[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-appcypher--awesome-mcp-servers":3,"tool-appcypher--awesome-mcp-servers":62},[4,18,26,36,46,54],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":17},4358,"openclaw","openclaw\u002Fopenclaw","OpenClaw 是一款专为个人打造的本地化 AI 助手，旨在让你在自己的设备上拥有完全可控的智能伙伴。它打破了传统 AI 助手局限于特定网页或应用的束缚，能够直接接入你日常使用的各类通讯渠道，包括微信、WhatsApp、Telegram、Discord、iMessage 等数十种平台。无论你在哪个聊天软件中发送消息，OpenClaw 都能即时响应，甚至支持在 macOS、iOS 和 Android 设备上进行语音交互，并提供实时的画布渲染功能供你操控。\n\n这款工具主要解决了用户对数据隐私、响应速度以及“始终在线”体验的需求。通过将 AI 部署在本地，用户无需依赖云端服务即可享受快速、私密的智能辅助，真正实现了“你的数据，你做主”。其独特的技术亮点在于强大的网关架构，将控制平面与核心助手分离，确保跨平台通信的流畅性与扩展性。\n\nOpenClaw 非常适合希望构建个性化工作流的技术爱好者、开发者，以及注重隐私保护且不愿被单一生态绑定的普通用户。只要具备基础的终端操作能力（支持 macOS、Linux 及 Windows WSL2），即可通过简单的命令行引导完成部署。如果你渴望拥有一个懂你",349277,3,"2026-04-06T06:32:30",[13,14,15,16],"Agent","开发框架","图像","数据工具","ready",{"id":19,"name":20,"github_repo":21,"description_zh":22,"stars":23,"difficulty_score":10,"last_commit_at":24,"category_tags":25,"status":17},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,"2026-04-05T11:01:52",[14,15,13],{"id":27,"name":28,"github_repo":29,"description_zh":30,"stars":31,"difficulty_score":32,"last_commit_at":33,"category_tags":34,"status":17},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",160411,2,"2026-04-18T23:33:24",[14,13,35],"语言模型",{"id":37,"name":38,"github_repo":39,"description_zh":40,"stars":41,"difficulty_score":42,"last_commit_at":43,"category_tags":44,"status":17},8272,"opencode","anomalyco\u002Fopencode","OpenCode 是一款开源的 AI 编程助手（Coding Agent），旨在像一位智能搭档一样融入您的开发流程。它不仅仅是一个代码补全插件，而是一个能够理解项目上下文、自主规划任务并执行复杂编码操作的智能体。无论是生成全新功能、重构现有代码，还是排查难以定位的 Bug，OpenCode 都能通过自然语言交互高效完成，显著减少开发者在重复性劳动和上下文切换上的时间消耗。\n\n这款工具专为软件开发者、工程师及技术研究人员设计，特别适合希望利用大模型能力来提升编码效率、加速原型开发或处理遗留代码维护的专业人群。其核心亮点在于完全开源的架构，这意味着用户可以审查代码逻辑、自定义行为策略，甚至私有化部署以保障数据安全，彻底打破了传统闭源 AI 助手的“黑盒”限制。\n\n在技术体验上，OpenCode 提供了灵活的终端界面（Terminal UI）和正在测试中的桌面应用程序，支持 macOS、Windows 及 Linux 全平台。它兼容多种包管理工具，安装便捷，并能无缝集成到现有的开发环境中。无论您是追求极致控制权的资深极客，还是渴望提升产出的独立开发者，OpenCode 都提供了一个透明、可信",144296,1,"2026-04-16T14:50:03",[13,45],"插件",{"id":47,"name":48,"github_repo":49,"description_zh":50,"stars":51,"difficulty_score":32,"last_commit_at":52,"category_tags":53,"status":17},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",109154,"2026-04-18T11:18:24",[14,15,13],{"id":55,"name":56,"github_repo":57,"description_zh":58,"stars":59,"difficulty_score":32,"last_commit_at":60,"category_tags":61,"status":17},6121,"gemini-cli","google-gemini\u002Fgemini-cli","gemini-cli 是一款由谷歌推出的开源 AI 命令行工具，它将强大的 Gemini 大模型能力直接集成到用户的终端环境中。对于习惯在命令行工作的开发者而言，它提供了一条从输入提示词到获取模型响应的最短路径，无需切换窗口即可享受智能辅助。\n\n这款工具主要解决了开发过程中频繁上下文切换的痛点，让用户能在熟悉的终端界面内直接完成代码理解、生成、调试以及自动化运维任务。无论是查询大型代码库、根据草图生成应用，还是执行复杂的 Git 操作，gemini-cli 都能通过自然语言指令高效处理。\n\n它特别适合广大软件工程师、DevOps 人员及技术研究人员使用。其核心亮点包括支持高达 100 万 token 的超长上下文窗口，具备出色的逻辑推理能力；内置 Google 搜索、文件操作及 Shell 命令执行等实用工具；更独特的是，它支持 MCP（模型上下文协议），允许用户灵活扩展自定义集成，连接如图像生成等外部能力。此外，个人谷歌账号即可享受免费的额度支持，且项目基于 Apache 2.0 协议完全开源，是提升终端工作效率的理想助手。",100752,"2026-04-10T01:20:03",[45,13,15,14],{"id":63,"github_repo":64,"name":65,"description_en":66,"description_zh":67,"ai_summary_zh":68,"readme_en":69,"readme_zh":70,"quickstart_zh":71,"use_case_zh":72,"hero_image_url":73,"owner_login":74,"owner_name":75,"owner_avatar_url":76,"owner_bio":77,"owner_company":78,"owner_location":79,"owner_email":78,"owner_twitter":80,"owner_website":78,"owner_url":81,"languages":78,"stars":82,"forks":83,"last_commit_at":84,"license":78,"difficulty_score":10,"env_os":85,"env_gpu":86,"env_ram":86,"env_deps":87,"category_tags":90,"github_topics":91,"view_count":32,"oss_zip_url":78,"oss_zip_packed_at":78,"status":17,"created_at":101,"updated_at":102,"faqs":103,"releases":104},9342,"appcypher\u002Fawesome-mcp-servers","awesome-mcp-servers","Awesome MCP Servers - A curated list of Model Context Protocol servers","awesome-mcp-servers 是一个精心整理的开源项目列表，专注于收录基于模型上下文协议（MCP）的服务器实现。简单来说，它充当了 AI 模型与现实世界资源之间的“桥梁目录”，让 AI 不仅能聊天，还能安全地读取本地文件、连接数据库、调用外部 API 或执行其他具体任务。\n\n在 AI 应用开发中，如何让大模型准确获取并操作外部数据一直是个难题。awesome-mcp-servers 通过标准化协议解决了这一痛点，提供了一套统一的接口规范，使不同 AI 客户端（如 Claude Desktop、Zed 编辑器、Sourcegraph Cody 等）能无缝对接各类后端服务，极大地扩展了 AI 的实际应用能力。\n\n这份列表特别适合开发者、AI 研究人员以及希望构建智能工作流的技术爱好者使用。无论是想快速集成现有功能，还是探索实验性新特性，都能在这里找到生产级或前沿的解决方案。其独特亮点在于强调安全性与开放性并存：不仅明确标注了官方推荐实现，还详细警示了运行时的权限风险，引导用户在沙箱环境或隔离系统中部署，确保在享受便利的同时守住安全底线。对于希望打破 AI“黑盒”限制、让模型真正融","awesome-mcp-servers 是一个精心整理的开源项目列表，专注于收录基于模型上下文协议（MCP）的服务器实现。简单来说，它充当了 AI 模型与现实世界资源之间的“桥梁目录”，让 AI 不仅能聊天，还能安全地读取本地文件、连接数据库、调用外部 API 或执行其他具体任务。\n\n在 AI 应用开发中，如何让大模型准确获取并操作外部数据一直是个难题。awesome-mcp-servers 通过标准化协议解决了这一痛点，提供了一套统一的接口规范，使不同 AI 客户端（如 Claude Desktop、Zed 编辑器、Sourcegraph Cody 等）能无缝对接各类后端服务，极大地扩展了 AI 的实际应用能力。\n\n这份列表特别适合开发者、AI 研究人员以及希望构建智能工作流的技术爱好者使用。无论是想快速集成现有功能，还是探索实验性新特性，都能在这里找到生产级或前沿的解决方案。其独特亮点在于强调安全性与开放性并存：不仅明确标注了官方推荐实现，还详细警示了运行时的权限风险，引导用户在沙箱环境或隔离系统中部署，确保在享受便利的同时守住安全底线。对于希望打破 AI“黑盒”限制、让模型真正融入业务场景的用户而言，这是一个不可或缺的实用资源库。","# Awesome MCP Servers ![Awesome](https:\u002F\u002Fcdn.rawgit.com\u002Fsindresorhus\u002Fawesome\u002Fd7305f38d29fed78fa85652e3a63e154dd8e8829\u002Fmedia\u002Fbadge.svg)\n\nA curated list of awesome Model Context Protocol (MCP) servers. MCP 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.\n\n\u003Cbr \u002F>\n\n## ⚠️ Security Warning\n\n> [!WARNING]\n>  When running MCP servers without proper sandboxing, they can execute arbitrary code on your system with the same permissions as the host process. This creates significant security risks.\n>\n> **Security Risks:**\n> - **System Access**: Full access to files, network, and system resources\n> - **Code Execution**: Can run any command on your machine\n> - **Prompt Injection**: Malicious prompts could trigger unintended server actions\n> - **Data Exposure**: Sensitive data may be accessed or leaked\n>\n> **Best Practices:**\n> - Use official implementations (marked with ⭐) when available\n> - Run servers in VMs or isolated environments\n> - Review code before installation\n> - Limit permissions to minimum required\n> - Monitor server activity\n\n\u003Cbr \u002F>\n\n## Examples of Supported Clients\n\n|                                                                                                                                                                                          | MCP Host                                                                    | Documentation                                                                                       |\n| ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_f0a4a2b3e9ff.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.claudedesktop.com\u002F)                                                                       | [Claude Desktop](https:\u002F\u002Fclaude.ai)                            | [Claude x MCP](https:\u002F\u002Fmodelcontextprotocol.io\u002Fquickstart)                                           |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2ce0da875b23.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fzed.dev\u002F)                                                          | [Zed Editor](https:\u002F\u002Fzed.dev\u002F)                                              | [Zed x MCP](https:\u002F\u002Fzed.dev\u002Fblog\u002Fmcp)                                                      |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fstorage.googleapis.com\u002Fsourcegraph-assets\u002Fdocs\u002Fimages\u002Fcody\u002Fcody-logomark-default.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fsourcegraph.com\u002Fcody)          | [Sourcegraph Cody](https:\u002F\u002Fsourcegraph.com\u002Fcody)                            | [Cody x MCP](https:\u002F\u002Fsourcegraph.com\u002Fblog\u002Fcody-supports-anthropic-model-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_0c8523e1652a.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fsourcegraph.com\u002Fcody) | [Continue](https:\u002F\u002Fwww.continue.dev\u002F)                                       | [Continue x MCP](https:\u002F\u002Fblog.continue.dev\u002Fmodel-context-protocol)                                  |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3eafaf2144e0.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant)  | [GPT Computer Assistant](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant) | [GCA x MCP](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant)                                      |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fdanny-avila\u002FLibreChat\u002F0855677a36d76cafa5e064b7e346eb3f74c6af2a\u002Fclient\u002Fpublic\u002Fassets\u002Flogo.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.librechat.ai\u002F) | [LibreChat](https:\u002F\u002Fwww.librechat.ai\u002F) | [LibreChat Agents x MCP](https:\u002F\u002Fwww.librechat.ai\u002Fdocs\u002Ffeatures\u002Fagents#model-context-protocol-mcp) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_62e92ad1bc75.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.cursor.com\u002F) | [Cursor](https:\u002F\u002Fwww.cursor.com\u002F) | [Cursor x MCP](https:\u002F\u002Fdocs.cursor.com\u002Fadvanced\u002Fmodel-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_79a7065d61bc.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.enconvo.com\u002F) | [Enconvo](https:\u002F\u002Fwww.enconvo.com\u002F) | [Enconvo x MCP](https:\u002F\u002Fdocs.enconvo.com\u002Fdocs\u002Ffeatures\u002Fmodel-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fblock.github.io\u002Fgoose\u002Fimg\u002Flogo_light.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fblock.github.io\u002Fgoose\u002F) | [Goose](https:\u002F\u002Fblock.github.io\u002Fgoose\u002F) | [Goose x MCP](https:\u002F\u002Fblock.github.io\u002Fgoose\u002Fdocs\u002Fgetting-started\u002Fusing-extensions) | \n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_00b28371dc81.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve) | [Nerve](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve) | [Nerve x MCP](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve\u002Fblob\u002Fmain\u002Fdocs\u002Findex.md#%EF%B8%8F-adding-tools) | \n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fmcp-router\u002Fmcp-router\u002Frefs\u002Fheads\u002Fmain\u002Fstatic\u002Fimg\u002Flogo.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fmcp-router.net) | [MCP Router](https:\u002F\u002Fgithub.com\u002Fmcp-router\u002Fmcp-router) | [MCP Router x MCP](https:\u002F\u002Fmcp-router.net) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpietrozullo\u002Fmcp-use\u002Frefs\u002Fheads\u002Fmain\u002Fdocs\u002Ffavicon.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002Fpietrozullo\u002Fmcp-use) | [mcp-use](https:\u002F\u002Fgithub.com\u002Fpietrozullo\u002Fmcp-use) | [mcp-use x MCP](https:\u002F\u002Fdocs.mcp-use.io\u002Fintroduction) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_743e94d3976f.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) | [WhatsMCP](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) | [WhatsApp x MCP](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3919e5b2f737.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fcode.visualstudio.com\u002F) | [Visual Studio Code](https:\u002F\u002Fcode.visualstudio.com\u002F) | [VS Code x MCP](https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers) |\n\n\u003Cbr \u002F>\n\n## Server Implementations\n\n- 📂 - [File Systems](#file-systems)\n- 📦 - [Sandbox & Virtualization](#virtualization)\n- 🔄 - [Version Control](#version-control)\n- ☁️ - [Cloud Storage](#cloud-storage)\n- 🗄️ - [Databases](#databases)\n- 💬 - [Communication](#communication)\n- 📈 - [Monitoring](#monitoring)\n- 🔍 - [Search & Web](#search-web)\n- 🗺️ - [Location Services](#location-services)\n- 🎯 - [Marketing](#marketing)\n- 📝 - [Note Taking](#note-taking)\n- ⚡ - [Cloud Platforms](#cloud-platforms)\n- ⚙️ - [Workflow Automation](#workflow-automation)\n- 🤖 - [System Automation](#system-automation)\n- 📱 - [Social Media](#social-media)\n- 🎮 - [Gaming](#gaming)\n- 💹 - [Finance](#finance)\n- 🧬 - [Research & Data](#research-data)\n- 🤝 - [AI Services](#ai-services)\n- 💻 - [Development Tools](#development-tools)\n- 📊 - [Data Visualization](#data-visualization)\n- 🆔 - [Identity](#identity)\n- 🔗 - [Aggregators](#aggregators)\n- 💬 - [Language & Translation](#language)\n- 🔒 - [Security](#security)\n- 🔌 - [IoT](#iot)\n- 🧑‍🎨 - [Art & Literature](#art-literature)\n- 🛒 - [E-Commerce](#e-commerce)\n- 📦 - [Data Platforms](#data-platforms)\n- 🤖 - [Robotics & Physical AI](#robotics)\n\n\u003Csup>\u003Cdetails>\n\n\u003Csummary>Legend\u003C\u002Fsummary>\n\n- \u003Csup>⭐\u003C\u002Fsup> Official protocol implementation\n- \u003Csup>1\u003C\u002Fsup> First implementation (when multiple implementations exist)\n- \u003Csup>2\u003C\u002Fsup> Second implementation\n- \u003Csup>3\u003C\u002Fsup> Third implementation\n- \u003Csup>n\u003C\u002Fsup> Subsequent implementations\n\u003C\u002Fdetails>\u003C\u002Fsup>\n\n\u003Cbr \u002F>\n\n## Tools & Utilities\n\nSee [Helpful Tools & Utilities](#helpful-tools-&-utilities) section for tools to help manage, configure, and work with MCP servers.\n\n\u003Cbr \u002F>\n\n## 📂 \u003Ca name=\"file-systems\">\u003C\u002Fa>File Systems\n\n> Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [Backup](https:\u002F\u002Fgithub.com\u002Fhexitex\u002FMCP-Backup-Server) - Provides file and folder backup and restoration capabilities for AI agents and code editing tools\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F9AD1ED\" height=\"14\"\u002F> [FileStash](https:\u002F\u002Fgithub.com\u002Fmickael-kerjean\u002Ffilestash\u002Ftree\u002Fmaster\u002Fserver\u002Fplugin\u002Fplg_handler_mcp) - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc... \n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F2196F3\" height=\"14\"\u002F> [FileSystem](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffilesystem)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Direct local file system access\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4A90E2\" height=\"14\"\u002F> [FileSystem](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Golang implementation for local file system access\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [Everything Search](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search) - Lightning-fast Windows file search powered by Everything SDK\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [fast-filesystem-mcp](https:\u002F\u002Fgithub.com\u002Fefforthye\u002Ffast-filesystem-mcp) - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading\u002Fwriting, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [llm-context](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py) - Share code context with LLMs via Model Context Protocol or clipboard\n\n\u003Cbr \u002F>\n\n## 📦 \u003Ca name=\"virtualization\">\u003C\u002Fa>Sandbox & Virtualization\n\n> Secure sandbox environments for code execution and testing. Enables safe execution of code snippets and development workflows.\n\n- \u003Cimg src=\"https:\u002F\u002Fdocs.microsandbox.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [Microsandbox](https:\u002F\u002Fgithub.com\u002Fmicrosandbox\u002Fmicrosandbox)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Self-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_cfe84b034f25.png\" height=\"14\"\u002F> [E2B](https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fmcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Secure cloud development environments for AI agents. Enables safe code execution and testing in isolated containers.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fdocker\u002F0db7ed\" height=\"14\"\u002F> [Docker](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp) - An MCP server for Docker operations, enabling seamless container and compose stack management.\n\n\u003Cbr \u002F>\n\n## 🔄 \u003Ca name=\"version-control\">\u003C\u002Fa>Version Control\n\n> 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.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgithub\u002F8A8A8A\" height=\"14\"\u002F> [GitHub](https:\u002F\u002Fgithub.com\u002Fgithub\u002Fgithub-mcp-server)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - GitHub API integration for repository management, PRs, issues, and more\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgithub\u002F8A8A8A\" height=\"14\"\u002F> [GitHub](https:\u002F\u002Fgithub.com\u002Fkurdin\u002Fgithub-repos-manager-mcp)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Token-based GitHub automation management. No Docker for optimal performance, Flexible configuration for fine-grained control, 80+ tools with direct API integration.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgitlab\u002FFC6D26\" height=\"14\"\u002F> [GitLab](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgitlab) - GitLab platform integration for project management and CI\u002FCD operations\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [Git](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgit) - Direct Git repository operations including reading, searching, and analyzing local repositories\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fphabricator\u002F5865F2\" height=\"14\"\u002F> [Phabricator](https:\u002F\u002Fgithub.com\u002Fbaba786\u002Fphabricator-mcp-server) - Phabricator API integration for repository and project management\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [Gitingest-MCP](https:\u002F\u002Fgithub.com\u002Fpuravparab\u002FGitingest-MCP) - Gitingest integration providing prompt friendly summmaries of Github repos\n\n\n\u003Cbr \u002F>\n\n## ☁ \u003Ca name=\"cloud-storage\">\u003C\u002Fa>Cloud Storage\n\n> Access and manage files stored in cloud storage platforms. Enables searching, reading, and organizing cloud-stored documents and data.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgoogledrive\u002F4285F4\" height=\"14\"\u002F> [Google Drive](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgdrive) - Google Drive integration for file access, search, and management\n- \u003Cimg src=\"https:\u002F\u002Fwww.box.com\u002Fthemes\u002Fcustom\u002Fbox\u002Ffavicons\u002Ffavicon.ico\" height=\"14\"\u002F> [Box](https:\u002F\u002Fdeveloper.box.com\u002Fguides\u002Fbox-mcp\u002F)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Box MCP Server allows third party AI agents from platforms like Copilot Studio, Cursor, Claude for Desktop to access Box content seamlessly. It extends the agent's capabilities by allowing it to perform actions related to content stored in Box.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_39f225269593.png\" height=\"14\" \u002F> [VideoDB](https:\u002F\u002Fgithub.com\u002Fvideo-db\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A serverless video database to easily store, index, search, and stream videos. VideoDB uses AI to automatically tag scenes, generate accurate transcriptions, and quickly retrieve video moments with simple queries.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_12e3dac85806.png\" height=\"14\"\u002F> [Microsoft 365](https:\u002F\u002Fgithub.com\u002Fsofteria\u002Fms-365-mcp-server) - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, etc.) using Graph API (including mail, files, Excel, calendar)\n\n\u003Cbr \u002F>\n\n## 🗄️ \u003Ca name=\"databases\">\u003C\u002Fa>Databases\n\n> Secure database access with schema inspection capabilities. Enables querying and analyzing data while maintaining read-only safety by default.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpostgresql\u002F5865F2\" height=\"14\"\u002F> [PostgreSQL](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpostgres) - PostgreSQL database integration with schema inspection and query capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsqlite\u002F0F80CC\" height=\"14\"\u002F> [SQLite](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsqlite) - SQLite database operations with built-in analysis features\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fduckdb\u002FFDC000\" height=\"14\"\u002F> [DuckDB](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb) - DuckDB database integration with schema inspection and query capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Flibreoffice\u002F18A303\" height=\"14\"\u002F> [Excel](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server) - Excel workbook manipulation including data reading\u002Fwriting, worksheet management, formatting, charts, and pivot tables\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglebigquery\u002F669DF6\" height=\"14\"\u002F> [BigQuery](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - BigQuery database integration with schema inspection and query capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglebigquery\u002F669DF6\" height=\"14\"\u002F> [BigQuery](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - A BigQuery MCP server for read-only SQL queries and schema exploration (available on npm)\n- \u003Cimg src=\"https:\u002F\u002Fneon.tech\u002Ffavicon.ico\" height=\"14\"\u002F> [Neon](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Neon MCP Server. Allows natural language interactions with Neon for database management.\n- \u003Cimg src=\"https:\u002F\u002Fqdrant.tech\u002Fimg\u002Fbrand-resources-logos\u002Flogomark.svg\" height=\"14\"\u002F> [Qdrant](https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fmcp-server-qdrant\u002F)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A Qdrant MCP server for keeping and retrieving memories in the Qdrant vector search engine.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmongodb\u002F47A248\" height=\"14\"\u002F> [MongoDB](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server) - A Model Context Protocol Server for querying and analyzing MongoDB collections.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmongodb\u002F47A248\" height=\"14\"\u002F> [MongoDB Lens](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens) - Full featured MCP Server for MongoDB databases.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmysql\" height=\"14\"\u002F> [MySQL](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server) - MySQL database integration with configurable access controls and schema inspection\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fairtable\" height=\"14\"\u002F> [Airtable](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server) - Read and write access to Airtable databases, with schema inspection.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsnowflake\" height=\"14\"\u002F> [Snowflake](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server) - Snowflake database integration with read\u002Fwrite capabilities and insight tracking.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_96396844edfc.webp\" height=\"14\"\u002F> [DBUtils](https:\u002F\u002Fgithub.com\u002Fdonghao1393\u002Fmcp-dbutils) - A unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c565fb7871c5.png\" height=\"14\"\u002F> [TiDB](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb) - MCP server implementation for TiDB (serverless) database.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_a9ccc1426aef.png\" height=\"14\"\u002F> [NocoDB](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server) - Read and write access to NocoDB database.\n- \u003Cimg src=\"https:\u002F\u002Fwww.couchbase.com\u002Fwp-content\u002Fuploads\u002F2023\u002F10\u002Fcouchbase-favicon.svg\" height=\"14\"\u002F> [Couchbase](https:\u002F\u002Fgithub.com\u002FCouchbase-Ecosystem\u002Fmcp-server-couchbase)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP server to interact with the data stored in Couchbase clusters including natural language querying. \n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3a7b38b1a4fb.png\" height=\"14\"\u002F> [Redis](https:\u002F\u002Fgithub.com\u002Fredis\u002Fmcp-redis)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A natural language interface designed for agentic applications to efficiently manage and search data in Redis.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_39f225269593.png\" height=\"14\" \u002F> [VideoDB Director](https:\u002F\u002Fgithub.com\u002Fvideo-db\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Create AI-powered video workflows including automatic editing, content moderation, voice cloning, highlight generation, and searchable video moments—all accessible via simple APIs and intuitive chat-based interfaces.\n\n\u003Cbr \u002F>\n\n## 💬 \u003Ca name=\"communication\">\u003C\u002Fa>Communication\n\n> Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fslack\u002FE01E5A\" height=\"14\"\u002F> [Slack](https:\u002F\u002Fgithub.com\u002Fkorotovsky\u002Fslack-mcp-server) - The most powerful MCP Slack Server with Stdio and SSE transports, Proxy support and no permission requirements on Slack Workspace.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_45e1e9b58221.png\" height=\"14\" \u002F> [LINE Official Account](https:\u002F\u002Fgithub.com\u002Fline\u002Fline-bot-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Flinear\u002F5E6AD2\" height=\"14\"\u002F> [Linear](https:\u002F\u002Fgithub.com\u002Fjerhadf\u002Flinear-mcp-server) - Linear MCP Server. Provides integration with Linear's issue tracking system through MCP.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fatlassian\u002F0052CC\" height=\"14\"\u002F> [Atlassian](https:\u002F\u002Fgithub.com\u002Fsooperset\u002Fmcp-atlassian) - Comprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_243b5276bbfc.png\" height=\"14\"\u002F> [Carbon Voice](https:\u002F\u002Fgithub.com\u002FPhononX\u002Fcv-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP Server that connects AI Agents to [Carbon Voice](https:\u002F\u002Fgetcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https:\u002F\u002Fgetcarbon.app).\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_8c52cb37ba80.png\" height=\"14\"\u002F> [ntfy](https:\u002F\u002Fgithub.com\u002Fgitmotion\u002Fntfy-me-mcp) - An ntfy MCP server for sending\u002Ffetching ntfy notifications to your self-hosted ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)\n\n\u003Cbr \u002F>\n\n## 📈 \u003Ca name=\"monitoring\">\u003C\u002Fa>Monitoring\n\n> Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.\n\n- \u003Cimg src=\"https:\u002F\u002Fmetoro.io\u002Fstatic\u002Fimages\u002Flogos\u002FMetoro.svg\" height=\"14\"\u002F> [Metoro](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server) - Query and interact with kubernetes environments monitored by Metoro\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3f597baee2e3.png\" height=\"14\"\u002F> [Raygun](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun) - Raygun API V3 integration for crash reporting and real user monitoring\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsentry\u002F546E7A\" height=\"14\"\u002F> [Sentry](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsentry) - Sentry.io integration for error tracking and performance monitoring\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fletsencrypt\u002F003A70\" height=\"14\"\u002F> [sslmon](https:\u002F\u002Fgithub.com\u002Ffiresh\u002Fsslmon-mcp) - Domain\u002FHTTPS\u002FSSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6c38a4651eb4.png\" height=\"14\"\u002F> [Signoz](https:\u002F\u002Fgithub.com\u002FDrDroidLab\u002Fsignoz-mcp-server) - Comprehensive integration with [Signoz APIs](https:\u002F\u002Fsignoz.io\u002Fdocs\u002Fuserguide\u002Fapis\u002F) and [documentation](https:\u002F\u002Fsignoz.io\u002Fdocs\u002F) for monitoring, observability, and debugging tasks related to your Signoz instances.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_465fb9354f60.png\" height=\"14\"\u002F> [VictoriaMetrics](https:\u002F\u002Fgithub.com\u002FVictoriaMetrics-Community\u002Fmcp-victoriametrics) - Comprehensive integration with [VictoriaMetrics APIs](https:\u002F\u002Fdocs.victoriametrics.com\u002Fvictoriametrics\u002Furl-examples\u002F) and [documentation](https:\u002F\u002Fdocs.victoriametrics.com\u002F) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.\n\n\u003Cbr \u002F>\n\n## 🔍 \u003Ca name=\"search-web\">\u003C\u002Fa>Search & Web\n\n> Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpuppeteer\u002F00D8A2\" height=\"14\"\u002F> [Puppeteer](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpuppeteer) - Browser automation for web scraping and interaction\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fbrave\u002FFB542B\" height=\"14\"\u002F> [Brave Search](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fbrave-search) - Web search capabilities using Brave's Search API\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_f34c0f055c77.png\" height=\"14\"\u002F> [Bright Data](https:\u002F\u002Fgithub.com\u002Fluminati-io\u002Fbrightdata-mcp) - Discover, extract, and interact with the web - one interface powering automated access across the public internet.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c1d4afd5648a.png\" height=\"14\"\u002F> [Dumpling AI](https:\u002F\u002Fgithub.com\u002FDumpling-AI\u002Fmcp-server-dumplingai) - Access data, web scraping, and document conversion APIs by [Dumpling AI](https:\u002F\u002Fwww.dumplingai.com\u002F)\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcurl\u002F00ADD8\" height=\"14\"\u002F> [Fetch](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffetch) - Efficient web content fetching and processing for AI consumption\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkagi\u002F4173FF\" height=\"14\"\u002F> [Kagi Search](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi) - TypeScript-based MCP server that integrates the Kagi Search API\n- \u003Cimg src=\"https:\u002F\u002Fwww.tryleap.ai\u002Fassets\u002Fintegrations\u002Fexa.svg\" height=\"14\"\u002F> [Exa Search](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integration with Exa AI Search API for real-time web information retrieval\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnewyorktimes\u002FE34234\" height=\"14\"\u002F> [NYTimes](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt) - Search articles using the NYTimes API\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglenews\u002F4285F4\" height=\"14\"\u002F> [Google News](https:\u002F\u002Fgithub.com\u002FChanMeng666\u002Fserver-google-news) - Google News search with automatic categorization, multi-language support, and comprehensive search options\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_8210a1df9d0e.png\" height=\"14\"\u002F> [Scrapeless](https:\u002F\u002Fgithub.com\u002Fscrapeless-ai\u002Fscrapeless-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. \n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F7\u002F7e\u002FVector_search_icon.svg\u002F800px-Vector_search_icon.svg.png\" height=\"14\"\u002F> [Search1API](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp) - Search via search1api (requires paid API key)\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_58a72b837575.png\" height = \"14\"> [RivalSearchMCP](https:\u002F\u002Fgithub.com\u002Fdamionrashford\u002FRivalSearchMCP) - A powerful MCP server providing a suite of tools for web search, content discovery, and automated research workflows.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_af1110ce6f18.png\" height=\"14\"\u002F> [Tavily](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily) - Tavily AI search API integration\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Farxiv\u002FB31B1B\" height=\"14\"\u002F> [ArXiv](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server) - Search ArXiv research papers\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_cc83a4838706.png\" height=\"14\"> [PapersWithCode](https:\u002F\u002Fgithub.com\u002Fhbg\u002Fmcp-paperswithcode) - Search research papers, conferences, and codebases through PapersWithCode API\n- \u003Cimg src=\"https:\u002F\u002Fplaywright.dev\u002Fimg\u002Fplaywright-logo.svg\" height=\"14\"\u002F> [Playwright](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright) - A Model Context Protocol server that provides browser automation capabilities using Playwright.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsearxng\" height=\"14\"\u002F> [Websearch](https:\u002F\u002Fgithub.com\u002Fmnhlt\u002FWebSearch-MCP) - Self-hosted Websearch service.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffirefoxbrowser\" height=\"14\"\u002F> [Browser Control](https:\u002F\u002Fgithub.com\u002Feyalzh\u002Fbrowser-control-mcp) - An MCP server paired with a browser extension allowing local browser control. \n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_158a41a39715.png\" height=\"14\"\u002F> [Apify Actors](https:\u002F\u002Fgithub.com\u002Fapify\u002Factors-mcp-server) - Use 4,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_158a41a39715.png\" height=\"14\"\u002F> [RAG Web Browser](https:\u002F\u002Fgithub.com\u002Fapify\u002Fmcp-server-rag-web-browser) - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_30a4290c2cc3.png\" height=\"14\" \u002F> [Skyvern](https:\u002F\u002Fgithub.com\u002FSkyvern-AI\u002Fskyvern\u002Ftree\u002Fmain\u002Fintegrations\u002Fmcp) - MCP to let Claude or your own LLM control your browser\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_196b7498f216.png\" height=\"14\" \u002F> [Ihor-Sokoliuk\u002FMCP-SearXNG](https:\u002F\u002Fgithub.com\u002Fihor-sokoliuk\u002Fmcp-searxng) - A Model Context Protocol Server for [SearXNG](https:\u002F\u002Fdocs.searxng.org)\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_4b297f040848.png\" height=\"14\" \u002F> [mcp-server-webcrawl](https:\u002F\u002Fgithub.com\u002Fpragmar\u002Fmcp-server-webcrawl) - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.\n\n\u003Cbr \u002F>\n\n## 🗺️ \u003Ca name=\"location-services\">\u003C\u002Fa>Location Services\n\n> Geographic and location-based services integration. Enables access to mapping data, directions, and place information.\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_7da05b51c67a.png\" height=\"14\"\u002F> [Campertunity](https:\u002F\u002Fgithub.com\u002Fcampertunity\u002Fmcp-server) - Search campgrounds around the world on campertunity, check availability, and provide booking links\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglemaps\u002F4285F4\" height=\"14\"\u002F> [Google Maps](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgoogle-maps) - Google Maps integration for location services, routing, and place details\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_f7d337e47ccc.png\" height=\"14\"\u002F> [IPLocate](https:\u002F\u002Fgithub.com\u002Fiplocate\u002Fmcp-server-iplocate) - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_597d6fb88999.png\" height=\"14\"\u002F> [IP2Location.io](https:\u002F\u002Fgithub.com\u002Fip2location\u002Fmcp-ip2location-io) - IP2Location.io API integration to retrieve the geolocation information for an IP address.\n- \u003Cimg src=\"https:\u002F\u002Fwww.qgis.org\u002Fstyleguide\u002Fvisual\u002Fqgis-logo.svg\" height=\"14\"\u002F> [QGIS](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.\n\n\n\u003Cbr \u002F>\n\n## 🎯 \u003Ca name=\"marketing\">\u003C\u002Fa>Marketing\n\n> Tools that help marketers write better content and run better campaigns.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fanalytics\u002F4285F4\" height=\"14\"\u002F> [Agent Mindshare](https:\u002F\u002Fagentmindshare.com) - Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6d20dc47cf89.png\" height=\"14\"\u002F> [Open Strategy Partners Marketing Tools](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffathom\u002F9187FF\" height=\"14\"\u002F> [Fathom Analytics](https:\u002F\u002Fgithub.com\u002Fmackenly\u002Fmcp-fathom-analytics) - Access Fathom Analytics data and reports about your sites\n- \u003Cimg src=\"https:\u002F\u002Fstatic.xx.fbcdn.net\u002Frsrc.php\u002Fy9\u002Fr\u002FtL_v571NdZ0.svg\" height=\"14\"\u002F> [Facebook Ads](https:\u002F\u002Fgithub.com\u002Fgomarble-ai\u002Ffacebook-ads-mcp-server) - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_76b9892fc7f3.png\" height=\"14\"\u002F> [Google Ads](https:\u002F\u002Fgithub.com\u002Fgomarble-ai\u002Fgoogle-ads-mcp-server) - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.\n\u003Cbr \u002F>\n\n## 📝 \u003Ca name=\"note-taking\">\u003C\u002Fa>Note Taking\n\n> Integration with note-taking applications and personal knowledge management tools. Enables access to notes, documents, and personal information stores.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_befdcf0d3da2.png\" height=\"14\"\u002F> [Apple Books](https:\u002F\u002Fgithub.com\u002Fvgnshiyer\u002Fapple-books-mcp) - Transform your Apple Books to a queryable knowledge base.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_e15658de33ad.png\" alt=\"ebook-mcp Logo\" height=\"14\" \u002F> [eBook-mcp](https:\u002F\u002Fgithub.com\u002Fonebirdrocks\u002Febook-mcp) - A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks on your local machine. Ideal for building AI reading assistants or chat-based ebook interfaces.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fobsidian\u002F7C3AED\" height=\"14\"\u002F> [Obsidian](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-obsidian)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Obsidian vault integration with tools for file management, search, and content manipulation\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fobsidian\u002F7C3AED\" height=\"14\"\u002F> [Obsidian](https:\u002F\u002Fgithub.com\u002Fcalclavia\u002Fmcp-obsidian)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Alternative implementation for reading and searching Markdown notes\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnotion\u002F787878\" height=\"14\"\u002F> [Notion](https:\u002F\u002Fgithub.com\u002Fdanhilse\u002Fnotion_mcp)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Notion API integration for managing personal todo lists and notes\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnotion\u002F787878\" height=\"14\"\u002F> [Notion](https:\u002F\u002Fgithub.com\u002Fsuekou\u002Fmcp-notion-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Alternative implementation for Notion API integration\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F999999\" height=\"14\"\u002F> [Apple Notes](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fapple-notes-mcp) - Read from local Apple Notes database (macOS only)\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_a51f9ea84e40.png\" height=\"14\"\u002F> [Slite](https:\u002F\u002Fgithub.com\u002Ffajarmf\u002Fslite-mcp) - Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ftodoist\u002FE44332\" height=\"14\"\u002F> [Todoist](https:\u002F\u002Fgithub.com\u002Fabhiz123\u002Ftodoist-mcp-server) - An MCP server implementation for Todoist, enabling natural language task management.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglekeep\u002FFFBB00\" height=\"14\"\u002F> [Google Keep](https:\u002F\u002Fgithub.com\u002Ffeuerdev\u002Fkeep-mcp) - Read, create, update and delete Google Keep notes.\n\n\u003Cbr \u002F>\n\n## ⚡ \u003Ca name=\"cloud-platforms\">\u003C\u002Fa>Cloud Platforms\n\n> Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcloudflare\u002FF38020\" height=\"14\"\u002F> [Cloudflare](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integration with Cloudflare services including Workers, KV, R2, and D1\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [Kubernetes](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Kubernetes cluster operations through MCP\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [Kubernetes](https:\u002F\u002Fgithub.com\u002Fweibaohui\u002Fk8m)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Kubernetes  multi-cluster  management and operations, featuring a management ui, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [MKP](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Fmkp)\u003Csup>\u003Csup>3\u003C\u002Fsup>\u003C\u002Fsup> - Model Kontext Protocol Server for Kubernetes with native Go implementation, direct API integration, and comprehensive resource management\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_89773df77c68.png\" height=\"14\"\u002F> [Tinybird](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Interact with a Tinybird Workspace from any MCP client.\n\n\u003Cbr \u002F>\n\n## ⚙️ \u003Ca name=\"workflow-automation\">\u003C\u002Fa>Workflow Automation\n\n> Integration with workflow automation platforms allows AI models to execute workflows and retrieve data back to their systems.\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_74dba347a836.png\" height=\"14\"\u002F> [Make](https:\u002F\u002Fgithub.com\u002Fintegromat\u002Fmake-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Turn Make scenarios into callable tools for AI assistants.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_fa4335a6c86f.png\" height=\"14\"\u002F> [Taskade MCP](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Official Taskade MCP server + OpenAPI → MCP codegen to build AI agent tools from any API and connect Taskade to Claude, Cursor, and more.\n\n\u003Cbr \u002F>\n\n## 🤖 \u003Ca name=\"system-automation\">\u003C\u002Fa>System Automation\n\n> Tools for shell access, system control, and task automation. Enables AI models to execute commands and interact with the operating system.\n\n- \u003Cimg src=\"https:\u002F\u002Fapi.iconify.design\u002Fmdi:console.svg?color=%2390EE90\" height=\"14\"\u002F> [Shell](https:\u002F\u002Fgithub.com\u002Frusiaaman\u002Fwcgw) - Autonomous shell execution and computer control (Mac)\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F87\u002FWindows_logo_-_2021.svg\u002F1024px-Windows_logo_-_2021.svg.png\" height=\"14\"\u002F> [Windows CLI](https:\u002F\u002Fgithub.com\u002FSimonB97\u002Fwin-cli-mcp-server) - Windows CLI MCP Server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F87\u002FWindows_logo_-_2021.svg\u002F1024px-Windows_logo_-_2021.svg.png\" height=\"14\"\u002F> [Windows Control](https:\u002F\u002Fgithub.com\u002FCheffromspace\u002Fnutjs-windows-control) - Windows automation MCP server providing mouse, keyboard, screen capture, clipboard, and window management capabilities using NutJS.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgnometerminal\u002F2196F3\" height=\"14\"\u002F> [Command Line](https:\u002F\u002Fgithub.com\u002Fphialsbasement\u002Fcmd-mcp-server) - MCP server allowing any and all command execution over CMD(BE CAREFUL).\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F999999\" height=\"14\"\u002F> [Apple Shortcuts](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts) - An MCP Server Integration with Apple Shortcuts\n\n\u003Cbr \u002F>\n\n## 📱 \u003Ca name=\"social-media\">\u003C\u002Fa>Social Media\n\n> Integration with social media platforms and content sharing services. Enables interaction with social networks and content platforms.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fbluesky\u002F0085FF\" height=\"14\"\u002F> [BlueSky](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server) - Bluesky API integration for querying and searching feeds and posts\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fyoutube\u002FFF0000\" height=\"14\"\u002F> [YouTube](https:\u002F\u002Fgithub.com\u002Fanaisbetts\u002Fmcp-youtube)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - YouTube integration using yt-dlp for subtitle downloading and video analysis\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fyoutube\u002FFF0000\" height=\"14\"\u002F> [YouTube](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Alternative implementation for fetching YouTube subtitles and transcripts\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fspotify\u002F1DB954\" height=\"14\"\u002F> [Spotify](https:\u002F\u002Fgithub.com\u002Fvarunneal\u002Fspotify-mcp) - Connects with Spotify for playback control and track\u002Falbum\u002Fartist\u002Fplaylist management.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Ftiktok-icon-2.svg\" height=\"14\"\u002F> [TikTok](https:\u002F\u002Fgithub.com\u002FSeym0n\u002Ftiktok-mcp) - TikTok integration for getting post details and video's subtitles\n\n\u003Cbr \u002F>\n\n## 🎮 \u003Ca name=\"gaming\">\u003C\u002Fa>Gaming\n\n> Gaming data and Game Development tools.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [Unity Engine](https:\u002F\u002Fgithub.com\u002FIvanMurzak\u002FUnity-MCP)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Tools for Unity Editor and for a game made with Unity\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [UnityEngine](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Unity3d Game Engine integration for game development\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [Unity Engine](https:\u002F\u002Fgithub.com\u002Fcodemaestroai\u002Fadvanced-unity-mcp)\u003Csup>\u003Csup>3\u003C\u002Fsup>\u003C\u002Fsup> - Advanced Unity MCP from Code Maestro. Build, debug, profile, and manage assets, scenes, and scripts with natural language via MCP.\n\n\u003Cbr \u002F>\n\n## 💹 \u003Ca name=\"finance\">\u003C\u002Fa>Finance\n\n> Financial data and cryptocurrency information services.\n\n- \u003Cimg src=\"https:\u002F\u002Fdocs.octagonagents.com\u002Flogo.svg\" alt=\"Octagon Logo\" height=\"14\"\u002F> [Octagon](https:\u002F\u002Fgithub.com\u002FOctagonAI\u002Foctagon-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Deliver real-time market intelligence with extensive private and public market data.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcoinmarketcap\u002FFF8C00\" height=\"14\"\u002F> [CoinMarket](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server) - Coinmarket API integration for cryptocurrency data\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_061437250344.png\" height=\"14\"> [Chargebee](https:\u002F\u002Fgithub.com\u002Fchargebee\u002Fagentkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP Server that connects AI agents to [Chargebee platform](https:\u002F\u002Fwww.chargebee.com).\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_0165c36bf45d.png\" height=\"14\"\u002F> [DexPaprika](https:\u002F\u002Fgithub.com\u002Fdonbagger\u002Fdexpaprika-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Comprehensive cryptocurrency and DEX data API across multiple blockchains, providing real-time token pricing, liquidity pools, and OHLCV data for market analysis\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_95baf6f1a900.png\" height=\"14\" alt=\"MercadoPago Logo\" \u002F> [Mercado Pago](https:\u002F\u002Fmcp.mercadopago.com\u002F) - Mercado Pago's official MCP server, offering tools to interact with our API, simplifing tasks and product integration.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1b6e94697be8.jpg\" height=\"14\"> [PayPal](https:\u002F\u002Fgithub.com\u002Fpaypal\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - The PayPal Agent Toolkit enables popular agent frameworks including Model Context Protocol (MCP) to integrate with PayPal APIs through function calling.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fstripe\" height=\"14\"\u002F> [Stripe](https:\u002F\u002Fgithub.com\u002Fstripe\u002Fagent-toolkit\u002Ftree\u002Fmain)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Allows you to integrate with Stripe APIs\n- \u003Cimg src=\"https:\u002F\u002Fpub.pbkrs.com\u002Ffiles\u002F202211\u002FTNosrY77nCxm6rtU\u002Flogo-without-title.svg\" height=\"14\"\u002F> [LongPort OpenAPI](https:\u002F\u002Fgithub.com\u002Flongportapp\u002Fopenapi\u002Ftree\u002Fmain\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_29a05c1d4bf4.png\" height=\"14\"\u002F> [ZBD](https:\u002F\u002Fgithub.com\u002Fzebedeeio\u002Fzbd-payments-typescript-sdk\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Interact with ZBD's payment processing APIs for instant global payments with Bitcoin and Lightning Network\n\n\u003Cbr \u002F>\n\n## 🧬 \u003Ca name=\"research-data\">\u003C\u002Fa>Research & Data\n\n> Access to research papers, genetic data, and specialized datasets.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Farxiv\u002FB31B1B\" height=\"14\"\u002F> [ArXiv](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server) - Search ArXiv research papers\n- \u003Cimg src=\"https:\u002F\u002Fapi.iconify.design\u002Fmdi:dna.svg?color=%23E34234\" height=\"14\"\u002F> [Ancestry](https:\u002F\u002Fgithub.com\u002Freeeeemo\u002Fancestry-mcp) - Read .ged files and genetic data\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6c8576058841.png\" height=\"14\"\u002F> [Probe.dev](https:\u002F\u002Fmcp.probe.dev) - Professional media analysis and validation MCP server with FFprobe, MediaInfo, and comprehensive reporting capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F7ED957\" height=\"14\"\u002F> [OpenNutrition](https:\u002F\u002Fgithub.com\u002Fdeadletterq\u002Fmcp-opennutrition) - Search 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database\n- \u003Cimg src=\"https:\u002F\u002Fcongressmcp.lawgiver.ai\u002Ffavicon.svg\" height=\"14\"\u002F> [Congress](https:\u002F\u002Fgithub.com\u002Famurshak\u002FcongressMCP) - Query and reeason about legislative data from Congress.gov\n\n\u003Cbr \u002F>\n\n## 🤝 \u003Ca name=\"ai-services\">\u003C\u002Fa>AI Services\n\n> Integration with AI and machine learning services.\n\n- \u003Cimg src=\"https:\u002F\u002Fagentset.ai\u002Fscreenshots\u002Flogo.png\" height=\"14\"\u002F> [Agentset AI](https:\u002F\u002Fgithub.com\u002Fagentset-ai\u002Fmcp-server) -  RAG on your data using MCP protocol\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fopenai\u002F00A67E\" height=\"14\"\u002F> [OpenAI](https:\u002F\u002Fgithub.com\u002Fpierrebrunelle\u002Fmcp-server-openai) - Query OpenAI models directly from Claude using MCP protocol\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fopenai\u002F00A67E\" height=\"14\"\u002F> [OpenAI Compatible Chat](https:\u002F\u002Fgithub.com\u002Fpyroprompts\u002Fany-chat-completions-mcp) - Chat with models from OpenAI-compatible APIs (Perplexity, Groq, xAI, etc.)\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fperplexity\" height=\"14\"\u002F> [Perplexity](https:\u002F\u002Fgithub.com\u002Ftanigami\u002Fmcp-server-perplexity) Chat with Perplexity via MCP\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_5e0209144cea.png\" height=\"14\"\u002F> [LlamaCloud](https:\u002F\u002Fgithub.com\u002Frun-llama\u002Fmcp-server-llamacloud) - LlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_0e5d25ee5f41.png\" height=\"14\"\u002F> [HuggingFace Spaces](https:\u002F\u002Fgithub.com\u002Fevalstate\u002Fmcp-hfspace) - Use HuggingFace spaces from your MCP Client. Supports Images, Audio, Text and more.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_8ad628f1e19e.webp\" height=\"14\"> [PiAPI](https:\u002F\u002Fgithub.com\u002Fapinetwork\u002Fpiapi-mcp-server) - PiAPI MCP server makes user able to generate media content with Midjourney\u002FFlux\u002FKling\u002FHunyuan\u002FUdio\u002FTrellis directly from Claude or any other MCP-compatible apps.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1288be752086.png\" alt=\"Chronulus AI Logo\" height=\"14\" width=\"14\"> [Chronulus AI](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp) -  Predict anything with Chronulus AI multimodal forecasting and prediction agents ([Watch Demos on Youtube](https:\u002F\u002Fyoutube.com\u002Fplaylist?list=PLPLu09ZbT8KKS04V6SSm2Acjv43FKq329&si=n2YER2in4gOqwssY)).\n- \u003Cimg src=\"https:\u002F\u002Fwww.creatify.ai\u002Ffavicon.ico\" height=\"14\"\u002F> [Creatify](https:\u002F\u002Fgithub.com\u002FTSavo\u002Fcreatify-mcp) - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.\n- \u003Cimg src=\"https:\u002F\u002Fwww.svgrepo.com\u002Fshow\u002F495208\u002Fdata.svg\" height=\"14\"\u002F> [ZenML](https:\u002F\u002Fgithub.com\u002Fzenml-io\u002Fmcp-zenml)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Chat with your MLOps and LLMOps pipelines using the [ZenML](https:\u002F\u002Fwww.zenml.io) MCP server\n\n\u003Cbr \u002F>\n\n## 💻 \u003Ca name=\"development-tools\">\u003C\u002Fa>Development Tools\n\n> Tools and servers that assist with software development workflows. Enables integration with development-related services and APIs.\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.svgrepo.com\u002Fshow\u002F107853\u002Furanus.svg\" height=\"14\"\u002F> [CentralMind\u002FGateway](https:\u002F\u002Fgithub.com\u002Fcentralmind\u002Fgateway) - MCP and MCP SSE Server that automatically generate production ready API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_df1021722ae3.png\" height=\"14\"\u002F> [Currents](https:\u002F\u002Fgithub.com\u002Fcurrents-dev\u002Fcurrents-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Enable AI Agents to fix Playwright test failures reported to [Currents](https:\u002F\u002Fcurrents.dev).\n- 🐙 [Octocode](https:\u002F\u002Fgithub.com\u002Fbgauryy\u002Foctocode-mcp) -  AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fkadykov\u002Fmcp-openapi-schema-explorer\u002Fmain\u002Fassets\u002Flogo-400.png\" height=\"14\"\u002F> [OpenAPI Schema Explorer](https:\u002F\u002Fgithub.com\u002Fkadykov\u002Fmcp-openapi-schema-explorer) - Token-efficient access to OpenAPI\u002FSwagger specs via MCP Resources.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_ad123a874124.png\" height=\"14\"\u002F> [OpenRPC](https:\u002F\u002Fgithub.com\u002Fshanejonas\u002Fopenrpc-mpc-server) - A Model Context Protocol server that provides JSON-RPC functionality through OpenRPC.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpostman\" height=\"14\" \u002F> [Postman](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server) - Interact with [Postman API](https:\u002F\u002Fwww.postman.com\u002Fpostman\u002Fpostman-public-workspace\u002F).\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_573304c047bb.png\" height=\"14\" \u002F> [QA Sphere](https:\u002F\u002Fgithub.com\u002FHypersequent\u002Fqasphere-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fmarimo-team\u002Fmarimo\u002Fmain\u002Fdocs\u002F_static\u002Fmarimo-logotype-thick.svg\" height=\"14\" \u002F> [marimo](https:\u002F\u002Fgithub.com\u002Fmarimo-team\u002Fcodemirror-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6435dffecf50.png\" height=\"14\" \u002F> [Figma](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP) - Paste a link to your Figma design to get its data in a ready-to-implement format.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_924f46c4ef50.png\" height=\"14\" \u002F> [Comet Opik](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Query and interact with LLM observability and telemetry captured by [Opik](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik) using natural language.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6ffb8cd3373c.png\" height=\"14\" \u002F> [VSCode Devtools](https:\u002F\u002Fgithub.com\u002Fbiegehydra\u002FBifrostMCP) - Connect to VSCode ide and allows using semantic tools like `find_usages`\n- \u003Cimg src=\"https:\u002F\u002Fmastra.ai\u002Ffavicon\u002Ficon.svg\" height=\"14\" \u002F> [Mastra\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Provides AI assistants with direct access to Mastra.ai's complete knowledge base.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1c9dab7ce705.png\" height=\"14\" \u002F> [Bucket](https:\u002F\u002Fgithub.com\u002Fbucketco\u002Fbucket-javascript-sdk\u002Ftree\u002Fmain\u002Fpackages\u002Fcli#model-context-protocol) - Flag features, manage company data, and control feature access using [Bucket](https:\u002F\u002Fbucket.co)\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_db69e115cba5.png\" height=\"14\" \u002F> [EdgeOne Pages](https:\u002F\u002Fgithub.com\u002FTencentEdgeOne\u002Fedgeone-pages-mcp) - A MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3236b95ca808.png\" height=\"14\" \u002F> [Globalping MCP](https:\u002F\u002Fgithub.com\u002Fjsdelivr\u002Fglobalping-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_ccd14adf4e6f.png\" height=\"14\" \u002F> [GitKraken](https:\u002F\u002Fgithub.com\u002Fgitkraken\u002Fgk-cli)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 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.\n-  \u003Cimg src=\"[https:\u002F\u002Fintayer.org\u002Ffav](https:\u002F\u002Fintlayer.org\u002Ffavicon-32x32.png)\" height=\"14\" \u002F> [aymericzip\u002Fintlayer](https:\u002F\u002Fgithub.com\u002Faymericzip\u002Fintlayer) - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n \u002F CMS tool: smart CLI access, docs.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fjira\u002F0052CC\" height=\"14\"\u002F> [tom28881\u002Fmcp-jira-server](https:\u002F\u002Fgithub.com\u002Ftom28881\u002Fmcp-jira-server) - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments\u002Fhistory, attachments, batch operations. Features universal field auto-detection, full Czech\u002Flocalization support, and date parsing with multiple formats. Created by [Tomáš Gregorovič](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Ftomáš-g-8423b61a2\u002F).\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_eedcb10875c6.png\" height=\"14\"\u002F>  [Maven Tools MCP](https:\u002F\u002Fgithub.com\u002Farvindand\u002Fmaven-tools-mcp) - Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_820ba7cc1735.png\" height=\"14\" \u002F> [DefangLabs\u002Fdefang](https:\u002F\u002Fgithub.com\u002FDefangLabs\u002Fdefang) - CLI and MCP server for building and deploying Docker Compose-compatible projects to your own AWS, GCP, or DigitalOcean account.\n\n\u003Cbr \u002F>\n\n## 📊 \u003Ca name=\"data-visualization\">\u003C\u002Fa>Data Visualization\n\n> Tools for creating and managing data visualizations. Enables generation of charts, graphs, and other visual representations of data.\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2c0d95eb94d4.png\" height=\"14\"\u002F> [VegaLite](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-vegalite-server) - Generate visualizations from fetched data using the VegaLite format and renderer.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_cf8ce98b332d.png\" height=\"14\"\u002F> [Chart](https:\u002F\u002Fgithub.com\u002Fantvis\u002Fmcp-server-chart) - A Model Context Protocol server for generating visual charts using [AntV](https:\u002F\u002Fgithub.com\u002Fantvis).\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2ff78214f892.png\" height=\"14\"\u002F> [ECharts](https:\u002F\u002Fgithub.com\u002Fhustcc\u002Fmcp-echarts) - Generate visual charts using [Apache ECharts](https:\u002F\u002Fecharts.apache.org\u002F) with AI MCP dynamically.\n- \u003Cimg src=\"https:\u002F\u002Fmermaid.js.org\u002Ffavicon.svg\" height=\"14\"\u002F> [Mermaid](https:\u002F\u002Fgithub.com\u002Fhustcc\u002Fmcp-mermaid) - Generate [mermaid](https:\u002F\u002Fmermaid.js.org\u002F) diagram and chart with AI MCP dynamically.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [unified-diff-mcp](https:\u002F\u002Fgithub.com\u002Fgorosun\u002Funified-diff-mcp) - Generate visual diff comparisons from text changes with HTML\u002FPNG export. Perfect for code reviews and document analysis with side-by-side visualization.\n\n\u003Cbr \u002F>\n\n## 🆔 \u003Ca name=\"identity\">\u003C\u002Fa>Identity\n\n> Tools for identity and access management. Enables user authentication, authorization.\n\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002F2\u002F29\u002FKeycloak_Logo.png\" height=\"14\"\u002F> [Keycloak](https:\u002F\u002Fgithub.com\u002FChristophEnglisch\u002Fkeycloak-model-context-protocol) - MCP server implementation for managing Keycloak users, groups, and realms using natural language queries.\n\n\u003Cbr \u002F>\n\n## 🔗 \u003Ca name=\"aggregators\">\u003C\u002Fa>Aggregators\n\n> Tools for accessing many apps and tools through a single MCP server..\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1f7e1a985d9b.png\" alt=\"MCPJungle Logo\" \u002F> [MCPJungle](https:\u002F\u002Fgithub.com\u002Fmcpjungle\u002FMCPJungle) - Self-hosted MCP Registry and Proxy for enterprise AI Agents.\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_b17441a8c088.png\" alt=\"Composio Logo\"> **[Rube](https:\u002F\u002Frube.composio.dev)** - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like \"Send an email\" or \"Create a task.\"\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_df55eb2cf91f.png\" alt=\"Pipedream Logo\" \u002F> [Pipedream](https:\u002F\u002Fgithub.com\u002FPipedreamHQ\u002Fpipedream\u002Ftree\u002Fmaster\u002Fmodelcontextprotocol) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.\n \n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_57dd51d82f74.png\" alt=\"Zapier Logo\" \u002F> [Zapier](https:\u002F\u002Fzapier.com\u002Fmcp) - Connect your AI Agents to 8,000 apps instantly.\n\n\u003Cbr \u002F>\n\n## 💬 \u003Ca name=\"language\">\u003C\u002Fa>Language & Translation\n\n> Provides real-time translation of text, documents, and content between multiple languages.\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_5f4651f373a4.png\" height=\"14\"\u002F> [Lara](https:\u002F\u002Fgithub.com\u002Ftranslated\u002Flara-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations\n\n\u003Cbr \u002F>\n\n## 🔒 \u003Ca name=\"security\">\u003C\u002Fa>Security\n\n> Tools for security needs. Enables securing code, finding vulnerabilies.\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_ec5ac298ed5c.png\" height=\"14\"\u002F> [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fmcp) - A MCP server for using [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fsemgrep) to scan code for security vulnerabilities.\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F8c\u002FMicrosoft_Entra_ID_color_icon.svg\u002F120px-Microsoft_Entra_ID_color_icon.svg.png\" height=\"14\"\u002F> [Microsoft Entra ID](https:\u002F\u002Fgithub.com\u002Fhieuttmmo\u002Fentraid-mcp-server) - A MCP server for interacting with EntraID through Microsoft Graph API. It is designed for extensibility, maintainability, and security, supporting advanced queries for users, sign-in logs, MFA status, privileged users and more.\n- \u003Cimg src=\"https:\u002F\u002Fwww.netwrix.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Netwrix](https:\u002F\u002Fgithub.com\u002Fnetwrix\u002Fmcp-server-naa)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A FastMCP-based server for [Netwrix Access Analyzer](https:\u002F\u002Fwww.netwrix.com\u002Faccess-analyzer.html) data analysis, designed for enhanced data analysis capabilities.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_25e70c8c562c.png\" height=\"14\"\u002F> [OSV](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Fosv-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.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c3d51f8df90c.png\" height=\"14\"> [Vulert](vulert.com) - Vulert secures software by detecting vulnerabilities in open-source dependencies—without accessing your code. It supports Js, PHP, Java, Python, and more\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CDSP](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fciphertrust-manager-mcp-server) - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CAKM](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-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.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CRDP](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-crdp-mcp-server) - MCP server for Thales CipherTrust Manager RestFul Data Protection service.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CSM](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-csm-mcp-server) - MCP server for Thales CipherTrust Secrets Management\n\n\u003Cbr \u002F>\n\n## 🔌 \u003Ca name=\"iot\">\u003C\u002Fa>IoT\n\n> Tools that integrate with Internet of Things connectivity.\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6830a47723bd.png\" height=\"14\"\u002F> [Coreflux MQTT](https:\u002F\u002Fgithub.com\u002FCorefluxCommunity\u002FCorefluxMCPServer) - MCP server for the Coreflux MQTT broker, enabling AI agents to transfom the broker into a automation hub and interact with IoT devices and messaging systems through the MQTT protocol. \n\n\u003Cbr \u002F>\n\n## 🧑‍🎨 \u003Ca name=\"art-literature\">\u003C\u002Fa>Art & Literature\n\n> Art and literature services.\n\n- \u003Cimg src=\"https:\u002F\u002Fopenlibrary.org\u002Fstatic\u002Fimages\u002Fopenlibrary-logo-tighter.svg\" height=\"14\"\u002F> [MCP Open Library](https:\u002F\u002Fgithub.com\u002F8enSmith\u002Fmcp-open-library) - A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.\n\n\u003Cbr \u002F>\n\n## 🛒 \u003Ca name=\"e-commerce\">\u003C\u002Fa>E-Commerce\n\n> E-Commerce platforms.\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.mercadolibre.com.ar\u002Ffavicon.ico\" height=\"14\" alt=\"MercadoLibre Logo\" \u002F> [Mercado Libre](https:\u002F\u002Fmcp.mercadolibre.com\u002F) - Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c30c7d42707a.png\" height=\"14\" alt=\"ShopSavvy Logo\" \u002F> **[ShopSavvy](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server)**\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Complete product and pricing data solution for AI assistants. Search for products by barcode\u002FASIN\u002FURL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as `@shopsavvy\u002Fmcp-server`.\n\n\u003Cbr \u002F>\n\n## 📦 \u003Ca name=\"data-platforms\">\u003C\u002Fa>Data Platforms\n\n> Platforms for orchestrating, transforming, and managing data pipelines. Enables AI agents to interact with complex ETL\u002FELT workflows, unify disparate data sources, and drive automated data operations across cloud and hybrid environments.\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1ee504a79416.png\" alt=\"Keboola Logo\" \u002F> **[Keboola](https:\u002F\u002Fgithub.com\u002Fkeboola\u002Fkeboola-mcp-server)**\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Build robust data workflows, integrations, and analytics on a single intuitive platform.\n\n\u003Cbr \u002F>\n\n## 🤖 \u003Ca name=\"robotics\">\u003C\u002Fa>Robotics & Physical AI\n\n> Robotics, drones and physical AI.\n\n- \u003Cimg height=\"14\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2cbe98b4e12e.png\" alt=\"Extelligence Logo\"> [Bagel](https:\u002F\u002Fgithub.com\u002FExtelligence-ai\u002Fbagel) - ChatGPT for physical data. Troubleshoot your robots and drones with natural language. No fuss.\n\n\u003Cbr \u002F>\n\n# Tools & Utilities\n\n> Tools that help manage, configure, and work with MCP servers. These utilities simplify the installation process and improve the user experience.\n\n### Server Managers\n\n- [mcp-get](https:\u002F\u002Fgithub.com\u002Fmichaellatman\u002Fmcp-get) - CLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop.\n  - Supports NPM-based servers\n  - Automatic configuration generation\n  - Easy server management\n- [mxcp](http:\u002F\u002Fgithub.com\u002Fraw-labs\u002Fmxcp) - Open-source framework for building secure, testable, enterprise-grade MCP tools from SQL or Python on top of dbt + DuckDB.\n- [Remote MCP](https:\u002F\u002Fgithub.com\u002Fssut\u002FRemote-MCP) - Solution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context\n- [yamcp](https:\u002F\u002Fgithub.com\u002Fhamidra\u002Fyamcp) - A Model Context Workspace Manager. Oraganize your MCP servers in local workspaces (coding, design, research, ...), scan, monitor, and integrate each workspace with AI apps via a unified CLI.\n- [ToolHive](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Ftoolhive) - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization.\n\n\u003Cbr \u002F>\n\nPlease read the [contribution guidelines](CONTRIBUTING.md) if you want to contribute.\n\n---\n\n### License\n\n[![CC0](https:\u002F\u002Fmirrors.creativecommons.org\u002Fpresskit\u002Fbuttons\u002F88x31\u002Fsvg\u002Fcc-zero.svg)](https:\u002F\u002Fcreativecommons.org\u002Fpublicdomain\u002Fzero\u002F1.0\u002F)\n\nTo the extent possible under law, [Stephen Akinyemi](https:\u002F\u002Fgithub.com\u002Fappcypher) has waived all copyright and related or neighboring rights to this work.\n","# 优秀的 MCP 服务器 ![Awesome](https:\u002F\u002Fcdn.rawgit.com\u002Fsindresorhus\u002Fawesome\u002Fd7305f38d29fed78fa85652e3a63e154dd8e8829\u002Fmedia\u002Fbadge.svg)\n\n一份精心整理的优秀模型上下文协议（MCP）服务器列表。MCP 是一种开放协议，它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。本列表聚焦于生产就绪及实验性的 MCP 服务器，这些服务器通过文件访问、数据库连接、API 集成以及其他上下文服务来扩展 AI 的能力。\n\n\u003Cbr \u002F>\n\n## ⚠️ 安全警告\n\n> [!WARNING]\n> 在没有适当沙箱隔离的情况下运行 MCP 服务器时，它们可以以与宿主进程相同的权限在您的系统上执行任意代码。这会带来显著的安全风险。\n>\n> **安全风险：**\n> - **系统访问**：完全访问文件、网络和系统资源\n> - **代码执行**：可以在您的机器上运行任何命令\n> - **提示注入**：恶意提示可能触发服务器的意外行为\n> - **数据泄露**：敏感数据可能会被访问或泄露\n>\n> **最佳实践：**\n> - 尽可能使用官方实现（标有 ⭐）\n> - 在虚拟机或隔离环境中运行服务器\n> - 安装前仔细审查代码\n> - 将权限限制到最低必要范围\n> - 监控服务器活动\n\n\u003Cbr \u002F>\n\n## 支持的客户端示例\n\n|                                                                                                                                                                                          | MCP 主机                                                                    | 文档                                                                                       |\n| ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_f0a4a2b3e9ff.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.claudedesktop.com\u002F)                                                                       | [Claude Desktop](https:\u002F\u002Fclaude.ai)                            | [Claude x MCP](https:\u002F\u002Fmodelcontextprotocol.io\u002Fquickstart)                                           |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2ce0da875b23.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fzed.dev\u002F)                                                          | [Zed 编辑器](https:\u002F\u002Fzed.dev\u002F)                                              | [Zed x MCP](https:\u002F\u002Fzed.dev\u002Fblog\u002Fmcp)                                                      |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fstorage.googleapis.com\u002Fsourcegraph-assets\u002Fdocs\u002Fimages\u002Fcody\u002Fcody-logomark-default.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fsourcegraph.com\u002Fcody)          | [Sourcegraph Cody](https:\u002F\u002Fsourcegraph.com\u002Fcody)                            | [Cody x MCP](https:\u002F\u002Fsourcegraph.com\u002Fblog\u002Fcody-supports-anthropic-model-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_0c8523e1652a.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fsourcegraph.com\u002Fcody) | [Continue](https:\u002F\u002Fwww.continue.dev\u002F)                                       | [Continue x MCP](https:\u002F\u002Fblog.continue.dev\u002Fmodel-context-protocol)                                  |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3eafaf2144e0.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant)  | [GPT 计算机助手](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant) | [GCA x MCP](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant)                                      |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fdanny-avila\u002FLibreChat\u002F0855677a36d76cafa5e064b7e346eb3f74c6af2a\u002Fclient\u002Fpublic\u002Fassets\u002Flogo.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.librechat.ai\u002F) | [LibreChat](https:\u002F\u002Fwww.librechat.ai\u002F) | [LibreChat Agents x MCP](https:\u002F\u002Fwww.librechat.ai\u002Fdocs\u002Ffeatures\u002Fagents#model-context-protocol-mcp) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_62e92ad1bc75.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.cursor.com\u002F) | [Cursor](https:\u002F\u002Fwww.cursor.com\u002F) | [Cursor x MCP](https:\u002F\u002Fdocs.cursor.com\u002Fadvanced\u002Fmodel-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_79a7065d61bc.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.enconvo.com\u002F) | [Enconvo](https:\u002F\u002Fwww.enconvo.com\u002F) | [Enconvo x MCP](https:\u002F\u002Fdocs.enconvo.com\u002Fdocs\u002Ffeatures\u002Fmodel-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fblock.github.io\u002Fgoose\u002Fimg\u002Flogo_light.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fblock.github.io\u002Fgoose\u002F) | [Goose](https:\u002F\u002Fblock.github.io\u002Fgoose\u002F) | [Goose x MCP](https:\u002F\u002Fblock.github.io\u002Fgoose\u002Fdocs\u002Fgetting-started\u002Fusing-extensions) | \n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_00b28371dc81.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve) | [Nerve](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve) | [Nerve x MCP](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve\u002Fblob\u002Fmain\u002Fdocs\u002Findex.md#%EF%B8%8F-adding-tools) | \n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fmcp-router\u002Fmcp-router\u002Frefs\u002Fheads\u002Fmain\u002Fstatic\u002Fimg\u002Flogo.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fmcp-router.net) | [MCP 路由器](https:\u002F\u002Fgithub.com\u002Fmcp-router\u002Fmcp-router) | [MCP 路由器 x MCP](https:\u002F\u002Fmcp-router.net) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpietrozullo\u002Fmcp-use\u002Frefs\u002Fheads\u002Fmain\u002Fdocs\u002Ffavicon.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002Fpietrozullo\u002Fmcp-use) | [mcp-use](https:\u002F\u002Fgithub.com\u002Fpietrozullo\u002Fmcp-use) | [mcp-use x MCP](https:\u002F\u002Fdocs.mcp-use.io\u002Fintroduction) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_743e94d3976f.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) | [WhatsMCP](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) | [WhatsApp x MCP](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3919e5b2f737.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fcode.visualstudio.com\u002F) | [Visual Studio Code](https:\u002F\u002Fcode.visualstudio.com\u002F) | [VS Code x MCP](https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers) |\n\n\u003Cbr \u002F>\n\n## 服务器实现\n\n- 📂 - [文件系统](#file-systems)\n- 📦 - [沙箱与虚拟化](#virtualization)\n- 🔄 - [版本控制](#version-control)\n- ☁️ - [云存储](#cloud-storage)\n- 🗄️ - [数据库](#databases)\n- 💬 - [通信](#communication)\n- 📈 - [监控](#monitoring)\n- 🔍 - [搜索与Web](#search-web)\n- 🗺️ - [位置服务](#location-services)\n- 🎯 - [营销](#marketing)\n- 📝 - [笔记](#note-taking)\n- ⚡ - [云平台](#cloud-platforms)\n- ⚙️ - [工作流自动化](#workflow-automation)\n- 🤖 - [系统自动化](#system-automation)\n- 📱 - [社交媒体](#social-media)\n- 🎮 - [游戏](#gaming)\n- 💹 - [金融](#finance)\n- 🧬 - [研究与数据](#research-data)\n- 🤝 - [AI服务](#ai-services)\n- 💻 - [开发工具](#development-tools)\n- 📊 - [数据可视化](#data-visualization)\n- 🆔 - [身份认证](#identity)\n- 🔗 - [聚合平台](#aggregators)\n- 💬 - [语言与翻译](#language)\n- 🔒 - [安全](#security)\n- 🔌 - [物联网](#iot)\n- 🧑‍🎨 - [艺术与文学](#art-literature)\n- 🛒 - [电子商务](#e-commerce)\n- 📦 - [数据平台](#data-platforms)\n- 🤖 - [机器人与物理AI](#robotics)\n\n\u003Csup>\u003Cdetails>\n\n\u003Csummary>图例\u003C\u002Fsummary>\n\n- \u003Csup>⭐\u003C\u002Fsup> 官方协议实现\n- \u003Csup>1\u003C\u002Fsup> 首次实现（当存在多个实现时）\n- \u003Csup>2\u003C\u002Fsup> 第二次实现\n- \u003Csup>3\u003C\u002Fsup> 第三次实现\n- \u003Csup>n\u003C\u002Fsup> 后续实现\n\u003C\u002Fdetails>\u003C\u002Fsup>\n\n\u003Cbr \u002F>\n\n## 工具与实用程序\n\n有关帮助管理、配置和使用MCP服务器的工具，请参阅[实用工具与辅助工具](#helpful-tools-&-utilities)部分。\n\n\u003Cbr \u002F>\n\n## 📂 \u003Ca name=\"file-systems\">\u003C\u002Fa>文件系统\n\n> 提供对本地文件系统的直接访问，并可配置权限。使AI模型能够在指定目录内读取、写入和管理文件。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [Backup](https:\u002F\u002Fgithub.com\u002Fhexitex\u002FMCP-Backup-Server) - 为AI代理和代码编辑工具提供文件和文件夹的备份与恢复功能\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F9AD1ED\" height=\"14\"\u002F> [FileStash](https:\u002F\u002Fgithub.com\u002Fmickael-kerjean\u002Ffilestash\u002Ftree\u002Fmaster\u002Fserver\u002Fplugin\u002Fplg_handler_mcp) - 远程存储访问：SFTP、S3、FTP、SMB、NFS、WebDAV、GIT、FTPS、gcloud、azure blob、sharepoint等...\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F2196F3\" height=\"14\"\u002F> [FileSystem](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffilesystem)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - 直接访问本地文件系统\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4A90E2\" height=\"14\"\u002F> [FileSystem](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - 使用Golang实现的本地文件系统访问\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [Everything Search](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search) - 基于Everything SDK的闪电般快速的Windows文件搜索\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [fast-filesystem-mcp](https:\u002F\u002Fgithub.com\u002Fefforthye\u002Ffast-filesystem-mcp) - 具备大文件处理能力和Claude优化特性的高级文件系统操作。提供快速的文件读写、大文件顺序读取、目录操作、文件搜索以及带有备份和恢复功能的流式写入。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [llm-context](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py) - 通过Model Context Protocol或剪贴板与LLM共享代码上下文\n\n\u003Cbr \u002F>\n\n## 📦 \u003Ca name=\"virtualization\">\u003C\u002Fa>沙箱与虚拟化\n\n> 用于代码执行和测试的安全沙箱环境。支持安全地运行代码片段和开发工作流。\n\n- \u003Cimg src=\"https:\u002F\u002Fdocs.microsandbox.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [Microsandbox](https:\u002F\u002Fgithub.com\u002Fmicrosandbox\u002Fmicrosandbox)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 自托管平台，用于安全执行AI代码。非常适合代码解释器、数据分析和浏览器使用。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_cfe84b034f25.png\" height=\"14\"\u002F> [E2B](https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fmcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 为AI代理提供的安全云端开发环境。可在隔离容器中安全地执行和测试代码。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fdocker\u002F0db7ed\" height=\"14\"\u002F> [Docker](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp) - 一个用于Docker操作的MCP服务器，能够实现无缝的容器和Compose堆栈管理。\n\n\u003Cbr \u002F>\n\n## 🔄 \u003Ca name=\"version-control\">\u003C\u002Fa>版本控制\n\n> 与Git仓库及版本控制平台交互。通过标准化API实现仓库管理、代码分析、拉取请求处理、问题跟踪等版本控制操作。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgithub\u002F8A8A8A\" height=\"14\"\u002F> [GitHub](https:\u002F\u002Fgithub.com\u002Fgithub\u002Fgithub-mcp-server)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - GitHub API集成，用于仓库管理、PR、问题等\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgithub\u002F8A8A8A\" height=\"14\"\u002F> [GitHub](https:\u002F\u002Fgithub.com\u002Fkurdin\u002Fgithub-repos-manager-mcp)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - 基于Token的GitHub自动化管理。无需Docker以获得最佳性能，灵活的配置可实现精细控制，80多种工具直接集成API。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgitlab\u002FFC6D26\" height=\"14\"\u002F> [GitLab](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgitlab) - GitLab平台集成，用于项目管理和CI\u002FCD操作\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [Git](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgit) - 直接进行Git仓库操作，包括读取、搜索和分析本地仓库\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fphabricator\u002F5865F2\" height=\"14\"\u002F> [Phabricator](https:\u002F\u002Fgithub.com\u002Fbaba786\u002Fphabricator-mcp-server) - Phabricator API集成，用于仓库和项目管理\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [Gitingest-MCP](https:\u002F\u002Fgithub.com\u002Fpuravparab\u002FGitingest-MCP) - Gitingest集成，提供针对Github仓库的友好摘要\n\n\n\u003Cbr \u002F>\n\n## ☁ \u003Ca name=\"cloud-storage\">\u003C\u002Fa>云存储\n\n> 访问和管理存储在云存储平台上的文件。支持搜索、读取以及整理云端文档和数据。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgoogledrive\u002F4285F4\" height=\"14\"\u002F> [Google Drive](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgdrive) - Google Drive 集成，用于文件访问、搜索和管理\n- \u003Cimg src=\"https:\u002F\u002Fwww.box.com\u002Fthemes\u002Fcustom\u002Fbox\u002Ffavicons\u002Ffavicon.ico\" height=\"14\"\u002F> [Box](https:\u002F\u002Fdeveloper.box.com\u002Fguides\u002Fbox-mcp\u002F)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Box MCP 服务器允许来自 Copilot Studio、Cursor、Claude for Desktop 等平台的第三方 AI 代理无缝访问 Box 内容。它通过使代理能够执行与 Box 中存储内容相关的操作来扩展其功能。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_39f225269593.png\" height=\"14\" \u002F> [VideoDB](https:\u002F\u002Fgithub.com\u002Fvideo-db\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 一个无服务器视频数据库，可轻松存储、索引、搜索和流式传输视频。VideoDB 使用 AI 自动标记场景、生成准确的转录，并可通过简单查询快速检索视频片段。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_12e3dac85806.png\" height=\"14\"\u002F> [Microsoft 365](https:\u002F\u002Fgithub.com\u002Fsofteria\u002Fms-365-mcp-server) - 一个使用 Graph API 连接整个 Microsoft 365 套件（Microsoft Office、Outlook 等）的 MCP 服务器（包括邮件、文件、Excel、日历等）\n\n\u003Cbr \u002F>\n\n## 🗄️ \u003Ca name=\"databases\">\u003C\u002Fa>数据库\n\n> 具有模式检查功能的安全数据库访问。可在默认保持只读安全的情况下查询和分析数据。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpostgresql\u002F5865F2\" height=\"14\"\u002F> [PostgreSQL](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpostgres) - PostgreSQL 数据库集成，具备模式检查和查询能力\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsqlite\u002F0F80CC\" height=\"14\"\u002F> [SQLite](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsqlite) - SQLite 数据库操作，内置分析功能\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fduckdb\u002FFDC000\" height=\"14\"\u002F> [DuckDB](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb) - DuckDB 数据库集成，具备模式检查和查询能力\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Flibreoffice\u002F18A303\" height=\"14\"\u002F> [Excel](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server) - Excel 工作簿操作，包括数据读写、工作表管理、格式化、图表和数据透视表\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglebigquery\u002F669DF6\" height=\"14\"\u002F> [BigQuery](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - BigQuery 数据库集成，具备模式检查和查询能力\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglebigquery\u002F669DF6\" height=\"14\"\u002F> [BigQuery](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - 一个用于只读 SQL 查询和模式探索的 BigQuery MCP 服务器（可在 npm 上获取）\n- \u003Cimg src=\"https:\u002F\u002Fneon.tech\u002Ffavicon.ico\" height=\"14\"\u002F> [Neon](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Neon MCP 服务器。允许通过自然语言与 Neon 进行交互以进行数据库管理。\n- \u003Cimg src=\"https:\u002F\u002Fqdrant.tech\u002Fimg\u002Fbrand-resources-logos\u002Flogomark.svg\" height=\"14\"\u002F> [Qdrant](https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fmcp-server-qdrant\u002F)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 一个用于在 Qdrant 向量搜索引擎中保存和检索记忆的 Qdrant MCP 服务器。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmongodb\u002F47A248\" height=\"14\"\u002F> [MongoDB](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server) - 一个用于查询和分析 MongoDB 集合的 Model Context Protocol 服务器。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmongodb\u002F47A248\" height=\"14\"\u002F> [MongoDB Lens](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens) - 一个功能齐全的 MCP 服务器，适用于 MongoDB 数据库。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmysql\" height=\"14\"\u002F> [MySQL](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server) - MySQL 数据库集成，具有可配置的访问控制和模式检查功能\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fairtable\" height=\"14\"\u002F> [Airtable](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server) - 对 Airtable 数据库的读写访问，具备模式检查功能。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsnowflake\" height=\"14\"\u002F> [Snowflake](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server) - Snowflake 数据库集成，具备读写能力和洞察力追踪功能。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_96396844edfc.webp\" height=\"14\"\u002F> [DBUtils](https:\u002F\u002Fgithub.com\u002Fdonghao1393\u002Fmcp-dbutils) - 一个面向 MCP 的统一数据库访问服务，通过干净的抽象层无缝集成 PostgreSQL 和 SQLite。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c565fb7871c5.png\" height=\"14\"\u002F> [TiDB](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb) - TiDB（无服务器）数据库的 MCP 服务器实现。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_a9ccc1426aef.png\" height=\"14\"\u002F> [NocoDB](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server) - 对 NocoDB 数据库的读写访问。\n- \u003Cimg src=\"https:\u002F\u002Fwww.couchbase.com\u002Fwp-content\u002Fuploads\u002F2023\u002F10\u002Fcouchbase-favicon.svg\" height=\"14\"\u002F> [Couchbase](https:\u002F\u002Fgithub.com\u002FCouchbase-Ecosystem\u002Fmcp-server-couchbase)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 一个用于与 Couchbase 集群中存储的数据交互的 MCP 服务器，包括自然语言查询功能。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3a7b38b1a4fb.png\" height=\"14\"\u002F> [Redis](https:\u002F\u002Fgithub.com\u002Fredis\u002Fmcp-redis)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 一个专为代理型应用设计的自然语言接口，用于高效管理和搜索 Redis 中的数据。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_39f225269593.png\" height=\"14\" \u002F> [VideoDB Director](https:\u002F\u002Fgithub.com\u002Fvideo-db\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 创建由 AI 驱动的视频工作流，包括自动剪辑、内容审核、语音克隆、精彩片段生成以及可搜索的视频时刻——所有这些都可以通过简单的 API 和直观的聊天界面访问。\n\n\u003Cbr \u002F>\n\n## 💬 \u003Ca name=\"communication\">\u003C\u002Fa>通信\n\n> 与通信平台集成，用于消息管理和渠道运营。使 AI 模型能够与团队沟通工具交互。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fslack\u002FE01E5A\" height=\"14\"\u002F> [Slack](https:\u002F\u002Fgithub.com\u002Fkorotovsky\u002Fslack-mcp-server) - 功能最强大的 MCP Slack 服务器，支持 Stdio 和 SSE 传输、代理，并且无需 Slack 工作区权限。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_45e1e9b58221.png\" height=\"14\" \u002F> [LINE 官方账号](https:\u002F\u002Fgithub.com\u002Fline\u002Fline-bot-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 集成 LINE 消息 API，将 AI 代理连接到 LINE 官方账号。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Flinear\u002F5E6AD2\" height=\"14\"\u002F> [Linear](https:\u002F\u002Fgithub.com\u002Fjerhadf\u002Flinear-mcp-server) - Linear MCP 服务器。通过 MCP 提供与 Linear 问题跟踪系统的集成。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fatlassian\u002F0052CC\" height=\"14\"\u002F> [Atlassian](https:\u002F\u002Fgithub.com\u002Fsooperset\u002Fmcp-atlassian) - 与 Atlassian 套件的全面集成，包括用于文档管理的 Confluence 和用于问题跟踪的 Jira。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_243b5276bbfc.png\" height=\"14\"\u002F> [Carbon Voice](https:\u002F\u002Fgithub.com\u002FPhononX\u002Fcv-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 将 AI 代理连接到 [Carbon Voice](https:\u002F\u002Fgetcarbon.app) 的 MCP 服务器。在 [Carbon Voice](https:\u002F\u002Fgetcarbon.app) 中创建、管理并互动语音消息、对话、私信、文件夹、语音备忘录、AI 动作等。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_8c52cb37ba80.png\" height=\"14\"\u002F> [ntfy](https:\u002F\u002Fgithub.com\u002Fgitmotion\u002Fntfy-me-mcp) - 一个 ntfy MCP 服务器，用于从 AI 代理向您自托管的 ntfy.sh 服务器发送\u002F获取 ntfy 通知 📤（支持安全令牌认证等——可使用 npx 或 Docker 运行！）\n\n\u003Cbr \u002F>\n\n## 📈 \u003Ca name=\"monitoring\">\u003C\u002Fa>监控\n\n> 访问和分析应用监控数据。使 AI 模型能够查看错误报告和性能指标。\n\n- \u003Cimg src=\"https:\u002F\u002Fmetoro.io\u002Fstatic\u002Fimages\u002Flogos\u002FMetoro.svg\" height=\"14\"\u002F> [Metoro](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server) - 查询并交互由 Metoro 监控的 Kubernetes 环境\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3f597baee2e3.png\" height=\"14\"\u002F> [Raygun](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun) - Raygun API V3 集成，用于崩溃报告和真实用户监控\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsentry\u002F546E7A\" height=\"14\"\u002F> [Sentry](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsentry) - Sentry.io 集成，用于错误跟踪和性能监控\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fletsencrypt\u002F003A70\" height=\"14\"\u002F> [sslmon](https:\u002F\u002Fgithub.com\u002Ffiresh\u002Fsslmon-mcp) - 提供域名\u002FHTTPS\u002FSSL 域名注册信息及 SSL 证书监控功能。可查询任意域名的注册与到期信息，以及 SSL 证书的信息和有效性状态。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_465fb9354f60.png\" height=\"14\"\u002F> [VictoriaMetrics](https:\u002F\u002Fgithub.com\u002FVictoriaMetrics-Community\u002Fmcp-victoriametrics) - 与 [VictoriaMetrics APIs](https:\u002F\u002Fdocs.victoriametrics.com\u002Fvictoriametrics\u002Furl-examples\u002F) 和 [文档](https:\u002F\u002Fdocs.victoriametrics.com\u002F) 的全面集成，用于与您的 VictoriaMetrics 实例相关的监控、可观测性和调试任务。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_465fb9354f60.png\" height=\"14\"\u002F> [Signoz](https:\u002F\u002Fgithub.com\u002FDrDroidLab\u002Fsignoz-mcp-server) - 与 [Signoz APIs](https:\u002F\u002Fsignoz.io\u002Fdocs\u002Fuserguide\u002Fapis\u002F) 和 [文档](https:\u002F\u002Fsignoz.io\u002Fdocs\u002F) 的全面集成，用于与您的 Signoz 实例相关的监控、可观测性和调试任务。\n\n\u003Cbr \u002F>\n\n## 🔍 \u003Ca name=\"search-web\">\u003C\u002Fa>搜索与网络\n\n> 网络内容访问和自动化能力。支持以适合AI的格式进行网络内容的搜索、抓取和处理。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpuppeteer\u002F00D8A2\" height=\"14\"\u002F> [Puppeteer](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpuppeteer) - 用于网页抓取和交互的浏览器自动化工具\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fbrave\u002FFB542B\" height=\"14\"\u002F> [Brave Search](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fbrave-search) - 使用Brave搜索引擎API实现的网络搜索功能\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_f34c0f055c77.png\" height=\"14\"\u002F> [Bright Data](https:\u002F\u002Fgithub.com\u002Fluminati-io\u002Fbrightdata-mcp) - 发现、提取并交互网络内容——一个接口驱动，实现对整个公共互联网的自动化访问。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c1d4afd5648a.png\" height=\"14\"\u002F> [Dumpling AI](https:\u002F\u002Fgithub.com\u002FDumpling-AI\u002Fmcp-server-dumplingai) - 由[Dumpling AI](https:\u002F\u002Fwww.dumplingai.com\u002F)提供的数据访问、网页抓取和文档转换API\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcurl\u002F00ADD8\" height=\"14\"\u002F> [Fetch](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffetch) - 高效的网络内容获取与处理，便于AI使用\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkagi\u002F4173FF\" height=\"14\"\u002F> [Kagi Search](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi) - 基于TypeScript的MCP服务器，集成Kagi搜索API\n- \u003Cimg src=\"https:\u002F\u002Fwww.tryleap.ai\u002Fassets\u002Fintegrations\u002Fexa.svg\" height=\"14\"\u002F> [Exa Search](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 与Exa AI搜索API集成，用于实时网络信息检索\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnewyorktimes\u002FE34234\" height=\"14\"\u002F> [NYTimes](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt) - 使用NYTimes API搜索文章\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglenews\u002F4285F4\" height=\"14\"\u002F> [Google News](https:\u002F\u002Fgithub.com\u002FChanMeng666\u002Fserver-google-news) - Google新闻搜索，具备自动分类、多语言支持及全面的搜索选项\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_8210a1df9d0e.png\" height=\"14\"\u002F> [Scrapeless](https:\u002F\u002Fgithub.com\u002Fscrapeless-ai\u002Fscrapeless-mcp-server) - Scrapeless模型上下文协议服务作为MCP服务器连接到Google SERP API，在不离开MCP生态的情况下实现网络搜索。\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F7\u002F7e\u002FVector_search_icon.svg\u002F800px-Vector_search_icon.svg.png\" height=\"14\"\u002F> [Search1API](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp) - 通过search1api进行搜索（需付费API密钥）\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_58a72b837575.png\" height = \"14\"> [RivalSearchMCP](https:\u002F\u002Fgithub.com\u002Fdamionrashford\u002FRivalSearchMCP) - 功能强大的MCP服务器，提供一系列用于网络搜索、内容发现和自动化研究工作流的工具。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_af1110ce6f18.png\" height=\"14\"\u002F> [Tavily](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily) - Tavily AI搜索API集成\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Farxiv\u002FB31B1B\" height=\"14\"\u002F> [ArXiv](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server) - 搜索ArXiv上的科研论文\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_cc83a4838706.png\" height=\"14\"> [PapersWithCode](https:\u002F\u002Fgithub.com\u002Fhbg\u002Fmcp-paperswithcode) - 通过PapersWithCode API搜索科研论文、会议和代码库\n- \u003Cimg src=\"https:\u002F\u002Fplaywright.dev\u002Fimg\u002Fplaywright-logo.svg\" height=\"14\"\u002F> [Playwright](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright) - 一个使用Playwright提供浏览器自动化功能的模型上下文协议服务器。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsearxng\" height=\"14\"\u002F> [Websearch](https:\u002F\u002Fgithub.com\u002Fmnhlt\u002FWebSearch-MCP) - 自托管的Websearch服务。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffirefoxbrowser\" height=\"14\"\u002F> [Browser Control](https:\u002F\u002Fgithub.com\u002Feyalzh\u002Fbrowser-control-mcp) - 一个与浏览器扩展配合使用的MCP服务器，允许本地控制浏览器。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_158a41a39715.png\" height=\"14\"\u002F> [Apify Actors](https:\u002F\u002Fgithub.com\u002Fapify\u002Factors-mcp-server) - 使用4,000多种预构建的云工具（称为Actors），从网站、电子商务、社交媒体、搜索引擎、地图等处提取数据。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_158a41a39715.png\" height=\"14\"\u002F> [RAG Web Browser](https:\u002F\u002Fgithub.com\u002Fapify\u002Fmcp-server-rag-web-browser) - 用于Apify开源RAG Web Browser Actor的MCP服务器，可执行网络搜索、抓取URL，并以Markdown格式返回内容。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_30a4290c2cc3.png\" height=\"14\" \u002F> [Skyvern](https:\u002F\u002Fgithub.com\u002FSkyvern-AI\u002Fskyvern\u002Ftree\u002Fmain\u002Fintegrations\u002Fmcp) - MCP使Claude或您自己的LLM能够控制您的浏览器\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_196b7498f216.png\" height=\"14\" \u002F> [Ihor-Sokoliuk\u002FMCP-SearXNG](https:\u002F\u002Fgithub.com\u002Fihor-sokoliuk\u002Fmcp-searxng) - 为[SearXNG](https:\u002F\u002Fdocs.searxng.org)提供的模型上下文协议服务器\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_4b297f040848.png\" height=\"14\" \u002F> [mcp-server-webcrawl](https:\u002F\u002Fgithub.com\u002Fpragmar\u002Fmcp-server-webcrawl) - 面向网络爬虫数据的高级搜索与检索。支持WARC、wget、Katana、SiteOne和InterroBot等爬虫。\n\n\u003Cbr \u002F>\n\n## 🗺️ \u003Ca name=\"location-services\">\u003C\u002Fa>位置服务\n\n> 地理与基于位置的服务集成。支持访问地图数据、路线规划和地点信息。\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_7da05b51c67a.png\" height=\"14\"\u002F> [Campertunity](https:\u002F\u002Fgithub.com\u002Fcampertunity\u002Fmcp-server) - 在Campertunity上搜索全球露营地，查看空位情况，并提供预订链接\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglemaps\u002F4285F4\" height=\"14\"\u002F> [Google Maps](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgoogle-maps) - 集成Google地图，提供位置服务、路线规划和地点详情\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_f7d337e47ccc.png\" height=\"14\"\u002F> [IPLocate](https:\u002F\u002Fgithub.com\u002Fiplocate\u002Fmcp-server-iplocate) - 使用IPLocate.io查询IP地址的地理位置、网络信息，检测代理和VPN，并查找滥用联系信息\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_597d6fb88999.png\" height=\"14\"\u002F> [IP2Location.io](https:\u002F\u002Fgithub.com\u002Fip2location\u002Fmcp-ip2location-io) - 集成IP2Location.io API，以获取IP地址的地理信息。\n- \u003Cimg src=\"https:\u002F\u002Fwww.qgis.org\u002Fstyleguide\u002Fvisual\u002Fqgis-logo.svg\" height=\"14\"\u002F> [QGIS](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp) - 通过MCP将QGIS Desktop与Claude AI连接起来。该集成支持基于提示的项目创建、图层加载、代码执行等功能。\n\n\n\u003Cbr \u002F>\n\n## 🎯 \u003Ca name=\"marketing\">\u003C\u002Fa>市场营销\n\n> 帮助营销人员撰写更优质内容、开展更高效营销活动的工具。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fanalytics\u002F4285F4\" height=\"14\"\u002F> [Agent Mindshare](https:\u002F\u002Fagentmindshare.com) - 跨平台追踪与监测 AI 助手的市场关注度，衡量品牌在 AI 对话中的可见度。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6d20dc47cf89.png\" height=\"14\"\u002F> [Open Strategy Partners 营销工具](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 包括标准化编辑代码系统、写作指南、网页元数据生成器以及产品沟通框架。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffathom\u002F9187FF\" height=\"14\"\u002F> [Fathom Analytics](https:\u002F\u002Fgithub.com\u002Fmackenly\u002Fmcp-fathom-analytics) - 访问 Fathom Analytics 提供的网站数据与报告。\n- \u003Cimg src=\"https:\u002F\u002Fstatic.xx.fbcdn.net\u002Frsrc.php\u002Fy9\u002Fr\u002FtL_v571NdZ0.svg\" height=\"14\"\u002F> [Facebook Ads](https:\u002F\u002Fgithub.com\u002Fgomarble-ai\u002Ffacebook-ads-mcp-server) - 作为 Facebook Ads 的接口 MCP 服务器，支持以程序化方式访问 Facebook 广告数据及管理功能。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_76b9892fc7f3.png\" height=\"14\"\u002F> [Google Ads](https:\u002F\u002Fgithub.com\u002Fgomarble-ai\u002Fgoogle-ads-mcp-server) - 作为 Google Ads 的接口 MCP 服务器，支持以程序化方式访问 Google 广告数据及管理功能。\n\u003Cbr \u002F>\n\n## 📝 \u003Ca name=\"note-taking\">\u003C\u002Fa>笔记记录\n\n> 与笔记应用及个人知识管理工具集成。可访问笔记、文档和个人信息库。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_befdcf0d3da2.png\" height=\"14\"\u002F> [Apple Books](https:\u002F\u002Fgithub.com\u002Fvgnshiyer\u002Fapple-books-mcp) - 将你的 Apple Books 转化为可查询的知识库。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_e15658de33ad.png\" alt=\"ebook-mcp Logo\" height=\"14\" \u002F> [eBook-mcp](https:\u002F\u002Fgithub.com\u002Fonebirdrocks\u002Febook-mcp) - 一款轻量级 MCP 服务器，允许大型语言模型读取并交互你本地设备上的 PDF 和 EPUB 电子书。非常适合构建 AI 阅读助手或基于聊天的电子书界面。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fobsidian\u002F7C3AED\" height=\"14\"\u002F> [Obsidian](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-obsidian)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Obsidian 私有空间集成，提供文件管理、搜索和内容操作工具。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fobsidian\u002F7C3AED\" height=\"14\"\u002F> [Obsidian](https:\u002F\u002Fgithub.com\u002Fcalclavia\u002Fmcp-obsidian)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - 另一种用于读取和搜索 Markdown 笔记的实现。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnotion\u002F787878\" height=\"14\"\u002F> [Notion](https:\u002F\u002Fgithub.com\u002Fdanhilse\u002Fnotion_mcp)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Notion API 集成，用于管理个人待办事项和笔记。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnotion\u002F787878\" height=\"14\"\u002F> [Notion](https:\u002F\u002Fgithub.com\u002Fsuekou\u002Fmcp-notion-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Notion API 集成的另一种实现。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F999999\" height=\"14\"\u002F> [Apple Notes](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fapple-notes-mcp) - 从本地 Apple Notes 数据库读取内容（仅限 macOS）。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_a51f9ea84e40.png\" height=\"14\"\u002F> [Slite](https:\u002F\u002Fgithub.com\u002Ffajarmf\u002Fslite-mcp) - 用于 Slite 集成的 Model Context Protocol 服务器。可搜索和检索笔记、浏览笔记层级结构，并访问 Slite 工作区中的内容。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ftodoist\u002FE44332\" height=\"14\"\u002F> [Todoist](https:\u002F\u002Fgithub.com\u002Fabhiz123\u002Ftodoist-mcp-server) - Todoist 的 MCP 服务器实现，支持自然语言任务管理。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglekeep\u002FFFBB00\" height=\"14\"\u002F> [Google Keep](https:\u002F\u002Fgithub.com\u002Ffeuerdev\u002Fkeep-mcp) - 读取、创建、更新和删除 Google Keep 笔记。\n\n\u003Cbr \u002F>\n\n## ⚡ \u003Ca name=\"cloud-platforms\">\u003C\u002Fa>云平台\n\n> 云平台服务集成。可管理和交互云基础设施与服务。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcloudflare\u002FF38020\" height=\"14\"\u002F> [Cloudflare](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 与 Cloudflare 服务集成，包括 Workers、KV、R2 和 D1。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [Kubernetes](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - 通过 MCP 操作 Kubernetes 集群。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [Kubernetes](https:\u002F\u002Fgithub.com\u002Fweibaohui\u002Fk8m)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - 多集群 Kubernetes 管理与运维，配备管理 UI、日志记录以及近 50 种内置工具，覆盖常见的 DevOps 和开发场景。同时支持标准资源和 CRD 资源。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [MKP](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Fmkp)\u003Csup>\u003Csup>3\u003C\u002Fsup>\u003C\u002Fsup> - Kubernetes 的 Model Kontext Protocol 服务器，采用原生 Go 实现，直接集成 API，并提供全面的资源管理功能。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_89773df77c68.png\" height=\"14\"\u002F> [Tinybird](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 从任何 MCP 客户端与 Tinybird 工作空间交互。\n\n\u003Cbr \u002F>\n\n## ⚙️ \u003Ca name=\"workflow-automation\">\u003C\u002Fa>工作流自动化\n\n> 与工作流自动化平台集成，使 AI 模型能够执行工作流程并将数据返回到其系统中。\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_74dba347a836.png\" height=\"14\"\u002F> [Make](https:\u002F\u002Fgithub.com\u002Fintegromat\u002Fmake-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 将 Make 场景转化为可供 AI 助手调用的工具。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_fa4335a6c86f.png\" height=\"14\"\u002F> [Taskade MCP](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 官方 Taskade MCP 服务器 + OpenAPI → MCP 代码生成，可将任意 API 构建成 AI 助手工具，并将 Taskade 与 Claude、Cursor 等连接起来。\n\n\u003Cbr \u002F>\n\n## 🤖 \u003Ca name=\"system-automation\">\u003C\u002Fa>系统自动化\n\n> 用于 shell 访问、系统控制和任务自动化的工具。使 AI 模型能够执行命令并与操作系统交互。\n\n- \u003Cimg src=\"https:\u002F\u002Fapi.iconify.design\u002Fmdi:console.svg?color=%2390EE90\" height=\"14\"\u002F> [Shell](https:\u002F\u002Fgithub.com\u002Frusiaaman\u002Fwcgw) - 自主的 shell 执行与计算机控制（Mac）\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F87\u002FWindows_logo_-_2021.svg\u002F1024px-Windows_logo_-_2021.svg.png\" height=\"14\"\u002F> [Windows CLI](https:\u002F\u002Fgithub.com\u002FSimonB97\u002Fwin-cli-mcp-server) - Windows CLI MCP 服务器，用于在 Windows 系统上进行安全的命令行交互，实现对 PowerShell、CMD 和 Git Bash shell 的受控访问。\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F87\u002FWindows_logo_-_2021.svg\u002F1024px-Windows_logo_-_2021.svg.png\" height=\"14\"\u002F> [Windows Control](https:\u002F\u002Fgithub.com\u002FCheffromspace\u002Fnutjs-windows-control) - Windows 自动化 MCP 服务器，使用 NutJS 提供鼠标、键盘、屏幕截图、剪贴板和窗口管理功能。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgnometerminal\u002F2196F3\" height=\"14\"\u002F> [Command Line](https:\u002F\u002Fgithub.com\u002Fphialsbasement\u002Fcmd-mcp-server) - 允许通过 CMD 执行任何命令的 MCP 服务器（请谨慎操作）。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F999999\" height=\"14\"\u002F> [Apple Shortcuts](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts) - 与 Apple Shortcuts 集成的 MCP 服务器\n\n\u003Cbr \u002F>\n\n## 📱 \u003Ca name=\"social-media\">\u003C\u002Fa>社交媒体\n\n> 与社交媒体平台和内容分享服务的集成。使用户能够与社交网络和内容平台互动。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fbluesky\u002F0085FF\" height=\"14\"\u002F> [BlueSky](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server) - Bluesky API 集成，用于查询和搜索信息流及帖子\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fyoutube\u002FFF0000\" height=\"14\"\u002F> [YouTube](https:\u002F\u002Fgithub.com\u002Fanaisbetts\u002Fmcp-youtube)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - 使用 yt-dlp 进行字幕下载和视频分析的 YouTube 集成\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fyoutube\u002FFF0000\" height=\"14\"\u002F> [YouTube](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - 获取 YouTube 字幕和文本的另一种实现\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fspotify\u002F1DB954\" height=\"14\"\u002F> [Spotify](https:\u002F\u002Fgithub.com\u002Fvarunneal\u002Fspotify-mcp) - 与 Spotify 连接，用于播放控制以及曲目、专辑、艺术家和播放列表的管理。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Ftiktok-icon-2.svg\" height=\"14\"\u002F> [TikTok](https:\u002F\u002Fgithub.com\u002FSeym0n\u002Ftiktok-mcp) - TikTok 集成，用于获取帖子详情和视频字幕\n\n\u003Cbr \u002F>\n\n## 🎮 \u003Ca name=\"gaming\">\u003C\u002Fa>游戏\n\n> 游戏数据和游戏开发工具。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [Unity Engine](https:\u002F\u002Fgithub.com\u002FIvanMurzak\u002FUnity-MCP)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - 适用于 Unity 编辑器及用 Unity 制作的游戏的工具\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [UnityEngine](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Unity3d 游戏引擎集成，用于游戏开发\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [Unity Engine](https:\u002F\u002Fgithub.com\u002Fcodemaestroai\u002Fadvanced-unity-mcp)\u003Csup>\u003Csup>3\u003C\u002Fsup>\u003C\u002Fsup> - Code Maestro 提供的高级 Unity MCP。可通过自然语言经由 MCP 构建、调试、性能分析并管理资源、场景和脚本。\n\n\u003Cbr \u002F>\n\n## 💹 \u003Ca name=\"finance\">\u003C\u002Fa>金融\n\n> 金融数据和加密货币信息服务。\n\n- \u003Cimg src=\"https:\u002F\u002Fdocs.octagonagents.com\u002Flogo.svg\" alt=\"Octagon Logo\" height=\"14\"\u002F> [Octagon](https:\u002F\u002Fgithub.com\u002FOctagonAI\u002Foctagon-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 提供实时市场情报，涵盖广泛的私有和公开市场数据。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcoinmarketcap\u002FFF8C00\" height=\"14\"\u002F> [CoinMarket](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server) - Coinmarket API 集成，用于获取加密货币数据\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_061437250344.png\" height=\"14\"> [Chargebee](https:\u002F\u002Fgithub.com\u002Fchargebee\u002Fagentkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 连接 AI 代理与 [Chargebee 平台](https:\u002F\u002Fwww.chargebee.com) 的 MCP 服务器。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_0165c36bf45d.png\" height=\"14\"\u002F> [DexPaprika](https:\u002F\u002Fgithub.com\u002Fdonbagger\u002Fdexpaprika-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 跨多个区块链的全面加密货币和 DEX 数据 API，提供实时代币价格、流动性池以及 OHLCV 数据，用于市场分析\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_95baf6f1a900.png\" height=\"14\" alt=\"MercadoPago Logo\" \u002F> [Mercado Pago](https:\u002F\u002Fmcp.mercadopago.com\u002F) - Mercado Pago 官方 MCP 服务器，提供与我们 API 交互的工具，简化任务和产品集成。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1b6e94697be8.jpg\" height=\"14\"> [PayPal](https:\u002F\u002Fgithub.com\u002Fpaypal\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - PayPal Agent Toolkit 使包括 Model Context Protocol (MCP) 在内的流行代理框架能够通过函数调用与 PayPal API 集成。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fstripe\" height=\"14\"\u002F> [Stripe](https:\u002F\u002Fgithub.com\u002Fstripe\u002Fagent-toolkit\u002Ftree\u002Fmain)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 允许您与 Stripe API 集成\n- \u003Cimg src=\"https:\u002F\u002Fpub.pbkrs.com\u002Ffiles\u002F202211\u002FTNosrY77nCxm6rtU\u002Flogo-without-title.svg\" height=\"14\"\u002F> [LongPort OpenAPI](https:\u002F\u002Fgithub.com\u002Flongportapp\u002Fopenapi\u002Ftree\u002Fmain\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 提供实时股票市场数据，通过 MCP 为 AI 提供访问分析和交易能力。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_29a05c1d4bf4.png\" height=\"14\"\u002F> [ZBD](https:\u002F\u002Fgithub.com\u002Fzebedeeio\u002Fzbd-payments-typescript-sdk\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 与 ZBD 的支付处理 API 交互，实现基于比特币和闪电网络的即时全球支付\n\n\u003Cbr \u002F>\n\n## 🧬 \u003Ca name=\"research-data\">\u003C\u002Fa>研究与数据\n\n> 可访问研究论文、遗传数据和专业数据集。\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Farxiv\u002FB31B1B\" height=\"14\"\u002F> [ArXiv](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server) - 搜索 ArXiv 上的研究论文\n- \u003Cimg src=\"https:\u002F\u002Fapi.iconify.design\u002Fmdi:dna.svg?color=%23E34234\" height=\"14\"\u002F> [Ancestry](https:\u002F\u002Fgithub.com\u002Freeeeemo\u002Fancestry-mcp) - 读取 .ged 文件和遗传数据\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6c8576058841.png\" height=\"14\"\u002F> [Probe.dev](https:\u002F\u002Fmcp.probe.dev) - 具备 FFprobe、MediaInfo 和全面报告功能的专业媒体分析与验证 MCP 服务器\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F7ED957\" height=\"14\"\u002F> [OpenNutrition](https:\u002F\u002Fgithub.com\u002Fdeadletterq\u002Fmcp-opennutrition) - 搜索 OpenNutrition 数据库中的 30 万+ 种食物、营养成分表和条形码\n- \u003Cimg src=\"https:\u002F\u002Fcongressmcp.lawgiver.ai\u002Ffavicon.svg\" height=\"14\"\u002F> [Congress](https:\u002F\u002Fgithub.com\u002Famurshak\u002FcongressMCP) - 查询并推理 Congress.gov 上的立法数据\n\n\u003Cbr \u002F>\n\n## 🤝 \u003Ca name=\"ai-services\">\u003C\u002Fa>AI 服务\n\n> 与 AI 和机器学习服务集成。\n\n- \u003Cimg src=\"https:\u002F\u002Fagentset.ai\u002Fscreenshots\u002Flogo.png\" height=\"14\"\u002F> [Agentset AI](https:\u002F\u002Fgithub.com\u002Fagentset-ai\u002Fmcp-server) - 使用 MCP 协议在您的数据上实现 RAG\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fopenai\u002F00A67E\" height=\"14\"\u002F> [OpenAI](https:\u002F\u002Fgithub.com\u002Fpierrebrunelle\u002Fmcp-server-openai) - 通过 MCP 协议直接从 Claude 查询 OpenAI 模型\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fopenai\u002F00A67E\" height=\"14\"\u002F> [兼容 OpenAI 的聊天](https:\u002F\u002Fgithub.com\u002Fpyroprompts\u002Fany-chat-completions-mcp) - 与来自兼容 OpenAI API 的模型（Perplexity、Groq、xAI 等）聊天\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fperplexity\" height=\"14\"\u002F> [Perplexity](https:\u002F\u002Fgithub.com\u002Ftanigami\u002Fmcp-server-perplexity) - 通过 MCP 与 Perplexity 聊天\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_5e0209144cea.png\" height=\"14\"\u002F> [LlamaCloud](https:\u002F\u002Fgithub.com\u002Frun-llama\u002Fmcp-server-llamacloud) - LlamaCloud MCP 服务器。基于 TypeScript 的 MCP 服务器，连接到 LlamaCloud 上的托管索引。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_0e5d25ee5f41.png\" height=\"14\"\u002F> [HuggingFace Spaces](https:\u002F\u002Fgithub.com\u002Fevalstate\u002Fmcp-hfspace) - 从您的 MCP 客户端使用 HuggingFace Spaces。支持图像、音频、文本等多种内容。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_8ad628f1e19e.webp\" height=\"14\"> [PiAPI](https:\u002F\u002Fgithub.com\u002Fapinetwork\u002Fpiapi-mcp-server) - PiAPI MCP 服务器使用户能够直接从 Claude 或其他任何兼容 MCP 的应用中，使用 Midjourney\u002FFlux\u002FKling\u002FHunyuan\u002FUdio\u002FTrellis 生成媒体内容。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1288be752086.png\" alt=\"Chronulus AI Logo\" height=\"14\" width=\"14\"> [Chronulus AI](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp) - 使用 Chronulus AI 多模态预测与推断智能体预测任何事物（[观看 YouTube 演示](https:\u002F\u002Fyoutube.com\u002Fplaylist?list=PLPLu09ZbT8KKS04V6SSm2Acjv43FKq329&si=n2YER2in4gOqwssY)）。\n- \u003Cimg src=\"https:\u002F\u002Fwww.creatify.ai\u002Ffavicon.ico\" height=\"14\"\u002F> [Creatify](https:\u002F\u002Fgithub.com\u002FTSavo\u002Fcreatify-mcp) - 提供 Creatify AI API 功能的 MCP 服务器，用于 AI 视频生成，包括头像视频、URL 转视频、文本转语音以及 AI 驱动的编辑工具。\n- \u003Cimg src=\"https:\u002F\u002Fwww.svgrepo.com\u002Fshow\u002F495208\u002Fdata.svg\" height=\"14\"\u002F> [ZenML](https:\u002F\u002Fgithub.com\u002Fzenml-io\u002Fmcp-zenml)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 使用 [ZenML](https:\u002F\u002Fwww.zenml.io) 的 MCP 服务器与您的 MLOps 和 LLMOps 流水线聊天\n\n\u003Cbr \u002F>\n\n## 💻 \u003Ca name=\"development-tools\">\u003C\u002Fa>开发工具\n\n> 帮助软件开发工作流的工具和服务器。支持与开发相关服务和 API 的集成。\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.svgrepo.com\u002Fshow\u002F107853\u002Furanus.svg\" height=\"14\"\u002F> [CentralMind\u002FGateway](https:\u002F\u002Fgithub.com\u002Fcentralmind\u002Fgateway) - 一个基于数据库模式和数据自动生成生产就绪 API 的 MCP 和 MCP SSE 服务器。支持 PostgreSQL、Clickhouse、MySQL、Snowflake、BigQuery、Supabase。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_df1021722ae3.png\" height=\"14\"\u002F> [Currents](https:\u002F\u002Fgithub.com\u002Fcurrents-dev\u002Fcurrents-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 允许 AI 助手修复报告给 [Currents](https:\u002F\u002Fcurrents.dev) 的 Playwright 测试失败。\n- 🐙 [Octocode](https:\u002F\u002Fgithub.com\u002Fbgauryy\u002Foctocode-mcp) - 一款由 AI 驱动的开发者助手，可在 GitHub 和 NPM 生态中实时进行高级研究、分析、发现以及代码生成。\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fkadykov\u002Fmcp-openapi-schema-explorer\u002Fmain\u002Fassets\u002Flogo-400.png\" height=\"14\"\u002F> [OpenAPI Schema Explorer](https:\u002F\u002Fgithub.com\u002Fkadykov\u002Fmcp-openapi-schema-explorer) - 通过 MCP 资源实现对 OpenAPI\u002FSwagger 规范的高效访问。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_ad123a874124.png\" height=\"14\"\u002F> [OpenRPC](https:\u002F\u002Fgithub.com\u002Fshanejonas\u002Fopenrpc-mpc-server) - 一个模型上下文协议服务器，通过 OpenRPC 提供 JSON-RPC 功能。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpostman\" height=\"14\" \u002F> [Postman](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server) - 与 [Postman API](https:\u002F\u002Fwww.postman.com\u002Fpostman\u002Fpostman-public-workspace\u002F) 交互。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_573304c047bb.png\" height=\"14\" \u002F> [QA Sphere](https:\u002F\u002Fgithub.com\u002FHypersequent\u002Fqasphere-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 与 QA Sphere 测试管理系统集成，使 LLM 能够直接从 AI 驱动的 IDE 中发现、总结并操作测试用例。\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fmarimo-team\u002Fmarimo\u002Fmain\u002Fdocs\u002F_static\u002Fmarimo-logotype-thick.svg\" height=\"14\" \u002F> [marimo](https:\u002F\u002Fgithub.com\u002Fmarimo-team\u002Fcodemirror-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - CodeMirror 扩展，实现了用于资源引用和提示命令的模型上下文协议 (MCP)。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6435dffecf50.png\" height=\"14\" \u002F> [Figma](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP) - 粘贴你的 Figma 设计链接，即可获得可直接实施的数据格式。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_924f46c4ef50.png\" height=\"14\" \u002F> [Comet Opik](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 使用自然语言查询和操作由 [Opik](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik) 捕获的 LLM 可观测性和遥测数据。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6ffb8cd3373c.png\" height=\"14\" \u002F> [VSCode Devtools](https:\u002F\u002Fgithub.com\u002Fbiegehydra\u002FBifrostMCP) - 连接到 VSCode IDE，允许使用语义工具如 `find_usages`。\n- \u003Cimg src=\"https:\u002F\u002Fmastra.ai\u002Ffavicon\u002Ficon.svg\" height=\"14\" \u002F> [Mastra\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 为 AI 助手提供对 Mastra.ai 完整知识库的直接访问。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1c9dab7ce705.png\" height=\"14\" \u002F> [Bucket](https:\u002F\u002Fgithub.com\u002Fbucketco\u002Fbucket-javascript-sdk\u002Ftree\u002Fmain\u002Fpackages\u002Fcli#model-context-protocol) - 使用 [Bucket](https:\u002F\u002Fbucket.co) 标记功能、管理公司数据并控制功能访问权限。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_db69e115cba5.png\" height=\"14\" \u002F> [EdgeOne Pages](https:\u002F\u002Fgithub.com\u002FTencentEdgeOne\u002Fedgeone-pages-mcp) - 一个用于将 HTML 内容部署到 EdgeOne Pages 并获取公开可访问 URL 的 MCP 服务。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_3236b95ca808.png\" height=\"14\" \u002F> [Globalping MCP](https:\u002F\u002Fgithub.com\u002Fjsdelivr\u002Fglobalping-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 访问数千个探测节点组成的网络，以执行 ping、traceroute、mtr、http 和 DNS 解析等网络命令。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_ccd14adf4e6f.png\" height=\"14\" \u002F> [GitKraken](https:\u002F\u002Fgithub.com\u002Fgitkraken\u002Fgk-cli)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 一个用于与 GitKraken API 交互的 CLI。包含通过 gk mcp 提供的 MCP 服务器，不仅封装了 GitKraken API，还整合了 Jira、GitHub、GitLab 等。可与本地工具和远程服务协同工作。\n-  \u003Cimg src=\"[https:\u002F\u002Fintayer.org\u002Ffav](https:\u002F\u002Fintlayer.org\u002Ffavicon-32x32.png)\" height=\"14\" \u002F> [aymericzip\u002Fintlayer](https:\u002F\u002Fgithub.com\u002Faymericzip\u002Fintlayer) - 一个 MCP 服务器，通过 AI 驱动的帮助增强你的 IDE 对 Intlayer i18n \u002F CMS 工具的支持：智能 CLI 访问、文档等。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fjira\u002F0052CC\" height=\"14\"\u002F> [tom28881\u002Fmcp-jira-server](https:\u002F\u002Fgithub.com\u002Ftom28881\u002Fmcp-jira-server) - 一个全面的 TypeScript MCP 服务器，适用于 Jira，包含 20 多种工具，覆盖完整的项目管理工作流：问题的 CRUD 操作、冲刺管理、评论\u002F历史记录、附件、批量操作。具备通用字段自动检测、完整的捷克语\u002F本地化支持，以及多种日期格式解析功能。由 [Tomáš Gregorovič](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Ftomáš-g-8423b61a2\u002F) 创建。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_eedcb10875c6.png\" height=\"14\"\u002F>  [Maven Tools MCP](https:\u002F\u002Fgithub.com\u002Farvindand\u002Fmaven-tools-mcp) - 为 JVM 构建工具（Maven、Gradle、SBT、Mill）提供 Maven Central 依赖情报，并通过 Context7 集成实现文档支持。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_820ba7cc1735.png\" height=\"14\" \u002F> [DefangLabs\u002Fdefang](https:\u002F\u002Fgithub.com\u002FDefangLabs\u002Fdefang) - 一个 CLI 和 MCP 服务器，用于构建并部署与 Docker Compose 兼容的项目到你自己的 AWS、GCP 或 DigitalOcean 账户。\n\n\u003Cbr \u002F>\n\n## 📊 \u003Ca name=\"data-visualization\">\u003C\u002Fa>数据可视化\n\n> 用于创建和管理数据可视化的工具。支持生成图表、图形及其他数据的视觉化表示。\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2c0d95eb94d4.png\" height=\"14\"\u002F> [VegaLite](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-vegalite-server) - 使用 VegaLite 格式和渲染器，根据获取的数据生成可视化内容。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_cf8ce98b332d.png\" height=\"14\"\u002F> [Chart](https:\u002F\u002Fgithub.com\u002Fantvis\u002Fmcp-server-chart) - 基于 [AntV](https:\u002F\u002Fgithub.com\u002Fantvis) 的模型上下文协议服务器，用于生成可视化图表。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2ff78214f892.png\" height=\"14\"\u002F> [ECharts](https:\u002F\u002Fgithub.com\u002Fhustcc\u002Fmcp-echarts) - 使用 [Apache ECharts](https:\u002F\u002Fecharts.apache.org\u002F) 结合 AI MCP 动态生成可视化图表。\n- \u003Cimg src=\"https:\u002F\u002Fmermaid.js.org\u002Ffavicon.svg\" height=\"14\"\u002F> [Mermaid](https:\u002F\u002Fgithub.com\u002Fhustcc\u002Fmcp-mermaid) - 使用 AI MCP 动态生成 [mermaid](https:\u002F\u002Fmermaid.js.org\u002F) 图表和示意图。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [unified-diff-mcp](https:\u002F\u002Fgithub.com\u002Fgorosun\u002Funified-diff-mcp) - 根据文本变化生成可视化差异对比，并可导出为 HTML\u002FPNG 格式。非常适合代码审查和文档分析，提供并排显示的可视化效果。\n\n\u003Cbr \u002F>\n\n## 🆔 \u003Ca name=\"identity\">\u003C\u002Fa>身份认证\n\n> 用于身份管理和访问控制的工具。支持用户认证和授权。\n\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002F2\u002F29\u002FKeycloak_Logo.png\" height=\"14\"\u002F> [Keycloak](https:\u002F\u002Fgithub.com\u002FChristophEnglisch\u002Fkeycloak-model-context-protocol) - 基于自然语言查询的 Keycloak 用户、组和领域管理的 MCP 服务器实现。\n\n\u003Cbr \u002F>\n\n## 🔗 \u003Ca name=\"aggregators\">\u003C\u002Fa>聚合器\n\n> 通过单个 MCP 服务器访问多个应用和工具的工具。\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1f7e1a985d9b.png\" alt=\"MCPJungle Logo\" \u002F> [MCPJungle](https:\u002F\u002Fgithub.com\u002Fmcpjungle\u002FMCPJungle) - 自托管的企业级 AI 代理 MCP 注册与代理服务。\n  \n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_b17441a8c088.png\" alt=\"Composio Logo\"> **[Rube](https:\u002F\u002Frube.composio.dev)** - Rube 是一个模型上下文协议 (MCP) 服务器，可将您的 AI 工具连接到包括 Gmail、Slack、GitHub 和 Notion 在内的 500 多款应用。只需将其安装在您的 AI 客户端中，一次性完成应用认证，即可让 AI 执行实际操作，例如“发送邮件”或“创建任务”。\n  \n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_df55eb2cf91f.png\" alt=\"Pipedream Logo\" \u002F> [Pipedream](https:\u002F\u002Fgithub.com\u002FPipedreamHQ\u002Fpipedream\u002Ftree\u002Fmaster\u002Fmodelcontextprotocol) - 连接 2,500 个 API 和 8,000 多种预构建工具，并在您自己的应用中为用户管理服务器。\n  \n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_57dd51d82f74.png\" alt=\"Zapier Logo\" \u002F> [Zapier](https:\u002F\u002Fzapier.com\u002Fmcp) - 让您的 AI 代理即时连接到 8,000 款应用。\n\n\u003Cbr \u002F>\n\n## 💬 \u003Ca name=\"language\">\u003C\u002Fa>语言与翻译\n\n> 提供多语言之间的文本、文档和内容的实时翻译功能。\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_5f4651f373a4.png\" height=\"14\"\u002F> [Lara](https:\u002F\u002Fgithub.com\u002Ftranslated\u002Flara-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Lara Translate API 的 MCP 服务器，支持语言检测和语境感知翻译，提供强大的翻译能力。\n\n\u003Cbr \u002F>\n\n## 🔒 \u003Ca name=\"security\">\u003C\u002Fa>安全\n\n> 用于安全需求的工具。支持代码安全防护及漏洞检测。\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_ec5ac298ed5c.png\" height=\"14\"\u002F> [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fmcp) - 使用 [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fsemgrep) 扫描代码以查找安全漏洞的 MCP 服务器。\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F8c\u002FMicrosoft_Entra_ID_color_icon.svg\u002F120px-Microsoft_Entra_ID_color_icon.svg.png\" height=\"14\"\u002F> [Microsoft Entra ID](https:\u002F\u002Fgithub.com\u002Fhieuttmmo\u002Fentraid-mcp-server) - 通过 Microsoft Graph API 与 EntraID 交互的 MCP 服务器。该服务器设计注重扩展性、可维护性和安全性，支持对用户、登录日志、MFA 状态、特权用户等进行高级查询。\n- \u003Cimg src=\"https:\u002F\u002Fwww.netwrix.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Netwrix](https:\u002F\u002Fgithub.com\u002Fnetwrix\u002Fmcp-server-naa)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 基于 FastMCP 的服务器，用于 [Netwrix Access Analyzer](https:\u002F\u002Fwww.netwrix.com\u002Faccess-analyzer.html) 数据分析，旨在提升数据分析能力。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_25e70c8c562c.png\" height=\"14\"\u002F> [OSV](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Fosv-mcp) - 访问 OSV（开源漏洞）数据库以获取漏洞信息。可根据软件包版本或提交记录查询漏洞，批量查询多个软件包，并按漏洞 ID 获取详细信息。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c3d51f8df90c.png\" height=\"14\"> [Vulert](vulert.com) - 通过检测开源依赖中的漏洞来保护软件安全，无需访问您的代码。支持 Js、PHP、Java、Python 等多种语言。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CDSP](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fciphertrust-manager-mcp-server) - 用于 Thales CipherTrust Manager 集成的 MCP 服务器，可通过 AI 助手实现密钥安全管理、加密操作及合规性监控。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CAKM](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-cakm-mcp-server) - 用于 Thales CDSP CAKM 集成的 MCP 服务器，可通过 AI 助手为 Ms SQL 和 Oracle 数据库提供安全的密钥管理、加密操作及合规性监控。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CRDP](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-crdp-mcp-server) - 用于 Thales CipherTrust Manager RestFul 数据保护服务的 MCP 服务器。\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CSM](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-csm-mcp-server) - 用于 Thales CipherTrust Secrets Management 的 MCP 服务器。\n\n\u003Cbr \u002F>\n\n## 🔌 \u003Ca name=\"iot\">\u003C\u002Fa>物联网\n\n> 与物联网连接集成的工具。\n\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_6830a47723bd.png\" height=\"14\"\u002F> [Coreflux MQTT](https:\u002F\u002Fgithub.com\u002FCorefluxCommunity\u002FCorefluxMCPServer) - Coreflux MQTT 代理的 MCP 服务器，使 AI 代理能够将代理转变为自动化中枢，并通过 MQTT 协议与 IoT 设备和消息系统进行交互。\n\n\u003Cbr \u002F>\n\n## 🧑‍🎨 \u003Ca name=\"art-literature\">\u003C\u002Fa>艺术与文学\n\n> 艺术与文学相关服务。\n\n- \u003Cimg src=\"https:\u002F\u002Fopenlibrary.org\u002Fstatic\u002Fimages\u002Fopenlibrary-logo-tighter.svg\" height=\"14\"\u002F> [MCP 开放图书馆](https:\u002F\u002Fgithub.com\u002F8enSmith\u002Fmcp-open-library) - 一个基于模型上下文协议（MCP）的服务器，用于互联网档案馆的开放图书馆 API，使 AI 助手能够搜索书籍和作者信息。\n\n\u003Cbr \u002F>\n\n## 🛒 \u003Ca name=\"e-commerce\">\u003C\u002Fa>电子商务\n\n> 电子商务平台。\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.mercadolibre.com.ar\u002Ffavicon.ico\" height=\"14\" alt=\"MercadoLibre Logo\" \u002F> [Mercado Libre](https:\u002F\u002Fmcp.mercadolibre.com\u002F) - Mercado Libre 的官方 MCP 服务器，提供与我们的电商平台交互的工具，简化任务和产品集成。\n- \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_c30c7d42707a.png\" height=\"14\" alt=\"ShopSavvy Logo\" \u002F> **[ShopSavvy](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server)**\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 面向 AI 助手的完整产品和定价数据解决方案。可通过条形码\u002FASIN\u002FURL 搜索产品，访问详细的产品元数据，获取来自数千家零售商的全面定价数据，查看和跟踪价格历史等。以 `@shopsavvy\u002Fmcp-server` 的形式发布。\n\n\u003Cbr \u002F>\n\n## 📦 \u003Ca name=\"data-platforms\">\u003C\u002Fa>数据平台\n\n> 用于编排、转换和管理数据管道的平台。使 AI 代理能够与复杂的 ETL\u002FELT 工作流交互，统一不同的数据源，并在云和混合环境中推动自动化数据操作。\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_1ee504a79416.png\" alt=\"Keboola Logo\" \u002F> **[Keboola](https:\u002F\u002Fgithub.com\u002Fkeboola\u002Fkeboola-mcp-server)**\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - 在一个直观的平台上构建强大的数据工作流、集成和分析。\n\n\u003Cbr \u002F>\n\n## 🤖 \u003Ca name=\"robotics\">\u003C\u002Fa>机器人与物理 AI\n\n> 机器人、无人机和物理 AI。\n\n- \u003Cimg height=\"14\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_readme_2cbe98b4e12e.png\" alt=\"Extelligence Logo\"> [Bagel](https:\u002F\u002Fgithub.com\u002FExtelligence-ai\u002Fbagel) - 物理数据版的 ChatGPT。用自然语言调试你的机器人和无人机。简单快捷。\n\n\u003Cbr \u002F>\n\n# 工具与实用程序\n\n> 帮助管理、配置和使用 MCP 服务器的工具。这些实用程序简化了安装过程并提升了用户体验。\n\n### 服务器管理工具\n\n- [mcp-get](https:\u002F\u002Fgithub.com\u002Fmichaellatman\u002Fmcp-get) - 用于安装和管理 MCP 服务器的命令行工具。简化了 Claude Desktop 的服务器安装和配置。\n  - 支持基于 NPM 的服务器\n  - 自动配置生成\n  - 简单的服务器管理\n- [mxcp](http:\u002F\u002Fgithub.com\u002Fraw-labs\u002Fmxcp) - 开源框架，用于在 dbt + DuckDB 的基础上，从 SQL 或 Python 构建安全、可测试的企业级 MCP 工具。\n- [Remote MCP](https:\u002F\u002Fgithub.com\u002Fssut\u002FRemote-MCP) - 解决远程 MCP 通信问题的方案，实现集中式管理模型上下文的轻松集成。\n- [yamcp](https:\u002F\u002Fgithub.com\u002Fhamidra\u002Fyamcp) - 一个模型上下文工作区管理器。将你的 MCP 服务器组织到本地工作区中（编码、设计、研究等），并通过统一的命令行界面扫描、监控并将每个工作区与 AI 应用集成。\n- [ToolHive](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Ftoolhive) - 一款轻量级实用程序，旨在简化 MCP 服务器的部署和管理，通过容器化确保易用性、一致性和安全性。\n\n\u003Cbr \u002F>\n\n如果你想贡献代码，请阅读 [贡献指南](CONTRIBUTING.md)。\n\n---\n\n### 许可证\n\n[![CC0](https:\u002F\u002Fmirrors.creativecommons.org\u002Fpresskit\u002Fbuttons\u002F88x31\u002Fsvg\u002Fcc-zero.svg)](https:\u002F\u002Fcreativecommons.org\u002Fpublicdomain\u002Fzero\u002F1.0\u002F)\n\n在法律允许的最大范围内，[Stephen Akinyemi](https:\u002F\u002Fgithub.com\u002Fappcypher) 已放弃本作品的所有版权及相关或邻接权利。","# Awesome MCP Servers 快速上手指南\n\n本指南帮助开发者快速了解并部署 Model Context Protocol (MCP) 服务器，使 AI 模型能够安全地访问本地文件、数据库、API 等资源。\n\n## 环境准备\n\n在开始之前，请确保满足以下系统要求和前置依赖：\n\n*   **操作系统**: macOS, Linux, 或 Windows (部分工具对 Windows 有特定要求，如 Everything Search)。\n*   **Node.js**: 大多数官方 MCP 服务器基于 Node.js 构建，建议安装 LTS 版本 (v18+)。\n    *   检查版本：`node -v`\n*   **包管理器**: 推荐使用 `npm` 或 `pnpm`。\n    *   国内加速：建议使用淘宝镜像源配置 npm。\n    ```bash\n    npm config set registry https:\u002F\u002Fregistry.npmmirror.com\n    ```\n*   **MCP 客户端**: 你需要一个支持 MCP 协议的 AI 客户端来连接服务器。常见的支持客户端包括：\n    *   Claude Desktop\n    *   Cursor IDE\n    *   Zed Editor\n    *   Visual Studio Code (配合 Copilot Chat)\n    *   Continue.dev\n\n> **⚠️ 安全警告**\n> MCP 服务器拥有执行代码和访问系统资源的权限。\n> *   请仅运行来自可信来源的服务器代码。\n> *   建议在虚拟机或隔离环境中运行实验性服务器。\n> *   严格限制服务器对文件系统和网络的访问权限（最小权限原则）。\n\n## 安装步骤\n\nMCP 服务器通常不需要全局安装，而是通过配置文件在客户端中按需启动。以下以 **文件系统 (FileSystem)** 服务器为例，展示如何将其集成到 **Claude Desktop** 或 **Cursor** 中。\n\n### 1. 获取服务器实现\n你可以直接使用 `npx` 运行（无需手动下载），或者克隆仓库自行构建。推荐生产环境使用 `npm install` 本地部署以获得更稳定的性能。\n\n```bash\n# 示例：创建项目目录并初始化（可选，用于本地部署）\nmkdir mcp-servers\ncd mcp-servers\nnpm init -y\nnpm install @modelcontextprotocol\u002Fserver-filesystem\n```\n\n### 2. 配置客户端\n找到你的 AI 客户端的 MCP 配置文件，添加服务器定义。\n\n#### 方案 A: Claude Desktop (macOS\u002FLinux)\n编辑配置文件 `~\u002FLibrary\u002FApplication Support\u002FClaude\u002Fclaude_desktop_config.json` (macOS) 或 `%APPDATA%\\Claude\\claude_desktop_config.json` (Windows)。\n\n```json\n{\n  \"mcpServers\": {\n    \"filesystem\": {\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@modelcontextprotocol\u002Fserver-filesystem\",\n        \"\u002FUsers\u002Fyourname\u002Fprojects\", \n        \"\u002FUsers\u002Fyourname\u002Fdocuments\"\n      ],\n      \"env\": {}\n    }\n  }\n}\n```\n*注意：将路径替换为你允许 AI 访问的实际目录。*\n\n#### 方案 B: Cursor IDE\n打开 Cursor 设置 (`Cmd+,` 或 `Ctrl+,`) -> `Features` -> `MCP Servers`，点击 `Add New MCP Server`。\n*   **Name**: `filesystem`\n*   **Type**: `Command`\n*   **Command**: `npx`\n*   **Args**: `-y @modelcontextprotocol\u002Fserver-filesystem \u002Fpath\u002Fto\u002Fallowed\u002Fdir`\n\n#### 方案 C: VS Code (Copilot Chat)\n在 `.vscode\u002Fmcp.json` 文件中配置：\n```json\n{\n  \"servers\": {\n    \"filesystem\": {\n      \"type\": \"stdio\",\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"@modelcontextprotocol\u002Fserver-filesystem\", \"${workspaceFolder}\"]\n    }\n  }\n}\n```\n\n## 基本使用\n\n配置完成后，重启你的 AI 客户端。现在你可以直接在对话中调用文件系统功能。\n\n**使用示例：**\n\n1.  **读取文件内容**\n    > 用户：请读取当前目录下 `README.md` 的内容并总结主要功能。\n    >\n    > AI (自动调用 MCP): *正在读取文件...* 该项目的核心功能是...\n\n2.  **搜索文件**\n    > 用户：在我的 `\u002Fprojects` 文件夹中查找所有包含 \"database\" 关键字的 Python 文件。\n    >\n    > AI (自动调用 MCP): *正在搜索文件...* 找到了以下文件：`db_config.py`, `test_database.py`...\n\n3.  **写入\u002F创建文件**\n    > 用户：创建一个名为 `todo.txt` 的新文件，内容包含“完成 MCP 配置”和“测试文件读写”。\n    >\n    > AI (自动调用 MCP): *已创建文件...* 文件 `todo.txt` 已成功保存。\n\n**可用服务器类别参考：**\n除了文件系统，你还可以根据需求配置其他类型的服务器：\n*   **版本控制**: GitHub, GitLab (管理 PR 和 Issues)\n*   **数据库**: PostgreSQL, SQLite (直接查询数据)\n*   **沙盒环境**: E2B, Microsandbox (安全执行代码)\n*   **云存储**: S3, Google Cloud Storage\n*   **开发工具**: Docker, Kubernetes 管理\n\n只需在配置文件中添加对应的服务器命令和参数即可扩展 AI 的能力边界。","某全栈开发者需要在 Claude Desktop 中快速构建一个能实时读取本地数据库并调用外部天气 API 的智能数据分析助手。\n\n### 没有 awesome-mcp-servers 时\n- **寻找资源困难**：开发者需在 GitHub 大海捞针，难以辨别哪些 MCP Server 是生产就绪的，哪些仅是实验性代码。\n- **集成风险高**：盲目使用未经验证的服务器可能导致任意代码执行，面临文件泄露或系统被恶意操控的安全隐患。\n- **配置耗时费力**：缺乏标准化的文档和最佳实践指引，手动配置沙箱环境和权限限制极易出错，调试过程漫长。\n- **功能扩展受限**：因担心安全性而不敢连接本地文件或数据库，导致 AI 只能处理静态文本，无法获取实时上下文。\n\n### 使用 awesome-mcp-servers 后\n- **一键获取精选资源**：直接查阅列表中带有\"⭐\"标记的官方实现，迅速找到支持 PostgreSQL 和 Weather API 的成熟服务器。\n- **安全合规落地**：参照列表提供的安全警告与最佳实践，在隔离环境中部署服务，有效规避提示词注入和数据暴露风险。\n- **标准化快速接入**：利用列表中对应的客户端（如 Claude Desktop）文档，几分钟内即可完成配置文件编写并启动服务。\n- **能力边界大幅拓展**：安全地赋予 AI 读取本地 CSV 文件和查询数据库的权限，使其能基于实时数据生成动态分析报告。\n\nawesome-mcp-servers 通过提供经过筛选且安全可控的协议服务器清单，将开发者从繁琐的搜寻与高风险的试错中解放出来，让 AI 安全无缝地连接现实世界。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fappcypher_awesome-mcp-servers_74f85763.png","appcypher","Stephen Akinyemi","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fappcypher_7af74cfa.png","Waking up...",null,"Lagos, Nigeria","theappcypher","https:\u002F\u002Fgithub.com\u002Fappcypher",5411,1256,"2026-04-18T11:49:30","Linux, macOS, Windows","未说明",{"notes":88,"python":86,"dependencies":89},"awesome-mcp-servers 是一个 MCP 服务器列表，而非单一软件工具。具体的运行环境需求（如操作系统、GPU、内存、Python 版本及依赖库）取决于用户选择安装和运行的特定 MCP 服务器实现（例如文件系统、Docker、GitHub 集成等）。部分服务器可能需要 Docker 容器环境或特定的 API 密钥。由于涉及系统文件访问和网络操作，强烈建议在沙箱、虚拟机或隔离环境中运行，并遵循最小权限原则以确保安全。",[],[15,13,14],[92,93,94,95,96,97,98,99,100],"anthropic-claude","context","mcp","model-context-protocol","tool-use","tools","awesome","servers","ai","2026-03-27T02:49:30.150509","2026-04-19T09:16:28.503529",[],[]]