Merge branch 'main' into add-fhir-mcp-server

README-ja.md

@@ -73,6 +73,7 @@
 
 * 🔗 - [アグリゲーター](#aggregators)
 * 🎨 - [芸術と文化](#art-and-culture)
+* 🧬 - [生物学、医学、バイオインフォマティクス](#bio)
 * 📂 - [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)
@@ -121,6 +122,7 @@
 - [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。
 - [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
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Steam、YouTube、Bilibili、Spotify、Redditなどのプラットフォームを統合した包括的な個人データ集約MCPサーバー。OAuth2認証、自動トークン管理、90+ツールでゲーム、音楽、動画、ソーシャルプラットフォームデータにアクセス。
 
 ### 🎨 <a name="art-and-culture"></a>芸術と文化
 
@@ -141,6 +143,15 @@
 - [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
 
+### 🧬 <a name="bio"></a>生物学、医学、バイオインフォマティクス
+
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - PubMed、ClinicalTrials.gov、MyVariant.infoへのアクセスを提供する生物医学研究用MCPサーバー。
+- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - 遺伝子、遺伝的変異、薬物、分類学情報を含むBioThings APIと相互作用するMCPサーバー。
+- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - 人気の`gget`ライブラリをラップした、ゲノムクエリと解析のための強力なバイオインフォマティクスツールキットを提供するMCPサーバー。
+- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - OpenGenesプロジェクトの老化と長寿研究のためのクエリ可能なデータベース用MCPサーバー。
+- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - 長寿における相乗的および拮抗的遺伝的相互作用のSynergyAgeデータベース用MCPサーバー。
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - 高速医療相互運用性リソース（FHIR）API用モデルコンテキストプロトコルサーバー。FHIRサーバーとのシームレスな統合を提供し、AIアシスタントがSMART-on-FHIR認証サポートを使用して臨床医療データの検索、取得、作成、更新、分析を可能にします。
+
 ### ☁️ <a name="cloud-platforms"></a>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。
@@ -236,6 +247,7 @@ LLMがコードの読み取り、編集、実行を行い、一般的なプロ
 - [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-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI が動的に生成する [Apache ECharts](https://echarts.apache.org) 構文のビジュアルチャート MCP。
 - [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。
 
 ### 🗄️ <a name="databases"></a>データベース
@@ -262,6 +274,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
 - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - Trino用のModel Context Protocol (MCP)サーバーのGo実装。
 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - コレクションとインデックスの紹介、ベクトルストアと検索機能を備えたVikingDB統合。
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Serverなど多数のデータベースをサポートするSQLAlchemyベースの汎用データベース統合。スキーマと関係の検査、大規模データセット分析機能を備えています。
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 自動ストリーミング、読み取り専用安全性、汎用データベース互換性を備えた自然言語PostgreSQLクエリ。
 - [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - GreptimeDBのMCPサービスにクエリを実行する。
 - [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - Google Sheetsと対話するためのモデルコンテキストプロトコルサーバー。このサーバーはGoogle Sheets APIを通じてスプレッドシートの作成、読み取り、更新、管理のためのツールを提供します。
 - [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) 📇 ☁️ - 包括的な読み取り、書き込み、フォーマット、シート管理機能を備えたGoogle Sheets API統合のMCPサーバー。
@@ -297,6 +310,8 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
 - [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - 様々な画像フォーマットのローカル圧縮のためのMCPサーバー。
 - [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - MCPを使用したClaude Code機能の実装で、AIによるコード理解、修正、プロジェクト分析を包括的なツールサポートで実現します。
 - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 [Apache APISIX](https://github.com/apache/apisix) のすべてのリソースの照会と管理をサポートするMCPサービス。
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - IANAタイムゾーン対応の日時操作、タイムゾーン変換、夏時間の処理をサポート。
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endorを使用すると、AIエージェントはMariaDB、Postgres、Redis、Memcached、Alpine、Valkeyなどのサービスを隔離されたサンドボックス内で実行できます。5秒以内に起動する、事前構成済みのアプリケーションを入手できます。.
 - [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
@@ -306,6 +321,7 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
 - [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。
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLabとJiraの統合MCPサーバー：AIエージェントでプロジェクト、マージリクエスト、ファイル、リリース、チケットを管理します。
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Storybookデザインシステムからコンポーネント情報を抽出します。HTML、スタイル、props、依存関係、テーマトークン、コンポーネントメタデータを提供し、AIによるデザインシステム分析を可能にします。
 - [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。
@@ -377,6 +393,8 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
 - [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - 自然言語を使用してRedis Cloudリソースを簡単に管理。データベースの作成、サブスクリプションの監視、シンプルなコマンドでクラウドデプロイメントの設定。
 - [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) 🏎️ ☁️🏠 - 強力なMCPサーバーで、AIアシスタントがPortainerインスタンスとシームレスに連携し、コンテナ管理、デプロイメント操作、インフラストラクチャ監視機能に自然言語でアクセスできるようにします。
 - [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - [Optuna](https://optuna.org/)と連携し、ハイパーパラメータ探索をはじめとする各種最適化タスクのシームレスなオーケストレーションを可能にする公式MCPサーバー。
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Polymarket、PredictIt、Kalshiを含む複数のプラットフォームからのリアルタイム予測市場データを提供するMCPサーバー。AIアシスタントが統一されたインターフェースを通じて現在のオッズ、価格、市場情報をクエリできるようにします。
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - AIモデルがビットコインブロックチェーンをクエリできるようにするMCPサーバー。
 
 ### 📂 <a name="file-systems"></a>ファイルシステム
 
@@ -407,6 +425,8 @@ aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - 阿里云表格存
 - [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - AIロールプレイとストーリー生成に焦点を当てた強化されたグラフベースのメモリ
 - [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - CursorやWindsurfなどのIDEでコーディングの好みやパターンを管理するためのMem0用モデルコンテキストプロトコルサーバー。コード実装、ベストプラクティス、技術文書の保存、取得、意味的な処理のためのツールを提供します
 - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - あなたの [Ragie](https://www.ragie.ai) (RAG) ナレッジベースから、Google Drive、Notion、JIRAなどの連携サービスに接続されたコンテキストを取得します。
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDBを使用して複数のLLMからのメモリを保存・取得するMCPサーバー。タイムスタンプとLLM識別を含む会話メモリの保存、取得、追加、クリアのためのツールを提供します。
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 異なるAIモデルが協力し、会話間でコンテキストを共有できるようにするクロスLLM通信とメモリ共有を可能にするMCPサーバー。
 
 ### 🗺️ <a name="location-services"></a>位置情報サービス
 
@@ -567,6 +587,7 @@ 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
 - [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。
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - 医療情報、薬物データベース、医療リソースへのアクセスを提供するMCPサーバー。AIアシスタントが医療データ、薬物相互作用、臨床ガイドラインをクエリできるようにします。
 
 ### 🌐 <a name="social-media"></a>ソーシャルメディア
 

README-ko.md

@@ -72,6 +72,7 @@
 * 🔗 - [Aggregators](#aggregators)
 * 📂 - [브라우저 자동화](#browser-automation)
 * 🎨 - [예술 및 문화](#art-and-culture)
+* 🧬 - [생물학, 의학 및 생물정보학](#bio)
 * ☁️ - [클라우드 플랫폼](#cloud-platforms)
 * 🖥️ - [커맨드 라인](#command-line)
 * 💬 - [커뮤니케이션](#communication)
@@ -104,6 +105,7 @@
 - [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP는 GUI를 통해 MCP 연결을 관리하는 통합 미들웨어 MCP 서버입니다.
 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point)  📇 ☁️ 🏠 🍎 🪟 🐧 - 서버 측 코드를 변경하지 않고 한 번의 클릭으로 웹 API를 MCP 서버로 변환합니다.
 - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - MCP를 통해 Google의 Imagen 3.0 API를 사용하는 강력한 이미지 생성 도구. 고급 사진, 예술 및 사실적인 컨트롤로 텍스트 프롬프트에서 고품질 이미지를 생성합니다.
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Steam, YouTube, Bilibili, Spotify, Reddit 등 플랫폼을 통합한 포괄적인 개인 데이터 집계 MCP 서버. OAuth2 인증, 자동 토큰 관리, 90+ 도구로 게임, 음악, 비디오, 소셜 플랫폼 데이터에 액세스.
 
 ### 📂 <a name="browser-automation"></a>브라우저 자동화
 
@@ -129,6 +131,15 @@
 - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 작품 검색, 세부 정보 및 컬렉션을 위한 Rijksmuseum API 통합
 - [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 애니메이션 및 만화 정보를 위한 AniList API를 통합하는 MCP 서버
 
+### 🧬 <a name="bio"></a>생물학, 의학 및 생물정보학
+
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - PubMed, ClinicalTrials.gov, MyVariant.info에 대한 액세스를 제공하는 생의학 연구용 MCP 서버.
+- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - 유전자, 유전적 변이, 약물 및 분류학 정보를 포함한 BioThings API와 상호 작용하는 MCP 서버.
+- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - 인기있는 `gget` 라이브러리를 래핑하여 유전체학 쿼리 및 분석을 위한 강력한 생물정보학 도구키트를 제공하는 MCP 서버.
+- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - OpenGenes 프로젝트의 노화 및 수명 연구를 위한 쿼리 가능한 데이터베이스용 MCP 서버.
+- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - 수명에서의 상승적 및 길항적 유전적 상호작용의 SynergyAge 데이터베이스용 MCP 서버.
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - 빠른 의료 상호운용성 리소스(FHIR) API용 모델 컨텍스트 프로토콜 서버. FHIR 서버와의 원활한 통합을 제공하여 AI 어시스턴트가 SMART-on-FHIR 인증 지원을 통해 임상 의료 데이터를 검색, 검색, 생성, 업데이트 및 분석할 수 있게 합니다.
+
 ### ☁️ <a name="cloud-platforms"></a>클라우드 플랫폼
 
 클라우드 플랫폼 서비스 통합. 클라우드 인프라 및 서비스의 관리 및 상호 작용을 가능하게 합니다.
@@ -189,7 +200,8 @@
 - [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。
+- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI가 동적으로 생성하는 [Apache ECharts](https://echarts.apache.org) 문법을 활용한 시각화 차트 MCP.
+- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI는 [Mermaid](https://mermaid.js.org/) 문법을 사용하여 동적으로 시각화 차트 MCP를 생성합니다.
 
 ### 📊 <a name="data-platforms"></a>데이터 플랫폼
 
@@ -238,6 +250,7 @@
 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 모델 컨텍스트 프로토콜(MCP)을 통해 SQLite 데이터베이스에 안전한 읽기 전용 접근을 제공하는 MCP 서버. 이 서버는 FastMCP 프레임워크로 구축되어 LLM이 내장된 안전 기능과 쿼리 유효성 검사로 SQLite 데이터베이스를 탐색하고 쿼리할 수 있도록 지원합니다.
 - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - 벡터 검색 기능을 갖춘 Pinecone 통합
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server 등 다양한 데이터베이스를 지원하는 범용 SQLAlchemy 기반 데이터베이스 통합. 스키마 및 관계 검사, 대규모 데이터셋 분석 기능 제공.
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 자동 스트리밍, 읽기 전용 안전성 및 범용 데이터베이스 호환성을 갖춘 자연어 PostgreSQL 쿼리.
 - [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.
@@ -265,6 +278,8 @@
 - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - JSON, 텍스트, HTML 데이터를 유연하게 가져오는 MCP 서버
 - [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - 프로젝트 관리, 파일 작업 및 빌드 자동화를 위한 Xcode 통합
 - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Open API 사양(v3)을 사용하여 모든 HTTP/REST API 서버 연결
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - IANA 타임존, 타임존 변환 및 일광 절약 시간 처리를 지원하는 타임존 인식 날짜 및 시간 작업.
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor를 사용하면 AI 에이전트가 MariaDB, Postgres, Redis, Memcached, Alpine, Valkey 등의 서비스를 격리된 샌드박스에서 실행할 수 있습니다. 5초 이내에 부팅되는 사전 구성된 애플리케이션을 이용하세요.
 - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - JetBrains IDE에 연결
 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 라인 지향 텍스트 파일 편집기. 토큰 사용량을 최소화하기 위해 효율적인 부분 파일 접근으로 LLM 도구에 최적화됨.
 - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - iOS 시뮬레이터를 제어하는 MCP 서버
@@ -293,6 +308,7 @@
 - [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.
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Storybook 디자인 시스템에서 컴포넌트 정보를 추출합니다. HTML, 스타일, props, 의존성, 테마 토큰 및 컴포넌트 메타데이터를 제공하여 AI 기반 디자인 시스템 분석을 지원합니다.
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab 및 Jira용 통합 MCP 서버: AI 에이전트로 프로젝트, 병합 요청, 파일, 릴리스 및 티켓을 관리합니다.
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken API와 상호작용하기 위한 CLI입니다. gk mcp를 통해 MCP 서버를 포함하고 있으며, GitKraken API뿐만 아니라 Jira, GitHub, GitLab 등도 래핑합니다. 로컬 도구 및 원격 서비스와 함께 작동합니다.
 - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP 서버는 MCP 기반으로 구축된 서버로, 사용자가 LLM이 해석한 자연어 명령을 통해 Unitree Go2 로봇을 제어할 수 있도록 해줍니다.
 
@@ -343,6 +359,8 @@
 - [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - 암호화폐 가격을 가져오기 위한 Bitget API.
 - [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - baostock 기반 MCP 서버로 중국 주식 시장 데이터에 대한 액세스 및 분석 기능을 제공합니다.
 - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - CRIC부동산AI 플랫폼에 접속하는 MCP 서버입니다. CRIC부동산AI는 커얼루이가 부동산 업계를 위해 특별히 개발한 지능형 AI 어시스턴트입니다.
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Polymarket, PredictIt, Kalshi를 포함한 여러 플랫폼의 실시간 예측 시장 데이터를 제공하는 MCP 서버. AI 어시스턴트가 통합된 인터페이스를 통해 현재 배당률, 가격 및 시장 정보를 쿼리할 수 있게 합니다.
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - AI 모델이 비트코인 블록체인을 쿼리할 수 있게 하는 MCP 서버.
 
 ### 🎮 <a name="gaming"></a>게임
 
@@ -368,6 +386,8 @@
 - [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Slack, Discord, 웹사이트, Google Drive, Linear 또는 GitHub에서 무엇이든 Graphlit 프로젝트로 수집한 다음 Cursor, Windsurf 또는 Cline과 같은 MCP 클라이언트 내에서 관련 지식을 검색하고 검색합니다.
 - [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 코딩 선호도 및 패턴 관리를 돕는 Mem0용 모델 컨텍스트 프로토콜 서버로, Cursor 및 Windsurf와 같은 IDE에서 코드 구현, 모범 사례 및 기술 문서를 저장, 검색 및 의미론적으로 처리하는 도구를 제공합니다.
 - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Google Drive, Notion, JIRA 등과 같은 통합 서비스에 연결된 [Ragie](https://www.ragie.ai) (RAG) 지식 베이스에서 컨텍스트를 검색합니다.
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - MongoDB를 사용하여 여러 LLM의 메모리를 저장하고 검색하는 MCP 서버. 타임스탬프와 LLM 식별을 포함한 대화 메모리의 저장, 검색, 추가 및 삭제를 위한 도구를 제공합니다.
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 다른 AI 모델이 협력하고 대화 간에 컨텍스트를 공유할 수 있게 하는 크로스 LLM 통신 및 메모리 공유를 가능하게 하는 MCP 서버.
 
 ### 🗺️ <a name="location-services"></a>위치 서비스
 
@@ -558,6 +578,7 @@ Git 리포지토리 및 버전 관리 플랫폼과 상호 작용합니다. 표
 - [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.
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - 의료 정보, 약물 데이터베이스 및 의료 서비스 리소스에 대한 접근을 제공하는 MCP 서버. AI 어시스턴트가 의료 데이터, 약물 상호작용 및 임상 가이드라인을 쿼리할 수 있게 합니다.
 
 
 ## 프레임워크

README-pt_BR.md

@@ -74,6 +74,7 @@ Confira [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
 
 * 🔗 - [Agregadores](#agregadores)
 * 🎨 - [Arte e Cultura](#arte-e-cultura)
+* 🧬 - [Biologia, Medicina e Bioinformática](#biologia-medicina-bioinformatica)
 * 📂 - [Automação de Navegadores](#automação-de-navegadores)
 * ☁️ - [Plataformas em Nuvem](#plataformas-em-nuvem)
 * 👨‍💻 - [Execução de Código](#execução-de-código)
@@ -115,6 +116,7 @@ Servidores para acessar muitos aplicativos e ferramentas por meio de um único s
 - [MetaMCP](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP é o servidor middleware MCP unificado que gerencia suas conexões MCP com GUI.
 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point)  📇 ☁️ 🏠 🍎 🪟 🐧 - Transforme um API web em um servidor MCP com um clique, sem fazer nenhuma alteração no código.
 - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - Uma poderosa ferramenta de geração de imagens usando a API Imagen 3.0 do Google através do MCP. Gere imagens de alta qualidade a partir de prompts de texto com controles avançados de fotografia, artísticos e fotorrealistas.
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Servidor MCP abrangente de agregação de dados pessoais com integrações Steam, YouTube, Bilibili, Spotify, Reddit e outras plataformas. Possui autenticação OAuth2, gerenciamento automático de tokens e 90+ ferramentas para acesso a dados de jogos, música, vídeo e plataformas sociais.
 
 ### 🎨 <a name="arte-e-cultura"></a>Arte e Cultura
 
@@ -130,6 +132,15 @@ Acesse e explore coleções de arte, patrimônio cultural e bancos de dados de m
 - [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Servidor MCP usando a API do Aseprite para criar pixel art
 - [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - Fornece análises abrangentes e precisas de Bazi (Quatro Pilares do Destino)
 
+### 🧬 <a name="biologia-medicina-bioinformatica"></a>Biologia, Medicina e Bioinformática
+
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Servidor MCP de pesquisa biomédica fornecendo acesso ao PubMed, ClinicalTrials.gov e MyVariant.info.
+- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - Servidor MCP para interagir com a API BioThings, incluindo genes, variantes genéticas, medicamentos e informações taxonômicas.
+- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - Servidor MCP fornecendo um toolkit poderoso de bioinformática para consultas e análises genômicas, envolvendo a popular biblioteca `gget`.
+- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - Servidor MCP para um banco de dados consultável para pesquisa de envelhecimento e longevidade do projeto OpenGenes.
+- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - Servidor MCP para o banco de dados SynergyAge de interações genéticas sinérgicas e antagônicas na longevidade.
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Servidor de Protocolo de Contexto de Modelo para APIs de Recursos de Interoperabilidade de Saúde Rápida (FHIR). Fornece integração perfeita com servidores FHIR, permitindo que assistentes de IA pesquisem, recuperem, criem, atualizem e analisem dados clínicos de saúde com suporte de autenticação SMART-on-FHIR.
+
 ### 📂 <a name="automação-de-navegadores"></a>Automação de Navegadores
 
 Acesso e recursos de automação de conteúdo web. Permite pesquisar, extrair e processar conteúdo web em formatos amigáveis para IA.
@@ -230,6 +241,7 @@ 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-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - A ferramenta MCP gera dinamicamente gráficos visuais com sintaxe do [Apache ECharts](https://echarts.apache.org) usando IA. 
 - [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI gera dinamicamente gráficos visuais usando a sintaxe [Mermaid](https://mermaid.js.org/) MCP.
 
 ### 🗄️ <a name="bancos-de-dados"></a>Bancos de Dados
@@ -248,6 +260,7 @@ Acesso seguro a banco de dados com recursos de inspeção de esquema. Permite co
 - [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).
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Consultas PostgreSQL em linguagem natural com streaming automático, segurança somente leitura e compatibilidade universal com bancos de dados.
 - [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) 🎖️ 🐍 ☁️ – servidor MCP para interagir com bancos de dados [YDB](https://ydb.tech)
 
 ### 📊 <a name="plataformas-de-dados"></a>Plataformas de Dados
@@ -268,9 +281,12 @@ 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).
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Operações de data e hora com suporte a fuso horário, incluindo fusos horários IANA, conversão de fuso horário e tratamento de horário de verão.
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - O Endor permite que seus agentes de IA executem serviços como MariaDB, Postgres, Redis, Memcached, Alpine ou Valkey em sandboxes isoladas. Obtenha aplicativos pré-configurados que inicializam em menos de 5 segundos. [Confira nossa documentação](https://docs.endor.dev/mcp/overview/).
 - [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) 🐍 🏠 - Piloto de IA para operações PTY que permite aos agentes controlar terminais interativos com sessões com estado, conexões SSH e gerenciamento de processos em segundo plano
 - [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) 🐍 🏠 🍎 🪟 🐧 - O servidor ROS MCP auxilia no controle de robôs convertendo comandos em linguagem natural do usuário em comandos de controle para ROS ou ROS2.
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extrai informações de componentes de sistemas de design Storybook. Fornece HTML, estilos, propriedades, dependências, tokens de tema e metadados de componentes para análise de sistemas de design com IA.
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Servidor MCP unificado para GitLab e Jira: gerencie projetos, merge requests, arquivos, releases e tickets com agentes de IA.
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Uma CLI para interagir com as APIs do GitKraken. Inclui um servidor MCP via gk mcp que envolve não apenas as APIs do GitKraken, mas também Jira, GitHub, GitLab e outros. Funciona com ferramentas locais e serviços remotos.
 - [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).
 
@@ -319,6 +335,8 @@ Acesso a dados financeiros e ferramentas de análise. Permite que modelos de IA
 - [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Integração com o Bitte Protocol para executar Agentes de IA em várias blockchains.
 - [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - Servidor MCP que conecta agentes de IA à [plataforma Chargebee](https://www.chargebee.com/).
 - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Servidor MCP conectado à plataforma CRIC Wuye AI. O CRIC Wuye AI é um assistente inteligente desenvolvido pela CRIC especialmente para o setor de gestão de propriedades.
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - Um servidor MCP que fornece dados de mercado de previsão em tempo real de múltiplas plataformas incluindo Polymarket, PredictIt e Kalshi. Permite que assistentes de IA consultem probabilidades atuais, preços e informações de mercado através de uma interface unificada.
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - Um servidor MCP que permite que modelos de IA consultem a blockchain Bitcoin.
 
 ### 🎮 <a name="jogos"></a>Jogos
 
@@ -344,6 +362,8 @@ Armazenamento de memória persistente usando estruturas de grafos de conheciment
 - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Sistema de memória persistente baseado em grafo de conhecimento para manter contexto
 - [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Conecta-se ao seu Assistente Pinecone e dá ao agente contexto a partir do seu motor de conhecimento.
 - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Recupere contexto da sua base de conhecimento [Ragie](https://www.ragie.ai) (RAG) conectada a integrações como Google Drive, Notion, JIRA e muito mais.
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Um servidor MCP que armazena e recupera memórias de múltiplos LLMs usando MongoDB. Fornece ferramentas para salvar, recuperar, adicionar e limpar memórias de conversa com timestamps e identificação de LLM.
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - Um servidor MCP que permite comunicação entre LLMs e compartilhamento de memória, permitindo que diferentes modelos de IA colaborem e compartilhem contexto entre conversas.
 - [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Gerenciador de memória para aplicativos de IA e Agentes usando vários armazenamentos de grafos e vetores e permitindo ingestão de mais de 30 fontes de dados
 - [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Salve e consulte a memória do seu agente de forma distribuída pelo Membase
 - [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - Um servidor de Protocolo de Contexto de Modelo (MCP) que implementa a metodologia de gestão de conhecimento Zettelkasten, permitindo criar, vincular e pesquisar notas atômicas através de Claude e outros clientes compatíveis com MCP.
@@ -463,6 +483,7 @@ Interaja com repositórios Git e plataformas de controle de versão. Permite ger
 - [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.
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - Um servidor MCP que fornece acesso a informações médicas, bancos de dados de medicamentos e recursos de saúde. Permite que assistentes de IA consultem dados médicos, interações medicamentosas e diretrizes clínicas.
 
 ## Frameworks
 

README-th.md

@@ -71,6 +71,7 @@
 
 * 🔗 - [รวบรวม](#aggregators)
 * 🎨 - [ศิลปะและวัฒนธรรม](#art-and-culture)
+* 🧬 - [ชีววิทยา การแพทย์ และไบโออินฟอร์เมติกส์](#bio)
 * 📂 - [การทำงานอัตโนมัติของเบราว์เซอร์](#browser-automation)  
 * ☁️ - [แพลตฟอร์มคลาวด์](#cloud-platforms)
 * 👨‍💻 - [การเรียกใช้โค้ด](#code-execution)
@@ -104,6 +105,7 @@
 - [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
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - เซิร์ฟเวอร์ MCP รวมข้อมูลส่วนตัวที่ครอบคลุมด้วยการรวม Steam, YouTube, Bilibili, Spotify, Reddit และแพลตฟอร์มอื่นๆ พร้อมการรับรองความถูกต้อง OAuth2 การจัดการโทเค็นอัตโนมัติ และเครื่องมือ 90+ สำหรับเข้าถึงข้อมูลเกม เพลง วิดีโอ และแพลตฟอร์มโซเชียล
 
 ### 🎨 ศิลปะและวัฒนธรรม 
 
@@ -118,6 +120,14 @@
 - [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ผสานรวม AniList API สำหรับข้อมูลอนิเมะและมังงะ
 - [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) 📇 🏠 ☁️ 🍎 🪟 - ให้บริการจัดทำแผนภูมิปาจื้อ (八字) และการวิเคราะห์ที่ครอบคลุมและแม่นยำ
 
+### 🧬 ชีววิทยา การแพทย์ และไบโออินฟอร์เมติกส์
+
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - เซิร์ฟเวอร์ MCP สำหรับการวิจัยทางชีวการแพทย์ที่ให้การเข้าถึง PubMed, ClinicalTrials.gov และ MyVariant.info
+- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - เซิร์ฟเวอร์ MCP เพื่อโต้ตอบกับ BioThings API รวมถึงยีน ความแปรปรวนทางพันธุกรรม ยา และข้อมูลอนุกรมวิธาน
+- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้เครื่องมือไบโออินฟอร์เมติกส์ที่ทรงพลังสำหรับการสืบค้นและวิเคราะห์ทางพันธุกรรม ห่อหุ้มไลบรารี `gget` ยอดนิยม
+- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - เซิร์ฟเวอร์ MCP สำหรับฐานข้อมูลที่สามารถสืบค้นได้สำหรับการวิจัยเรื่องความชราและอายุยืนจากโครงการ OpenGenes
+- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - เซิร์ฟเวอร์ MCP สำหรับฐานข้อมูล SynergyAge ของปฏิสัมพันธ์ทางพันธุกรรมที่เสริมกันและต่อต้านกันในด้านอายุยืน
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - เซิร์ฟเวอร์โปรโตคอลบริบทโมเดลสำหรับ Fast Healthcare Interoperability Resources (FHIR) APIs ให้การผสานรวมที่ราบรื่นกับเซิร์ฟเวอร์ FHIR ทำให้ผู้ช่วย AI สามารถค้นหา ดึงข้อมูล สร้าง อัปเดต และวิเคราะห์ข้อมูลสุขภาพทางคลินิกด้วยการสนับสนุนการรับรองความถูกต้อง SMART-on-FHIR
 
 ### 📂 การทำงานอัตโนมัติของเบราว์เซอร์
 
@@ -178,7 +188,9 @@
 - [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-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI สร้างแผนภูมิการมองเห็นที่เขียนด้วยไวยากรณ์ของ [Apache ECharts](https://echarts.apache.org) แบบไดนามิก MCP
 - [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - AI สร้างแผนภูมิที่มองเห็นได้แบบไดนามิกโดยใช้ไวยากรณ์ของ [Mermaid](ttps://mermaid.js.org/) MCP
+  
 ### 🗄️ ฐานข้อมูล
 
 การเข้าถึงฐานข้อมูลอย่างปลอดภัยพร้อมความสามารถในการตรวจสอบสคีมา ช่วยให้สามารถสืบค้นและวิเคราะห์ข้อมูลด้วยการควบคุมความปลอดภัยที่กำหนดค่าได้ รวมถึงการเข้าถึงแบบอ่านอย่างเดียว
@@ -231,6 +243,7 @@
 - [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
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - การผสานรวมฐานข้อมูลสากลบน SQLAlchemy ที่รองรับ PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server และฐานข้อมูลอื่นๆ อีกมากมาย คุณสมบัติการตรวจสอบสคีมาและความสัมพันธ์ และความสามารถในการวิเคราะห์ชุดข้อมูลขนาดใหญ่
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - การสืบค้น PostgreSQL ด้วยภาษาธรรมชาติที่มีการสตรีมอัตโนมัติ ความปลอดภัยแบบอ่านอย่างเดียว และความเข้ากันได้กับฐานข้อมูลสากล
 - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - การผสานรวม Pinecone พร้อมความสามารถในการค้นหาเวกเตอร์
 - [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 เซิร์ฟเวอร์ MCP ฐานข้อมูลสากลที่รองรับฐานข้อมูลหลายประเภท รวมถึง PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB และ SQLite
 - [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - การผสานรวม Tinybird พร้อมความสามารถในการสืบค้นและ API
@@ -259,8 +272,10 @@
 - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 เซิร์ฟเวอร์ MCP ที่รองรับการสืบค้นและจัดการทรัพยากรทั้งหมดใน [Apache APISIX](https://github.com/apache/apisix)
 - [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - ผสานรวม API ใดๆ กับตัวแทน AI ได้อย่างราบรื่น (ด้วย OpenAPI Schema)
 - [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - พูดคุยกับการสังเกตการณ์ LLM การติดตาม และการตรวจสอบที่บันทึกโดย Opik โดยใช้ภาษาธรรมชาติ
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - การดำเนินการเกี่ยวกับวันที่และเวลาที่รองรับเขตเวลา พร้อมรองรับ IANA timezones การแปลงเขตเวลา และการจัดการ Daylight Saving Time
 - [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - เซิร์ฟเวอร์ MCP สำหรับตัวควบคุม POX SDN เพื่อให้ความสามารถในการควบคุมและจัดการเครือข่าย
 - [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - โต้ตอบกับ [Postman API](https://www.postman.com/postman/postman-public-workspace/)
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor ช่วยให้เอเจนต์ AI ของคุณรันบริการต่างๆ เช่น MariaDB, Postgres, Redis, Memcached, Alpine หรือ Valkey ในแซนด์บ็อกซ์ที่แยกจากกัน รับแอปพลิเคชันที่กำหนดค่าไว้ล่วงหน้าซึ่งบูตได้ภายในเวลาไม่ถึง 5 วินาที. [ตรวจสอบเอกสารของเรา](https://docs.endor.dev/mcp/overview/).
 - [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - ช่วยให้ผู้ช่วย AI สามารถโต้ตอบกับแฟล็กคุณสมบัติของคุณใน [Flipt](https://flipt.io)
 - [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - ให้ตัวแทน coding เข้าถึงข้อมูล Figma โดยตรงเพื่อช่วยในการใช้งานการออกแบบแบบ one-shot
 - [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - ผสานรวม ค้นพบ จัดการ และเข้ารหัสทรัพยากรคลาวด์ด้วย [Firefly](https://firefly.ai)
@@ -309,6 +324,7 @@
 - [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
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - ดึงข้อมูลคอมโพเนนต์จากระบบการออกแบบ Storybook ให้ HTML, สไตล์, props, การพึ่งพา, โทเค็นธีม และเมตาดาต้าของคอมโพเนนต์สำหรับการวิเคราะห์ระบบการออกแบบด้วย AI
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - เซิร์ฟเวอร์ MCP แบบรวมสำหรับ GitLab และ Jira: จัดการโปรเจกต์, merge request, ไฟล์, รีลีส และตั๋วด้วยเอเจนต์ AI
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - CLI สำหรับโต้ตอบกับ GitKraken API โดยมีเซิร์ฟเวอร์ MCP ผ่าน gk mcp ซึ่งไม่เพียงแต่ครอบคลุม GitKraken API เท่านั้น แต่ยังรวมถึง Jira, GitHub, GitLab และอื่น ๆ อีกมากมาย รองรับการทำงานร่วมกับเครื่องมือในเครื่องและบริการระยะไกล.
 - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - เซิร์ฟเวอร์ Unitree Go2 MCP เป็นเซิร์ฟเวอร์ที่พัฒนาขึ้นบน MCP ซึ่งช่วยให้ผู้ใช้สามารถควบคุมหุ่นยนต์ Unitree Go2 ได้โดยใช้คำสั่งภาษาธรรมชาติที่แปลโดยโมเดลภาษาขนาดใหญ่ (LLM)
 
@@ -385,6 +401,8 @@
 - [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - เครื่องมือ MCP ที่ให้ข้อมูลตลาดหุ้นและการวิเคราะห์โดยใช้ Yahoo Finance API
 - [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - เซิร์ฟเวอร์ MCP ที่ใช้ baostock เป็นฐาน ให้การเข้าถึงและวิเคราะห์ข้อมูลตลาดหุ้นจีน
 - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่เชื่อมต่อกับแพลตฟอร์ม CRIC Wuye AI โดย CRIC Wuye AI เป็นผู้ช่วย AI อัจฉริยะที่บริษัท CRIC พัฒนาขึ้นสำหรับอุตสาหกรรมการบริหารอสังหาริมทรัพย์
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - เซิร์ฟเวอร์ MCP ที่ให้ข้อมูลตลาดการพยากรณ์แบบเรียลไทม์จากหลายแพลตฟอร์มรวมถึง Polymarket, PredictIt และ Kalshi ช่วยให้ผู้ช่วย AI สามารถสืบค้นอัตราต่อรองปัจจุบัน ราคา และข้อมูลตลาดผ่านอินเทอร์เฟซที่รวมเป็นหนึ่งเดียว
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้โมเดล AI สามารถสืบค้นบล็อกเชน Bitcoin ได้
 
 ### 🎮 เกม
 
@@ -410,6 +428,8 @@
 - [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - เซิร์ฟเวอร์ Model Context Protocol สำหรับ Mem0 ที่ช่วยจัดการการตั้งค่าและรูปแบบการเขียนโค้ด ให้เครื่องมือสำหรับจัดเก็บ ดึงข้อมูล และจัดการการใช้งานโค้ด แนวทางปฏิบัติที่ดีที่สุด และเอกสารทางเทคนิคใน IDE เช่น Cursor และ Windsurf
 - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - ระบบหน่วยความจำถาวรแบบกราฟความรู้สำหรับรักษาบริบท
 - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - ดึงบริบทจากฐานความรู้ [Ragie](https://www.ragie.ai) (RAG) ของคุณที่เชื่อมต่อกับการผสานรวมต่างๆ เช่น Google Drive, Notion, JIRA และอื่นๆ
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่จัดเก็บและดึงข้อมูลความจำจากหลาย LLMs โดยใช้ MongoDB ให้เครื่องมือสำหรับการบันทึก ดึงข้อมูล เพิ่ม และล้างความจำการสนทนาพร้อมกับไทม์สแตมป์และการระบุ LLM
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ช่วยให้การสื่อสารข้าม LLM และการแบ่งปันความจำ ช่วยให้โมเดล AI ที่แตกต่างกันสามารถทำงานร่วมกันและแบ่งปันบริบทระหว่างการสนทนา
 - [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - ตัวจัดการหน่วยความจำสำหรับแอป AI และตัวแทนโดยใช้กราฟและที่เก็บเวกเตอร์ต่างๆ และอนุญาตการนำเข้าจากแหล่งข้อมูลมากกว่า 30 แหล่ง
 
 ### 🗺️ บริการตำแหน่ง
@@ -622,6 +642,7 @@ i- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) ☕
 - [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
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - เซิร์ฟเวอร์ MCP ที่ให้การเข้าถึงข้อมูลทางการแพทย์ ฐานข้อมูลยา และทรัพยากรด้านสุขภาพ ช่วยให้ผู้ช่วย AI สามารถสืบค้นข้อมูลทางการแพทย์ การโต้ตอบของยา และแนวทางทางคลินิก
 
 ## กรอบการทำงาน (Frameworks)
 

README-zh.md

@@ -73,6 +73,7 @@
 * 🔗 - [Aggregators](#aggregators)
 * 📂 - [浏览器自动化](#browser-automation)
 * 🎨 - [艺术与文化](#art-and-culture)
+* 🧬 - [生物学、医学和生物信息学](#bio)
 * ☁️ - [云平台](#cloud-platforms)
 * 🤖 - [编程智能体](#coding-agents)
 * 🖥️ - [命令行](#command-line)
@@ -107,6 +108,7 @@
 - [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。
 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point)  📇 ☁️ 🏠 🍎 🪟 🐧  - 一键将Web API转成为MCP服务器，而无需对服务器端代码进行任何修改。
 - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - 一个通过 MCP 使用 Google Imagen 3.0 API 的强大图像生成工具。使用文本提示生成具有高级摄影、艺术和逼真控制的高质量图像。
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - 全面的个人数据聚合MCP服务器，集成Steam、YouTube、Bilibili、Spotify、Reddit等平台。具有OAuth2认证、自动令牌管理和90+工具，用于游戏、音乐、视频和社交平台数据访问。
 
 ### 📂 <a name="browser-automation"></a>浏览器自动化
 
@@ -134,6 +136,15 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - 荷兰国立博物馆 API 集成，支持艺术品搜索、详情查询和收藏品浏览
 - [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - 集成 AniList API 获取动画和漫画信息的 MCP 服务器
 
+### 🧬 <a name="bio"></a>生物学、医学和生物信息学
+
+- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - 生物医学研究 MCP 服务器，提供 PubMed、ClinicalTrials.gov 和 MyVariant.info 的访问。
+- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) 🐍 🏠 ☁️ - 与 BioThings API 交互的 MCP 服务器，包括基因、遗传变异、药物和分类信息。
+- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) 🐍 🏠 ☁️ - 提供强大的生物信息学工具包的 MCP 服务器，用于基因组查询和分析，封装了流行的 `gget` 库。
+- [longevity-genie/opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp) 🎖️ 🐍 🏠 ☁️ - OpenGenes 项目的衰老和长寿研究可查询数据库的 MCP 服务器。
+- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) 🎖️ 🐍 🏠 ☁️ - 长寿中协同和拮抗遗传相互作用的 SynergyAge 数据库的 MCP 服务器。
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - 快速医疗互操作性资源 (FHIR) API 的模型上下文协议服务器。提供与 FHIR 服务器的无缝集成，使 AI 助手能够在 SMART-on-FHIR 身份验证支持下搜索、检索、创建、更新和分析临床医疗数据。
+
 ### ☁️ <a name="cloud-platforms"></a>云平台
 
 云平台服务集成。实现与云基础设施和服务的管理和交互。
@@ -207,6 +218,7 @@ 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-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI 动态生成 [Apache ECharts](https://echarts.apache.org) 语法的可视化图表 MCP。
 - [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。
 
 ### 🗄️ <a name="databases"></a>数据库
@@ -249,6 +261,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一个 MCP 服务器，通过模型上下文协议 （MCP） 提供对 SQLite 数据库的安全只读访问。该服务器是使用 FastMCP 框架构建的，它使 LLM 能够探索和查询具有内置安全功能和查询验证的 SQLite 数据库。
 - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 与矢量搜索功能的集成
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基于SQLAlchemy的通用数据库集成，支持PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等众多数据库。具有架构和关系检查以及大型数据集分析功能。
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自动流传输、只读安全性和通用数据库兼容性的自然语言PostgreSQL查询。
 - [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – 基于 Go 的开箱即用的 MySQL MCP 服务器，支持只读模式和自动 Schema 检查。
 - [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - 连接到任何兼容JDBC的数据库，执行查询、插入、更新、删除等操作。
 - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - 查询和分析Azure Data Explorer数据库
@@ -284,11 +297,13 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [kealuya/mcp-jina-ai](https://github.com/kealuya/mcp-jina-ai) 🏎️ 🏠 - 集成 Jina.ai 将目标网页进行总结，转换成对LLM友好的Markdown格式返回
 - [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode 集成，支持项目管理、文件操作和构建自动化
 - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - 使用开放 API 规范 (v3) 连接任何 HTTP/REST API 服务器
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor 让您的 AI 代理在隔离沙盒中运行 MariaDB、Postgres、Redis、Memcached、Alpine 或 Valkey 等服务。获取预配置的应用程序，启动时间不到 5 秒.
 - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - 连接到 JetBrains IDE
 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件编辑器。针对 LLM 工具进行了优化，具有高效的部分文件访问功能，可最大限度地减少令牌使用量。
 - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用于控制 iOS 模拟器的 MCP 服务器
 - [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - 一个 MCP 服务器，用于与 iOS 开发者的 App Store Connect API 进行通信
 - [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - MCP 服务器可帮助 LLM 在编写代码时建议最新的稳定软件包版本。
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - 支持时区的日期和时间操作，支持 IANA 时区、时区转换和夏令时处理。
 - [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
@@ -320,6 +335,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [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。
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - 从 Storybook 设计系统中提取组件信息。提供 HTML、样式、props、依赖项、主题令牌和组件元数据，用于 AI 驱动的设计系统分析。
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab 和 Jira 的统一 MCP 服务器：通过 AI 代理管理项目、合并请求、文件、发布和工单。
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的命令列工具（CLI）。通過 gk mcp 提供一個 MCP 伺服器，不僅封裝了 GitKraken API，還支援 Jira、GitHub、GitLab 等多種服務。可與本地工具和遠端服務協同運作。
 - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP服务器是一个基于MCP构建的服务器，允许用户通过由大语言模型解释的自然语言指令来控制Unitree Go2机器人。
 - [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - mcp-swagger-server将任何符合 OpenAPI/Swagger 规范的 REST API 转换为 Model Context Protocol (MCP) 格式,以支持ai客户端调用。
@@ -375,6 +391,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - 基于 baostock 的 MCP 服务器,提供对中国股票市场数据的访问和分析功能。
 - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - 接入 CRIC物业AI 平台的 MCP 服务器。CRIC物业AI 是克而瑞专为物业行业打造的智能 AI 助理。
 - [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ -  一个获取专业级金融数据的MCP服务器，支持Tushare等多种数据供应商。
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - 一个MCP服务器，提供来自Polymarket、PredictIt和Kalshi等多个平台的实时预测市场数据。使AI助手能够通过统一接口查询当前赔率、价格和市场信息。
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - 一个MCP服务器，使AI模型能够查询比特币区块链。
 
 ### 🎮 <a name="gaming"></a>游戏
 
@@ -401,6 +419,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [@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。
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一个MCP服务器，使用MongoDB存储和检索来自多个LLM的记忆。提供保存、检索、添加和清除带有时间戳和LLM识别的对话记忆的工具。
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一个MCP服务器，实现跨LLM通信和记忆共享，使不同的AI模型能够在对话间协作和共享上下文。
 
 ### 🗺️ <a name="location-services"></a>位置服务
 
@@ -607,6 +627,7 @@ AI助手可以通过翻译工具和服务在不同语言之间翻译内容。
 - [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。
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - 一个MCP服务器，提供对医疗信息、药物数据库和医疗保健资源的访问。使AI助手能够查询医疗数据、药物相互作用和临床指南。
 
 ## 框架
 

README-zh_TW.md

@@ -64,6 +64,7 @@
 
 * 🔗 - [Aggregators](#aggregators)
 * 📂 - [瀏覽器自動化](#browser-automation)
+* 🧬 - [生物學、醫學與生物資訊學](#biology-and-medicine)
 * 🎨 - [藝術與文化](#art-and-culture)
 * ☁️ - [雲端平台](#cloud-platforms)
 * 🖥️ - [命令行](#command-line)
@@ -96,6 +97,7 @@
 - [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。
 - [MCP Access Point](https://github.com/sxhxliang/mcp-access-point)  📇 ☁️ 🏠 🍎 🪟 🐧  - 一鍵將Web API轉入MCP伺服器，而無需對程式碼進行任何修改。
 - [hamflx/imagen3-mcp](https://github.com/hamflx/imagen3-mcp) 📇 🏠 🪟 🍎 🐧 - 一個通過 MCP 使用 Google Imagen 3.0 API 的強大圖像生成工具。使用文本提示生成具有高級攝影、藝術和逼真控制的高質量圖像。
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - 全面的個人數據聚合MCP伺服器，整合Steam、YouTube、Bilibili、Spotify、Reddit等平台。具有OAuth2認證、自動令牌管理和90+工具，用於遊戲、音樂、影片和社交平台數據存取。
 
 ### 📂 <a name="browser-automation"></a>瀏覽器自動化
 
@@ -112,6 +114,12 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
 - [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - 一個支援使用 Google 搜尋結果進行免費網頁搜尋的 MCP 伺服器，無需 API 金鑰
 - [@34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) 📇 🏠 - 一個支援搜尋 B站 內容的 MCP 伺服器。提供LangChain呼叫範例、測試腳本。
 
+### 🧬 <a name="biology-and-medicine"></a>生物學、醫學與生物資訊學
+
+協助生物醫學研究、醫療保健數據交換和生物資訊學分析。提供對生物學和醫學數據庫、工具和標準的訪問。
+
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - 與 FHIR R4 基準和實作指南整合，支援搜尋、讀取、建立、更新和刪除醫療資源
+
 ### 🎨 <a name="art-and-culture"></a>藝術與文化
 
 提供藝術收藏、文化遺產和博物館資料庫的訪問與探索。讓 AI 模型能夠搜尋和分析藝術文化內容。
@@ -179,6 +187,7 @@ 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-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - AI 動態生成 [Apache ECharts](https://echarts.apache.org) 語法的可視化圖表 MCP。
 - [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。
 
 ### 🗄️ <a name="databases"></a>資料庫
@@ -211,6 +220,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 一個 MCP 伺服器，通過模型上下文協議 （MCP） 提供對 SQLite 資料庫的安全只讀訪問。該伺服器是使用 FastMCP 框架構建的，它使 LLM 能夠探索和查詢具有內建安全功能和查詢驗證的 SQLite 資料庫。
 - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone 與向量搜尋功能的集成
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 基於SQLAlchemy的通用資料庫集成，支援PostgreSQL、MySQL、MariaDB、SQLite、Oracle、MS SQL Server等眾多資料庫。具有架構和關係檢查以及大型數據集分析功能。
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - 具有自動串流、唯讀安全性和通用資料庫相容性的自然語言PostgreSQL查詢。
 - [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。
@@ -232,6 +242,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
 - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - 一個靈活獲取 JSON、文本和 HTML 數據的 MCP 伺服器
 - [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode 集成，支援項目管理、文件操作和構建自動化
 - [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - 使用開放 API 規範 (v3) 連接任何 HTTP/REST API 伺服器
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - 支援時區的日期和時間操作，支援 IANA 時區、時區轉換和夏令時處理。
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor 讓您的 AI 代理程式在隔離沙盒中執行 MariaDB、Postgres、Redis、Memcached、Alpine 或 Valkey 等服務。取得預先配置的應用程序，啟動時間不到 5 秒.
 - [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - 連接到 JetBrains IDE
 - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - 面向行的文本文件編輯器。針對 LLM 工具進行了最佳化，具有高效的部分文件訪問功能，可最大限度地減少令牌使用量。
 - [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - 用於控制 iOS 模擬器的 MCP 伺服器
@@ -255,6 +267,7 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
 - [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。
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - 從 Storybook 設計系統中提取元件資訊。提供 HTML、樣式、props、依賴項、主題令牌和元件元資料，用於 AI 驅動的設計系統分析。
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - GitLab 和 Jira 的統一 MCP 伺服器：透過 AI 代理管理專案、合併請求、檔案、發行和票證。
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - 一個用於與 GitKraken API 互動的 CLI。透過 gk mcp 包含一個 MCP 伺服器，不僅包裝了 GitKraken API，還支援 Jira、GitHub、GitLab 等等。可搭配本地工具與遠端服務使用。
 - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) 🐍 🏠 🐧 - Unitree Go2 MCP伺服器是一個基於MCP構建的伺服器，允許使用者透過由大型語言模型解讀的自然語言指令來控制Unitree Go2機器人。
 
@@ -297,6 +310,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
 - [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ -  使用 Bitget 公共 API 去獲取加密貨幣最新價格
 - [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - 基於 baostock 的 MCP 伺服器,提供對中國股票市場數據的訪問和分析功能。
 - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - 接入 CRIC物業AI 平台的 MCP 伺服器。CRIC物業AI 是克而瑞專為物業行業打造的智慧型 AI 助理。
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - 一個 MCP 伺服器，提供來自 Polymarket、PredictIt 和 Kalshi 等多個平台的即時預測市場數據。使 AI 助手能夠通過統一介面查詢當前賠率、價格和市場資訊。
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - 一個 MCP 伺服器，使 AI 模型能夠查詢比特幣區塊鏈。
 
 ### 🎮 <a name="gaming"></a>遊戲
 
@@ -319,6 +334,8 @@ Web 內容訪問和自動化功能。支援以 AI 友好格式搜尋、抓取和
 - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - 為 LLM 提供的連接器，用於操作 Zotero Cloud 上的文獻集合和資源
 - [@mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - 用於 Mem0 的模型上下文協議伺服器，幫助管理編碼偏好和模式，提供工具用於儲存、檢索和語義處理代碼實現、最佳實踐和技術文件，適用於 Cursor 和 Windsurf 等 IDE
 - [@ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - 從您的 [Ragie](https://www.ragie.ai) (RAG) 知識庫中檢索上下文，可連接至 Google Drive、Notion、JIRA 等多種整合服務。
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - 一個 MCP 伺服器，使用 MongoDB 儲存和檢索來自多個 LLM 的記憶。提供用於儲存、檢索、新增和清除帶有時間戳和 LLM 識別的對話記憶的工具。
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - 一個 MCP 伺服器，實現跨 LLM 通訊和記憶共享，使不同的 AI 模型能夠在對話間協作和共享上下文。
 
 ### 🗺️ <a name="location-services"></a>位置服務
 
@@ -474,6 +491,7 @@ 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。
 - [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。
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - 一個 MCP 伺服器，提供對醫療資訊、藥物資料庫和醫療保健資源的訪問。使 AI 助手能夠查詢醫療數據、藥物相互作用和臨床指南。
 
 ## 框架
 - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 用於在 Python 中構建 MCP 伺服器的高級框架

README.md

@@ -67,7 +67,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
 > [!NOTE]
 > Confused about Local 🏠 vs Cloud ☁️?
 > * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
-> * Use network when MCP server is talking to remote APIs, e.g. weather API.
+> * Use cloud when MCP server is talking to remote APIs, e.g. weather API.
 
 ## Server Implementations
 
@@ -122,6 +122,7 @@ Servers for accessing many apps and tools through a single MCP server.
 - [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
 - [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
 - [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
+- [particlefuture/MCPDiscovery](https://github.com/particlefuture/MCPDiscovery) - MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them.
 - [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
 - [sitbon/magg](https://github.com/sitbon/magg) 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
 - [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
@@ -131,6 +132,12 @@ Servers for accessing many apps and tools through a single MCP server.
 - [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
+- [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.
+- [YangLiangwei/PersonalizationMCP](https://github.com/YangLiangwei/PersonalizationMCP) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
+
+### 🚀 <a name="aerospace-and-astrodynamics"></a>Aerospace & Astrodynamics
+
+- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
 
 ### 🎨 <a name="art-and-culture"></a>Art & Culture
 
@@ -144,10 +151,12 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
 - [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.
+- [raveenb/fal-mcp-server](https://github.com/raveenb/fal-mcp-server) 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
 - [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
 - [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
+- [peek-travel/mcp-intro](https://github.com/peek-travel/mcp-intro) ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
 - [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
@@ -161,6 +170,9 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
 - [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.
 - [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
+- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.
+- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
+- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
 
 ### 📂 <a name="browser-automation"></a>Browser Automation
 
@@ -183,10 +195,10 @@ Web content access and automation capabilities. Enables searching, scraping, and
 - [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.
+- [PhungXuanAnh/selenium-mcp-server](https://github.com/PhungXuanAnh/selenium-mcp-server) 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
 - [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
 - [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.
 - [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
@@ -207,14 +219,18 @@ Cloud platform service integration. Enables management and interaction with clou
 - [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
 - [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.
+- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
 - [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.
+- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) 🐍 ☁️ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
 - [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.
 - [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.
+- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
+- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
 - [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.
 - [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
@@ -224,7 +240,6 @@ Cloud platform service integration. Enables management and interaction with clou
 - [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.
@@ -246,6 +261,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
 - [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
+- [dagger/container-use](https://github.com/dagger/container-use) 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
 
 ### 🤖 <a name="coding-agents"></a>Coding Agents
 
@@ -262,6 +278,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
 - [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.
+- [nesquikm/mcp-rubber-duck](https://github.com/nesquikm/mcp-rubber-duck) 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
 - [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
 
 ### 🖥️ <a name="command-line"></a>Command Line
@@ -291,11 +308,13 @@ Integration with communication platforms for message management and channel oper
 - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
 - [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - An MCP server to interface with the Google Tasks API
 - [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
+- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
 - [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
 - [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
 - [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
 - [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
 - [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
+- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
 - [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
 - [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
@@ -303,14 +322,17 @@ Integration with communication platforms for message management and channel oper
 - [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.
+- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat. 
 - [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
 - [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
+- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
 - [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
 - [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)
+- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 💬 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
 - [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.
 - [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
@@ -323,6 +345,7 @@ Integration with communication platforms for message management and channel oper
 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-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
 - [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.
@@ -336,8 +359,9 @@ Secure database access with schema inspection capabilities. Enables querying and
 - [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - 🐍 ☁️ 🎖️ -  Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
 - [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools
 - [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
+- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
 - [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
-- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Universal database MCP server supporting mainstream databases.
+- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
 - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
 - [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
 - [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
@@ -365,9 +389,12 @@ 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.
+- [henilcalagiya/google-sheets-mcp](https://github.com/henilcalagiya/google-sheets-mcp) 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.
 - [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.
+- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
 - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
+- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
 - [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
 - [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
@@ -398,6 +425,8 @@ Secure database access with schema inspection capabilities. Enables querying and
 - [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.
+- [Snowflake-Labs/mcp](https://github.com/Snowflake-Labs/mcp) 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
+- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
 - [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
@@ -435,6 +464,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [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.
+- [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".
 - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
 - [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.
@@ -442,10 +472,11 @@ Tools and integrations that enhance the development workflow and environment man
 - [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.
+- [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)
+- [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
 - [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
 - [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
-- [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)
@@ -455,9 +486,13 @@ Tools and integrations that enhance the development workflow and environment man
 - [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.
 - [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).
+- [davidan90/time-node-mcp](https://github.com/davidan90/time-node-mcp) 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
 - [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/)
+- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
 - [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
+- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
+- [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
 - [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
@@ -465,6 +500,8 @@ Tools and integrations that enhance the development workflow and environment man
 - [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).
 - [gorosun/unified-diff-mcp](https://github.com/gorosun/unified-diff-mcp) 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
 - [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
+- [PromptExecution/cratedocs-mcp](https://github.com/promptexecution/cratedocs-mcp) 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
+- [HainanZhao/mcp-gitlab-jira](https://github.com/HainanZhao/mcp-gitlab-jira) 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
 - [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
 - [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
 - [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
@@ -474,8 +511,10 @@ Tools and integrations that enhance the development workflow and environment man
 - [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
+- [promptexecution/just-mcp](https://github.com/promptexecution/just-mcp) 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
 - [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
 - [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
+- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
 - [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
 - [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
 - [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.
@@ -494,11 +533,14 @@ Tools and integrations that enhance the development workflow and environment man
 - [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.
+- [ukkit/memcord](https://github.com/ukkit/memcord) 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
+- [mattjegan/swarmia-mcp](https://github.com/mattjegan/swarmia-mcp) 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.
 - [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
 - [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
 - [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) 🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
 - [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
 - [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) 📇 ☁️ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
+- [OpenZeppelin/contracts-wizard](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
 - [bgauryy/octocode-mcp](https://github.com/bgauryy/octocode-mcp) ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
 - [opslevel/opslevel-mcp](https://github.com/opslevel/opslevel-mcp) 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for [OpsLevel](https://www.opslevel.com)
 - [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.
@@ -511,22 +553,29 @@ Tools and integrations that enhance the development workflow and environment man
 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
 - [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
 - [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
+- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
 - [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
 - [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.
+- [sequa-ai/sequa-mcp](https://github.com/sequa-ai/sequa-mcp) 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
 - [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.
+- [st3v3nmw/sourcerer-mcp](https://github.com/st3v3nmw/sourcerer-mcp) 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
 - [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
+- [storybookjs/addon-mcp](https://github.com/storybookjs/addon-mcp) 📇 🏠 - Help agents automatically write and test stories for your UI components.
 - [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.
+- [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
 - [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
 - [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
+- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
+- [WiseVision/mcp_server_ros_2](https://github.com/wise-vision/mcp_server_ros_2) 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
 - [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
 - [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.
@@ -536,6 +585,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [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.
+- [Yutarop/ros-mcp](https://github.com/Yutarop/ros-mcp) 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
 - [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
 - [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
 - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
@@ -551,6 +601,7 @@ 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.
 
 - [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
+- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
 - [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.
@@ -560,8 +611,10 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
 - [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
 - [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
 - [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
+- [phisanti/MCPR](https://github.com/phisanti/MCPR) 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
 - [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
 - [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.
+- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
 - [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
 
 ### 📟 <a name="embedded-system"></a>Embedded System
@@ -594,8 +647,7 @@ Provides direct access to local file systems with configurable permissions. Enab
 
 ### 💰 <a name="finance--fintech"></a>Finance & Fintech
 
-Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
-
+- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
 - [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.
 - [getAlby/mcp](https://github.com/getAlby/mcp) 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
@@ -611,7 +663,7 @@ Financial data access and analysis tools. Enables AI models to work with market
 - [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.
+- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
 - [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
 - [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
 - [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
@@ -622,6 +674,7 @@ Financial data access and analysis tools. Enables AI models to work with market
 - [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
+- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
 - [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.
@@ -642,6 +695,7 @@ Financial data access and analysis tools. Enables AI models to work with market
 - [kukapay/crypto-trending-mcp](https://github.com/kukapay/crypto-trending-mcp) 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
 - [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
 - [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
+- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs.
 - [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
 - [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ -  A mcp server that bridges Dune Analytics data to AI agents.
 - [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) 🐍 ☁️ -  Delivering crypto ETF flow data to power AI agents' decision-making.
@@ -676,12 +730,14 @@ Financial data access and analysis tools. Enables AI models to work with market
 - [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.
+- [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) 🐍 ☁️ – A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.
 - [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
 - [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.
 - [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)
+- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
 - [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate.
 - [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
 - [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.
@@ -691,6 +747,9 @@ Financial data access and analysis tools. Enables AI models to work with market
 - [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
 - [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
 - [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) 📇 ☁️ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
+- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
+- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
+- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
 
 ### 🎮 <a name="gaming"></a>Gaming
 
@@ -713,9 +772,11 @@ Integration with gaming related data, game engines, and services
 
 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
 - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) 🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
 - [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
+- [cameronrye/openzim-mcp](https://github.com/cameronrye/openzim-mcp) 🐍 🏠 - Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.
 - [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
 - [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).
@@ -725,18 +786,23 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
 - [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
 - [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
+- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
+- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) 📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
 - [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
 - [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
 - [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
 - [upstash/context7](https://github.com/upstash/context7) 📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.
+- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
+- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
 
 ### 🗺️ <a name="location-services"></a>Location Services
 
 Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
 
 - [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️  - IP address geolocation and network information using IPInfo API
+- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) 📇 ☁️ - Explore French communes and cadastral parcels based on name and surface
 - [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
@@ -751,6 +817,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
 - [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
+- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) 📇 ☁️ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
 - [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
@@ -763,7 +830,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
 - [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.
+- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
 - [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ – This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
 - [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ – This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
 
@@ -779,7 +846,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [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
+- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - 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
@@ -788,6 +855,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [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
 - [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) 📇 ☁️ -  Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
 - [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) 🏎️ ☁️ 🏠 🐧 🪟 🍎 - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
+- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - A Prometheus Model Context Protocol Server.
 
 ### 🎥 <a name="multimedia-process"></a>Multimedia Process
 
@@ -817,6 +885,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
 - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
 - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
+- [cameronrye/gopher-mcp](https://github.com/cameronrye/gopher-mcp) 🐍 🏠 - Modern, cross-platform MCP server enabling AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Features dual protocol support, TLS security, and structured content extraction.
 - [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.
@@ -840,9 +909,11 @@ Provides the ability to handle multimedia, such as audio and video editing, play
 - [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
+- [kehvinbehvin/json-mcp-filter](https://github.com/kehvinbehvin/json-mcp-filter) ️🏠 📇 – Stop bloating your LLM context. Query & Extract only what you need from your JSON files.
 - [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.
+- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
 - [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
 - [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
 - [modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API
@@ -860,6 +931,8 @@ Provides the ability to handle multimedia, such as audio and video editing, play
 - [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
+- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) 🎖️ 📇 ☁️ 🏠 - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
+- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) 🎖️ 📇 ☁️ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
 - [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
@@ -867,6 +940,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
 - [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.
+- [kimdonghwi94/Web-Analyzer-MCP](https://github.com/kimdonghwi94/web-analyzer-mcp) 🐍 🏠 🍎 🪟 🐧 - Extracts clean web content for RAG and provides Q&A about web pages.
 - [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.
@@ -878,6 +952,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
 
 ### 🔒 <a name="security"></a>Security
 
+- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
 - [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
@@ -908,14 +983,18 @@ Provides the ability to handle multimedia, such as audio and video editing, play
 - [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.
+- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
+- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) 🐍 ☁️ 🏠 🐧 🪟 - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
+- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) 📇 ☁️ 🏠 🐧 🪟 - MCP server for Thales CipherTrust Manager RestFul Data Protection service. 
 - [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.
 - [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.
 - [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
+- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) 🦀 🏠 - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
 - [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.
+- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) 🐍 ☁️️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
 
 ### 🌐 <a name="social-media"></a>Social Media
 
@@ -924,9 +1003,10 @@ Integration with social media platforms to allow posting, analytics, and interac
 - [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - AI‑powered YouTube uploader—no CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
 - [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.
 - [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [karanb192/reddit-buddy-mcp](https://github.com/karanb192/reddit-buddy-mcp) 📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
 - [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
 - [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications  with search phrases, users, and date filtering.
-
+- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
 
 ### 🏃 <a name="sports"></a>Sports
 
@@ -966,6 +1046,7 @@ Tools for converting text-to-speech and vice-versa
 - [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.
+- [transcribe-app/mcp-transcribe](https://github.com/transcribe-app/mcp-transcribe) 📇 🏠 - This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
 
 ### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
 
@@ -977,8 +1058,10 @@ Access to travel and transportation information. Enables querying schedules, rou
 - [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
+- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
 - [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.
+- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
 - [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
 
 ### 🔄 <a name="version-control"></a>Version Control
@@ -998,10 +1081,14 @@ Interact with Git repositories and version control platforms. Enables repository
 
 ### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity
 
+- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard API calls, enabling intelligent automation of project, task, and user management, streamlining workflows, and enhancing productivity.
 - [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
 - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) 🐍 ☁️ - Integration with gmail and Google Calendar.
 - [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
 - [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) 🐍 ☁️ 🍎 🪟 🐧 - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
+- [teamwork/mcp](https://github.com/teamwork/mcp) 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
+- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
+- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication capabilities.
 
 ### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
 
@@ -1087,6 +1174,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [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/)
+- [osinmv/funciton-lookup-mcp](https://github.com/osinmv/function-lookup-mcp) 🐍 🏠 🍎 🐧 - MCP server for function signature lookups.
 - [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.
@@ -1111,6 +1199,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system
 - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
 - [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
+- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) 🏎️ 🏠 🍎 🪟 🐧 - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
 - [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.