これは、Claude Desktop(または任意のMCPクライアント)がMarkdownノートを含むディレクトリ(Obsidianボールトなど)を読み取り、検索できるようにするコネクタです。
-- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - YouTube字幕の取得
-- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - NotionのAPIと統合して個人のToDoリストを管理
-- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自律的なシェル実行、コンピュータ制御、およびコーディングエージェント。(Mac)
-- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - AIが.gedファイルと遺伝データを読み取ることができるようにします。
-- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - AIがローカルのApple Notesデータベースから読み取ることができるようにします(macOSのみ)
-- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - 暗号通貨のリストと見積もりを取得するためのCoinmarket API統合
-- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Notion APIとの対話
-- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - MCPプロトコルを使用してOpenAI、MistralAI、Anthropic、xAI、またはGoogle AIにリクエストを送信するためのツールまたは事前定義されたプロンプト。ベンダーAPIキーが必要
-- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - コマンドを実行し、その出力を含める。ツールとプロンプト。
-- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - MIROホワイトボードにアクセスし、アイテムを一括作成および読み取り。REST APIのOAUTHキーが必要。
-- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Confluenceワークスペースの自然言語検索とコンテンツアクセス
-- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Perplexity、Groq、xAIなどの他のOpenAI SDK互換のチャット完了APIとチャット
-- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 他のMCPサーバーをインストールするMCPサーバー。
-- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Perplexity APIとの対話。
-- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia記事検索API
-- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - クライアントマシンのローカル時間またはNTPサーバーからの現在のUTC時間を確認するためのMCPサーバー
-- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCPを使用してOpenAIアシスタントと対話(Claudeは任意のGPTモデルをアシスタントとして使用できます)
-- [@joshuarileydev/simulator-mcp-server](https://www.npmjs.com/package/@joshuarileydev/simulator-mcp-server) - 📇 🏠 iOSシミュレータを制御し、シミュレータを起動し、アプリをインストール/起動するためのMCPサーバー。
-- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) シェルからホワイトリストにあるコマンドを実行して結果を返すMCPサーバ
-- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCPサーバーは、ユーザーがClaudeや他のMCP互換アプリから直接Midjourney/Flux/Kling/Hunyuan/Udio/Trellisでメディアコンテンツを生成することを可能にします。
-- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🚀 ☁️ MCP サーバーの Tools を使用して、Dify AI プラットフォーム上でカスタムされたワークフローを検索および実行する
-- [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
-- [kiwamizamurai/mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server) - 📇 ☁️ より強力な[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
+- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ AIモデルがBitcoinと相互作用できるModel Context Protocol(MCP)サーバー。キー生成、アドレス検証、トランザクションデコード、ブロックチェーンクエリなどが可能
+- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - AIがBear Notes(macOSのみ)から読み取り可能にする
+- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) 🐍 🏠 - Model Context Protocolサーバーを通じてすべてのHome Assistant音声インテントを公開し、ホーム制御を可能にする
+- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) 📇 ☁️ - Amazon Nova Canvasモデルを使用した画像生成
+- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - MCPプロトコル経由でOpenAI、MistralAI、Anthropic、xAI、Google AI、DeepSeekにリクエストを送信。ツールまたは事前定義プロンプトを使用。ベンダーAPIキーが必要
+- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 他のMCPサーバーをインストールするMCPサーバー
+- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - YouTube字幕を取得
+- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) 🐍 ☁️ - OpenAIアシスタントと通信するMCP(ClaudeがGPTモデルをアシスタントとして使用可能)
+- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - クライアントマシンのローカル時間またはNTPサーバーからの現在のUTC時間をチェックできるMCPサーバー
+- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - 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、マップなどからデータを抽出する3,000以上の事前構築クラウドツール(Actors)を使用
+- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ - PiAPI MCPサーバーで、Midjourney/Flux/Kling/Hunyuan/Udio/TrellisでClaudeや他のMCP互換アプリから直接メディアコンテンツを生成可能
+- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - ReplicateのAPIを通じて画像生成機能を提供
+- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - 基本的なローカルtaskwarrior使用(タスクの追加、更新、削除)のためのMCPサーバー
+- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - NotionのAPIと統合してパーソナルToDoリストを効率的に管理するModel Context Protocol(MCP)サーバー
+- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - BearのsqliteDBと直接統合してBear Note取得アプリのノートとタグを読み取り可能
+- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - ClaudeがChatGPTと通信してWeb検索機能を使用するためのMCPサーバー
+- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - AIがGraphQLサーバーをクエリ可能にする
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - Claude Desktop(または任意のMCPクライアント)がMarkdownノート(Obsidianボルトなど)を含むディレクトリを読み取り・検索できるコネクター
+- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - MCPサーバーテスト用のもう一つのCLIツール
+- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - NotionのAPIと統合してパーソナルToDoリストを管理
+- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/)のAPIと統合してパーソナルToDoプロジェクトとタスクを管理するTickTick MCPサーバー
+- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️ - eSignatures API経由で拘束力のある契約の起草、レビュー、送信を行う契約・テンプレート管理
+- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - MIROホワイトボードにアクセス、アイテムの一括作成・読み取り。REST API用OAUTHキーが必要
+- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Google Keepノートの読み取り、作成、更新、削除
+- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia記事検索API
+- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - 通常のGraphQLクエリ/ミューテーションを使ってツールを定義すると、gqaiが自動的にMCPサーバーを生成
+- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - LLMが正確な数値計算のために電卓を使用できるサーバー
+- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) 🏎️ ☁️ - Difyワークフローのクエリと実行ツール
+- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - LLMがModel Context Protocol(MCP)を使用してRaindrop.ioブックマークと相互作用できる統合
+- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) 📇 ☁️ - AIクライアントがAttio CRMでレコードとノートを管理可能
+- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - 取得したデータからVegaLite形式とレンダラーを使用して視覚化を生成
+- [ivnvxd/mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo) 🐍 ☁️/🏠 - AIアシスタントをOdoo ERPシステムに接続し、ビジネスデータアクセス、レコード管理、ワークフロー自動化を提供
+- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Contentful Spaceでコンテンツ、コンテンツモデル、アセットの更新、作成、削除
+- [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) 🏠 - エージェントに音声出力させ、作業完了時に簡単な要約で通知
+- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - Climatiq APIにアクセスして炭素排出量を計算するModel Context Protocol(MCP)サーバー。AIアシスタントがリアルタイム炭素計算と気候影響洞察を提供可能
+- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - マークアップベースの組版システムTypst用MCPサーバー。LaTeXとTypst間の変換、Typst構文検証、Typstコードからの画像生成ツールを提供
+- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - macOSでアプリケーションをリスト・起動するMCPサーバー
+- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - Notionアプリでページを作成/更新し、構造化コンテンツからmdBookを自動生成するMCPサーバー
+- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) 🏎️ 🏠 - [Plane](https://plane.so)のAPIを通じてプロジェクトと課題を管理するMCPサーバー
- [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。
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ 語雀APIと統合するためのModel-Context-Protocol (MCP)サーバー。AIモデルがドキュメントを管理し、ナレッジベースと対話し、コンテンツを検索し、語雀プラットフォームの分析データにアクセスできるようにします。
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - Ankr Advanced APIをラップするMCPサーバー実装。イーサリアム、BSC、ポリゴン、アバランチなど複数のブロックチェーンにわたるNFT、トークン、ブロックチェーンデータにアクセスできます。
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - ローカルユーザープロンプトとチャット機能を MCP ループに直接追加することで、インタラクティブな LLM ワークフローを有効にします。
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - GROWI APIと統合するための公式MCPサーバー。
+
+### 🌐 ソーシャルメディア
+
+ソーシャルメディアプラットフォームとの統合により、投稿、アナリティクス、インタラクション管理を可能にします。ソーシャルプレゼンスのAI駆動自動化を実現します。
+
+- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) 🎖️ 🐍 ☁️ - 検索フレーズ、ユーザー、日付フィルタリングでリアルタイムX/Reddit/YouTubeデータにLLMアプリケーション内で直接アクセス
+- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - タイムラインアクセス、ユーザーツイート取得、ハッシュタグモニタリング、会話分析、ダイレクトメッセージング、投稿の感情分析、完全な投稿ライフサイクル制御を提供するオールインワンTwitter管理ソリューション
+- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Facebookページと統合し、Graph APIを通じて投稿、コメント、エンゲージメントメトリクスの直接管理を可能にして、ソーシャルメディア管理を効率化
+- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - atprotoクライアント経由でBlueskyと対話するMCPサーバー
+
+### 🏃 スポーツ
+
+スポーツ関連データ、結果、統計にアクセスするためのツール。
+
+- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - balldontlie APIと統合してNBA、NFL、MLBの選手、チーム、試合情報を提供するMCPサーバー
+- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - 自然言語でサイクリングレースデータ、結果、統計にアクセス。firstcycling.comからスタートリスト、レース結果、ライダー情報を取得する機能を含む
+- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - Strava APIに接続し、LLMを通じてStravaデータにアクセスするツールを提供するModel Context Protocol(MCP)サーバー
+- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - Squiggle APIと統合してオーストラリアンフットボールリーグのチーム、ラダー順位、結果、予想、パワーランキング情報を提供するMCPサーバー
+- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - 自由に利用可能なMLB APIのプロキシとして機能し、選手情報、統計、試合情報を提供するMCPサーバー
+
+### 🎧 テキスト読み上げ
+
+テキストから音声への変換とその逆のためのツール。
+
+- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - オープンウェイトKokoro TTSモデルを使用してテキストから音声に変換するMCPサーバー。ローカルドライブでMP3に変換するか、S3バケットに自動アップロード可能
+- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - ローカルマイク、OpenAI互換API、LiveKit統合を通じて音声からテキスト、テキストから音声、リアルタイム音声会話をサポートする完全な音声インタラクションサーバー
## フレームワーク
-- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – [Genkit](https://github.com/firebase/genkit/tree/main) とモデルコンテキストプロトコル(MCP)との統合を提供します。
+- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – [Genkit](https://github.com/firebase/genkit/tree/main) とモデルコンテキストプロトコル(MCP)との統合を提供します。
- [@modelcontextprotocol/server-langchain](https://github.com/rectalogic/langchain-mcp) 🐍 - LangChainでのMCPツール呼び出しサポートを提供し、LangChainワークフローにMCPツールを統合できるようにします。
- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - MCPサーバーとクライアントを構築するためのGolang SDK。
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - PythonでMCPサーバーを構築するための高レベルフレームワーク
@@ -386,7 +608,6 @@ 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
- [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
### LLMがMCPを使用する方法を通知するための公式プロンプト
@@ -410,3 +631,48 @@ https://modelcontextprotocol.io/llms-full.txt
+
+### 📂 ブラウザ自動化
+
+Webコンテンツのアクセスと自動化機能。AIに優しい形式でWebコンテンツを検索、スクレイピング、処理することができます。
+
+- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - FastMCPベースのツールで、Bilibiliのトレンド動画を取得し、標準MCPインターフェースを通じて公開
+- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Bilibiliコンテンツの検索をサポートするMCPサーバー。LangChain連携のサンプルとテストスクリプトを提供
+- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Playwrightを使用したブラウザ自動化のためのMCPサーバー
+- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Playwrightを使用したブラウザ自動化のためのMCP Pythonサーバー、LLMにより適している
+- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - クラウドでのブラウザ相互作用の自動化(ウェブナビゲーション、データ抽出、フォーム入力など)
+- [browsermcp/mcp](https://github.com/browsermcp/mcp) 📇 🏠 - ローカルChromeブラウザを自動化
+- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - SSEトランスポートでMCPサーバーとしてパッケージ化されたbrowser-use。dockerでchromiumを実行するdockerファイル + vncサーバーを含む
+- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Playwrightを使用したブラウザ自動化とWebスクレイピングのためのMCPサーバー
+- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - LLMクライアントがユーザーのブラウザ(Firefox)を制御できるブラウザ拡張機能と組み合わせたMCPサーバー
+- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - macOS用Apple Remindersと統合されたMCPサーバー
+- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - 任意のWebサイトから構造化データを抽出。プロンプトを入力するだけでJSONを取得
+- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - AI分析のためのYouTube字幕とトランスクリプトの取得
+- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Azure OpenAIとPlaywrightを使用した「最小限の」サーバー/クライアントMCP実装
+- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - MicrosoftのオフィシャルPlaywright MCPサーバー。構造化アクセシビリティスナップショットを通じてLLMがWebページと相互作用可能
+- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Webスクレイピングとインタラクションのためのブラウザ自動化
+- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - manifest v2互換ブラウザとの相互作用のためのMCPサーバー
+- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - APIキー不要でGoogleの検索結果を使った無料Web検索を可能にするMCPサーバー
+- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Apple ShortcutsとのMCPサーバー統合
+
+## フレームワーク
+
+> [!NOTE]
+> その他のフレームワーク、ユーティリティ、開発者ツールについては https://github.com/punkpeye/awesome-mcp-devtools をご覧ください
+
+- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - PythonでMCPサーバーを構築するための高レベルフレームワーク
+- [FastMCP](https://github.com/punkpeye/fastmcp) 📇 - TypeScriptでMCPサーバーを構築するための高レベルフレームワーク
+
+## Tips and Tricks
+
+### LLMにModel Context Protocolの使用方法を教える公式プロンプト
+
+ClaudeにModel Context Protocolについて質問したいですか?
+
+プロジェクトを作成し、以下のファイルを追加してください:
+
+https://modelcontextprotocol.io/llms-full.txt
+
+これで、ClaudeはMCPサーバーの作成方法や動作についての質問に答えられるようになります
+
+- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
diff --git a/README-ko.md b/README-ko.md
index e62af7f..5ffd29f 100644
--- a/README-ko.md
+++ b/README-ko.md
@@ -98,6 +98,7 @@
단일 MCP 서버를 통해 많은 앱과 도구에 접근하기 위한 서버입니다.
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 여러 MCP 서버를 하나의 MCP 서버로 통합하는 통합 모델 컨텍스트 프로토콜 서버 구현.
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 웹 API를 10초 만에 MCP 서버로 전환하고 오픈 소스 레지스트리에 추가하세요: https://open-mcp.org
- [tigranbs/mcgravity](https://github.com/krayniok/mcgravity) 📇 🏠 🪟 🐧 - 여러 MCP 서버를 단일 연결 포인트로 통합하여 프록시하는 도구로, 요청 부하를 분산하여 AI 도구를 확장합니다.
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP는 GUI를 통해 MCP 연결을 관리하는 통합 미들웨어 MCP 서버입니다.
@@ -117,8 +118,7 @@
- [@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.
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - MCP 및 A2A를 기본 지원하는 에이전트 기반의 자체 호스팅 브라우저
+- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - 모든 웹사이트에서 구조화된 데이터 추출. 프롬프트만 입력하면 JSON 획득.
### 🎨 예술 및 문화
@@ -133,6 +133,8 @@
클라우드 플랫폼 서비스 통합. 클라우드 인프라 및 서비스의 관리 및 상호 작용을 가능하게 합니다.
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - fastmcp 라이브러리와 통합하여 NebulaBlock의 모든 API 기능을 도구로 제공합니다。
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Greenfield, IPFS, Arweave와 같은 분산 스토리지 네트워크에 AI 생성 코드를 즉시 배포할 수 있는 4EVERLAND Hosting용 MCP 서버 구현.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 치니우안(七牛云) 제품으로 구축된 MCP는 치니우안 스토리지, 지능형 멀티미디어 서비스 등에 접근할 수 있습니다.
- [Cloudflare MCP 서버](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Workers, KV, R2 및 D1을 포함한 Cloudflare 서비스와의 통합
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - IPFS 스토리지 업로드 및 조작
@@ -170,10 +172,13 @@
- [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.
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - LINE 공식 계정을 통합하는 MCP 서버
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 내장된 Feishu OAuth 인증을 갖춘 Model Context Protocol(MCP) 서버로, 원격 연결을 지원하고 블록 생성, 콘텐츠 업데이트 및 고급 기능을 포함한 포괄적인 Feishu 문서 관리 도구를 제공합니다.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat API와 상호 작용하기 위한 MCP 서버입니다. VRChat에서 친구, 월드, 아바타 등에 대한 정보를 검색할 수 있습니다.
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - Google Tasks API와 인터페이스하기 위한 MCP 서버
-- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloud 플랫폼을 통해 WhatsApp 비즈니스 메시지를 발송하는 MCP 서버입니다.
+- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - YCloud 플랫폼을 통해 WhatsApp 비즈니스 메시지를 발송하는 MCP 서버입니다.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Hunt을 위한 MCP 서버. 트렌딩 게시물, 댓글, 컬렉션, 사용자 등과 상호 작용할 수 있습니다.
+- [peter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Cal.com용 MCP 서버입니다. 이벤트 유형을 관리하고, 예약을 생성하며, LLM을 통해 Cal.com의 일정 데이터를 활용할 수 있습니다.
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: TypeScript로 스마트폰에서 로컬 워크스페이스에 접근할 수 있는 Telegram + Claude. 이동 중에 코드를 읽고 쓰며 vibe code!
### 👤 고객 데이터 플랫폼
@@ -184,6 +189,7 @@
- [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.
- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - [AntV](https://github.com/antvis) 를 기반으로 데이터 시각화 차트를 생성하는 MCP Server 플러그인.
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI는 [Mermaid](https://mermaid.js.org/) 문법을 사용하여 동적으로 시각화 차트 MCP를 생성합니다。
### 📊 데이터 플랫폼
@@ -220,7 +226,7 @@
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - 스키마 검사 및 쿼리 기능을 갖춘 DuckDB 데이터베이스 통합
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino 클러스터에서 데이터를 쿼리하고 접근하기 위한 Trino MCP 서버.
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino를 위한 Model Context Protocol (MCP) 서버의 Go 구현.
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - Memgraph에 대한 쿼리 실행 도구 및 스키마 리소스 포함.
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/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
@@ -235,6 +241,7 @@
- [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.
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - LLM이 Prisma Postgres 데이터베이스를 관리할 수 있게 합니다(예: 새 데이터베이스를 생성하고 마이그레이션이나 쿼리를 실행).
- [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.
@@ -283,7 +290,10 @@
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – Cursor AI 같은 코딩 에이전트를 강화하기 위해 설계된 프로그래밍 전용 작업 관리 시스템으로, 고급 작업 메모리, 자기 성찰, 의존성 관리 기능을 갖추고 있습니다. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - Docker를 통해 로컬로 코드를 실행하고 여러 프로그래밍 언어를 지원하는 MCP 서버입니다
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - EdgeOne Pages에 HTML 콘텐츠를 배포하고 공개적으로 접근 가능한 URL을 얻기 위한 MCP 서비스입니다.
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 상태 유지 세션, SSH 연결, 백그라운드 프로세스 관리로 AI 에이전트가 대화형 터미널을 제어할 수 있게 하는 PTY 작업용 AI 파일럿
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - ROS MCP 서버는 사용자의 자연어 명령을 ROS 또는 ROS2 제어 명령으로 변환함으로써 로봇의 제어를 지원합니다.
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken API와 상호작용하기 위한 CLI입니다. gk mcp를 통해 MCP 서버를 포함하고 있으며, GitKraken API뿐만 아니라 Jira, GitHub, GitLab 등도 래핑합니다. 로컬 도구 및 원격 서비스와 함께 작동합니다.
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP 서버는 MCP 기반으로 구축된 서버로, 사용자가 LLM이 해석한 자연어 명령을 통해 Unitree Go2 로봇을 제어할 수 있도록 해줍니다.
### 🧮 데이터 과학 도구
@@ -359,7 +369,7 @@
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
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/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
@@ -392,6 +402,7 @@
- [@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
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier MCP 서버는 신뢰할 수 있는 미디어 브랜드의 뉴스, 금융 시장, 스포츠, 엔터테인먼트, 날씨 등의 프리미엄 데이터와 빠르고 무료인 실시간 웹 검색 기능을 AI 에이전트에 제공합니다.
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 모델 컨텍스트 프로토콜(MCP) 서버는 Claude와 같은 AI 어시스턴트가 웹 검색을 위해 Exa AI 검색 API를 사용할 수 있게 합니다. 이 설정은 AI 모델이 안전하고 통제된 방식으로 실시간 웹 정보를 얻을 수 있도록 합니다.
- [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
@@ -417,6 +428,7 @@
### 🔒 보안
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - AI 에이전트를 위한 안전 가이드라인과 콘텐츠 분석을 제공하는 보안 중심의 MCP 서버.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – AI 에이전트가 인증 앱과 상호 작용할 수 있도록 하는 보안 MCP(Model Context Protocol) 서버입니다.
- [dnstwist MCP 서버](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - 타이포스쿼팅, 피싱 및 기업 스파이 활동 탐지를 돕는 강력한 DNS 퍼징 도구인 dnstwist용 MCP 서버.
- [fosdickio/binary_ninja_mcp](https://github.com/Vector35/binaryninja-mcp) 🐍 🏠 🍎 🪟 🐧 - Binary Ninja를 위한 MCP 서버 및 브릿지. 바이너리 분석 및 리버스 엔지니어링을 위한 도구를 제공합니다.
@@ -451,6 +463,12 @@ AI 어시스턴트가 다양한 언어 간에 콘텐츠를 번역할 수 있게
- [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
+### 📟 임베디드 시스템
+
+임베디드 장치 작업을 위한 문서 및 바로가기에 대한 액세스를 제공합니다.
+
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - JavaScript 기반 M5Stack 임베디드 초귀여운 로봇으로, AI 제어 상호작용 및 감정 표현을 위한 MCP 서버 기능을 갖추고 있습니다.
+
### 🔄 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.
@@ -458,7 +476,6 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표
- [@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
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 통합, 리포지토리, 작업 항목 및 파이프라인 관리용
-- [@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
@@ -470,7 +487,6 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표
- [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
@@ -533,6 +549,7 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - Ankr Advanced API를 래핑하는 MCP 서버 구현. 이더리움, BSC, 폴리곤, 아발란체 등 여러 체인에서 NFT, 토큰 및 블록체인 데이터에 접근할 수 있습니다.
- [Alfex4936/kogrammar](https://github.com/Alfex4936/Hangul-MCP) 📇 - 한국어 맞춤법/글자 수 세기 MCP 서버
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - 로컬 사용자 프롬프트 및 채팅 기능을 MCP 루프에 직접 추가하여 대화형 LLM 워크플로를 활성화합니다.
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - GROWI API와의 통합을 위한 공식 MCP 서버.
## 프레임워크
diff --git a/README-pt_BR.md b/README-pt_BR.md
index 0a87d61..2d52ec6 100644
--- a/README-pt_BR.md
+++ b/README-pt_BR.md
@@ -107,6 +107,7 @@ Confira [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
Servidores para acessar muitos aplicativos e ferramentas por meio de um único servidor MCP.
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - Uma implementação de servidor MCP unificado que agrega vários servidores MCP em um único servidor.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Consulte mais de 40 aplicativos com um único binário usando SQL. Também pode se conectar ao seu banco de dados compatível com PostgreSQL, MySQL ou SQLite. Local primeiro e privado por design.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Conecte-se a 2.500 APIs com mais de 8.000 ferramentas pré-construídas e gerencie servidores para seus usuários, em seu próprio aplicativo.
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Transforme uma API web em um servidor MCP em 10 segundos e adicione-o ao registro de código aberto: https://open-mcp.org
@@ -134,7 +135,6 @@ Acesse e explore coleções de arte, patrimônio cultural e bancos de dados de m
Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e processar conteúdo web em formatos amigáveis para IA.
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - Um servidor MCP que suporta a pesquisa de conteúdo do Bilibili. Fornece exemplos de integração com LangChain e scripts de teste.
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - Navegador autogerenciado com agente integrado, com suporte nativo a MCP e A2A.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - Um servidor MCP para automação de navegador usando Playwright
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - Um servidor MCP em python usando Playwright para automação de navegador, mais adequado para LLM
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automatize interações do navegador na nuvem (por exemplo, navegação web, extração de dados, preenchimento de formulários e mais)
@@ -143,7 +143,7 @@ Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e
- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Um servidor MCP usando Playwright para automação de navegador e raspagem web
- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Um servidor MCP pareado com uma extensão de navegador que permite clientes LLM controlar o navegador do usuário (Firefox).
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) 📇 🏠 🍎 - Um servidor MCP para interagir com Lembretes da Apple no macOS
-- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 🐍 🏠 - Extraia dados estruturados de qualquer site. Basta solicitar e obter JSON.
+- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extraia dados estruturados de qualquer site. Basta solicitar e obter JSON.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Busque legendas e transcrições do YouTube para análise de IA
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - Uma implementação `mínima` de servidor/cliente MCP usando Azure OpenAI e Playwright.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Servidor MCP oficial da Microsoft para Playwright, permitindo que LLMs interajam com páginas web através de snapshots de acessibilidade estruturados
@@ -156,6 +156,8 @@ Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e
Integração de serviços de plataforma em nuvem. Permite o gerenciamento e interação com infraestrutura e serviços em nuvem.
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integra-se com a biblioteca fastmcp para expor toda a gama de funcionalidades da API NebulaBlock como ferramentas acessíveis。
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Uma implementação de servidor MCP para 4EVERLAND Hosting permitindo implantação instantânea de código gerado por IA em redes de armazenamento descentralizadas como Greenfield, IPFS e Arweave.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Um MCP construído com produtos Qiniu Cloud, suportando acesso ao Armazenamento Qiniu Cloud, serviços de processamento de mídia, etc.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload e manipulação de armazenamento IPFS
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - Este é um servidor MCP usado para consultar livros, e pode ser aplicado em clientes MCP comuns, como Cherry Studio.
@@ -213,8 +215,11 @@ Integração com plataformas de comunicação para gerenciamento de mensagens e
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Um servidor MCP junto com um host MCP que fornece acesso a equipes, canais e mensagens do Mattermost. O host MCP é integrado como um bot no Mattermost com acesso a servidores MCP que podem ser configurados.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - Um servidor MCP para pesquisar suas mensagens pessoais do WhatsApp, contatos e enviar mensagens para indivíduos ou grupos
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - Servidor MCP para Integrar Contas Oficiais do LINE
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - Um servidor Model Context Protocol (MCP) com autenticação Feishu OAuth integrada, suportando conexões remotas e fornecendo ferramentas abrangentes de gerenciamento de documentos Feishu incluindo criação de blocos, atualizações de conteúdo e recursos avançados.
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integração com Gmail e Google Calendar.
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Servidor MCP para o Product Hunt. Interaja com postagens em tendência, comentários, coleções, usuários e muito mais.
+- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Servidor MCP para o Cal.com. Gerencie tipos de eventos, crie agendamentos e acesse dados de agendamento do Cal.com por meio de LLMs.
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude com acesso ao workspace local no seu telefone em TypeScript. Leia, escreva e vibe code em movimento!
### 👤 Plataformas de Dados do Cliente
@@ -225,6 +230,7 @@ Fornece acesso a perfis de clientes dentro de plataformas de dados de clientes
- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - Um servidor MCP para acessar e atualizar perfis em um servidor CDP Apache Unomi.
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Um servidor MCP para interagir com um Workspace Tinybird a partir de qualquer cliente MCP.
- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Um plugin do MCP Server baseado no [AntV](https://github.com/antvis) para gerar gráficos de visualização de dados.
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI gera dinamicamente gráficos visuais usando a sintaxe [Mermaid](https://mermaid.js.org/) MCP.
### 🗄️ Bancos de Dados
@@ -241,6 +247,7 @@ Acesso seguro a banco de dados com recursos de inspeção de esquema. Permite co
- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Servidor MCP do Chroma para acessar instâncias Chroma locais e em nuvem para recursos de recuperação
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - Integração do banco de dados ClickHouse com inspeção de esquema e recursos de consulta
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Integração Confluent para interagir com as APIs REST do Confluent Kafka e Confluent Cloud.
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Permite que LLMs gerenciem bancos de dados Prisma Postgres (ex.: criar novos bancos de dados e executar migrações ou consultas).
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – servidor MCP para interagir com bancos de dados [YDB](https://ydb.tech)
### 📊 Plataformas de Dados
@@ -261,7 +268,10 @@ Ferramentas e integrações que aprimoram o fluxo de trabalho de desenvolvimento
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analisa sua base de código identificando arquivos importantes com base em relacionamentos de dependência. Gera diagramas e pontuações de importância, ajudando assistentes de IA a entender a base de código.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 Uma implementação de servidor MCP para controle de Simulador iOS.
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 Servidor MCP que oferece suporte à consulta e gerenciamento de todos os recursos no [Apache APISIX](https://github.com/apache/apisix).
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - Piloto de IA para operações PTY que permite aos agentes controlar terminais interativos com sessões com estado, conexões SSH e gerenciamento de processos em segundo plano
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - O servidor ROS MCP auxilia no controle de robôs convertendo comandos em linguagem natural do usuário em comandos de controle para ROS ou ROS2.
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Uma CLI para interagir com as APIs do GitKraken. Inclui um servidor MCP via gk mcp que envolve não apenas as APIs do GitKraken, mas também Jira, GitHub, GitLab e outros. Funciona com ferramentas locais e serviços remotos.
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - O servidor Unitree Go2 MCP é um servidor construído sobre o MCP que permite aos usuários controlar o robô Unitree Go2 usando comandos em linguagem natural interpretados por um modelo de linguagem grande (LLM).
### 🧮 Ferramentas de Ciência de Dados
@@ -277,6 +287,7 @@ Integrações e ferramentas desenvolvidas para simplificar a exploração de dad
Fornece acesso a documentação e atalhos para trabalhar em dispositivos embarcados.
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Fluxo de trabalho para corrigir problemas de compilação em chips da série ESP32 usando ESP-IDF.
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - Um robô super kawaii embarcado em M5Stack com JavaScript e funcionalidade de servidor MCP para interações e emoções controladas por IA.
### 📂 Sistemas de Arquivos
@@ -341,7 +352,7 @@ Serviços baseados em localização e ferramentas de mapeamento. Permite que mod
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - Geolocalização de endereço IP e informações de rede usando API IPInfo
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - Um servidor MCP OpenStreetMap com serviços baseados em localização e dados geoespaciais.
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - Um servidor MCP para pesquisas de lugares próximos com detecção de localização baseada em IP.
-- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Integração com Google Maps para serviços de localização, rotas e detalhes de lugares
+- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Integração com Google Maps para serviços de localização, rotas e detalhes de lugares
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - conecta o QGIS Desktop ao Claude AI através do MCP. Esta integração permite criação de projetos assistida por prompt, carregamento de camadas, execução de código e muito mais.
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - Uma ferramenta MCP que fornece dados meteorológicos em tempo real, previsões e informações meteorológicas históricas usando a API OpenWeatherMap.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Servidor MCP para previsão meteorológica semanal que retorna 7 dias completos de previsões meteorológicas detalhadas em qualquer lugar do mundo.
@@ -379,10 +390,12 @@ Acesse e analise dados de monitoramento de aplicações. Permite que modelos de
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Servidor MCP Clojars para informações atualizadas de dependências de bibliotecas Clojure
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Pesquise artigos de pesquisa do ArXiv
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Integração com o Google News com categorização automática de tópicos, suporte multilíngue e recursos abrangentes de pesquisa, incluindo manchetes, histórias e tópicos relacionados através do [SerpAPI](https://serpapi.com/).
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - O servidor MCP da Dappier permite pesquisa web em tempo real rápida e gratuita, além de acesso a dados premium de marcas de mídia confiáveis — notícias, mercados financeiros, esportes, entretenimento, clima e muito mais — para construir agentes de IA poderosos.
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - O melhor motor de busca de pessoas que reduz o tempo gasto na descoberta de talentos
### 🔒 Segurança
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Servidor MCP focado em segurança que oferece diretrizes de segurança e análise de conteúdo para agentes de IA.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – Um servidor MCP (Model Context Protocol) seguro que permite que agentes de IA interajam com o aplicativo autenticador.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - Servidor MCP para integrar Ghidra com assistentes de IA. Este plugin permite análise binária, fornecendo ferramentas para inspeção de funções, descompilação, exploração de memória e análise de importação/exportação via Protocolo de Contexto de Modelo.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 Servidor MCP para analisar resultados coletados do ROADrecon na enumeração de inquilino Azure
@@ -431,7 +444,6 @@ Interaja com repositórios Git e plataformas de controle de versão. Permite ger
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Operações diretas de repositório Git incluindo leitura, pesquisa e análise de repositórios locais
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - Integração com a API GitHub para gerenciamento de repositórios, PRs, problemas e mais
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - Integração com a plataforma GitLab para gerenciamento de projetos e operações de CI/CD
-- [oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Integração com a API Gitee, gerenciamento de repositório, problemas e pull requests, e muito mais.
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Integração com Azure DevOps para gerenciamento de repositórios, itens de trabalho e pipelines.
### 🛠️ Outras Ferramentas e Integrações
@@ -443,6 +455,7 @@ Interaja com repositórios Git e plataformas de controle de versão. Permite ger
- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Envie solicitações para OpenAI, MistralAI, Anthropic, xAI, Google AI ou DeepSeek usando o protocolo MCP via ferramenta ou prompts predefinidos. Chave de API do fornecedor necessária
- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Use ferramentas regulares de definição de mutação/consulta GraphQL e o gqai gerará automaticamente um servidor MCP para você.
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Habilita fluxos de trabalho LLM interativos adicionando prompts de usuário local e recursos de chat diretamente no loop do MCP.
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - Servidor MCP oficial para integração com APIs do GROWI.
## Frameworks
diff --git a/README-th.md b/README-th.md
index f8a162c..ecc75fe 100644
--- a/README-th.md
+++ b/README-th.md
@@ -101,6 +101,7 @@
เซิร์ฟเวอร์สำหรับเข้าถึงแอปและเครื่องมือจำนวนมากผ่าน MCP เซิร์ฟเวอร์เดียว
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP ที่รวมกันหลายเซิร์ฟเวอร์ MCP เป็นเซิร์ฟเวอร์เดียว
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - เชื่อมต่อกับ API 2,500 รายการ พร้อมเครื่องมือสำเร็จรูป 8,000+ รายการ และจัดการเซิร์ฟเวอร์สำหรับผู้ใช้งานของคุณในแอปของคุณเอง
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - เครื่องมือพร็อกซี่สำหรับรวมเซิร์ฟเวอร์ MCP หลายตัวเข้าด้วยกันเป็นจุดเชื่อมต่อเดียว ปรับขนาดเครื่องมือ AI ของคุณด้วยการกระจายโหลดคำขอระหว่างเซิร์ฟเวอร์ MCP หลายตัว คล้ายกับวิธีที่ Nginx ทำงานสำหรับเว็บเซิร์ฟเวอร์
@@ -126,7 +127,6 @@
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - เซิร์ฟเวอร์ MCP สำหรับการทำงานอัตโนมัติของเบราว์เซอร์โดยใช้ Playwright
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - เซิร์ฟเวอร์ MCP Python ที่ใช้ Playwright สำหรับการทำงานอัตโนมัติของเบราว์เซอร์ เหมาะสำหรับ llm มากขึ้น
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - ทำงานอัตโนมัติกับเบราว์เซอร์บนคลาวด์ (เช่น การนำทางเว็บ การดึงข้อมูล การกรอกแบบฟอร์ม และอื่นๆ)
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - เบราว์เซอร์แบบโฮสต์เองที่ขับเคลื่อนด้วยเอเจนต์ พร้อมรองรับ MCP และ A2A ในตัว
และอื่นๆ อีกมากมาย...
@@ -134,6 +134,9 @@
การผสานรวมบริการแพลตฟอร์มคลาวด์ ช่วยให้สามารถจัดการและโต้ตอบกับโครงสร้างพื้นฐานและบริการคลาวด์
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - ผสานการทำงานกับไลบรารี fastmcp เพื่อให้สามารถเข้าถึงฟังก์ชัน API ทั้งหมดของ NebulaBlock ได้ผ่านเครื่องมือ。
+
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - การใช้งานเซิร์ฟเวอร์ MCP สำหรับ 4EVERLAND Hosting ที่ช่วยให้สามารถปรับใช้โค้ดที่สร้างด้วย AI บนเครือข่ายการจัดเก็บแบบกระจายศูนย์ เช่น Greenfield, IPFS และ Arweave ได้ทันที
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - เซิร์ฟเวอร์ที่มีน้ำหนักเบาแต่ทรงพลังที่ช่วยให้ผู้ช่วย AI สามารถเรียกใช้คำสั่ง AWS CLI ใช้ท่อ Unix และใช้เทมเพลตพรอมต์สำหรับงาน AWS ทั่วไปในสภาพแวดล้อม Docker ที่ปลอดภัยพร้อมการสนับสนุนหลายสถาปัตยกรรม
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - เซิร์ฟเวอร์ที่มีน้ำหนักเบาแต่แข็งแกร่งที่ช่วยให้ผู้ช่วย AI สามารถเรียกใช้คำสั่ง CLI ของ Kubernetes (`kubectl`, `helm`, `istioctl` และ `argocd`) โดยใช้ท่อ Unix ในสภาพแวดล้อม Docker ที่ปลอดภัยพร้อมการสนับสนุนหลายสถาปัตยกรรม
- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ช่วยให้ผู้ช่วย AI สามารถจัดการและดูแลทรัพยากรบน Alibaba Cloud ได้ โดยรองรับ ECS, การตรวจสอบคลาวด์, OOS และผลิตภัณฑ์คลาวด์อื่นๆ ที่มีการใช้งานอย่างแพร่หลาย
@@ -162,8 +165,11 @@
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - โต้ตอบกับการค้นหาและไทม์ไลน์ Twitter
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) - 🐍 💬 - เซิร์ฟเวอร์ MCP เพื่อสร้างกล่องจดหมายแบบทันทีสำหรับส่ง รับ และดำเนินการกับอีเมล เราไม่ใช่ตัวแทน AI สำหรับอีเมล แต่เป็นอีเมลสำหรับตัวแทน AI
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - เซิร์ฟเวอร์ MCP สำหรับการรวมบัญชี LINE ทางการ
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ Model Context Protocol (MCP) ที่มีการรับรองความถูกต้อง Feishu OAuth ในตัว รองรับการเชื่อมต่อระยะไกลและให้เครื่องมือจัดการเอกสาร Feishu ที่ครอบคลุม รวมถึงการสร้างบล็อค การอัปเดตเนื้อหา และคุณสมบัติขั้นสูง
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับส่งข้อความ WhatsApp Business ผ่านแพลตฟอร์ม YCloud
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับ Product Hunt โต้ตอบกับโพสต์ที่กำลังเป็นที่นิยม ความคิดเห็น คอลเลกชัน ผู้ใช้ และอื่นๆ อีกมากมาย
+- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับ Cal.com จัดการประเภทกิจกรรม สร้างการนัดหมาย และเข้าถึงข้อมูลตารางนัดของ Cal.com ผ่าน LLMs ได้
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude พร้อมการเข้าถึงพื้นที่ทำงานในเครื่องบนโทรศัพท์ของคุณใน TypeScript อ่าน เขียน และ vibe code ระหว่างเดินทาง!
### 👤 แพลตฟอร์มข้อมูลลูกค้า
@@ -172,7 +178,7 @@
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) 🎖️ 📇 ☁️ - เชื่อมต่อกับ [iaptic](https://www.iaptic.com) เพื่อถามเกี่ยวกับการซื้อของลูกค้า ข้อมูลธุรกรรม และสถิติรายได้ของแอป
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - เชื่อมต่อข้อมูลเปิดใดๆ กับ LLM ใดๆ ด้วย Model Context Protocol
- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - ปลั๊กอินสำหรับ MCP Server ที่สร้างขึ้นเพื่อสร้างแผนภูมิการมองเห็นข้อมูลโดยใช้ [AntV](https://github.com/antvis)
-
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI สร้างแผนภูมิที่มองเห็นได้แบบไดนามิกโดยใช้ไวยากรณ์ของ [Mermaid](ttps://mermaid.js.org/) MCP
### 🗄️ ฐานข้อมูล
การเข้าถึงฐานข้อมูลอย่างปลอดภัยพร้อมความสามารถในการตรวจสอบสคีมา ช่วยให้สามารถสืบค้นและวิเคราะห์ข้อมูลด้วยการควบคุมความปลอดภัยที่กำหนดค่าได้ รวมถึงการเข้าถึงแบบอ่านอย่างเดียว
@@ -210,7 +216,7 @@
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - การผสานรวมฐานข้อมูล DuckDB พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - การผสานรวมฐานข้อมูล BigQuery พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - เชื่อมต่อกับฐานข้อมูลที่เข้ากันได้กับ JDBC และสืบค้น แทรก อัปเดต ลบ และอื่นๆ
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - เซิร์ฟเวอร์ Memgraph MCP - รวมถึงเครื่องมือสำหรับเรียกใช้คำสั่งกับ Memgraph และทรัพยากรสคีมา
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - การผสานรวมฐานข้อมูล PostgreSQL พร้อมความสามารถในการตรวจสอบสคีมาและการสืบค้น
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - การดำเนินการฐานข้อมูล SQLite พร้อมคุณสมบัติการวิเคราะห์ในตัว
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol กับ Neo4j
@@ -220,6 +226,7 @@
- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับการเชื่อมต่อระบบจัดการฐานข้อมูล (DBMS) ทั่วไปผ่าน SQLAlchemy โดยใช้ Python ODBC (pyodbc)
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - สืบค้นและวิเคราะห์ฐานข้อมูล Azure Data Explorer
- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - สืบค้นและวิเคราะห์ Prometheus ระบบตรวจสอบโอเพ่นซอร์ส
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - ช่วยให้ LLM จัดการฐานข้อมูล Prisma Postgres ได้ (เช่น สร้างฐานข้อมูลใหม่และรันการ migration หรือ query).
- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - เซิร์ฟเวอร์ Qdrant MCP
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - การผสานรวม MongoDB ที่ช่วยให้ LLMs สามารถโต้ตอบกับฐานข้อมูลได้โดยตรง
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - เชื่อมต่อเครื่องมือ AI โดยตรงกับ Airtable สืบค้น สร้าง อัปเดต และลบบันทึกโดยใช้ภาษาธรรมชาติ คุณสมบัติรวมถึงการจัดการฐาน การดำเนินการตาราง การจัดการสคีมา การกรองบันทึก และการย้ายข้อมูลผ่านอินเทอร์เฟซ MCP มาตรฐาน
@@ -276,6 +283,7 @@
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - เซิร์ฟเวอร์ MCP อย่างง่ายเพื่อเปิดใช้งานเวิร์กโฟลว์ human-in-the-loop ในเครื่องมือเช่น Cline และ Cursor
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ ให้ตัวแทน AI ที่คุณต้องการสร้างและรันการทดสอบ end-to-end ของ [Octomind](https://www.octomind.dev/) ที่จัดการเต็มรูปแบบจากโค้ดเบสของคุณหรือแหล่งข้อมูลอื่นๆ เช่น Jira, Slack หรือ TestRail
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - เซิร์ฟเวอร์ MCP นี้มีเครื่องมือสำหรับดาวน์โหลดเว็บไซต์ทั้งหมดโดยใช้ wget มันรักษาโครงสร้างเว็บไซต์และแปลงลิงก์ให้ทำงานในเครื่อง
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - นักบิน AI สำหรับการดำเนินงาน PTY ที่ช่วยให้เอเจนต์สามารถควบคุมเทอร์มินัลแบบโต้ตอบด้วยเซสชันที่มีสถานะ การเชื่อมต่อ SSH และการจัดการกระบวนการพื้นหลัง
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - การจัดการและการดำเนินการคอนเทนเนอร์ Docker ผ่าน MCP
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - การผสานรวม Xcode สำหรับการจัดการโปรเจ็กต์ การดำเนินการไฟล์ และการทำงานอัตโนมัติของการสร้าง
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้ LLMs รู้ทุกอย่างเกี่ยวกับข้อกำหนด OpenAPI ของคุณเพื่อค้นหา อธิบาย และสร้างโค้ด/ข้อมูลจำลอง
@@ -300,6 +308,8 @@
- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – ระบบจัดการงานที่ออกแบบมาสำหรับการเขียนโปรแกรมโดยเฉพาะ ช่วยเพิ่มประสิทธิภาพให้กับโค้ดดิ้งเอเจนต์อย่าง Cursor AI ด้วยหน่วยความจำงานขั้นสูง การสะท้อนตนเอง และการจัดการลำดับงาน [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - เซิร์ฟเวอร์ MCP สำหรับการรันโค้ดในเครื่องผ่าน Docker และรองรับภาษาการเขียนโปรแกรมหลายภาษา
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ ROS MCP ช่วยควบคุมหุ่นยนต์โดยแปลงคำสั่งภาษาธรรมชาติของผู้ใช้ให้เป็นคำสั่งควบคุม ROS หรือ ROS2
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - CLI สำหรับโต้ตอบกับ GitKraken API โดยมีเซิร์ฟเวอร์ MCP ผ่าน gk mcp ซึ่งไม่เพียงแต่ครอบคลุม GitKraken API เท่านั้น แต่ยังรวมถึง Jira, GitHub, GitLab และอื่น ๆ อีกมากมาย รองรับการทำงานร่วมกับเครื่องมือในเครื่องและบริการระยะไกล.
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - เซิร์ฟเวอร์ Unitree Go2 MCP เป็นเซิร์ฟเวอร์ที่พัฒนาขึ้นบน MCP ซึ่งช่วยให้ผู้ใช้สามารถควบคุมหุ่นยนต์ Unitree Go2 ได้โดยใช้คำสั่งภาษาธรรมชาติที่แปลโดยโมเดลภาษาขนาดใหญ่ (LLM)
### 🧮 เครื่องมือวิทยาศาสตร์ข้อมูล
@@ -315,6 +325,7 @@
ให้การเข้าถึงเอกสารและทางลัดสำหรับการทำงานบนอุปกรณ์ฝังตัว
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - เวิร์กโฟลว์สำหรับการแก้ไขปัญหาการสร้างในชิปซีรีส์ ESP32 โดยใช้ ESP-IDF
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - หุ่นยนต์น่ารักที่ขับเคลื่อนด้วย JavaScript บน M5Stack พร้อมฟังก์ชัน MCP server สำหรับการโต้ตอบและอารมณ์ที่ควบคุมด้วย AI
### 📂 ระบบไฟล์
@@ -404,7 +415,7 @@
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - ตำแหน่งทางภูมิศาสตร์ของที่อยู่ IP และข้อมูลเครือข่ายโดยใช้ IPInfo API
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับการค้นหาสถานที่ใกล้เคียงพร้อมการตรวจจับตำแหน่งตาม IP
-- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - การผสานรวม Google Maps สำหรับบริการตำแหน่ง การกำหนดเส้นทาง และรายละเอียดสถานที่
+- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - การผสานรวม Google Maps สำหรับบริการตำแหน่ง การกำหนดเส้นทาง และรายละเอียดสถานที่
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - เชื่อมต่อ QGIS Desktop กับ Claude AI ผ่าน MCP การผสานรวมนี้ช่วยให้สามารถสร้างโปรเจ็กต์ โหลดเลเยอร์ เรียกใช้โค้ด และอื่นๆ โดยใช้พรอมต์ช่วย
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - เครื่องมือ MCP ที่ให้ข้อมูลสภาพอากาศแบบเรียลไทม์ การพยากรณ์ และข้อมูลสภาพอากาศย้อนหลังโดยใช้ OpenWeatherMap API
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - เข้าถึงเวลาในเขตเวลาใดก็ได้และรับเวลาท้องถิ่นปัจจุบัน
@@ -443,6 +454,7 @@
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - การรวม Google News พร้อมการจัดหมวดหมู่หัวข้ออัตโนมัติ รองรับหลายภาษา และความสามารถในการค้นหาที่ครอบคลุม รวมถึงพาดหัว เรื่องราว และหัวข้อที่เกี่ยวข้องผ่าน [SerpAPI](https://serpapi.com/)
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - เซิร์ฟเวอร์ MCP ที่ใช้ Python ซึ่งให้เครื่องมือ `web_search` ในตัวของ OpenAI
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - คลานฝังตัว แบ่งส่วน ค้นหา และดึงข้อมูลจากชุดข้อมูลผ่าน [Trieve](https://trieve.ai)
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP ของ Dappier ช่วยให้ค้นหาเว็บแบบเรียลไทม์ได้อย่างรวดเร็วและฟรี พร้อมเข้าถึงข้อมูลระดับพรีเมียมจากแบรนด์สื่อที่เชื่อถือได้ เช่น ข่าว ตลาดการเงิน กีฬา บันเทิง สภาพอากาศ และอื่นๆ เพื่อสร้างเอเจนต์ AI อันทรงพลัง
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - เข้าถึงข้อมูล การสแครปเว็บ และ API การแปลงเอกสารโดย [Dumpling AI](https://www.dumplingai.com/)
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - เซิร์ฟเวอร์ MCP เพื่อค้นหา Hacker News รับเรื่องเด่น และอื่นๆ
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – เซิร์ฟเวอร์ Model Context Protocol (MCP) ที่ช่วยให้ผู้ช่วย AI เช่น Claude ใช้ Exa AI Search API ในการค้นหาเว็บ การตั้งค่านี้ช่วยให้โมเดล AI รับข้อมูลเว็บแบบเรียลไทม์ได้อย่างปลอดภัยและควบคุมได้
@@ -468,6 +480,7 @@
### 🔒 ความปลอดภัย
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP ที่มุ่งเน้นความปลอดภัย ให้แนวทางความปลอดภัยและการวิเคราะห์เนื้อหาสำหรับตัวแทน AI
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - เซิร์ฟเวอร์ MCP สำหรับการรวม Ghidra กับผู้ช่วย AI ปลั๊กอินนี้ช่วยให้สามารถวิเคราะห์ไบนารีได้ โดยมีเครื่องมือสำหรับการตรวจสอบฟังก์ชัน การดีคอมไพล์ การสำรวจหน่วยความจำ และการวิเคราะห์การนำเข้า/ส่งออกผ่าน Model Context Protocol
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 – เซิร์ฟเวอร์ MCP สำหรับวิเคราะห์ผลการรวบรวม ROADrecon จากการแจงนับผู้เช่า Azure
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – เซิร์ฟเวอร์ MCP (Model Context Protocol) ที่ปลอดภัย ช่วยให้ตัวแทน AI สามารถโต้ตอบกับแอปยืนยันตัวตนได้
@@ -519,7 +532,6 @@
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - การดำเนินการกับที่เก็บ Git โดยตรง รวมถึงการอ่าน ค้นหา และวิเคราะห์ที่เก็บในเครื่อง
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - การรวม API ของ GitHub สำหรับการจัดการที่เก็บ คำขอผสาน ปัญหา และอื่นๆ
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - การรวมแพลตฟอร์ม GitLab สำหรับการจัดการโปรเจกต์และการดำเนินการ CI/CD
-- [oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - การรวม API ของ Gitee การจัดการที่เก็บ ปัญหา และคำขอผสาน และอื่นๆ
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - การรวม Azure DevOps สำหรับการจัดการที่เก็บ รายการงาน และไปป์ไลน์
### 🛠️ เครื่องมือและการรวมอื่นๆ
@@ -538,7 +550,6 @@
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ เซิร์ฟเวอร์ MCP ของ PiAPI ช่วยให้ผู้ใช้สามารถสร้างเนื้อหาสื่อด้วย Midjourney/Flux/Kling/Hunyuan/Udio/Trellis ได้โดยตรงจาก Claude หรือแอปที่เข้ากันได้กับ MCP
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - ให้ความสามารถในการสร้างภาพผ่าน API ของ Replicate
- [awwaiid/mcp-server-taskwarrior](https://github.com/awwaiid/mcp-server-taskwarrior) 🏠 📇 - เซิร์ฟเวอร์ MCP สำหรับการใช้งาน taskwarrior ในเครื่องพื้นฐาน (เพิ่ม อัปเดต ลบงาน)
-- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - โต้ตอบกับ API ของ Phabricator
- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - เซิร์ฟเวอร์ Model Context Protocol (MCP) ที่รวมเข้ากับ API ของ Notion เพื่อจัดการรายการสิ่งที่ต้องทำส่วนตัวอย่างมีประสิทธิภาพ
- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - ช่วยให้อ่านโน้ตและแท็กสำหรับแอปจดโน้ต Bear ผ่านการรวมโดยตรงกับฐานข้อมูล sqlite ของ Bear
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับ Claude เพื่อพูดคุยกับ ChatGPT และใช้ความสามารถในการค้นหาเว็บของมัน
@@ -603,6 +614,7 @@
- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) 📇 ☁️ - อินเทอร์เฟซเว็บ UI ง่ายๆ เพื่อติดตั้งและจัดการเซิร์ฟเวอร์ MCP สำหรับแอป Claude Desktop
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ เซิร์ฟเวอร์ Model-Context-Protocol (MCP) สำหรับการรวมเข้ากับ API ของ Yuque ช่วยให้โมเดล AI จัดการเอกสาร โต้ตอบกับฐานความรู้ ค้นหาเนื้อหา และเข้าถึงข้อมูลการวิเคราะห์จากแพลตฟอร์ม Yuque
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - การใช้งาน MCP เซิร์ฟเวอร์ที่ห่อหุ้ม Ankr Advanced API สามารถเข้าถึงข้อมูล NFT, โทเค็น และบล็อกเชนในหลายเครือข่ายรวมถึง Ethereum, BSC, Polygon, Avalanche และอื่นๆ
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - เซิร์ฟเวอร์ MCP อย่างเป็นทางการสำหรับการผสานรวมกับ GROWI API
## กรอบการทำงาน (Frameworks)
diff --git a/README-zh.md b/README-zh.md
index d7b9bf1..0fc0498 100644
--- a/README-zh.md
+++ b/README-zh.md
@@ -101,6 +101,7 @@
通过单个MCP服务器访问多个应用程序和工具的服务器。
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 一个统一的模型上下文协议服务器实现,将多个MCP服务器聚合为一个。
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 10秒内将Web API转换为MCP服务器并将其添加到开源注册表中: https://open-mcp.org
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - 一个代理工具,用于将多个MCP服务器组合成一个统一的端点。通过跨多个MCP服务器负载均衡请求来扩展您的AI工具,类似于Nginx对Web服务器的工作方式。
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP是一个统一的中间件MCP服务器,通过GUI管理您的MCP连接。
@@ -121,8 +122,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [@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。
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - 可本地部署或自托管的浏览器自动化操作,原生支持 MCP 和 A2A。
+- [@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。
### 🎨 艺术与文化
@@ -137,6 +137,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
云平台服务集成。实现与云基础设施和服务的管理和交互。
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - 集成 fastmcp 库,使 NebulaBlock 的全部 API 功能以工具形式对外提供。
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - 面向4EVERLAND Hosting的MCP服务器实现,支持AI生成的代码快速部署到去中心化存储网络,如Greenfield、IPFS和Arweave。
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 基于七牛云产品构建的 MCP,支持访问七牛云存储、智能多媒体服务等。
- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成,包括 Workers、KV、R2 和 D1
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - 上传和操作 IPFS 存储
@@ -187,10 +189,13 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [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。
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - 整合 LINE 官方账号的 MCP 服务器
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 一个内置飞书OAuth认证的模型上下文协议(MCP)服务器,支持远程连接并提供全面的飞书文档管理工具,包括块创建、内容更新和高级功能。
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - 一个用于连接Google Tasks API的MCP服务器
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) 通过使用 ntfy 向手机发送通知,实时更新信息的 MCP 服务器。
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - 一个通过 YCloud 平台发送 WhatsApp Business 消息的 MCP 服务器。
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Hunt 的 MCP 服务器。与热门帖子、评论、收藏集、用户等进行交互。
+- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - 用于 Cal.com 的 MCP 服务器。通过 LLM 管理事件类型、创建预约,并访问 Cal.com 的日程数据。
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: 在 TypeScript 中实现的 Telegram + Claude,支持手机端访问本地工作区。随时随地读写代码并 vibe code!
### 👤 客户数据平台
@@ -201,6 +206,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [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。
- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - 一个基于 [AntV](https://github.com/antvis) 生成数据可视化图表的 MCP Server 插件。
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI 动态生成 [Mermaid](https://mermaid.js.org/) 语法的可视化图表 MCP。
### 🗄️ 数据库
@@ -230,7 +236,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [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。
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - 用于 Trino 的 Model Context Protocol (MCP) 服务器的 Go 实现.
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP 서버 - 包含一个对Memgraph执行查询的工具以及一个模式资源。
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens:功能全面的MongoDB数据库MCP服务器
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB 集成使 LLM 能够直接与数据库交互。
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - MongoDB 的模型上下文协议服务器
@@ -246,6 +252,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [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。
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - 使 LLM 能够管理 Prisma Postgres 数据库(例如创建新数据库并运行迁移或查询)。
- [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。
@@ -284,6 +291,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 与 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 进行交互
- [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基于 Pandoc 的 MCP 服务器,支持 Markdown、HTML、PDF、DOCX(.docx)、csv 等格式之间的无缝转换
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 这个 MCP 服务器提供了使用 wget 下载完整网站的工具,可保留网站结构并转换链接以支持本地访问
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 用于PTY操作的AI助手,使智能体能够通过有状态会话、SSH连接和后台进程管理来控制交互式终端
- [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - 一种中间件服务器,允许多个相同MCP服务器的隔离实例以独立的命名空间和配置共存。
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - 基于 [SQLGlot](https://github.com/tobymao/sqlglot) 的 MCP 服务器,提供 SQL 分析、代码检查和方言转换功能
- [@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)。
@@ -310,6 +318,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - 基于 EdgeOne Pages 的 MCP 服务器,支持代码部署为在线页面。
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - 查询 pkg.go.dev 上的 golang 包信息
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - ROS MCP服务器通过将用户的自然语言指令转换为ROS或ROS2控制指令,以支持机器人的控制。
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的命令列工具(CLI)。通過 gk mcp 提供一個 MCP 伺服器,不僅封裝了 GitKraken API,還支援 Jira、GitHub、GitLab 等多種服務。可與本地工具和遠端服務協同運作。
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP服务器是一个基于MCP构建的服务器,允许用户通过由大语言模型解释的自然语言指令来控制Unitree Go2机器人。
### 🧮 数据科学工具
@@ -318,6 +328,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [@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。
+- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Dingo 的 MCP 服务端。Dingo是一款全面的数据质量评估工具。支持与 Dingo 基于规则和 LLM 的评估功能进行交互以及列出可用规则和提示词。
### 📂 文件系统
@@ -384,12 +395,13 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - 将来自Slack、Discord、网站、Google Drive、Linear或GitHub的任何内容摄取到Graphlit项目中,然后在诸如Cursor、Windsurf或Cline等MCP客户端中搜索并检索相关知识。
- [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用于 Mem0 的模型上下文协议服务器,帮助管理编码偏好和模式,提供工具用于存储、检索和语义处理代码实现、最佳实践和技术文档,适用于 Cursor 和 Windsurf 等 IDE
- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - 从您的 [Ragie](https://www.ragie.ai) (RAG) 知识库中检索上下文,该知识库连接到 Google Drive、Notion、JIRA 等多种集成。
+- [@upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - 最新的LLM和AI代码编辑器的代码文档。
### 🗺️ 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
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/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
@@ -420,6 +432,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless模型上下文协议服务作为MCP服务器连接器,连接到Google SERP API,使得在MCP生态系统内无需离开即可进行网页搜索。
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜索 API 实现网页搜索功能
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier 的 MCP 服务器可让 AI 代理快速、免费地进行实时网页搜索,并访问来自可靠媒体品牌的新闻、金融市场、体育、娱乐、天气等优质数据。
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通过 [Dumpling AI](https://www.dumplingai.com/) 提供的数据访问、网页抓取与文档转换 API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效获取和处理网页内容,供 AI 使用
@@ -449,6 +462,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
### 🔒 安全
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - 安全导向的 MCP 服务器,为 AI 代理提供安全指导和内容分析。
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – 一个安全的 MCP(Model Context Protocol)服务器,使 AI 代理能够与认证器应用程序交互。
- [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
- [fosdickio/binary_ninja_mcp](https://github.com/Vector35/binaryninja-mcp) 🐍 🏠 🍎 🪟 🐧 - Binary Ninja 的 MCP 服务器和桥接器。提供二进制分析和逆向工程工具。
@@ -462,6 +476,12 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - CVE-Search MCP服务器, 提供CVE漏洞信息查询、漏洞产品信息查询等功能。
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - MCP 服务器用于访问 [Intruder](https://www.intruder.io/),帮助你识别、理解并修复基础设施中的安全漏洞。
+### 📟 嵌入式系统
+
+提供嵌入式设备工作文档和快捷方式的访问。
+
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - JavaScript驱动的M5Stack嵌入式超可爱机器人,具有MCP服务器功能,支持AI控制的交互和情感。
+
### 🎧 客户支持与服务管理
用于管理客户支持、IT服务管理和服务台操作的工具。
@@ -497,7 +517,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
- [@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
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps 集成,用于管理存储库、工作项目和管道
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - 使用 LLM 阅读和分析 GitHub 存储库
@@ -513,7 +532,6 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
- [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
- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - 直接从Claude查询OpenAI模型,使用MCP协议
- [@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
@@ -577,7 +595,9 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ 用于与语雀API集成的Model-Context-Protocol (MCP)服务器,允许AI模型管理文档、与知识库交互、搜索内容以及访问语雀平台的统计数据。
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - 包装Ankr Advanced API的MCP服务器实现。可以访问以太坊、BSC、Polygon、Avalanche等多条区块链上的NFT、代币和区块链数据。
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - 通过在 MCP 循环中直接添加本地用户提示和聊天功能,启用交互式 LLM 工作流程。
+- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - 一个基于 Spring AI MCP 的服务,用于检索 ONES Wiki 内容并将其转换为 AI 友好的文本格式。
- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - 文颜 MCP Server, 让 AI 将 Markdown 文章自动排版后发布至微信公众号。
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - 与 GROWI API 集成的官方 MCP 服务器。
## 框架
diff --git a/README-zh_TW.md b/README-zh_TW.md
index 62436d7..8602cfd 100644
--- a/README-zh_TW.md
+++ b/README-zh_TW.md
@@ -90,6 +90,7 @@
通過單個MCP伺服器訪問多個應用程式和工具的伺服器。
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - 一個統一的模型上下文協議伺服器實現,將多個MCP伺服器聚合為一個。
- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - 10秒內將Web API轉換為MCP伺服器並將其添加到開源註冊表中: https://open-mcp.org
- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - 一個用於將多個MCP伺服器組合成一個統一端點的代理工具。通過在多個MCP伺服器之間進行負載平衡請求來擴展您的AI工具,類似於Nginx對Web伺服器的工作方式。
- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP是一個統一的中間件MCP伺服器,通過GUI管理您的MCP連接。
@@ -109,7 +110,6 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [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。
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - 可本地部署或自托管的瀏覽器自動化操作,原生支持 MCP 和 A2A。
### 🎨 藝術與文化
@@ -124,6 +124,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
雲平台服務整合。實現與雲基礎設施和服務的管理和交互。
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - 整合 fastmcp 函式庫,將 NebulaBlock 的所有 API 功能作為工具提供使用。
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - 適用於4EVERLAND Hosting的MCP伺服器實現,能夠將AI生成的程式碼即時部署到去中心化儲存網路,如Greenfield、IPFS和Arweave。
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - 基於七牛雲產品構建的 MCP,支援存取七牛雲儲存、智能多媒體服務等。
- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 與 Cloudflare 服務整合,包括 Workers、KV、R2 和 D1
- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通過 MCP 操作 Kubernetes 集群
@@ -160,9 +162,12 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [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。
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - 整合 LINE 官方帳號的 MCP 伺服器
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - 一個內建飛書OAuth認證的模型內容協議(MCP)伺服器,支援遠端連線並提供全面的飛書文件管理工具,包括區塊建立、內容更新和進階功能。
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 這是一個與VRChat API交互的MCP伺服器。您可以獲取VRChat的好友、世界、化身等資訊。
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - 透過 YCloud 平台發送 WhatsApp Business 訊息的 MCP 伺服器。
- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Product Hunt 的 MCP 伺服器。可與熱門貼文、評論、收藏集、用戶等進行互動。
+- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - 適用於 Cal.com 的 MCP 伺服器。透過 LLM 管理事件類型、建立預約,並存取 Cal.com 的排程資料。
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: 在 TypeScript 中實現的 Telegram + Claude,支援手機端存取本地工作區。隨時隨地讀寫程式碼並 vibe code!
### 👤 數據平台
@@ -173,6 +178,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [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。
- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - 一個基於 [AntV](https://github.com/antvis) 生成資料視覺化圖表的 MCP Server 插件。
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI 動態生成 [Mermaid](https://mermaid.js.org/) 語法的可視化圖表 MCP。
### 🗄️ 資料庫
@@ -207,6 +213,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - 查詢 GreptimeDB 的 MCP 服務。
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - 一個用於與 Google Sheets 交互的模型上下文協議伺服器。該伺服器通過 Google Sheets API 提供創建、讀取、更新和管理電子表格的工具。
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 具有全面讀取、寫入、格式化和工作表管理功能的 Google Sheets API 整合 MCP 伺服器。
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - 使 LLM 能夠管理 Prisma Postgres 資料庫(例如啟動新資料庫並執行遷移或查詢)。
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – MCP 伺服器:用於與 [YDB](https://ydb.tech) 資料庫互動。
### 📊 數據平台
@@ -232,6 +239,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - 與 [Postman API](https://www.postman.com/postman/postman-public-workspace/) 進行交互
- [vivekVells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - 基於 Pandoc 的 MCP 伺服器,支援 Markdown、HTML、PDF、DOCX(.docx)、csv 等格式之間的無縫轉換
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - 這個 MCP 伺服器提供了使用 wget 下載完整網站的工具,可保留網站結構並轉換連結以支援本地訪問
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - 用於PTY操作的AI助手,使智慧體能夠通過有狀態會話、SSH連接和後台進程管理來控制互動式終端
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - 基於 [SQLGlot](https://github.com/tobymao/sqlglot) 的 MCP 伺服器,提供 SQL 分析、代碼檢查和方言轉換功能
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - 用於事件管理平台 Rootly](https://rootly.com/) 的 MCP 伺服器
- [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。
@@ -245,6 +253,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - 一個MCP伺服器,用於在本地透過docker運行程式碼,並支援多種程式語言。
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - 基於 EdgeOne Pages 的 MCP 伺服器,支援代碼部署為在線頁面。
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - ROS MCP伺服器透過將使用者的自然語言指令轉換為ROS或ROS2控制指令,以支援機器人的控制。
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的 CLI。透過 gk mcp 包含一個 MCP 伺服器,不僅包裝了 GitKraken API,還支援 Jira、GitHub、GitLab 等等。可搭配本地工具與遠端服務使用。
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP伺服器是一個基於MCP構建的伺服器,允許使用者透過由大型語言模型解讀的自然語言指令來控制Unitree Go2機器人。
### 🧮 數據科學工具
@@ -253,6 +263,12 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [@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
+### 📟 嵌入式系統
+
+提供對嵌入式設備工作的文檔和快捷方式的訪問。
+
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - JavaScript 驅動的 M5Stack 嵌入式超可愛機器人,具有 MCP 伺服器功能,支援 AI 控制的交互和情感。
+
### 📂 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。
@@ -304,7 +320,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
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
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/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
@@ -331,6 +347,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - Scrapeless模型上下文協議服務作為MCP伺服器連接器,連接到Google SERP API,使得在MCP生態系統內無需離開即可進行網頁搜索。
- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜尋 API 實現網頁搜尋功能
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Dappier 的 MCP 伺服器可讓 AI 代理快速免費地進行即時網頁搜尋,並存取來自可靠媒體品牌的新聞、金融市場、體育、娛樂、天氣等高品質資料。
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - 通過 [Dumpling AI](https://www.dumplingai.com/) 提供的數據訪問、網頁抓取與文件轉換 API
- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜尋文章
- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效獲取和處理網頁內容,供 AI 使用
@@ -357,6 +374,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
### 🔒 安全
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - 安全導向的 MCP 伺服器,為 AI 代理提供安全指導和內容分析。
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – 個安全的 MCP(Model Context Protocol)伺服器,使 AI 代理能與驗證器應用程式互動。
- [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
- [fosdickio/binary_ninja_mcp](https://github.com/Vector35/binaryninja-mcp) 🐍 🏠 🍎 🪟 🐧 - Binary Ninja 的 MCP 伺服器和橋接器。提供二進制分析和逆向工程工具。
@@ -400,7 +418,6 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。
- [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
@@ -448,6 +465,7 @@ AI助手可以通過翻譯工具和服務在不同語言之間翻譯內容。
- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - 包裝Ankr Advanced API的MCP伺服器實現。可以訪問以太坊、BSC、Polygon、Avalanche等多條區塊鏈上的NFT、代幣和區塊鏈數據。
- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - 透過在 MCP 循環中直接加入本機使用者提示和聊天功能,啟用互動式 LLM 工作流程。
- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - 文顏 MCP Server,讓 AI 將 Markdown 文章自動排版後發佈至微信公眾號。
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - 與 GROWI API 整合的官方 MCP 伺服器。
## 框架
- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 用於在 Python 中構建 MCP 伺服器的高級框架
diff --git a/README.md b/README.md
index c6c0fc3..5d1f83d 100644
--- a/README.md
+++ b/README.md
@@ -53,6 +53,8 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* #️⃣ - C# Codebase
* ☕ - Java codebase
* 🌊 – C/C++ codebase
+ * 💎 - Ruby codebase
+
* scope
* ☁️ - Cloud Service
* 🏠 - Local Service
@@ -75,6 +77,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* 🔗 - [Aggregators](#aggregators)
* 🎨 - [Art & Culture](#art-and-culture)
* 📂 - [Browser Automation](#browser-automation)
+* 🧬 - [Biology Medicine and Bioinformatics](#bio)
* ☁️ - [Cloud Platforms](#cloud-platforms)
* 👨💻 - [Code Execution](#code-execution)
* 🤖 - [Coding Agents](#coding-agents)
@@ -111,47 +114,58 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
Servers for accessing many apps and tools through a single MCP server.
+- [1mcp/agent](https://github.com/1mcp-app/agent) 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
+- [duaraghav8/MCPJungle](https://github.com/duaraghav8/MCPJungle) 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
+- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
+- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
-- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
-- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
-- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
-- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
-- [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
-- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
-- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
-- [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
+- [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
+- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
+- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
+- [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
+- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
+- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
+- [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
### 🎨 Art & Culture
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
+- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
+- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - MCP server for working with Blender
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
+- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
+- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
-- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
+- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
+- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
+- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
- [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)
+- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
-- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
-- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
-- [8enSmith/mcp-open-library](https://github.com/8enSmith/mcp-open-library) 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
-- [PatrickPalmer/MayaMCP](https://github.com/PatrickPalmer/MayaMCP) 🐍 🏠 - MCP server for Autodesk Maya
-- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
+### Biology, Medicine and Bioinformatics
+
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
+- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
+- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
+- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
+- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
### 📂 Browser Automation
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
-- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
- [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.
-- [aircodelabs/grasp](https://github.com/aircodelabs/grasp) 📇 🏠 - Self-hosted browser using agent with built-in MCP and A2A support.
+- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
- [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)
@@ -160,128 +174,159 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [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.
+- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
+- [lightpanda-io/gomcp](https://github.com/lightpanda-io/gomcp) 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server for interacting with manifest v2 compatible browsers.
+- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
+- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
- [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
+- [xspadex/bilibili-mcp](https://github.com/xspadex/bilibili-mcp.git) 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
### ☁️ Cloud Platforms
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
-- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
-- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
+- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
+- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
-- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
-- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
-- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
+- [aliyun/alibaba-cloud-ops-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
+- [awslabs/mcp](https://github.com/awslabs/mcp) 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
-- [jedisct1/fastly-mcp-server](https://github.com/jedisct1/fastly-openapi-schema) 🎖️ 📇 ☁️ - Integration with h Fastly services
+- [elementfm/mcp](https://gitlab.com/elementfm/mcp) 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform
+- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
+- [liveblocks/liveblocks-mcp-server](https://github.com/liveblocks/liveblocks-mcp-server) 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
- [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.
+- [Nebula-Block-Data/nebulablock-mcp-server](https://github.com/Nebula-Block-Data/nebulablock-mcp-server) 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
+- [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.
+- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
+- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
+- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
+- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
+- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
+- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
+- [StacklokLabs/mkp](https://github.com/StacklokLabs/mkp) 🏎️ ☁️/🏠 - Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management
+- [StacklokLabs/ocireg-mcp](https://github.com/StacklokLabs/ocireg-mcp) 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
- [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.
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
+- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
- [weibaohui/k8m](https://github.com/weibaohui/k8m) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health
-- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
-- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
-- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
-- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
### 👨💻 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
-- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
-- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
-- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
+- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
+- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
+- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
+- [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
+- [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
+- [r33drichards/mcp-js](https://github.com/r33drichards/mcp-js) 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
+- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
### 🤖 Coding Agents
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
-- [oraios/serena](https://github.com/oraios/serena)🐍🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
-- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍🏠 - Coding agent with basic read, write and command line tools.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
+- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
+- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) 📇 ☁️ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
- [micl2e2/code-to-tree](https://github.com/micl2e2/code-to-tree) 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.
+- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
+- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
+- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
+- [stippi/code-assistant](https://github.com/stippi/code-assistant) 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
+- [tiianhk/MaxMSP-MCP-Server](https://github.com/tiianhk/MaxMSP-MCP-Server) 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
+- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
### 🖥️ Command Line
Run commands, capture output and otherwise interact with shells and command line tools.
+- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
+- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run any command with `run_command` and `run_script` tools.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
+- [misiektoja/kill-process-mcp](https://github.com/misiektoja/kill-process-mcp) 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
-- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
-- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
-- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
+- [sonirico/mcp-shell](https://github.com/sonirico/mcp-shell) - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
+- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
+- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
### 💬 Communication
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
+
- [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
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
+- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API
+- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
+- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
- [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.
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
- [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
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) 🐍 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
+- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
+- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
+- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
+- [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
+- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
- [line/line-bot-mcp-server](https://github.com/line/line-bot-mcp-server) 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
-- [modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
-- [modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
-- [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
+- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
- [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.
+- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
+- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [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
-- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
-- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite using Graph API (including mail, files, Excel, calendar)
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
-- [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
+- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) 📇 ☁️ - An MCP server to Manage Google Tasks
+- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
### 👤 Customer Data Platforms
Provides access to customer profiles inside of customer data platforms
+- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
- [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.
-- [@antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).
### 🗄️ Databases
@@ -299,18 +344,19 @@ Secure database access with schema inspection capabilities. Enables querying and
- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
-- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
+- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
-- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
+- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
-- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
+- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
+- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
- [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.
@@ -318,84 +364,102 @@ Secure database access with schema inspection capabilities. Enables querying and
- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB.
- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
+- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
- [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
+- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
- [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
-- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
-- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
-- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
+- [memgraph/mcp-memgraph](https://github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
+- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
- [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.
-- [prisma/prisma](https://github.com/prisma/prisma) 🐍 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new database instances or run schema migrations).
+- [prisma/mcp](https://github.com/prisma/mcp) 📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).
- [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.
+- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
+- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.
+- [schemacrawler/SchemaCrawler-MCP-Server-Usage](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage) 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
- [skysqlinc/skysql-mcp](https://github.com/skysqlinc/skysql-mcp) 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
+- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
+- [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.
- [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.
+- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
+- [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) 📇 🏠 ☁️ - Production-ready MCP server for libSQL databases with comprehensive security and management tools.
- [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.
-- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
-- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ - MCP server for interacting with [YDB](https://ydb.tech) databases
-- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
-- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.
-- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
-- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...
-
+- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
+- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
### 📊 Data Platforms
Data Platforms for data integration, transformation and pipeline orchestration.
+- [aywengo/kafka-schema-reg-mcp](https://github.com/aywengo/kafka-schema-reg-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
+- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) 🎖️ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
- [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.
-- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
- [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.
-- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) 🎖️ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
-- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
+- [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
+- [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
+
### 💻 Developer Tools
Tools and integrations that enhance the development workflow and environment management.
-- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
-- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
+- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
+- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
+- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
- [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.
+- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
+- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
- [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).
- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
+- [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
+- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
-- [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.
+- [bucketco/bucket-javascript-sdk#cli](https://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Bucket](https://bucket.co).
+- [Chunkydotdev/bldbl-mcp](https://github.com/chunkydotdev/bldbl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
+- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
+- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
+- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
+- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
-- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
+- [cqfn/aibolit-mcp-server](https://github.com/cqfn/aibolit-mcp-server) ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
- [currents-dev/currents-mcp](https://github.com/currents-dev/currents-mcp) 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev).
+- [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).
+- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
+- [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
- [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.
@@ -403,66 +467,73 @@ Tools and integrations that enhance the development workflow and environment man
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
-- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
+- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
+- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
- [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.
-- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
-- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
+- [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.
+- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
+- [janreges/ai-distiller-mcp](https://github.com/janreges/ai-distiller) 🏎️ 🏠 - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
- [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
-- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing
- [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.
+- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
- [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
-- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
+- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
+- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
+- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
+- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
+- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
-- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
+- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
-- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
+- [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
+- [picahq/mcp](https://github.com/picahq/mcp) 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.
+- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
+- [Pratyay/mac-monitor-mcp](https://github.com/Pratyay/mac-monitor-mcp) 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
-- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
+- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing
+- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
+- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
-- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
+- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
- [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)
+- [spacecode-ai/SpaceBridge-MCP](https://github.com/spacecode-ai/SpaceBridge-MCP) 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
+- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
+- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
+- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
+- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
- [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`
+- [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
+- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
- [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.
+- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
+- [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
- [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
-- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
-- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
-- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
-- [cjo4m06/mcp-shrimp-task-manager](https://github.com/cjo4m06/mcp-shrimp-task-manager) 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. [ShrimpTaskManager](https://cjo4m06.github.io/mcp-shrimp-task-manager)
-- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
-- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
-- [ckanthony/gin-mcp](https://github.com/ckanthony/gin-mcp) 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
-- [ryan0204/github-repo-mcp](https://github.com/Ryan0204/github-repo-mcp) 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
-- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
-- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
-- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
-- [posthog/mcp](https://github.com/posthog/mcp) 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
-- [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
### 🔒 Delivery
@@ -472,15 +543,19 @@ Tools and integrations that enhance the development workflow and environment man
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
-- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
-- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
-- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
-- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
-- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
+- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
+- [DataEval/dingo](https://github.com/DataEval/dingo) 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
+- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
+- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
+- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
+- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
-- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
+- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
+- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
+- [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
+- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
### 📟 Embedded System
@@ -489,6 +564,7 @@ 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.
- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
+- [stack-chan/stack-chan](https://github.com/stack-chan/stack-chan) 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
- [yoelbassin/gnuradioMCP](https://github.com/yoelbassin/gnuradioMCP) 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.
### 📂 File Systems
@@ -499,30 +575,30 @@ Provides direct access to local file systems with configurable permissions. Enab
- [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
+- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
+- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
-- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
-- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
### 💰 Finance & Fintech
Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local
+- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs.
-- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
- [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
-- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
+- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
- [coinpaprika/dexpaprika-mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
@@ -531,16 +607,26 @@ Financial data access and analysis tools. Enables AI models to work with market
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
+- [glaksmono/finbud-data-mcp](https://github.com/glaksmono/finbud-data-mcp/tree/main/packages/mcp-server) 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
+- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
+- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
+- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
+- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) 🐍 ☁️ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.
- [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) 📇 ☁️ - Providing real-time access to Chainlink's decentralized on-chain price feeds.
+- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) 📇 ☁️ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens.
- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) 🐍 ☁️ - Providing real-time access to the latest news from Cointelegraph.
- [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-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
+- [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) 🐍 ☁️ - Analyzing order book depth and imbalance across major crypto exchanges.
+- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) 🐍 ☁️ - Tracking stablecoin peg integrity across multiple blockchains.
- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
+- [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) 🐍 ☁️ - Providing cryptocurrency project data from Mobula.io to AI agents.
- [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) 🐍 ☁️ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds.
- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
- [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
@@ -551,68 +637,87 @@ Financial data access and analysis tools. Enables AI models to work with market
- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ - Delivering crypto ETF flow data to power AI agents' decision-making.
- [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
- [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) 🐍 ☁️ - Providing real-time funding rate data across major crypto exchanges.
+- [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) 🐍 ☁️ - An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics.
+- [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) 🐍 ☁️ - An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million.
- [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/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) 🐍 ☁️ - Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.
+- [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) 🐍 ☁️ - An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).
- [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
+- [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) 📇 ☁️ - An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain.
- [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/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) 🐍 ☁️ - An MCP server that tracks the historical changes of Twitter usernames.
- [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/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-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 that delivers real-time token prices from Uniswap V3 across multiple chains.
+- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) 🐍 ☁️ - An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.
+- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) 🐍 ☁️ - An MCP server that provides AI agents with real-time access to curated Web3 jobs.
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
+- [logotype/fixparser](https://gitlab.com/logotype/fixparser) 🎖 📇 ☁️ 🏠 📟 - FIX Protocol (send orders, market data, etc.) written in TypeScript.
- [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.
-- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
+- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
+- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
-- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
-- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
-- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
+- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) 🐍 - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
-- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
-- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
+- [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.
+- [shareseer/shareseer-mcp-server](https://github.com/shareseer/shareseer-mcp-server) 🏎️ ☁️ - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
+- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
+- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
+- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
+- [twelvedata/mcp](https://github.com/twelvedata/mcp) 🐍 ☁️ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
+- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
+- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
### 🎮 Gaming
Integration with gaming related data, game engines, and services
-- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
- [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/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
+- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
-- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
+- [kkjdaniel/bgg-mcp](https://github.com/kkjdaniel/bgg-mcp) 🏎️ ☁️ - An MCP server that enables interaction with board game related data via the BoardGameGeek API (XML API2).
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
+- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
+- [sonirico/mpc-stockfish](https://github.com/sonirico/mcp-stockfish) - 🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) 📇 - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
### 🧠 Knowledge & Memory
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
+- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
+- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
+- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
- [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
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
-- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
-- [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
+- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
-- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
-- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
+- [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
### 🗺️ Location Services
@@ -620,190 +725,236 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using IPInfo API
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
+- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) 🐍 ☁️ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
+- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
+- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
+- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) 🎖️ 📇 🏠 - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
- [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
+- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
+- [mahdin75/gis-mcp](https://github.com/mahdin75/gis-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform accurate geospatial operations and transformations.
+- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
-- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
+- [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
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available).
+- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) 📇 - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
-- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
-- [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
-- [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)
### 🎯 Marketing
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
-- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
-- [nictuku/meta-ads-mcp](https://github.com/nictuku/meta-ads-mcp) 🐍 ☁️ 🏠 - Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.
+- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
+- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
+- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.
### 📊 Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
-- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
+- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ – Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
-- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
- [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
- [MindscapeHQ/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
+- [mpeirone/zabbix-mcp-server](https://github.com/mpeirone/zabbix-mcp-server) 🐍 ☁️ 🐧 🪟 🍎 - Zabbix integration for hosts, items, triggers, templates, problems, data and more.
+- [netdata/netdata#Netdata](https://github.com/netdata/netdata/blob/master/src/web/mcp/README.md) 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
- [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)
+- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
### 🎥 Multimedia Process
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
-- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
+- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - A MCP server for creating GIFs from your videos.
- [stass/exif-mcp](https://github.com/stass/exif-mcp) 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections.
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) 🐍 🏠 🐧 🍎 🪟 - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
+- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
+
+### 🔎 end to end RAG platforms
+
+- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
### 🔎 Search & Data Extraction
-- [Xyber-Labs/mcp-server-youtube](https://github.com/Xyber-Labs/mcp-servers/tree/main/mcp-server-youtube) 🐍 ☁️ - This repository implements an MCP (Model Context Protocol) server for YouTube search and transcript retrieval functionality. It allows language models or other agents to easily query YouTube content through a standardized protocol.
-- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
-- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
+- [adawalli/nexus](https://github.com/adawalli/nexus) 📇 ☁️ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
+- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
-- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
-- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.
+- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.
+- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
+- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Plays [Melrōse](https://melrōse.org) music expressions as MIDI
- [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)
+- [format37/youtube_mcp](https://github.com/format37/youtube_mcp) 🐍 ☁️ – MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
+- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
+- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) 📇 ☁️ - Access tens of thousands of remote job listings and company information. This public MCP server provides real-time access to Himalayas' remote jobs database.
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
-- [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
-- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
+- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.
+- [just-every/mcp-read-website-fast](https://github.com/just-every/mcp-read-website-fast) 📇 🏠 - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving links. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching.
+- [just-every/mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast) 📇 🏠 - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for optimal AI processing with configurable viewports and wait strategies for dynamic content.
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI search API
+- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
+- [lfnovo/content-core](https://github.com/lfnovo/content-core) 🐍 🏠 - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
+- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
-- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) 🏎️ 🏠 - Plays [Melrōse](https://melrōse.org) music expressions as MIDI
- [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
+- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍 📚 - Search Google and do deep web research on any topic
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
+- [nkapila6/mcp-local-rag](https://github.com/nkapila6/mcp-local-rag) 🏠 🐍 - "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.
+- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) 🐍 ☁️ 🏠 - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
+- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) 🎖️ 📇 ☁️ 🏠 - Lightning-Fast, High-Accuracy Deep Research Agent
+- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) 🐍 🏠 - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
+- [QuentinCody/catalysishub-mcp-server](https://github.com/QuentinCody/catalysishub-mcp-server) 🐍 - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
- [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.
+- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
+- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: [sascharo.github.io/gxtract](https://sascharo.github.io/gxtract)). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
+- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
+- [tianqitang1/enrichr-mcp-server](https://github.com/tianqitang1/enrichr-mcp-server) 📇 ☁️ - A MCP server that provides gene set enrichment analysis using the Enrichr API
- [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.
+- [vitorpavinato/ncbi-mcp-server](https://github.com/vitorpavinato/ncbi-mcp-server) 🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.
- [webscraping-ai/webscraping-ai-mcp-server](https://github.com/webscraping-ai/webscraping-ai-mcp-server) 🎖️ 📇 ☁️ - Interact with [WebScraping.ai](https://webscraping.ai) for web data extraction and scraping.
+- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
-- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
-- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 ☁️ - MCP server to interact with BioThings API, including genes, genetic variants, drugs, and taxonomic information
-- [joelio/stocky](https://github.com/joelio/stocky) 🐍 ☁️ 🏠 - An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) 🎖️ 🐍 ☁️ - Best people search engine that reduces the time spent on talent discovery
### 🔒 Security
-- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
-- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
-- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
- [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.
+- [AIM-Intelligence/AIM-Guard-MCP](https://github.com/AIM-Intelligence/AIM-MCP) 📇 🏠 🍎 🪟 🐧 - Security-focused MCP server that provides safety guidelines and content analysis for AI agents.
- [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.
+- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
+- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
+- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
- [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.
+- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
- [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI.
- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
+- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) 🐍 ☁️ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) 🐍 ☁️ - MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure.
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
+- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
+- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
+- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
+- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
+- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
+- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
+- [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.
+- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
+- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [semgrep/mcp](https://github.com/semgrep/mcp) 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
-- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
-- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
-- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
-- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
-- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
-- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
-- [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
-- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
+- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
+- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
### 🌐 Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
-- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
-- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
-- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
+- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
+- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
### 🏃 Sports
Tools for accessing sports-related data, results, and statistics.
+- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
+- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) 🐍 ☁️ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
- [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.
-- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
+
### 🎧 Support & Service Management
Tools for managing customer support, IT service management, and helpdesk operations.
+- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) 🐍 ☁️ 🏠 - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
+- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
+- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) 📇 ☁️ 🏠 - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.
### 🌎 Translation Services
Translation tools and services to enable AI assistants to translate content between different languages.
-- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
- [mmntm/weblate-mcp](https://github.com/mmntm/weblate-mcp) 📇 ☁️ - Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
+- [translated/lara-mcp](https://github.com/translated/lara-mcp) 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
### 🎧 Text-to-Speech
Tools for converting text-to-speech and vice-versa
-- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
+- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
+- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
### 🚆 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.
+- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
+- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
- [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
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) 📇 ☁️ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
+- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
+- [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
+- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
+- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
+- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
+
+
+
### 🔄 Version Control
@@ -813,18 +964,19 @@ Interact with Git repositories and version control platforms. Enables repository
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
+- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
-- [oschina/mcp-gitee](https://github.com/oschina/gitee) 🏎️ ☁️ 🏠 - Gitee API integration, repository, issue, and pull request management, and more.
+- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) 🐍 ☁️ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
-- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
### 🛠️ Other Tools and Integrations
- [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.
+- [altinoren/utopia](https://github.com/altinoren/Utopia) #️⃣ 🏠 - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
- [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.
@@ -832,67 +984,82 @@ Interact with Git repositories and version control platforms. Enables repository
- [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
- [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.
+- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ PiAPI MCP server makes users 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
+- [Azure/azure-mcp](https://github.com/Azure/azure-mcp) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor.
- [Badhansen/notion-mcp](https://github.com/Badhansen/notion-mcp) 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
- [bart6114/my-bear-mcp-server](https://github.com/bart6114/my-bear-mcp-server/) 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
- [billster45/mcp-chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses) 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability.
- [blurrah/mcp-graphql](https://github.com/blurrah/mcp-graphql) 📇 ☁️ - Allows the AI to query GraphQL servers
+- [boldsign/boldsign-mcp](https://github.com/boldsign/boldsign-mcp) 📇 ☁️ - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
+- [brianxiadong/ones-wiki-mcp-server](https://github.com/brianxiadong/ones-wiki-mcp-server) ☕ ☁️/🏠 - A Spring AI MCP-based service for retrieving ONES Waiki content and converting it to AI-friendly text format.
- [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).
+- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
-- [EKibort/wrike-mcp-server](https://github.com/EKibort/wrike-mcp-server) - 🐍 🏠 - A lightweight implementation of a Wrike MCP server for interacting with Wrike tasks via public API.
+- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, view & manipulation utilities.
+- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) 🏎️ - Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via [WHOIS](https://en.wikipedia.org/wiki/WHOIS)
- [ekkyarmandi/ticktick-mcp](https://github.com/ekkyarmandi/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server that integrates with TickTick's API to manage personal todo projects and the tasks.
+- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) 🏎️ 🏠 - MCP server proxy that offers a Web UI to the full message flow
- [esignaturescom/mcp-server-esignatures](https://github.com/esignaturescom/mcp-server-esignatures) 🐍 ☁️️ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.
+- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Read, create, update and delete Google Keep notes.
-- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API
- [fotoetienne/gqai](https://github.com/fotoetienne/gqai) 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you.
+- [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
+- [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) 🎖️ 📇 ☁️ - Official MCP Server to integrate with GROWI APIs.
+- [gwbischof/free-will-mcp](https://github.com/gwbischof/free-will-mcp) 🐍 🏠 - Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.
+- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content.
+- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
- [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
+- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
- [ivnvxd/mcp-server-odoo](https://github.com/ivnvxd/mcp-server-odoo) 🐍 ☁️/🏠 - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation.
- [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
- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
-- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
+- [jen6/ticktick-mcp](https://github.com/jen6/ticktick-mcp) 🐍 ☁️ - [TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py library, it offers significantly improved filtering capabilities.
+- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.
+- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) 🐍 🏠 - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
-- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content.
+- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
-- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
-- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
- [kiwamizamurai/mcp-kibela-server](https://github.com/kiwamizamurai/mcp-kibela-server) - 📇 ☁️ Powerfully interact with Kibela API.
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
+- [Klavis-AI/YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube) 🐍 📇 - Extract and convert YouTube video information.
- [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.
-- [salesforce-mcp/salesforce-mcp](https://github.com/salesforce-mcp/salesforce-mcp) 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
-- [pollinations/chucknorris-mcp](https://github.com/pollinations/chucknorris-mcp) 📇 ☁️ - Specialized LLM enhancement prompts and jailbreaks with dynamic schema adaptation.
+- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - An MCP server for Strava, an app for tracking physical exercise
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
-- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
-- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
- [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
-- [emicklei/mcp-log-proxy](https://github.com/emicklei/mcp-log-proxy) 🏎️ 🏠 - MCP server proxy that offers a Web UI to the full message flow
-- [quarkiverse/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
+- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
- [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.
+- [offorte/offorte-mcp-server](https://github.com/offorte/offorte-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - The Offorte Proposal Software MCP server enables creation and sending of business proposals.
+- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
- [orellazi/coda-mcp](https://github.com/orellazri/coda-mcp) 📇 ☁️ - MCP server for [Coda](https://coda.io/)
- [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
+- [quarkiverse/mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on JavaFX canvas.
+- [QuentinCody/shopify-storefront-mcp-server](https://github.com/QuentinCody/shopify-storefront-mcp-server) 🐍 ☁️ - Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.
+- [r-huijts/ethics-check-mcp](https://github.com/r-huijts/ethics-check-mcp) 🐍 🏠 - MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learning
+- [rae-api-com/rae-mcp](https://github.com/rae-api-com/rae-mcp) - 🏎️ ☁️ 🍎 🪟 🐧 MPC Server to connect your preferred model with https://rae-api.com, Roya Academy of Spanish Dictionary
- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool).
- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
@@ -908,24 +1075,17 @@ Interact with Git repositories and version control platforms. Enables repository
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
+- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) 🐍 - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
+- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
+- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
+- [ujisati/anki-mcp](https://github.com/ujisati/anki-mcp) 🐍 🏠 - Manage your Anki collection with AnkiConnect & MCP
- [UnitVectorY-Labs/mcp-graphql-forge](https://github.com/UnitVectorY-Labs/mcp-graphql-forge) 🏎️ ☁️ 🍎 🪟 🐧 - A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
-- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - 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.
-- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) - 📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
-- [Mtehabsim/ScreenPilot](https://github.com/Mtehabsim/ScreenPilot) 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
-- [tumf/web3-mcp](https://github.com/tumf/web3-mcp) 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
-- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) 🐍 - PDF download, view & manipulation utilities.
-- [dotemacs/domain-lookup-mcp](https://github.com/dotemacs/domain-lookup-mcp) 🏎️ - Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via [WHOIS](https://en.wikipedia.org/wiki/WHOIS)
-- [Klavis-AI/YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube) 🐍 📇 - Extract and convert YouTube video information.
-- [ttommyth/interactive-mcp](https://github.com/ttommyth/interactive-mcp) 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
-- [olalonde/mcp-human](https://github.com/olalonde/mcp-human) 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
-- [gwbischof/free-will-mcp](https://github.com/gwbischof/free-will-mcp) 🐍 🏠 - Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.
-- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.
## Frameworks