Merge branch 'main' into main

README-ja.md

@@ -8,11 +8,13 @@
 
 素晴らしいモデルコンテキストプロトコル（MCP）サーバーの厳選リスト。
 
-* [MCPとは何ですか？](#what-is-mcp)
-* [チュートリアル](#tutorials)
-* [サーバー実装](#server-implementations)
-* [フレームワーク](#frameworks)
-* [ヒントとコツ](#tips-and-tricks)
+* [MCPとは何ですか？](#MCPとは何ですか？)
+* [チュートリアル](#チュートリアル)
+* [コミュニティ](#コミュニティ)
+* [凡例](#凡例)
+* [サーバー実装](#サーバー実装)
+* [フレームワーク](#フレームワーク)
+* [ヒントとコツ](#ヒントとコツ)
 
 ## MCPとは何ですか？
 
@@ -80,6 +82,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - クエリとインタラクションのためのBlueskyインスタンス統合
 - [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - GmailとGoogleカレンダーとの統合。
 - [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️  - MCPサーバーアプリケーションは、WeComグループロボットにさまざまなタイプのメッセージを送信します。
+- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 VRChat APIと対話するためのMCPサーバーです。VRChatのフレンドやワールド、アバターなどの情報を取得することができます。
 
 ### 👤 <a name="customer-data-platforms"></a>顧客データプラットフォーム
 
@@ -94,6 +97,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCPサーバーの実装で、Elasticsearchとのインタラクションを提供します
 - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - スキーマ検査、読み取り/書き込み機能を備えた Airtable データベース統合
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - スキーマ検査とクエリ機能を備えたBigQueryデータベース統合
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB データベースの統合、テーブル構造の作成（DDL）および SQL の実行
 - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery統合のためのサーバー実装で、直接的なBigQueryデータベースアクセスとクエリ機能を提供
 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - 構成可能なアクセス制御、スキーマ検査、包括的なセキュリティガイドラインを備えたMySQLデータベース統合
 - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - スキーマ検査とクエリ機能を備えたPostgreSQLデータベース統合
@@ -125,6 +129,7 @@ Webコンテンツのアクセスと自動化機能。AIに優しい形式でWeb
 - [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - ローカルファイルシステムへの直接アクセス。
 - [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - ファイルのリスト、読み取り、検索のためのGoogle Drive統合
 - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - ローカルファイルシステムアクセスのためのGolang実装。
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Apache OpenDAL™ でどのストレージにもアクセスできます
 
 ### 🧠 <a name="knowledge--memory"></a>知識と記憶
 
@@ -217,6 +222,9 @@ Gitリポジトリおよびバージョン管理プラットフォームとの
 - [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) サンプルサーバーとMCPクライアントを備えたMCP stdioからHTTP SSEへのトランスポートゲートウェイ。
 - [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) MCP SSEサーバーのゲートウェイデモ。
 - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 MCP stdioからSSEへのトランスポートゲートウェイ。
+- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) 🐍 - 画面上のGUIの自動操作
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/)との連携
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Replicate APIを通じて画像を生成する機能を提供します。
 
 ## フレームワーク
 

README-zh.md

@@ -8,13 +8,15 @@
 
 精选的优秀模型上下文协议 (MCP) 服务器列表。
 
-* [什么是MCP？](#what-is-mcp)
-* [教程](#tutorials)
-* [Server 实现](#server-implementations)
-* [框架](#frameworks)
-* [实用工具](#utilities)
-* [客户端](#clients)
-* [提示和技巧](#tips-and-tricks)
+* [什么是MCP？](#什么是MCP？)
+* [教程](#教程)
+* [社区](#社区)
+* [说明](#说明)
+* [Server 实现](#服务器实现)
+* [框架](#框架)
+* [实用工具](#实用工具)
+* [客户端](#客户端)
+* [提示和技巧](#提示和技巧)
 
 ## 什么是MCP？
 
@@ -126,6 +128,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - 与 Twitter 搜索和时间线进行交互
 - [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️  - MCP服务器 Tools 应用程序，用于向企业微信群机器人发送各种类型的消息。
 - [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - Nostr MCP 服务器，支持与 Nostr 交互，可发布笔记等功能。
+- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 这是一个与VRChat API交互的MCP服务器。您可以获取VRChat的好友、世界、化身等信息。
 
 ### 👤 <a name="customer-data-platforms"></a>数据平台
 
@@ -143,8 +146,10 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - 集成 Elasticsearch 的 MCP 服务器实现
 - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable 数据库集成，具有架构检查、读写功能
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery 数据库集成了架构检查和查询功能
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB 数据库集成，包括表结构的建立 DDL 和 SQL 的执行
 - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Google BigQuery 集成的服务器实现，可实现直接 BigQuery 数据库访问和查询功能
-- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse 数据库集成，支持数据库架构检查和查询功能
+- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - 集成 Apache Kafka 和 Timeplus。可以获取Kafka中的最新数据，并通过 Timeplus 来 SQL 查询。
+- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
 - [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof 分布式账本数据库，支持多用户数据同步
 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL 数据库集成可配置的访问控制、模式检查和全面的安全指南
 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - 基于 Node.js 的 MySQL 数据库集成，提供安全的 MySQL 数据库操作
@@ -197,6 +202,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - 用于本地文件系统访问的 Golang 实现。
 - [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - 使用 Everything SDK 实现的快速 Windows 文件搜索
 - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - 通过 MCP 或剪贴板与 LLM 共享代码上下文
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - 使用 Apache OpenDAL™ 访问任何存储
 
 ### 💰 <a name="finance--fintech"></a>金融 & 金融科技
 
@@ -250,6 +256,7 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 模型上下文协议 (MCP) 服务器让 Claude 等 AI 助手可以使用 Exa AI Search API 进行网络搜索。此设置允许 AI 模型以安全且可控的方式获取实时网络信息。
 - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - 通过 search1api 搜索（需要付费 API 密钥）
 - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI 搜索 API
+- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI 搜索 API
 - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜索 ArXiv 研究论文
 - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - 在 Google 上搜索并对任何主题进行深度研究
 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM 用于搜索和阅读 arXiv 上的论文)
@@ -331,6 +338,8 @@ Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和
 - [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - 允许 AI 读取您的 Bear Notes（仅支持 macOS）
 - [ws-mcp](https://github.com/nick1udwig/ws-mcp) - 使用 WebSocket 包装 MCP 服务器（用于 [kitbitz](https://github.com/nick1udwig/kibitz)）
 - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ 一个模型上下文协议（MCP）服务器，使 AI 模型能够与比特币交互，允许它们生成密钥、验证地址、解码交易、查询区块链等
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ [Kibela](https://kibe.la/) 与 MCP 的集成
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - 通过Replicate API提供图像生成功能。
 
 ## 框架
 - [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 用于在 Python 中构建 MCP 服务器的高级框架

README.md

@@ -9,17 +9,24 @@
 A curated list of awesome Model Context Protocol (MCP) servers.
 
 * [What is MCP?](#what-is-mcp)
+* [Clients](#clients)
 * [Tutorials](#tutorials)
 * [Server Implementations](#server-implementations)
 * [Frameworks](#frameworks)
 * [Utilities](#utilities)
-* [Clients](#clients)
 * [Tips & Tricks](#tips-and-tricks)
 
 ## What is MCP?
 
 [MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.
 
+## Clients
+
+Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).
+
+> [!TIP]
+> [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway).
+
 ## Tutorials
 
 * [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
@@ -67,6 +74,7 @@ A curated list of awesome Model Context Protocol (MCP) servers.
 * 🛠️ - [Developer Tools](#developer-tools)
 * 📂 - [File Systems](#file-systems)
 * 💰 - [Finance & Fintech](#finance--fintech)
+* 🎮 - [Gaming](#gaming)
 * 🧠 - [Knowledge & Memory](#knowledge--memory)
 * 🗺️ - [Location Services](#location-services)
 * 🎯 - [Marketing](#marketing)
@@ -88,6 +96,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
 - [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
 - [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
 - [@pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
+- [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
 
 ### 🎨 <a name="art-and-culture"></a>Art & Culture
 
@@ -127,6 +136,9 @@ Integration with communication platforms for message management and channel oper
 - [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
 - [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.
 - [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) - 🌐 ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
+- [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.
+- [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.
+- [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.
 
 ### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
 
@@ -143,10 +155,14 @@ Secure database access with schema inspection capabilities. Enables querying and
 
 - [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
 - [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
+- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
 - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
+- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
 - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
 - [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
 - [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
+- [@gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
+- [jovezhong/mcp-timeplus](https://github.com/jovezhong/mcp-timeplus) 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
 - [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
 - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
 - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
@@ -155,20 +171,30 @@ Secure database access with schema inspection capabilities. Enables querying and
 - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase
 - [@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
 - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
+- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters. 
+- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
 - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
-- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
 - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
 - [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
 - [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j
+- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
 - [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
 - [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
 - [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
 - [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
+- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases
+- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
+- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
+- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Universal database MCP server supporting mainstream databases.
 
 ### 💻 <a name="developer-tools"></a>Developer Tools
 
 Tools and integrations that enhance the development workflow and environment management.
 
+- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
+- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Talk to your LLM observability, traces and monitoring captured by Opik using natural language.
+- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
 - [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
 - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
 - [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
@@ -184,6 +210,10 @@ Tools and integrations that enhance the development workflow and environment man
 - [@lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
 - [@j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
 - [@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).
+- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
+- [@jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
+- [@xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠  - An implementation project of a JVM-based MCP (Model Context Protocol) server. 
+- [@yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.
 
 ### 🧮 Data Science Tools
 
@@ -202,15 +232,27 @@ Provides direct access to local file systems with configurable permissions. Enab
 - [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
 - [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
 - [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - Share code context with LLMs via MCP or clipboard
+- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
 
 ### 💰 <a name="finance--fintech"></a>Finance & Fintech
 
 Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics.
 
+- [@base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
 - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
 - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
 - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
-- [ferdousbhai/tasty-agent] (https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
+- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
+- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
+- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
+- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ -  A mcp server for tracking cryptocurrency whale transactions.
+- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ -  Providing real-time and historical Crypto Fear & Greed Index data.
+
+### 🎮 <a name="gaming"></a>Gaming
+
+Integration with gaming related data, and services
+
+- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
 
 ### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
 
@@ -220,6 +262,8 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
 - [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
 - [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
+- [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
+- [graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server) 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
 
 ### 🗺️ <a name="location-services"></a>Location Services
 
@@ -229,6 +273,7 @@ Geographic and location-based services integration. Enables access to mapping da
 - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
 - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
 - [@briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️  - IP address geolocation and network information using IPInfo API
+- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
 
 ### 🎯 <a name="marketing"></a>Marketing
 
@@ -254,6 +299,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
 - [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
 - [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
+- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI search API
 - [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
 - [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Search Google and do deep web research on any topic
 - [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️  MCP for LLM to search and read papers from arXiv
@@ -265,6 +311,8 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
 - [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).
 - [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️📇☁️🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
+- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
+- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
 
 ### 🔒 <a name="security"></a>Security
 
@@ -279,6 +327,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 
 Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
 
+- [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Provides tools to search Airbnb and get listing details.
 - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
 
 ### 🔄 <a name="version-control"></a>Version Control
@@ -302,6 +351,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
 - [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
 - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
+- [Seym0n/tiktok-mcp](https://github.com/Seym0n/tiktok-mcp) 📇 ☁️ - Interact with TikTok videos
 - [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
 - [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
 - [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
@@ -312,7 +362,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
 - [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
 - [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
-- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Natural language search and content access for Confluence workspaces
+- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
 - [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
 - [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 -  An MCP server that installs other MCP servers for you.
 - [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
@@ -339,6 +389,13 @@ Interact with Git repositories and version control platforms. Enables repository
 - [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
 - [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
 - [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
+- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - An MCP server for Strava, an app for tracking physical exercise
+- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
+- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
+- [@makehq/mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
+- [NON906/omniparser-autogui-mcp](https://github.com/NON906/omniparser-autogui-mcp) - 🐍 Automatic operation of on-screen GUI.
+- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
+- [@awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
 
 ## Frameworks
 
@@ -356,6 +413,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #️⃣ 🏠 - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility ⚡ 🔌
 - [spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
 - [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
+- [mcp-agent](https://github.com/lastmile-ai/mcp-agent) 🤖 🔌 - Build effective agents with MCP servers using simple, composable patterns.
 
 ## Utilities
 
@@ -368,11 +426,6 @@ Interact with Git repositories and version control platforms. Enables repository
 - [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – An MCP stdio to SSE transport gateawy.
 - [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework to build vertical AI agent
 
-## Clients
-
-> [!NOTE]
-> Looking for MCP clients? Check out the [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) repository.
-
 ## Tips and Tricks
 
 ### Official prompt to inform LLMs how to use MCP