diff --git a/LICENSE b/LICENSE
new file mode 100644
index 00000000..7f5a6e30
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,25 @@
+The MIT License (MIT)
+=====================
+
+Copyright © 2024 Frank Fiegel (frank@glama.ai)
+
+Permission is hereby granted, free of charge, to any person
+obtaining a copy of this software and associated documentation
+files (the “Software”), to deal in the Software without
+restriction, including without limitation the rights to use,
+copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the
+Software is furnished to do so, subject to the following
+conditions:
+
+The above copyright notice and this permission notice shall be
+included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
+OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
+HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
+WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
+OTHER DEALINGS IN THE SOFTWARE.
diff --git a/README-zh.md b/README-zh.md
new file mode 100644
index 00000000..44696ab5
--- /dev/null
+++ b/README-zh.md
@@ -0,0 +1,208 @@
+
+# 精选的 MCP 服务器 [](https://awesome.re)
+
+精选的优秀模型上下文协议 (MCP) 服务器列表。
+
+* [什么是MCP?](#what-is-mcp)
+* [教程](#tutorials)
+* [Server 实现](#server-implementations)
+* [框架](#frameworks)
+* [提示和技巧](#tips-and-tricks)
+
+## 什么是MCP?
+
+[MCP](https://modelcontextprotocol.io/) 是一种开放协议,通过标准化的服务器实现,使 AI 模型能够安全地与本地和远程资源进行交互。此列表重点关注可用于生产和实验性的 MCP 服务器,这些服务器通过文件访问、数据库连接、API 集成和其他上下文服务来扩展 AI 功能。
+
+## 教程
+
+* [Model Context Protocol (MCP) 快速开始](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
+* [设置 Claude 桌面应用程序以使用 SQLite 数据库](https://youtu.be/wxCCzo9dGj0)
+
+## 社区
+
+* [r/mcp Reddit](https://www.reddit.com/r/mcp)
+* [Discord 服务](https://glama.ai/mcp/discord)
+
+## 说明
+
+* 🎖️ – 正式实施
+* 🐍 – Python 代码库
+* 📇 – TypeScript 代码库
+* 🏎️ – Go 代码库
+* ☁️ - 云服务
+* 🏠 - 本地服务
+
+## 服务器实现
+
+* 📂 - [浏览器自动化](#browser-automation)
+* ☁️ - [云平台](#cloud-platforms)
+* 💬 - [社交](#communication)
+* 👤 - [数据平台](#customer-data-platforms)
+* 🗄️ - [数据库](#databases)
+* 🛠️ - [开发者工具](#developer-tools)
+* 📂 - [文件系统](#file-systems)
+* 🧠 - [知识与记忆](#knowledge--memory)
+* 🗺️ - [位置服务](#location-services)
+* 📊 - [监测](#monitoring)
+* 🔎 - [搜索](#search)
+* 🔄 - [旅行与交通](#travel-and-transportation)
+* 🔄 - [版本控制](#version-control)
+* 🛠️ - [其他工具和集成](#other-tools-and-integrations)
+
+### 📂 浏览器自动化
+
+Web 内容访问和自动化功能。支持以 AI 友好格式搜索、抓取和处理 Web 内容。
+
+- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - 使用 Playwright 进行浏览器自动化和网页抓取的 MCP 服务器
+- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - 使用 Playwright 实现浏览器自动化的 MCP 服务器
+- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - 用于网页抓取和交互的浏览器自动化
+- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - 获取 YouTube 字幕和文字记录以供 AI 分析
+
+### ☁️ 云平台
+
+云平台服务集成。实现与云基础设施和服务的管理和交互。
+
+- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - 与 Cloudflare 服务集成,包括 Workers、KV、R2 和 D1
+- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ 通过 MCP 操作 Kubernetes 集群
+
+### 💬 社交
+
+与通讯平台集成,实现消息管理和渠道运营。使AI模型能够与团队沟通工具进行交互。
+
+- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - 用于频道管理和消息传递的 Slack 工作区集成
+- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky 实例集成,用于查询和交互
+- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - 与 Gmail 和 Google 日历集成。
+
+### 👤 数据平台
+
+提供对客户数据平台内客户资料的访问
+
+- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - MCP 服务器用于访问和更新 Apache Unomi CDP 服务器上的配置文件。
+
+### 🗄️ 数据库
+
+具有模式检查功能的安全数据库访问。支持使用可配置的安全控制(包括只读访问)查询和分析数据。
+
+- [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
+- [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
+- [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
+- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL 数据库集成了模式检查和查询功能
+- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - 具有内置分析功能的 SQLite 数据库操作
+- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB 数据库集成了模式检查和查询功能
+
+### 📂 文件系统
+
+提供对本地文件系统的直接访问,并具有可配置的权限。使 AI 模型能够读取、写入和管理指定目录中的文件。
+
+- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - 直接访问本地文件系统。
+- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive 集成,用于列出、阅读和搜索文件
+- [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。
+
+### 🧠 知识与记忆
+
+使用知识图谱结构的持久内存存储。使 AI 模型能够跨会话维护和查询结构化信息。
+
+- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - 基于知识图谱的长期记忆系统用于维护上下文
+
+### 🗺️ 位置服务
+
+地理和基于位置的服务集成。支持访问地图数据、方向和位置信息。
+
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google 地图集成,提供位置服务、路线规划和地点详细信息
+
+### 📊 监测
+
+访问和分析应用程序监控数据。使 AI 模型能够审查错误报告和性能指标。
+
+- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io 集成用于错误跟踪和性能监控
+- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 集成用于崩溃报告和真实用户监控
+
+### 🔎 搜索
+
+- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - 使用 Brave 的搜索 API 实现网页搜索功能
+- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - 使用 NYTimes API 搜索文章
+- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - 高效获取和处理网页内容,供 AI 使用
+- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi 搜索 API 集成
+- [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) 📇 ☁️ - Exa AI 搜索 API
+- [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
+- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - 搜索 ArXiv 研究论文
+
+### 🚆 旅行与交通
+
+访问旅行和交通信息。可以查询时刻表、路线和实时旅行数据。
+
+- [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - 了解荷兰铁路 (NS) 的旅行信息、时刻表和实时更新
+
+### 🔄 版本控制
+
+与 Git 存储库和版本控制平台交互。通过标准化 API 实现存储库管理、代码分析、拉取请求处理、问题跟踪和其他版本控制操作。
+
+- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API集成用于仓库管理、PR、问题等
+- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab平台集成用于项目管理和CI/CD操作
+- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - 直接的Git仓库操作,包括读取、搜索和分析本地仓库
+
+### 🛠️ 其他工具和集成
+
+- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - 高效的 Go 文档服务器,让 AI 助手可以智能访问包文档和类型,而无需阅读整个源文件
+- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - 直接从Claude查询OpenAI模型,使用MCP协议
+- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP服务器,涵盖MCP协议的所有功能
+- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - 与Phabricator API交互
+- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - 通过REST API与Obsidian交互
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 这是一个连接器,允许Claude Desktop(或任何MCP客户端)读取和搜索包含Markdown笔记的目录(如Obsidian库)。
+- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - 获取YouTube字幕
+- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - 与Notion API集成,管理个人待办事项列表
+- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - 自动化shell执行、计算机控制和编码代理。(Mac)
+- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - 允许AI读取.ged文件和基因数据
+- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - 允许AI读取本地Apple Notes数据库(仅限macOS)
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API集成,用于获取加密货币列表和报价
+- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - 与Notion API交互
+- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - 使用MCP协议通过工具或预定义的提示发送请求给OpenAI、MistralAI、Anthropic、xAI或Google AI。需要供应商API密钥
+- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - 执行命令并包括其输出。工具和提示。
+- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - 访问MIRO白板,批量创建和读取项目。需要REST API的OAUTH密钥。
+- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Confluence工作区的自然语言搜索和内容访问
+- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - 与任何其他OpenAI SDK兼容的聊天完成API对话,例如Perplexity、Groq、xAI等
+- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - 一个MCP服务器,可以为您安装其他MCP服务器
+- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - 与 Perplexity API 交互。
+- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - 维基百科文章查找 API
+
+## 框架
+
+- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – 提供[Genkit](https://github.com/firebase/genkit/tree/main)与模型上下文协议(MCP)之间的集成。
+- [@modelcontextprotocol/server-langchain](https://github.com/rectalogic/langchain-mcp) 🐍 - 提供LangChain中的MCP工具调用支持,允许将MCP工具集成到LangChain工作流中。
+- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - 用于构建MCP服务器和客户端的Golang SDK。
+- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - 一个用于在Python中构建MCP服务器的高级框架。
+- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - Rust的MCP CLI服务器模板
+
+## 客户端
+
+- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 一个OpenAI中间件代理,用于在任何现有的OpenAI兼容客户端中使用MCP。
+- [3choff/MCP-Chatbot](https://github.com/3choff/mcp-chatbot) 一个简单但功能强大的⭐CLI聊天机器人,它将工具服务器与任何与OpenAI兼容的LLM API集成。
+- [zed-industries/zed](https://github.com/zed-industries/zed) 来自Atom创作者的多人协作代码编辑器。
+- [firebase/genkit](https://github.com/firebase/genkit) 代理和数据转换框架。
+- [continuedev/continue](https://github.com/continuedev/continue) vscode自动补全和聊天工具(支持完整功能)。
+
+## 提示和技巧
+
+### 官方提示关于 LLM 如何使用 MCP
+
+想向 Claude 询问模型上下文协议相关技术吗?
+
+创建一个项目,然后将此文件添加到其中:
+
+https://modelcontextprotocol.io/llms-full.txt
+
+现在 Claude 可以回答有关编写 MCP 服务器及其工作原理的问题
+
+- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
+
+## 收藏历史
+
+
+
+
+
+
+
+
diff --git a/README.md b/README.md
index a7a026af..138f2a27 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,10 @@
# Awesome MCP Servers [](https://awesome.re)
+[](README.md)
+[](README-zh.md)
+
+
+
A curated list of awesome Model Context Protocol (MCP) servers.
* [What is MCP?](#what-is-mcp)
@@ -15,133 +20,184 @@ A curated list of awesome Model Context Protocol (MCP) servers.
## Tutorials
* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
+* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)
## Community
-* [Discord Server](https://discord.gg/TFE8FmjCdS)
+* [r/mcp Reddit](https://www.reddit.com/r/mcp)
+* [Discord Server](https://glama.ai/mcp/discord)
+
+## Legend
+
+* 🎖️ – official implementation
+* 🐍 – Python codebase
+* 📇 – TypeScript codebase
+* 🏎️ – Go codebase
+* ☁️ - Cloud Service
+* 🏠 - Local Service
## Server Implementations
* 📂 - [Browser Automation](#browser-automation)
* ☁️ - [Cloud Platforms](#cloud-platforms)
* 💬 - [Communication](#communication)
+* 👤 - [Customer Data Platforms](#customer-data-platforms)
* 🗄️ - [Databases](#databases)
+* 🛠️ - [Developer Tools](#developer-tools)
* 📂 - [File Systems](#file-systems)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* 🗺️ - [Location Services](#location-services)
* 📊 - [Monitoring](#monitoring)
* 🔎 - [Search](#search)
+* 🔄 - [Travel & Transportation](#travel-and-transportation)
* 🔄 - [Version Control](#version-control)
* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)
-### 📂 Browser Automation [top⇈](#server-implementations)
+
+### 📂 Browser Automation
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
+- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 🌐⚡️ - An MCP server using Playwright for browser automation and webscrapping
+- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🌐🖱️ - An MCP server for browser automation using Playwright
+- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
+- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
-- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) - Browser automation for web scraping and interaction
-- [@modelcontextprotocol/server-youtube](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) - Fetch YouTube subtitles and transcripts for AI analysis
-
-
-### ☁️ Cloud Platforms [top⇈](#server-implementations)
+### ☁️ Cloud Platforms
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
-- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) - Integration with Cloudflare services including Workers, KV, R2, and D1
+- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
+- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️ Kubernetes cluster operations through MCP
-
-
-### 💬 Communication [top⇈](#server-implementations)
+### 💬 Communication
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
-- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) - Slack workspace integration for channel management and messaging
+- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
+- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
+- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Integration with gmail and Google Calendar.
-
+### 👤 Customer Data Platforms
-### 🗄️ Databases [top⇈](#server-implementations)
+Provides access to customer profiles inside of customer data platforms
-Secure database access with schema inspection capabilities. Enables querying and analyzing data while maintaining read-only safety by default.
+- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
-- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) - PostgreSQL database integration with schema inspection and query capabilities
-- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) - SQLite database operations with built-in analysis features
+### 🗄️ Databases
+
+Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
+
+- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
+- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
+- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
+- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
+- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase
+- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
+- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
+- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
-
+### 💻 Developer Tools
-### 📂 File Systems [top⇈](#server-implementations)
+Tools and integrations that enhance the development workflow and environment management.
+
+- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
+
+### 📂 File Systems
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
-- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) - Direct local file system access.
-- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) - Google Drive integration for listing, reading, and searching files
-- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) - Golang implementation for local file system access.
+- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
+- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files
+- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
-
-
-### 🧠 Knowledge & Memory [top⇈](#server-implementations)
+### 🧠 Knowledge & Memory
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
-- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) - Knowledge graph-based persistent memory system for maintaining context
+- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
-
-
-### 🗺️ Location Services [top⇈](#server-implementations)
+### 🗺️ Location Services
Geographic and location-based services integration. Enables access to mapping data, directions, and place information.
-- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) - Google Maps integration for location services, routing, and place details
+- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
-
-
-
-### 📊 Monitoring [top⇈](#server-implementations)
+### 📊 Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
-- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) - Sentry.io integration for error tracking and performance monitoring
-- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) - Raygun API V3 integration for crash reporting and real user monitoring
+- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
+- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
-
+### 🔎 Search
-### 🔎 Search [top⇈](#server-implementations)
+- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API
+- [@angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
+- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
+- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
+- [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) 📇 ☁️ - Exa AI Search API
+- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
+- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) 📇 ☁️ - Search via search1api (requires paid API key)
+- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
+- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
+- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) 🔍📚 - Search Google and do deep web research on any topic
-Web search capabilities.
+### 🚆 Travel & Transportation
-- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) - Web search capabilities using Brave's Search API
-- [@angheljf/nyt](https://github.com/angheljf/nyt) - Search articles using the NYTimes API
-- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) - Efficient web content fetching and processing for AI consumption
-- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) - Kagi search API integration
-- [theishangoswami/exa-mcp-server](https://github.com/theishangoswami/exa-mcp-server) - Exa AI Search API
+Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
+- [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
-
-
-### 🔄 Version Control [top⇈](#server-implementations)
+### 🔄 Version Control
Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.
-- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) - GitHub API integration for repository management, PRs, issues, and more
-- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) - GitLab platform integration for project management and CI/CD operations
-- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) - Direct Git repository operations including reading, searching, and analyzing local repositories
+- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API integration for repository management, PRs, issues, and more
+- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) 📇 ☁️ 🏠 - GitLab platform integration for project management and CI/CD operations
+- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
-
+### 🛠️ Other Tools and Integrations
+- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
+- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
+- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) 📇 🏠 - MCP server that exercises all the features of the MCP protocol
+- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) 🐍 ☁️ - Interacting with Phabricator API
+- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
+- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
+- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
+- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
+- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
+- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
+- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only)
+- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes
+- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) 📇 🏠 - Interacting with Notion API
+- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP protocol via tool or predefined prompts. Vendor API key required
+- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) 📇 🏠 - Run commands and include their output. Tools and Prompts.
+- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
+- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Natural language search and content access for Confluence workspaces
+- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
+- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) 🐍 🏠 - An MCP server that installs other MCP servers for you.
+- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
+- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API
+- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
+- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
-### 🛠️ Other Tools and Integrations [top⇈](#server-implementations)
-
-- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) - Query OpenAI models directly from Claude using MCP protocol
-- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) - MCP server that exercises all the features of the MCP protocol
-- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) - Interacting with Phabricator API
-- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) - Interacting with Obsidian via REST API
-- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
-- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) - Fetch YouTube subtitles
-- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) - Integrates with Notion's API to manage personal todo lists
-- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) - Autonomous shell execution, computer control and coding agent. (Mac)
## Frameworks
-- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) – Provides integration between [Genkit](https://github.com/firebase/genkit/tree/main) and the Model Context Protocol (MCP).
-- [@modelcontextprotocol/server-langchain](https://github.com/rectalogic/langchain-mcp) - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
+- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) 📇 – Provides integration between [Genkit](https://github.com/firebase/genkit/tree/main) and the Model Context Protocol (MCP).
+- [@modelcontextprotocol/server-langchain](https://github.com/rectalogic/langchain-mcp) 🐍 - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
+- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) 🏎️ - Golang SDK for building MCP Servers and Clients.
+- [FastMCP](https://github.com/jlowin/fastmcp) 🐍 - A high-level framework for building MCP servers in Python
+- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) 🦀 - MCP CLI server template for Rust
+
+## Clients
+
+- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) 🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client
+- [3choff/MCP-Chatbot](https://github.com/3choff/mcp-chatbot) A simple yet powerful ⭐ CLI chatbot that integrates tool servers with any OpenAI-compatible LLM API.
+- [zed-industries/zed](https://github.com/zed-industries/zed) multiplayer code editor from the creators of atom
+- [firebase/genkit](https://github.com/firebase/genkit) agent and data transformation framework
+- [continuedev/continue](https://github.com/continuedev/continue) vscode auto complete and chat tool (full feature support)
## Tips and Tricks
@@ -156,3 +212,13 @@ https://modelcontextprotocol.io/llms-full.txt
Now Claude can answer questions about writing MCP servers and how they work
- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/
+
+## Star History
+
+
+
+
+
+
+
+