[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-MobinX--awesome-mcp-list":3,"tool-MobinX--awesome-mcp-list":61},[4,18,26,36,44,53],{"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",143909,2,"2026-04-07T11:33:18",[14,13,35],"语言模型",{"id":37,"name":38,"github_repo":39,"description_zh":40,"stars":41,"difficulty_score":32,"last_commit_at":42,"category_tags":43,"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。",107888,"2026-04-06T11:32:50",[14,15,13],{"id":45,"name":46,"github_repo":47,"description_zh":48,"stars":49,"difficulty_score":32,"last_commit_at":50,"category_tags":51,"status":17},4721,"markitdown","microsoft\u002Fmarkitdown","MarkItDown 是一款由微软 AutoGen 团队打造的轻量级 Python 工具，专为将各类文件高效转换为 Markdown 格式而设计。它支持 PDF、Word、Excel、PPT、图片（含 OCR）、音频（含语音转录）、HTML 乃至 YouTube 链接等多种格式的解析，能够精准提取文档中的标题、列表、表格和链接等关键结构信息。\n\n在人工智能应用日益普及的今天，大语言模型（LLM）虽擅长处理文本，却难以直接读取复杂的二进制办公文档。MarkItDown 恰好解决了这一痛点，它将非结构化或半结构化的文件转化为模型“原生理解”且 Token 效率极高的 Markdown 格式，成为连接本地文件与 AI 分析 pipeline 的理想桥梁。此外，它还提供了 MCP（模型上下文协议）服务器，可无缝集成到 Claude Desktop 等 LLM 应用中。\n\n这款工具特别适合开发者、数据科学家及 AI 研究人员使用，尤其是那些需要构建文档检索增强生成（RAG）系统、进行批量文本分析或希望让 AI 助手直接“阅读”本地文件的用户。虽然生成的内容也具备一定可读性，但其核心优势在于为机器",93400,"2026-04-06T19:52:38",[52,14],"插件",{"id":54,"name":55,"github_repo":56,"description_zh":57,"stars":58,"difficulty_score":10,"last_commit_at":59,"category_tags":60,"status":17},4487,"LLMs-from-scratch","rasbt\u002FLLMs-from-scratch","LLMs-from-scratch 是一个基于 PyTorch 的开源教育项目，旨在引导用户从零开始一步步构建一个类似 ChatGPT 的大型语言模型（LLM）。它不仅是同名技术著作的官方代码库，更提供了一套完整的实践方案，涵盖模型开发、预训练及微调的全过程。\n\n该项目主要解决了大模型领域“黑盒化”的学习痛点。许多开发者虽能调用现成模型，却难以深入理解其内部架构与训练机制。通过亲手编写每一行核心代码，用户能够透彻掌握 Transformer 架构、注意力机制等关键原理，从而真正理解大模型是如何“思考”的。此外，项目还包含了加载大型预训练权重进行微调的代码，帮助用户将理论知识延伸至实际应用。\n\nLLMs-from-scratch 特别适合希望深入底层原理的 AI 开发者、研究人员以及计算机专业的学生。对于不满足于仅使用 API，而是渴望探究模型构建细节的技术人员而言，这是极佳的学习资源。其独特的技术亮点在于“循序渐进”的教学设计：将复杂的系统工程拆解为清晰的步骤，配合详细的图表与示例，让构建一个虽小但功能完备的大模型变得触手可及。无论你是想夯实理论基础，还是为未来研发更大规模的模型做准备",90106,"2026-04-06T11:19:32",[35,15,13,14],{"id":62,"github_repo":63,"name":64,"description_en":65,"description_zh":66,"ai_summary_zh":66,"readme_en":67,"readme_zh":68,"quickstart_zh":69,"use_case_zh":70,"hero_image_url":71,"owner_login":72,"owner_name":73,"owner_avatar_url":74,"owner_bio":75,"owner_company":76,"owner_location":75,"owner_email":75,"owner_twitter":75,"owner_website":75,"owner_url":77,"languages":75,"stars":78,"forks":79,"last_commit_at":80,"license":75,"difficulty_score":10,"env_os":81,"env_gpu":82,"env_ram":83,"env_deps":84,"category_tags":88,"github_topics":75,"view_count":32,"oss_zip_url":75,"oss_zip_packed_at":75,"status":17,"created_at":89,"updated_at":90,"faqs":91,"releases":92},5125,"MobinX\u002Fawesome-mcp-list","awesome-mcp-list","A concise list for mcp servers","awesome-mcp-list 是一个持续更新的开源项目，旨在为开发者提供一份精选且简洁的 MCP（Model Context Protocol）服务器列表。随着 AI 代理能力的增强，如何让大模型有效连接外部工具成为关键挑战，而该项目通过分类整理各类 MCP 服务，解决了用户寻找可靠集成方案难、信息分散的问题。\n\n列表中涵盖了从浏览器自动化控制（如基于 Playwright 和 Puppeteer 的方案）、无需 API 密钥的网页搜索，到 YouTube 字幕提取、视频编辑分析以及语音处理等丰富场景。其独特亮点在于不仅收录了官方维护的核心服务，还聚合了社区中针对特定需求优化的高质量实现，例如支持 Docker 部署的浏览器服务或专为语言学习设计的语音评估工具。\n\n这份清单特别适合 AI 应用开发者、系统集成工程师以及希望扩展大模型能力边界的研究人员使用。对于想要快速构建具备联网搜索、自动操作浏览器或多媒体处理能力的智能代理的创作者而言，awesome-mcp-list 提供了即插即用的灵感来源与技术基石，帮助用户跳过繁琐的筛选过程，直接聚焦于核心业务逻辑的开发。","# Awesome MCP Servers - Concise List\n\nNote that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking!\n\n### 📂 Browser Control\n\n-   **[@recursechat\u002Fmcp-server-apple-shortcuts](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frecursechat\u002Fmcp-server-apple-shortcuts?style=social)](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts): Integrates with macOS Shortcuts for automation via MCP.\n-   **[@kimtth\u002Fmcp-aoai-web-browsing](https:\u002F\u002Fgithub.com\u002Fkimtth\u002Fmcp-aoai-web-browsing)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkimtth\u002Fmcp-aoai-web-browsing?style=social)](https:\u002F\u002Fgithub.com\u002Fkimtth\u002Fmcp-aoai-web-browsing): Implements minimal web browsing using Azure OpenAI and Playwright.\n-   **[@pskill9\u002Fweb-search](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fweb-search)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpskill9\u002Fweb-search?style=social)](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fweb-search): Provides web search capabilities using Google results without requiring API keys.\n-   **[@co-browser\u002Fbrowser-use-mcp-server](https:\u002F\u002Fgithub.com\u002Fco-browser\u002Fbrowser-use-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fco-browser\u002Fbrowser-use-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fco-browser\u002Fbrowser-use-mcp-server): Packages `browser-use` as an MCP server, with Docker support for Chromium and VNC.\n-   **[@blackwhite084\u002Fplaywright-plus-python-mcp](https:\u002F\u002Fgithub.com\u002Fblackwhite084\u002Fplaywright-plus-python-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fblackwhite084\u002Fplaywright-plus-python-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fblackwhite084\u002Fplaywright-plus-python-mcp): Leverages Playwright via Python, optimized for large language models.\n-   **[@executeautomation\u002Fplaywright-mcp-server](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fexecuteautomation\u002Fmcp-playwright?style=social)](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright): Utilizes Playwright for web automation and data extraction within an MCP framework.\n-   **[@automatalabs\u002Fmcp-server-playwright](https:\u002F\u002Fgithub.com\u002FAutomata-Labs-team\u002FMCP-Server-Playwright)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FAutomata-Labs-team\u002FMCP-Server-Playwright?style=social)](https:\u002F\u002Fgithub.com\u002FAutomata-Labs-team\u002FMCP-Server-Playwright): Controls web browsers via Playwright through MCP commands.\n-   **[modelcontextprotocol\u002Fserver-puppeteer](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpuppeteer)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Automates web interactions and scraping using Puppeteer (part of the official servers collection).\n-   **[@kimtaeyoon83\u002Fmcp-server-youtube-transcript](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript?style=social)](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript): Extracts subtitles and transcripts from YouTube videos for AI processing.\n\n### 🎨 Art & Culture\n\n-   **[burningion\u002Fvideo-editing-mcp](https:\u002F\u002Fgithub.com\u002Fburningion\u002Fvideo-editing-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fburningion\u002Fvideo-editing-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fburningion\u002Fvideo-editing-mcp): Enables AI-driven video editing, analysis, and search within a video collection.\n-   **[fasuizu-br\u002Fspeech-ai-examples](https:\u002F\u002Fgithub.com\u002Ffasuizu-br\u002Fspeech-ai-examples)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffasuizu-br\u002Fspeech-ai-examples?style=social)](https:\u002F\u002Fgithub.com\u002Ffasuizu-br\u002Fspeech-ai-examples): Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, \u003C300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications.\n-   **[r-huijts\u002Frijksmuseum-mcp](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Frijksmuseum-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fr-huijts\u002Frijksmuseum-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Frijksmuseum-mcp): Connects to the Rijksmuseum API for accessing art collections and details.\n-   **[yuna0x0\u002Fanilist-mcp](https:\u002F\u002Fgithub.com\u002Fyuna0x0\u002Fanilist-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fyuna0x0\u002Fanilist-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fyuna0x0\u002Fanilist-mcp): Provides information on anime and manga through integration with the AniList API.\n-   **[austenstone\u002Fmyinstants-mcp](https:\u002F\u002Fgithub.com\u002Faustenstone\u002Fmyinstants-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Faustenstone\u002Fmyinstants-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Faustenstone\u002Fmyinstants-mcp): A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. `npx myinstants-mcp`\n\n### ☁️ Cloud Platforms\n\n-   **[cloudflare\u002Fmcp-server-cloudflare](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcloudflare\u002Fmcp-server-cloudflare?style=social)](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare): Integrates with various Cloudflare services like Workers and KV.\n-   **[isgudtek\u002Fmycrab-mcp](https:\u002F\u002Fgithub.com\u002Fisgudtek\u002Fmycrab-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fisgudtek\u002Fmycrab-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fisgudtek\u002Fmycrab-mcp): Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with `uvx mycrab-mcp`.\n-   **[alexei-led\u002Faws-mcp-server](https:\u002F\u002Fgithub.com\u002Falexei-led\u002Faws-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Falexei-led\u002Faws-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Falexei-led\u002Faws-mcp-server): Enables secure execution of AWS CLI commands and prompt templates within Docker.\n-   **[strowk\u002Fmcp-k8s-go](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fstrowk\u002Fmcp-k8s-go?style=social)](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go): Manages Kubernetes clusters through MCP interactions (Go implementation).\n-   **[@flux159\u002Fmcp-server-kubernetes](https:\u002F\u002Fgithub.com\u002FFlux159\u002Fmcp-server-kubernetes)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FFlux159\u002Fmcp-server-kubernetes?style=social)](https:\u002F\u002Fgithub.com\u002FFlux159\u002Fmcp-server-kubernetes): Controls Kubernetes pods, deployments, and services (TypeScript implementation).\n-   **[manusa\u002Fkubernetes-mcp-server](https:\u002F\u002Fgithub.com\u002Fmanusa\u002Fkubernetes-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmanusa\u002Fkubernetes-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmanusa\u002Fkubernetes-mcp-server): Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation).\n-   **[wenhuwang\u002Fmcp-k8s-eye](https:\u002F\u002Fgithub.com\u002Fwenhuwang\u002Fmcp-k8s-eye)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fwenhuwang\u002Fmcp-k8s-eye?style=social)](https:\u002F\u002Fgithub.com\u002Fwenhuwang\u002Fmcp-k8s-eye): Provides Kubernetes management features and application health analysis.\n-   **[johnneerdael\u002Fnetskope-mcp](https:\u002F\u002Fgithub.com\u002Fjohnneerdael\u002Fnetskope-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjohnneerdael\u002Fnetskope-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fjohnneerdael\u002Fnetskope-mcp): Accesses Netskope Private Access components and provides setup details.\n-   **[nwiizo\u002Ftfmcp](https:\u002F\u002Fgithub.com\u002Fnwiizo\u002Ftfmcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fnwiizo\u002Ftfmcp?style=social)](https:\u002F\u002Fgithub.com\u002Fnwiizo\u002Ftfmcp): Allows AI assistants to control Terraform environments for infrastructure management.\n\n### 🖥️ Command Line\n\n-   **[ferrislucas\u002Fiterm-mcp](https:\u002F\u002Fgithub.com\u002Fferrislucas\u002Fiterm-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fferrislucas\u002Fiterm-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fferrislucas\u002Fiterm-mcp): Provides iTerm2 terminal access for command execution and output analysis.\n-   **[g0t4\u002Fmcp-server-commands](https:\u002F\u002Fgithub.com\u002Fg0t4\u002Fmcp-server-commands)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fg0t4\u002Fmcp-server-commands?style=social)](https:\u002F\u002Fgithub.com\u002Fg0t4\u002Fmcp-server-commands): Executes arbitrary commands and scripts via MCP.\n-   **[MladenSU\u002Fcli-mcp-server](https:\u002F\u002Fgithub.com\u002FMladenSU\u002Fcli-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FMladenSU\u002Fcli-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FMladenSU\u002Fcli-mcp-server): Offers a command-line interface with configurable security policies.\n-   **[tumf\u002Fmcp-shell-server](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-shell-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftumf\u002Fmcp-shell-server?style=social)](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-shell-server): Securely executes shell commands through the Model Context Protocol.\n-   **[amol21p\u002Fmcp-interactive-terminal](https:\u002F\u002Fgithub.com\u002Famol21p\u002Fmcp-interactive-terminal)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Famol21p\u002Fmcp-interactive-terminal?style=social)](https:\u002F\u002Fgithub.com\u002Famol21p\u002Fmcp-interactive-terminal): Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security.\n\n### 💬 Communication\n\n-   **[jean-technologies\u002Fsmartlead-mcp-server-local](https:\u002F\u002Fgithub.com\u002Fjean-technologies\u002Fsmartlead-mcp-server-local)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjean-technologies\u002Fgtasks-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fjean-technologies\u002Fsmartlead-mcp-server-local): MCP server for Smartlead. Also works with n8n and workflow automation platforms.\n-   **[zcaceres\u002Fgtasks-mcp](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fgtasks-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fzcaceres\u002Fgtasks-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fgtasks-mcp): Manages Google Tasks lists and items via MCP.\n-   **[hannesrudolph\u002Fimessage-query-fastmcp-mcp-server](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fimessage-query-fastmcp-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhannesrudolph\u002Fimessage-query-fastmcp-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fimessage-query-fastmcp-mcp-server): Safely queries and analyzes iMessage conversations, including attachments.\n-   **[modelcontextprotocol\u002Fserver-slack](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fslack)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Manages Slack channels and messages (part of the official servers collection).\n-   **[keturiosakys\u002Fbluesky-context-server](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fketuriosakys\u002Fbluesky-context-server?style=social)](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server): Connects and allows interaction with Bluesky social network instances.\n-   **[kiruna-labs\u002Fuserdispatch-mcp](https:\u002F\u002Fgithub.com\u002Fkiruna-labs\u002Fuserdispatch-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkiruna-labs\u002Fuserdispatch-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkiruna-labs\u002Fuserdispatch-mcp): Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests.\n-   **[MarkusPfundstein\u002Fmcp-gsuite](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-gsuite)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FMarkusPfundstein\u002Fmcp-gsuite?style=social)](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-gsuite): Interacts with Gmail and Google Calendar.\n-   **[adhikasp\u002Fmcp-twikit](https:\u002F\u002Fgithub.com\u002Fadhikasp\u002Fmcp-twikit)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fadhikasp\u002Fmcp-twikit?style=social)](https:\u002F\u002Fgithub.com\u002Fadhikasp\u002Fmcp-twikit): Accesses Twitter search and timeline data.\n-   **[gotoolkits\u002Fmcp-wecombot-server](https:\u002F\u002Fgithub.com\u002Fgotoolkits\u002Fmcp-wecombot-server.git)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgotoolkits\u002Fmcp-wecombot-server?style=social)](https:\u002F\u002Fgithub.com\u002Fgotoolkits\u002Fmcp-wecombot-server): Sends messages to WeCom group robots. (*Note: Link ends with .git*)\n-   **[AbdelStark\u002Fnostr-mcp](https:\u002F\u002Fgithub.com\u002FAbdelStark\u002Fnostr-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FAbdelStark\u002Fnostr-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FAbdelStark\u002Fnostr-mcp): Enables interaction with the Nostr protocol, including posting notes.\n-   **[elie222\u002Finbox-zero-mcp](https:\u002F\u002Fgithub.com\u002Felie222\u002Finbox-zero\u002Ftree\u002Fmain\u002Fapps\u002Fmcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Felie222\u002Finbox-zero?style=social)](https:\u002F\u002Fgithub.com\u002Felie222\u002Finbox-zero): Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project).\n-   **[carterlasalle\u002Fmac_messages_mcp](https:\u002F\u002Fgithub.com\u002Fcarterlasalle\u002Fmac_messages_mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcarterlasalle\u002Fmac_messages_mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fcarterlasalle\u002Fmac_messages_mcp): Securely accesses, analyzes, sends, and receives iMessages on macOS.\n-   **[sawa-zen\u002Fvrchat-mcp](https:\u002F\u002Fgithub.com\u002Fsawa-zen\u002Fvrchat-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsawa-zen\u002Fvrchat-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fsawa-zen\u002Fvrchat-mcp): Interacts with the VRChat API to retrieve user, world, and avatar information.\n-   **[arpitbatra123\u002Fmcp-googletasks](https:\u002F\u002Fgithub.com\u002Farpitbatra123\u002Fmcp-googletasks)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Farpitbatra123\u002Fmcp-googletasks?style=social)](https:\u002F\u002Fgithub.com\u002Farpitbatra123\u002Fmcp-googletasks): Interfaces with the Google Tasks API for task management.\n-   **[Eclipse-XV\u002Ftwitch-mcp](https:\u002F\u002Fgithub.com\u002FEclipse-XV\u002Ftwitch-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FEclipse-XV\u002Ftwitch-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FEclipse-XV\u002Ftwitch-mcp): Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality.\n-   **[@taskade\u002Fmcp](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftaskade\u002Fmcp?style=social)](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp): Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen.\n\n### 👤 Customer Data Platforms\n\n-   **[sergehuber\u002Finoyu-mcp-unomi-server](https:\u002F\u002Fgithub.com\u002Fsergehuber\u002Finoyu-mcp-unomi-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsergehuber\u002Finoyu-mcp-unomi-server?style=social)](https:\u002F\u002Fgithub.com\u002Fsergehuber\u002Finoyu-mcp-unomi-server): Accesses and updates user profiles on an Apache Unomi CDP server.\n-   **[OpenDataMCP\u002FOpenDataMCP](https:\u002F\u002Fgithub.com\u002FOpenDataMCP\u002FOpenDataMCP)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FOpenDataMCP\u002FOpenDataMCP?style=social)](https:\u002F\u002Fgithub.com\u002FOpenDataMCP\u002FOpenDataMCP): Connects various Open Data sources to LLMs via MCP.\n-   **[@iaptic\u002Fmcp-server-iaptic](https:\u002F\u002Fgithub.com\u002Fiaptic\u002Fmcp-server-iaptic)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fiaptic\u002Fmcp-server-iaptic?style=social)](https:\u002F\u002Fgithub.com\u002Fiaptic\u002Fmcp-server-iaptic): Connects to iaptic to retrieve customer purchase and app revenue data.\n\n### 🗄️ Databases\n\n-   **[aliyun\u002Falibabacloud-tablestore-mcp-server](https:\u002F\u002Fgithub.com\u002Faliyun\u002Falibabacloud-tablestore-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Faliyun\u002Falibabacloud-tablestore-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Faliyun\u002Falibabacloud-tablestore-mcp-server): Provides access to Tablestore, including document management and semantic search.\n-   **[cr7258\u002Felasticsearch-mcp-server](https:\u002F\u002Fgithub.com\u002Fcr7258\u002Felasticsearch-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcr7258\u002Felasticsearch-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fcr7258\u002Felasticsearch-mcp-server): Enables interaction with Elasticsearch clusters.\n-   **[domdomegg\u002Fairtable-mcp-server](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdomdomegg\u002Fairtable-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server): Provides read\u002Fwrite access to Airtable databases, including schema inspection.\n-   **[rashidazarang\u002Fairtable-mcp](https:\u002F\u002Fgithub.com\u002Frashidazarang\u002Fairtable-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frashidazarang\u002Fairtable-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Frashidazarang\u002Fairtable-mcp): Directly connects AI tools to Airtable for comprehensive data manipulation.\n-   **[LucasHild\u002Fmcp-server-bigquery](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FLucasHild\u002Fmcp-server-bigquery?style=social)](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery): Allows querying and schema inspection of BigQuery databases.\n-   **[c4pt0r\u002Fmcp-server-tidb](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fc4pt0r\u002Fmcp-server-tidb?style=social)](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb): Provides access to TiDB databases, including schema inspection and querying.\n-   **[ergut\u002Fmcp-bigquery-server](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fergut\u002Fmcp-bigquery-server?style=social)](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server): Enables direct access and querying of Google BigQuery.\n-   **[ClickHouse\u002Fmcp-clickhouse](https:\u002F\u002Fgithub.com\u002FClickHouse\u002Fmcp-clickhouse)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FClickHouse\u002Fmcp-clickhouse?style=social)](https:\u002F\u002Fgithub.com\u002FClickHouse\u002Fmcp-clickhouse): Offers schema inspection and querying capabilities for ClickHouse databases.\n-   **[get-convex\u002Fconvex-mcp-server](https:\u002F\u002Fstack.convex.dev\u002Fconvex-mcp-server)**: Introspects Convex tables, functions, and allows one-off queries. (*Note: Links to Convex Stack page*)\n-   **[@gannonh\u002Ffirebase-mcp](https:\u002F\u002Fgithub.com\u002Fgannonh\u002Ffirebase-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgannonh\u002Ffirebase-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fgannonh\u002Ffirebase-mcp): Provides access to Firebase services like Auth, Firestore, and Storage.\n-   **[jovezhong\u002Fmcp-timeplus](https:\u002F\u002Fgithub.com\u002Fjovezhong\u002Fmcp-timeplus)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjovezhong\u002Fmcp-timeplus?style=social)](https:\u002F\u002Fgithub.com\u002Fjovezhong\u002Fmcp-timeplus): Manages Apache Kafka topics and queries streaming data via Timeplus SQL.\n-   **[@fireproof-storage\u002Fmcp-database-server](https:\u002F\u002Fgithub.com\u002Ffireproof-storage\u002Fmcp-database-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffireproof-storage\u002Fmcp-database-server?style=social)](https:\u002F\u002Fgithub.com\u002Ffireproof-storage\u002Fmcp-database-server): Offers a Fireproof ledger database with multi-user synchronization.\n-   **[designcomputer\u002Fmysql_mcp_server](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdesigncomputer\u002Fmysql_mcp_server?style=social)](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server): Provides secure MySQL database operations with configurable access controls.\n-   **[f4ww4z\u002Fmcp-mysql-server](https:\u002F\u002Fgithub.com\u002Ff4ww4z\u002Fmcp-mysql-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ff4ww4z\u002Fmcp-mysql-server?style=social)](https:\u002F\u002Fgithub.com\u002Ff4ww4z\u002Fmcp-mysql-server): Offers secure MySQL database interaction.\n-   **[FreePeak\u002Fdb-mcp-server](https:\u002F\u002Fgithub.com\u002FFreePeak\u002Fdb-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FFreePeak\u002Fdb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FFreePeak\u002Fdb-mcp-server): Provides a high-performance multi-database server (MySQL & PostgreSQL) with tools for query execution, transactions, and schema exploration.\n-   **[modelcontextprotocol\u002Fserver-postgres](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpostgres)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection).\n-   **[modelcontextprotocol\u002Fserver-sqlite](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsqlite)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Provides SQLite database operations with built-in analysis (part of the official servers collection).\n-   **[@joshuarileydev\u002Fsupabase-mcp-server](https:\u002F\u002Fgithub.com\u002Fjoshuarileydev\u002Fsupabase)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjoshuarileydev\u002Fsupabase?style=social)](https:\u002F\u002Fgithub.com\u002Fjoshuarileydev\u002Fsupabase): Manages Supabase projects and organizations.\n-   **[@alexander-zuev\u002Fsupabase-mcp-server](https:\u002F\u002Fgithub.com\u002Falexander-zuev\u002Fsupabase-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Falexander-zuev\u002Fsupabase-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Falexander-zuev\u002Fsupabase-mcp-server): Supports SQL query execution and database exploration within Supabase.\n-   **[ktanaka101\u002Fmcp-server-duckdb](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fktanaka101\u002Fmcp-server-duckdb?style=social)](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb): Integrates with DuckDB, offering schema inspection and query features.\n-   **[Dataring-engineering\u002Fmcp-server-trino](https:\u002F\u002Fgithub.com\u002FDataring-engineering\u002Fmcp-server-trino)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FDataring-engineering\u002Fmcp-server-trino?style=social)](https:\u002F\u002Fgithub.com\u002FDataring-engineering\u002Fmcp-server-trino): Connects to Trino Clusters for querying and data access.\n-   **[furey\u002Fmongodb-lens](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffurey\u002Fmongodb-lens?style=social)](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens): Provides a fully-featured MCP server for MongoDB Databases.\n-   **[QuantGeekDev\u002Fmongo-mcp](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fmongo-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FQuantGeekDev\u002Fmongo-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fmongo-mcp): Enables direct interaction with MongoDB databases.\n-   **[kiliczsh\u002Fmcp-mongo-server](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkiliczsh\u002Fmcp-mongo-server?style=social)](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server): Interacts with MongoDB databases.\n-   **[tinybirdco\u002Fmcp-tinybird](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftinybirdco\u002Fmcp-tinybird?style=social)](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird): Integrates with Tinybird, providing query and API capabilities.\n-   **[KashiwaByte\u002Fvikingdb-mcp-server](https:\u002F\u002Fgithub.com\u002FKashiwaByte\u002Fvikingdb-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FKashiwaByte\u002Fvikingdb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FKashiwaByte\u002Fvikingdb-mcp-server): Integrates with VikingDB for vector store and search functionalities.\n-   **[neo4j-contrib\u002Fmcp-neo4j](https:\u002F\u002Fgithub.com\u002Fneo4j-contrib\u002Fmcp-neo4j)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fneo4j-contrib\u002Fmcp-neo4j?style=social)](https:\u002F\u002Fgithub.com\u002Fneo4j-contrib\u002Fmcp-neo4j): Enables Model Context Protocol interactions with Neo4j databases.\n-   **[niledatabase\u002Fnile-mcp-server](https:\u002F\u002Fgithub.com\u002Fniledatabase\u002Fnile-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fniledatabase\u002Fnile-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fniledatabase\u002Fnile-mcp-server): Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile.\n-   **[isaacwasserman\u002Fmcp-snowflake-server](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fisaacwasserman\u002Fmcp-snowflake-server?style=social)](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server): Integrates with Snowflake with read\u002Fwrite operations and insight tracking.\n-   **[hannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server): Provides safe, read-only access to SQLite databases with query validation.\n-   **[sirmews\u002Fmcp-pinecone](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fmcp-pinecone)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsirmews\u002Fmcp-pinecone?style=social)](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fmcp-pinecone): Integrates with Pinecone, offering vector search capabilities.\n-   **[runekaagaard\u002Fmcp-alchemy](https:\u002F\u002Fgithub.com\u002Frunekaagaard\u002Fmcp-alchemy)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frunekaagaard\u002Fmcp-alchemy?style=social)](https:\u002F\u002Fgithub.com\u002Frunekaagaard\u002Fmcp-alchemy): Provides universal SQLAlchemy-based database integration, supporting multiple database types.\n-   **[quarkiverse\u002Fquarkus-mcp-jdbc](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers\u002Ftree\u002Fmain\u002Fjdbc)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fquarkiverse\u002Fquarkus-mcp-servers?style=social)](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers): Connects to any JDBC-compatible database (part of Quarkus MCP Servers).\n-   **[pab1it0\u002Fadx-mcp-server](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fadx-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpab1it0\u002Fadx-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fadx-mcp-server): Allows querying and analyzing of Azure Data Explorer databases.\n-   **[pab1it0\u002Fprometheus-mcp-server](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fprometheus-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpab1it0\u002Fprometheus-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fprometheus-mcp-server): Provides querying and analysis of Prometheus monitoring system.\n-   **[neondatabase\u002Fmcp-server-neon](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fneondatabase\u002Fmcp-server-neon?style=social)](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon): Enables creating and managing Postgres databases with Neon Serverless Postgres.\n-   **[XGenerationLab\u002Fxiyan_mcp_server](https:\u002F\u002Fgithub.com\u002FXGenerationLab\u002Fxiyan_mcp_server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FXGenerationLab\u002Fxiyan_mcp_server?style=social)](https:\u002F\u002Fgithub.com\u002FXGenerationLab\u002Fxiyan_mcp_server): Supports fetching database data via natural language queries, powered by XiyanSQL.\n-   **[bytebase\u002Fdbhub](https:\u002F\u002Fgithub.com\u002Fbytebase\u002Fdbhub)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbytebase\u002Fdbhub?style=social)](https:\u002F\u002Fgithub.com\u002Fbytebase\u002Fdbhub): Provides a universal database MCP server with support for mainstream databases.\n-   **[GreptimeTeam\u002Fgreptimedb-mcp-server](https:\u002F\u002Fgithub.com\u002FGreptimeTeam\u002Fgreptimedb-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FGreptimeTeam\u002Fgreptimedb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FGreptimeTeam\u002Fgreptimedb-mcp-server): Enables querying of GreptimeDB.\n-   **[idoru\u002Finfluxdb-mcp-server](https:\u002F\u002Fgithub.com\u002Fidoru\u002Finfluxdb-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fidoru\u002Finfluxdb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fidoru\u002Finfluxdb-mcp-server): Executes queries against InfluxDB OSS API v2.\n-   **[xing5\u002Fmcp-google-sheets](https:\u002F\u002Fgithub.com\u002Fxing5\u002Fmcp-google-sheets)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fxing5\u002Fmcp-google-sheets?style=social)](https:\u002F\u002Fgithub.com\u002Fxing5\u002Fmcp-google-sheets): Interacts with Google Sheets, providing create, read, update, and manage functionalities.\n-   **[edwinbernadus\u002Fnocodb-mcp-server](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fedwinbernadus\u002Fnocodb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server): Support create, read, update, and delete on NocoDB Database\n\n### 💻 Developer Tools\n\n-   **[21st-dev\u002FMagic-MCP](https:\u002F\u002Fgithub.com\u002F21st-dev\u002Fmagic-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002F21st-dev\u002Fmagic-mcp?style=social)](https:\u002F\u002Fgithub.com\u002F21st-dev\u002Fmagic-mcp): Generates UI components based on 21st.dev design principles.\n-   **[cocoindex-io\u002Fcocoindex-code](https:\u002F\u002Fgithub.com\u002Fcocoindex-io\u002Fcocoindex-code)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcocoindex-io\u002Fcocoindex-code?style=social)](https:\u002F\u002Fgithub.com\u002Fcocoindex-io\u002Fcocoindex-code): A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed.\n-   **[Comet-ML\u002FOpik-MCP](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcomet-ml\u002Fopik-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp): Enables querying of LLM observability data captured by Opik.\n-   **[OzorOwn\u002Ffrostbyte-mcp](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Ffrostbyte-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FOzorOwn\u002Ffrostbyte-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Ffrostbyte-mcp): MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf.\n-   **[GLips\u002FFigma-Context-MCP](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FGLips\u002FFigma-Context-MCP?style=social)](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP): Gives coding agents direct access to Figma data.\n-   **[QuantGeekDev\u002Fdocker-mcp](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FQuantGeekDev\u002Fdocker-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp): Manages Docker containers via MCP.\n-   **[r-huijts\u002Fxcode-mcp-server](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Fxcode-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fr-huijts\u002Fxcode-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Fxcode-mcp-server): Integrates with Xcode for project management and build automation.\n-   **[snaggle-ai\u002Fopenapi-mcp-server](https:\u002F\u002Fgithub.com\u002Fsnaggle-ai\u002Fopenapi-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsnaggle-ai\u002Fopenapi-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fsnaggle-ai\u002Fopenapi-mcp-server): Connects to HTTP\u002FREST APIs using an OpenAPI specification.\n-   **[JetBrains\u002FmcpProxy](https:\u002F\u002Fgithub.com\u002FJetBrains\u002FmcpProxy)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJetBrains\u002FmcpProxy?style=social)](https:\u002F\u002Fgithub.com\u002FJetBrains\u002FmcpProxy): Connects to JetBrains IDEs for development tasks.\n-   **[tumf\u002Fmcp-text-editor](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-text-editor)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftumf\u002Fmcp-text-editor?style=social)](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-text-editor): Provides a line-oriented text file editor, optimized for LLM interaction.\n-   **[@joshuarileydev\u002Fsimulator-mcp-server](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fsimulator-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJoshuaRileyDev\u002Fsimulator-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fsimulator-mcp-server): Controls iOS Simulators.\n-   **[@joshuarileydev\u002Fapp-store-connect-mcp-server](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fapp-store-connect-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJoshuaRileyDev\u002Fapp-store-connect-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fapp-store-connect-mcp-server): Communicates with the App Store Connect API.\n-   **[@delano\u002Fpostman-mcp-server](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdelano\u002Fpostman-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server): Interacts with the Postman API.\n-   **[@haris-musa\u002Fexcel-mcp-server](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fharis-musa\u002Fexcel-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server): Manipulates Excel workbooks, including data, formatting, and charts.\n-   **[ShenghaiWang\u002Fxcodebuild](https:\u002F\u002Fgithub.com\u002FShenghaiWang\u002Fxcodebuild)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FShenghaiWang\u002Fxcodebuild?style=social)](https:\u002F\u002Fgithub.com\u002FShenghaiWang\u002Fxcodebuild): Builds iOS Xcode workspace\u002Fproject and feedbacks errors to LLMs.\n-   **[@jasonjmcghee\u002Fclaude-debugs-for-you](https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjasonjmcghee\u002Fclaude-debugs-for-you?style=social)](https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you): Enables automatic debugging via breakpoints and expression evaluation.\n-   **[@Jktfe\u002FserveMyAPI](https:\u002F\u002Fgithub.com\u002FJktfe\u002FserveMyAPI)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJktfe\u002FserveMyAPI?style=social)](https:\u002F\u002Fgithub.com\u002FJktfe\u002FserveMyAPI): Securely stores and accesses API keys across projects using the macOS Keychain.\n-   **[jonradoff\u002Flightcms](https:\u002F\u002Fgithub.com\u002Fjonradoff\u002Flightcms)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjonradoff\u002Flightcms?style=social)](https:\u002F\u002Fgithub.com\u002Fjonradoff\u002Flightcms): AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning.\n-   **[@xzq-xu\u002Fjvm-mcp-server](https:\u002F\u002Fgithub.com\u002Fxzq-xu\u002Fjvm-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fxzq-xu\u002Fjvm-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fxzq-xu\u002Fjvm-mcp-server): Implements an MCP server for JVM-based environments.\n-   **[@yangkyeongmo\u002Fmcp-server-apache-airflow](https:\u002F\u002Fgithub.com\u002Fyangkyeongmo\u002Fmcp-server-apache-airflow)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fyangkyeongmo\u002Fmcp-server-apache-airflow?style=social)](https:\u002F\u002Fgithub.com\u002Fyangkyeongmo\u002Fmcp-server-apache-airflow): Connects to Apache Airflow using the official client.\n-   **[hyperb1iss\u002Fdroidmind](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Fdroidmind)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhyperb1iss\u002Fdroidmind?style=social)](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Fdroidmind): Controls Android devices, enabling UI automation and debugging.\n-   **[Rootly-AI-Labs\u002FRootly-MCP-server](https:\u002F\u002Fgithub.com\u002FRootly-AI-Labs\u002FRootly-MCP-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FRootly-AI-Labs\u002FRootly-MCP-server?style=social)](https:\u002F\u002Fgithub.com\u002FRootly-AI-Labs\u002FRootly-MCP-server): Integrates with the Rootly incident management platform.\n-   **[YuChenSSR\u002Fmindmap-mcp-server](https:\u002F\u002Fgithub.com\u002FYuChenSSR\u002Fmindmap-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FYuChenSSR\u002Fmindmap-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FYuChenSSR\u002Fmindmap-mcp-server): Generates interactive mindmaps.\n-   **[SDGLBL\u002Fmcp-claude-code](https:\u002F\u002Fgithub.com\u002FSDGLBL\u002Fmcp-claude-code)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FSDGLBL\u002Fmcp-claude-code?style=social)](https:\u002F\u002Fgithub.com\u002FSDGLBL\u002Fmcp-claude-code): Implements Claude Code capabilities using MCP, enabling code understanding and project analysis.\n-   **[deadpixel\u002Froundtable-dashboard](https:\u002F\u002Fgithub.com\u002Fdeadpixel\u002Froundtable-dashboard)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdeadpixel\u002Froundtable-dashboard?style=social)](https:\u002F\u002Fgithub.com\u002Fdeadpixel\u002Froundtable-dashboard): Multi-model AI debate platform — GPT-4o, Claude, Gemini & 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs.\n-   **[semgrep\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fmcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsemgrep\u002Fmcp?style=social)](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-   **[@mastra\u002Fmcp-docs-server](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-docs-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmastra-ai\u002Fmastra?style=social)](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-docs-server): Provides AI assistants with direct access to Mastra.ai's complete knowledge base.\n-   **[@mastra\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmastra-ai\u002Fmastra?style=social)](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp): Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.\n\n### 🧮 Data Science Tools\n\n-   **[ChronulusAI\u002Fchronulus-mcp](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FChronulusAI\u002Fchronulus-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp): Uses Chronulus AI for forecasting and predictions.\n-   **[@reading-plus-ai\u002Fmcp-server-data-exploration](https:\u002F\u002Fgithub.com\u002Freading-plus-ai\u002Fmcp-server-data-exploration)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Freading-plus-ai\u002Fmcp-server-data-exploration?style=social)](https:\u002F\u002Fgithub.com\u002Freading-plus-ai\u002Fmcp-server-data-exploration): Enables autonomous data exploration on `.csv`-based datasets.\n\n### 📂 File Systems\n\n-   **[modelcontextprotocol\u002Fserver-filesystem](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffilesystem)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Provides direct access to the local file system (part of the official servers collection).\n-   **[modelcontextprotocol\u002Fserver-google-drive](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgdrive)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Integrates with Google Drive for file listing and searching (part of the official servers collection).\n-   **[hmk\u002Fbox-mcp-server](https:\u002F\u002Fgithub.com\u002Fhmk\u002Fbox-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhmk\u002Fbox-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fhmk\u002Fbox-mcp-server): Provides listing, reading and searching files on Box.\n-   **[mark3labs\u002Fmcp-filesystem-server](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmark3labs\u002Fmcp-filesystem-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server): Provides local file system access (Golang implementation).\n-   **[mamertofabian\u002Fmcp-everything-search](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmamertofabian\u002Fmcp-everything-search?style=social)](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search): Provides fast Windows file search using Everything SDK.\n-   **[cyberchitta\u002Fllm-context.py](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcyberchitta\u002Fllm-context.py?style=social)](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py): Shares code context with LLMs via MCP or clipboard.\n-   **[quarkiverse\u002Fquarkus-mcp-filesystem](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers\u002Ftree\u002Fmain\u002Ffilesystem)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fquarkiverse\u002Fquarkus-mcp-servers?style=social)](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers): Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation).\n-   **[Xuanwo\u002Fmcp-server-opendal](https:\u002F\u002Fgithub.com\u002FXuanwo\u002Fmcp-server-opendal)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FXuanwo\u002Fmcp-server-opendal?style=social)](https:\u002F\u002Fgithub.com\u002FXuanwo\u002Fmcp-server-opendal): Accesses various storage services via Apache OpenDAL.\n-   **[PSPDFKit\u002Fnutrient-dws-mcp-server](https:\u002F\u002Fgithub.com\u002FPSPDFKit\u002Fnutrient-dws-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FPSPDFKit\u002Fnutrient-dws-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FPSPDFKit\u002Fnutrient-dws-mcp-server): MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows.\n\n### 💰 Finance & Fintech\n\n-   **[heurist-network\u002Fheurist-mesh-mcp-server](https:\u002F\u002Fgithub.com\u002Fheurist-network\u002Fheurist-mesh-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fheurist-network\u002Fheurist-mesh-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fheurist-network\u002Fheurist-mesh-mcp-server): Provides access to web3 AI agents for blockchain analysis and smart contract auditing.\n-   **[@base\u002Fbase-mcp](https:\u002F\u002Fgithub.com\u002Fbase\u002Fbase-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbase\u002Fbase-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fbase\u002Fbase-mcp): Integrates with Base Network for onchain tools and Coinbase API interactions.\n-   **[QuantGeekDev\u002Fcoincap-mcp](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fcoincap-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FQuantGeekDev\u002Fcoincap-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fcoincap-mcp): Provides real-time cryptocurrency market data from CoinCap.\n-   **[anjor\u002Fcoinmarket-mcp-server](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fanjor\u002Fcoinmarket-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server): Fetches cryptocurrency listings and quotes from the Coinmarket API.\n-   **[berlinbra\u002Falpha-vantage-mcp](https:\u002F\u002Fgithub.com\u002Fberlinbra\u002Falpha-vantage-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fberlinbra\u002Falpha-vantage-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fberlinbra\u002Falpha-vantage-mcp): Fetches stock and crypto information from Alpha Vantage.\n-   **[ferdousbhai\u002Ftasty-agent](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Ftasty-agent)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fferdousbhai\u002Ftasty-agent?style=social)](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Ftasty-agent): Handles trading activities on Tastytrade via the Tastyworks API.\n-   **[ferdousbhai\u002Finvestor-agent](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Finvestor-agent)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fferdousbhai\u002Finvestor-agent?style=social)](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Finvestor-agent): Fetches stock market data and options recommendations from Yahoo Finance.\n-   **[HCS412\u002Fventureautomated](https:\u002F\u002Fgithub.com\u002FHCS412\u002Fventureautomated)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FHCS412\u002Fventureautomated?style=social)](https:\u002F\u002Fgithub.com\u002FHCS412\u002Fventureautomated): Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation.\n-   **[mcpdotdirect\u002Fevm-mcp-server](https:\u002F\u002Fgithub.com\u002Fmcpdotdirect\u002Fevm-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmcpdotdirect\u002Fevm-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmcpdotdirect\u002Fevm-mcp-server): Provides blockchain services for 30+ EVM networks.\n-   **[Bankless\u002Fonchain-mcp](https:\u002F\u002Fgithub.com\u002FBankless\u002Fonchain-mcp\u002F)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FBankless\u002Fonchain-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FBankless\u002Fonchain-mcp): Uses Bankless Onchain API for smart contract interaction and querying transaction data.\n-   **[kukapay\u002Fcryptopanic-mcp-server](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcryptopanic-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fcryptopanic-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcryptopanic-mcp-server): Delivers cryptocurrency news to AI agents via CryptoPanic.\n-   **[kukapay\u002Fwhale-tracker-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fwhale-tracker-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fwhale-tracker-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fwhale-tracker-mcp): Tracks cryptocurrency whale transactions.\n-   **[kukapay\u002Fcrypto-feargreed-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcrypto-feargreed-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fcrypto-feargreed-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcrypto-feargreed-mcp): Provides real-time and historical Crypto Fear & Greed Index data.\n-   **[kukapay\u002Fdune-analytics-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fdune-analytics-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fdune-analytics-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fdune-analytics-mcp): Bridges Dune Analytics data to AI agents.\n-   **[kukapay\u002Fpancakeswap-poolspy-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fpancakeswap-poolspy-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fpancakeswap-poolspy-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fpancakeswap-poolspy-mcp): Tracks newly created pools on Pancake Swap.\n-   **[kukapay\u002Funiswap-poolspy-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-poolspy-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Funiswap-poolspy-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-poolspy-mcp): Tracks newly created liquidity pools on Uniswap.\n-   **[kukapay\u002Funiswap-trader-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-trader-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Funiswap-trader-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-trader-mcp): Automates token swaps on Uniswap DEX.\n-   **[kukapay\u002Ftoken-minter-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Ftoken-minter-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Ftoken-minter-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Ftoken-minter-mcp): Allows AI agents to mint ERC-20 tokens.\n-   **[kukapay\u002Fthegraph-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fthegraph-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fthegraph-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fthegraph-mcp): Provides indexed blockchain data from The Graph to AI agents.\n-   **[OzorOwn\u002Fdefi-mcp](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Fdefi-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FOzorOwn\u002Fdefi-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Fdefi-mcp): DeFi & crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains.\n-   **[8144225309\u002Fsuperscalar-mcp](https:\u002F\u002Fgithub.com\u002F8144225309\u002Fsuperscalar-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002F8144225309\u002Fsuperscalar-mcp?style=social)](https:\u002F\u002Fgithub.com\u002F8144225309\u002Fsuperscalar-mcp): Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure.\n-   **[xpaysh\u002Fawesome-x402](https:\u002F\u002Fgithub.com\u002Fxpaysh\u002Fawesome-x402)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fxpaysh\u002Fawesome-x402?style=social)](https:\u002F\u002Fgithub.com\u002Fxpaysh\u002Fawesome-x402): A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains.\n\n### 🎮 Gaming\n\n-   **[Coding-Solo\u002Fgodot-mcp](https:\u002F\u002Fgithub.com\u002FCoding-Solo\u002Fgodot-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCoding-Solo\u002Fgodot-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FCoding-Solo\u002Fgodot-mcp): Interacts with the Godot game engine for editing, running, and managing scenes.\n-   **[rishijatia\u002Ffantasy-pl-mcp](https:\u002F\u002Fgithub.com\u002Frishijatia\u002Ffantasy-pl-mcp\u002F)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frishijatia\u002Ffantasy-pl-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Frishijatia\u002Ffantasy-pl-mcp): Offers real-time Fantasy Premier League data and analysis.\n-   **[CoderGamester\u002Fmcp-unity](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCoderGamester\u002Fmcp-unity?style=social)](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity): Integrates with the Unity3D Game Engine via MCP.\n\n### 🧠 Knowledge & Memory\n\n-   **[modelcontextprotocol\u002Fserver-memory](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fmemory)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Provides a knowledge graph-based persistent memory system (part of the official servers collection).\n-   **[CheMiguel23\u002FMemoryMesh](https:\u002F\u002Fgithub.com\u002FCheMiguel23\u002FMemoryMesh)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCheMiguel23\u002FMemoryMesh?style=social)](https:\u002F\u002Fgithub.com\u002FCheMiguel23\u002FMemoryMesh): Provides enhanced graph-based memory focused on AI role-play.\n-   **[topoteretes\u002Fcognee-mcp](https:\u002F\u002Fgithub.com\u002Ftopoteretes\u002Fcognee\u002Ftree\u002Fdev\u002Fcognee-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftopoteretes\u002Fcognee?style=social)](https:\u002F\u002Fgithub.com\u002Ftopoteretes\u002Fcognee): Manages AI memory using graph\u002Fvector stores, with ingestion from 30+ data sources (part of Cognee project).\n-   **[@hannesrudolph\u002Fmcp-ragdocs](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fmcp-ragdocs)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhannesrudolph\u002Fmcp-ragdocs?style=social)](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fmcp-ragdocs): Retrieves and processes documentation using vector search.\n-   **[@kaliaboi\u002Fmcp-zotero](https:\u002F\u002Fgithub.com\u002Fkaliaboi\u002Fmcp-zotero)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkaliaboi\u002Fmcp-zotero?style=social)](https:\u002F\u002Fgithub.com\u002Fkaliaboi\u002Fmcp-zotero): Connects LLMs to Zotero Cloud collections and sources.\n-   **[graphlit\u002Fgraphlit-mcp-server](https:\u002F\u002Fgithub.com\u002Fgraphlit\u002Fgraphlit-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgraphlit\u002Fgraphlit-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fgraphlit\u002Fgraphlit-mcp-server): Ingests data from various sources into a Graphlit project for searching and retrieval.\n-   **[CanopyHQ\u002Fphloem](https:\u002F\u002Fgithub.com\u002FCanopyHQ\u002Fphloem)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCanopyHQ\u002Fphloem?style=social)](https:\u002F\u002Fgithub.com\u002FCanopyHQ\u002Fphloem): Local-first AI memory with causal graphs, citation verification, and zero network connections.\n-   **[omega-memory\u002Fcore](https:\u002F\u002Fgithub.com\u002Fomega-memory\u002Fcore)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fomega-memory\u002Fcore?style=social)](https:\u002F\u002Fgithub.com\u002Fomega-memory\u002Fcore): Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency.\n\n### 🗺️ Location Services\n\n-   **[modelcontextprotocol\u002Fserver-google-maps](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgoogle-maps)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Provides location services, routing, and place details from Google Maps (part of the official servers collection).\n-   **[webcoderz\u002FMCP-Geo](https:\u002F\u002Fgithub.com\u002Fwebcoderz\u002FMCP-Geo)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fwebcoderz\u002FMCP-Geo?style=social)](https:\u002F\u002Fgithub.com\u002Fwebcoderz\u002FMCP-Geo): Offers geocoding capabilities using various services.\n-   **[@briandconnelly\u002Fmcp-server-ipinfo](https:\u002F\u002Fgithub.com\u002Fbriandconnelly\u002Fmcp-server-ipinfo)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbriandconnelly\u002Fmcp-server-ipinfo?style=social)](https:\u002F\u002Fgithub.com\u002Fbriandconnelly\u002Fmcp-server-ipinfo): Provides IP address geolocation and network information via ipinfo.io.\n-   **[@iplocate\u002Fmcp-server](https:\u002F\u002Fgithub.com\u002Fiplocate\u002Fmcp-server-iplocate)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fiplocate\u002Fmcp-server-iplocate?style=social)](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-   **[jjsantos01\u002Fqgis_mcp](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjjsantos01\u002Fqgis_mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp): Integrates QGIS Desktop with Claude AI for project creation and code execution.\n-   **[kukapay\u002Fnearby-search-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fnearby-search-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fnearby-search-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fnearby-search-mcp): Enables nearby place searches using IP-based location detection.\n\n-   **[IP2Location.io]** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fip2location\u002Fmcp-ip2location-io?style=social)](https:\u002F\u002Fgithub.com\u002Fip2location\u002Fmcp-ip2location-io): - IP2Location.io API integration to retrieve the geolocation information for an IP address.\n\n### 🎯 Marketing\n\n-   **[henu-wang\u002Fgeoscore-mcp](https:\u002F\u002Fgithub.com\u002Fhenu-wang\u002Fgeoscore-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhenu-wang\u002Fgeoscore-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fhenu-wang\u002Fgeoscore-mcp): AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations.\n-   **[bzsasson\u002Fscreaming-frog-mcp](https:\u002F\u002Fgithub.com\u002Fbzsasson\u002Fscreaming-frog-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbzsasson\u002Fscreaming-frog-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fbzsasson\u002Fscreaming-frog-mcp): MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language.\n-   **[open-strategy-partners\u002Fosp_marketing_tools](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fopen-strategy-partners\u002Fosp_marketing_tools?style=social)](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools): Provides a set of marketing tools from Open Strategy Partners.\n\n### 📊 Monitoring\n\n-   **[modelcontextprotocol\u002Fserver-sentry](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsentry)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Integrates with Sentry.io for error tracking (part of the official servers collection).\n-   **[MindscapeHQ\u002Fmcp-server-raygun](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FMindscapeHQ\u002Fmcp-server-raygun?style=social)](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun): Integrates with Raygun API for crash reporting.\n-   **[metoro-io\u002Fmetoro-mcp-server](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmetoro-io\u002Fmetoro-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server): Queries and interacts with Kubernetes environments monitored by Metoro.\n-   **[grafana\u002Fmcp-grafana](https:\u002F\u002Fgithub.com\u002Fgrafana\u002Fmcp-grafana)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgrafana\u002Fmcp-grafana?style=social)](https:\u002F\u002Fgithub.com\u002Fgrafana\u002Fmcp-grafana): Searches dashboards and queries datasources in Grafana.\n-   **[shibley\u002Fapistatuscheck](https:\u002F\u002Fgithub.com\u002Fshibley\u002Fapistatuscheck)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fshibley\u002Fapistatuscheck?style=social)](https:\u002F\u002Fgithub.com\u002Fshibley\u002Fapistatuscheck): Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response.\n-   **[pydantic\u002Flogfire-mcp](https:\u002F\u002Fgithub.com\u002Fpydantic\u002Flogfire-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpydantic\u002Flogfire-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fpydantic\u002Flogfire-mcp): Accesses OpenTelemetry traces and metrics through Logfire.\n-   **[seekrays\u002Fmcp-monitor](https:\u002F\u002Fgithub.com\u002Fseekrays\u002Fmcp-monitor)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fseekrays\u002Fmcp-monitor?style=social)](https:\u002F\u002Fgithub.com\u002Fseekrays\u002Fmcp-monitor): Provides system monitoring via MCP, exposing various metrics.\n-   **[hyperb1iss\u002Flucidity-mcp](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Flucidity-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhyperb1iss\u002Flucidity-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Flucidity-mcp): Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions.\n\n### 🔎 Search\n\n-   **[modelcontextprotocol\u002Fserver-brave-search](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fbrave-search)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Performs web searches using Brave's Search API (part of the official servers collection).\n-   **[@angheljf\u002Fnyt](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fangheljf\u002Fnyt?style=social)](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt): Searches articles using the NYTimes API.\n-   **[@newsmcp\u002Fserver](https:\u002F\u002Fgithub.com\u002Fpranciskus\u002Fnewsmcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpranciskus\u002Fnewsmcp?style=social)](https:\u002F\u002Fgithub.com\u002Fpranciskus\u002Fnewsmcp): Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.\n-   **[ac3xx\u002Fmcp-servers-kagi](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fac3xx\u002Fmcp-servers-kagi?style=social)](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi): Integrates with the Kagi search API.\n-   **[exa-labs\u002Fexa-mcp-server](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fexa-labs\u002Fexa-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server): Provides access to the Exa AI Search API.\n-   **[fatwang2\u002Fsearch1api-mcp](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffatwang2\u002Fsearch1api-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp): Performs searches via search1api.\n-   **[Tomatio13\u002Fmcp-server-tavily](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FTomatio13\u002Fmcp-server-tavily?style=social)](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily): Integrates with Tavily AI search API.\n-   **[blazickjp\u002Farxiv-mcp-server](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fblazickjp\u002Farxiv-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server): Searches research papers on ArXiv.\n-   **[mzxrai\u002Fmcp-webresearch](https:\u002F\u002Fgithub.com\u002Fmzxrai\u002Fmcp-webresearch)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmzxrai\u002Fmcp-webresearch?style=social)](https:\u002F\u002Fgithub.com\u002Fmzxrai\u002Fmcp-webresearch): Performs deep web research using Google search.\n-   **[andybrandt\u002Fmcp-simple-arxiv](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-arxiv)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fandybrandt\u002Fmcp-simple-arxiv?style=social)](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-arxiv): Allows searching and reading papers from arXiv.\n-   **[andybrandt\u002Fmcp-simple-pubmed](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-pubmed)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fandybrandt\u002Fmcp-simple-pubmed?style=social)](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-pubmed): Allows searching and reading papers from PubMed.\n-   **[c5huracan\u002Fmeyhem](https:\u002F\u002Fgithub.com\u002Fc5huracan\u002Fmeyhem)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fc5huracan\u002Fmeyhem?style=social)](https:\u002F\u002Fgithub.com\u002Fc5huracan\u002Fmeyhem): Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required.\n-   **[shopsavvy\u002Fshopsavvy-mcp-server](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fshopsavvy\u002Fshopsavvy-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server): 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-   **[Pattyboi101\u002Findiestack](https:\u002F\u002Fgithub.com\u002FPattyboi101\u002Findiestack)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FPattyboi101\u002Findiestack?style=social)](https:\u002F\u002Fgithub.com\u002FPattyboi101\u002Findiestack): Search 130+ indie SaaS tools from your AI coding assistant. Install via `pip install indiestack`.\n\n### 🛠️ Utilities\n\n-   **[zcaceres\u002Ffetch-mcp](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Ffetch-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fzcaceres\u002Ffetch-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Ffetch-mcp): Fetches JSON, text, and HTML data flexibly from URLs.\n-   **[modelcontextprotocol\u002Fserver-fetch](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffetch)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): Efficiently fetches and processes web content (part of the official servers collection).\n-   **[zcaceres\u002Fmarkdownify-mcp](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fmarkdownify-mcp)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fzcaceres\u002Fmarkdownify-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fmarkdownify-mcp): Converts various file types and web content to Markdown.\n-   **[@sammcj\u002Fmcp-package-version](https:\u002F\u002Fgithub.com\u002Fsammcj\u002Fmcp-package-version)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsammcj\u002Fmcp-package-version?style=social)](https:\u002F\u002Fgithub.com\u002Fsammcj\u002Fmcp-package-version): Helps LLMs suggest the latest stable package versions.\n-   **[@vivekvells\u002Fmcp-pandoc](https:\u002F\u002Fgithub.com\u002FvivekVells\u002Fmcp-pandoc)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FvivekVells\u002Fmcp-pandoc?style=social)](https:\u002F\u002Fgithub.com\u002FvivekVells\u002Fmcp-pandoc): Converts document formats using Pandoc.\n-   **[@pskill9\u002Fwebsite-downloader](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fwebsite-downloader)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpskill9\u002Fwebsite-downloader?style=social)](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fwebsite-downloader): Downloads entire websites using wget, preserving structure.\n-   **[@lamemind\u002Fmcp-server-multiverse](https:\u002F\u002Fgithub.com\u002Flamemind\u002Fmcp-server-multiverse)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Flamemind\u002Fmcp-server-multiverse?style=social)](https:\u002F\u002Fgithub.com\u002Flamemind\u002Fmcp-server-multiverse): Allows multiple isolated instances of MCP servers to coexist.\n-   **[@j4c0bs\u002Fmcp-server-sql-analyzer](https:\u002F\u002Fgithub.com\u002Fj4c0bs\u002Fmcp-server-sql-analyzer)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fj4c0bs\u002Fmcp-server-sql-analyzer?style=social)](https:\u002F\u002Fgithub.com\u002Fj4c0bs\u002Fmcp-server-sql-analyzer): Provides SQL analysis, linting, and dialect conversion using SQLGlot.\n-   **[0xshellming\u002Fmcp-summarizer](https:\u002F\u002Fgithub.com\u002F0xshellming\u002Fmcp-summarizer)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002F0xshellming\u002Fmcp-summarizer?style=social)](https:\u002F\u002Fgithub.com\u002F0xshellming\u002Fmcp-summarizer): Provides AI summarization for multiple content types.\n-   **[SecretiveShell\u002FMCP-timeserver](https:\u002F\u002Fgithub.com\u002FSecretiveShell\u002FMCP-timeserver)** [![GitHub stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FSecretiveShell\u002FMCP-timeserver?style=social)](https:\u002F\u002Fgithub.com\u002FSecretiveShell\u002FMCP-timeserver): Provides the current time in any timezone.\n\n\n## Star History\n\n\u003Ca href=\"https:\u002F\u002Fwww.star-history.com\u002F#MobinX\u002Fawesome-mcp-list&Date\">\n \u003Cpicture>\n   \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_readme_f86aa0cb2cea.png&theme=dark\" \u002F>\n   \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_readme_f86aa0cb2cea.png\" \u002F>\n   \u003Cimg alt=\"Star History Chart\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_readme_f86aa0cb2cea.png\" \u002F>\n \u003C\u002Fpicture>\n\u003C\u002Fa>\n","# 令人惊叹的 MCP 服务器 - 精简列表\n\n请注意，此列表会持续更新和优化。如果您觉得有用，请给这个仓库点个赞——它非常值得收藏！\n\n### 📂 浏览器控制\n\n-   **[@recursechat\u002Fmcp-server-apple-shortcuts](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frecursechat\u002Fmcp-server-apple-shortcuts?style=social)](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts)：与 macOS 快捷指令集成，通过 MCP 实现自动化。\n-   **[@kimtth\u002Fmcp-aoai-web-browsing](https:\u002F\u002Fgithub.com\u002Fkimtth\u002Fmcp-aoai-web-browsing)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkimtth\u002Fmcp-aoai-web-browsing?style=social)](https:\u002F\u002Fgithub.com\u002Fkimtth\u002Fmcp-aoai-web-browsing)：使用 Azure OpenAI 和 Playwright 实现极简的网页浏览功能。\n-   **[@pskill9\u002Fweb-search](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fweb-search)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpskill9\u002Fweb-search?style=social)](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fweb-search)：无需 API 密钥即可利用 Google 搜索结果提供网页搜索能力。\n-   **[@co-browser\u002Fbrowser-use-mcp-server](https:\u002F\u002Fgithub.com\u002Fco-browser\u002Fbrowser-use-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fco-browser\u002Fbrowser-use-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fco-browser\u002Fbrowser-use-mcp-server)：将 `browser-use` 打包为 MCP 服务器，并支持基于 Chromium 和 VNC 的 Docker 容器。\n-   **[@blackwhite084\u002Fplaywright-plus-python-mcp](https:\u002F\u002Fgithub.com\u002Fblackwhite084\u002Fplaywright-plus-python-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fblackwhite084\u002Fplaywright-plus-python-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fblackwhite084\u002Fplaywright-plus-python-mcp)：通过 Python 利用 Playwright，专为大型语言模型优化。\n-   **[@executeautomation\u002Fplaywright-mcp-server](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fexecuteautomation\u002Fmcp-playwright?style=social)](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright)：在 MCP 框架内使用 Playwright 进行网页自动化和数据提取。\n-   **[@automatalabs\u002Fmcp-server-playwright](https:\u002F\u002Fgithub.com\u002FAutomata-Labs-team\u002FMCP-Server-Playwright)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FAutomata-Labs-team\u002FMCP-Server-Playwright?style=social)](https:\u002F\u002Fgithub.com\u002FAutomata-Labs-team\u002FMCP-Server-Playwright)：通过 Playwright 使用 MCP 命令控制浏览器。\n-   **[modelcontextprotocol\u002Fserver-puppeteer](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpuppeteer)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：使用 Puppeteer 自动化网页交互与爬取（属于官方服务器集合的一部分）。\n-   **[@kimtaeyoon83\u002Fmcp-server-youtube-transcript](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript?style=social)](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript)：从 YouTube 视频中提取字幕和文本，供 AI 处理。\n\n### 🎨 艺术与文化\n\n-   **[burningion\u002Fvideo-editing-mcp](https:\u002F\u002Fgithub.com\u002Fburningion\u002Fvideo-editing-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fburningion\u002Fvideo-editing-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fburningion\u002Fvideo-editing-mcp)：在视频库中实现由 AI 驱动的视频编辑、分析和搜索功能。\n-   **[fasuizu-br\u002Fspeech-ai-examples](https:\u002F\u002Fgithub.com\u002Ffasuizu-br\u002Fspeech-ai-examples)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffasuizu-br\u002Fspeech-ai-examples?style=social)](https:\u002F\u002Fgithub.com\u002Ffasuizu-br\u002Fspeech-ai-examples)：语音 AI MCP 服务器，具备发音评估（音素级评分，17MB 模型，响应时间小于 300ms）、文本转语音及语音转文字功能。包含 8 种工具，适用于语言学习、辅助功能及语音应用。\n-   **[r-huijts\u002Frijksmuseum-mcp](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Frijksmuseum-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fr-huijts\u002Frijksmuseum-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Frijksmuseum-mcp)：连接荷兰国立博物馆 API，用于访问艺术藏品及相关信息。\n-   **[yuna0x0\u002Fanilist-mcp](https:\u002F\u002Fgithub.com\u002Fyuna0x0\u002Fanilist-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fyuna0x0\u002Fanilist-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fyuna0x0\u002Fanilist-mcp)：通过集成 AniList API 提供动漫和漫画相关信息。\n-   **[austenstone\u002Fmyinstants-mcp](https:\u002F\u002Fgithub.com\u002Faustenstone\u002Fmyinstants-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Faustenstone\u002Fmyinstants-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Faustenstone\u002Fmyinstants-mcp)：一个包含来自 myinstants.com 数百万条表情包音效的声音板 MCP 服务器。支持搜索、播放及分类浏览。运行命令：`npx myinstants-mcp`\n\n### ☁️ 云平台\n\n-   **[cloudflare\u002Fmcp-server-cloudflare](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcloudflare\u002Fmcp-server-cloudflare?style=social)](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare)：与 Cloudflare 的 Workers 和 KV 等多种服务集成。\n-   **[isgudtek\u002Fmycrab-mcp](https:\u002F\u002Fgithub.com\u002Fisgudtek\u002Fmycrab-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fisgudtek\u002Fmycrab-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fisgudtek\u002Fmycrab-mcp)：为 AI 助手提供即时的公共 HTTPS Cloudflare 隧道。可在 60 秒内获得临时 URL，或通过 Solana 小额支付获取永久自定义子域名。安装命令为 `uvx mycrab-mcp`。\n-   **[alexei-led\u002Faws-mcp-server](https:\u002F\u002Fgithub.com\u002Falexei-led\u002Faws-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Falexei-led\u002Faws-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Falexei-led\u002Faws-mcp-server)：允许在 Docker 容器中安全地执行 AWS CLI 命令和提示模板。\n-   **[strowk\u002Fmcp-k8s-go](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fstrowk\u002Fmcp-k8s-go?style=social)](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go)：通过 MCP 交互管理 Kubernetes 集群（Go 实现）。\n-   **[@flux159\u002Fmcp-server-kubernetes](https:\u002F\u002Fgithub.com\u002FFlux159\u002Fmcp-server-kubernetes)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FFlux159\u002Fmcp-server-kubernetes?style=social)](https:\u002F\u002Fgithub.com\u002FFlux159\u002Fmcp-server-kubernetes)：控制 Kubernetes Pod、部署和服务（TypeScript 实现）。\n-   **[manusa\u002Fkubernetes-mcp-server](https:\u002F\u002Fgithub.com\u002Fmanusa\u002Fkubernetes-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmanusa\u002Fkubernetes-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmanusa\u002Fkubernetes-mcp-server)：使用专用集群交互工具管理 Kubernetes 和 OpenShift（Java 实现）。\n-   **[wenhuwang\u002Fmcp-k8s-eye](https:\u002F\u002Fgithub.com\u002Fwenhuwang\u002Fmcp-k8s-eye)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fwenhuwang\u002Fmcp-k8s-eye?style=social)](https:\u002F\u002Fgithub.com\u002Fwenhuwang\u002Fmcp-k8s-eye)：提供 Kubernetes 管理功能和应用健康状况分析。\n-   **[johnneerdael\u002Fnetskope-mcp](https:\u002F\u002Fgithub.com\u002Fjohnneerdael\u002Fnetskope-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjohnneerdael\u002Fnetskope-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fjohnneerdael\u002Fnetskope-mcp)：访问 Netskope Private Access 组件并提供设置说明。\n-   **[nwiizo\u002Ftfmcp](https:\u002F\u002Fgithub.com\u002Fnwiizo\u002Ftfmcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fnwiizo\u002Ftfmcp?style=social)](https:\u002F\u002Fgithub.com\u002Fnwiizo\u002Ftfmcp)：允许 AI 助手控制 Terraform 环境以进行基础设施管理。\n\n### 🖥️ 命令行\n\n-   **[ferrislucas\u002Fiterm-mcp](https:\u002F\u002Fgithub.com\u002Fferrislucas\u002Fiterm-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fferrislucas\u002Fiterm-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fferrislucas\u002Fiterm-mcp)：为 iTerm2 终端提供命令执行和输出分析功能。\n-   **[g0t4\u002Fmcp-server-commands](https:\u002F\u002Fgithub.com\u002Fg0t4\u002Fmcp-server-commands)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fg0t4\u002Fmcp-server-commands?style=social)](https:\u002F\u002Fgithub.com\u002Fg0t4\u002Fmcp-server-commands)：通过 MCP 执行任意命令和脚本。\n-   **[MladenSU\u002Fcli-mcp-server](https:\u002F\u002Fgithub.com\u002FMladenSU\u002Fcli-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FMladenSU\u002Fcli-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FMladenSU\u002Fcli-mcp-server)：提供具有可配置安全策略的命令行界面。\n-   **[tumf\u002Fmcp-shell-server](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-shell-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftumf\u002Fmcp-shell-server?style=social)](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-shell-server)：通过模型上下文协议安全地执行 Shell 命令。\n-   **[amol21p\u002Fmcp-interactive-terminal](https:\u002F\u002Fgithub.com\u002Famol21p\u002Fmcp-interactive-terminal)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Famol21p\u002Fmcp-interactive-terminal?style=social)](https:\u002F\u002Fgithub.com\u002Famol21p\u002Fmcp-interactive-terminal)：用于 REPL、SSH、数据库客户端及任何交互式 CLI 的真正交互式终端会话——具备整洁的文本输出、智能补全检测以及多层安全保障。\n\n### 💬 沟通\n\n-   **[jean-technologies\u002Fsmartlead-mcp-server-local](https:\u002F\u002Fgithub.com\u002Fjean-technologies\u002Fsmartlead-mcp-server-local)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjean-technologies\u002Fgtasks-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fjean-technologies\u002Fsmartlead-mcp-server-local): Smartlead 的 MCP 服务器。也可与 n8n 和工作流自动化平台配合使用。\n-   **[zcaceres\u002Fgtasks-mcp](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fgtasks-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fzcaceres\u002Fgtasks-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fgtasks-mcp): 通过 MCP 管理 Google Tasks 列表和任务。\n-   **[hannesrudolph\u002Fimessage-query-fastmcp-mcp-server](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fimessage-query-fastmcp-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhannesrudolph\u002Fimessage-query-fastmcp-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fimessage-query-fastmcp-mcp-server): 安全地查询和分析 iMessage 对话，包括附件。\n-   **[modelcontextprotocol\u002Fserver-slack](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fslack)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): 管理 Slack 频道和消息（官方服务器集合的一部分）。\n-   **[keturiosakys\u002Fbluesky-context-server](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fketuriosakys\u002Fbluesky-context-server?style=social)](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server): 连接并允许与 Bluesky 社交网络实例互动。\n-   **[kiruna-labs\u002Fuserdispatch-mcp](https:\u002F\u002Fgithub.com\u002Fkiruna-labs\u002Fuserdispatch-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkiruna-labs\u002Fuserdispatch-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkiruna-labs\u002Fuserdispatch-mcp): 通过可嵌入的小部件收集用户反馈，并提供 MCP 工具用于分类处理提交内容、起草回复以及生成每周摘要。\n-   **[MarkusPfundstein\u002Fmcp-gsuite](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-gsuite)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FMarkusPfundstein\u002Fmcp-gsuite?style=social)](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-gsuite): 与 Gmail 和 Google 日历交互。\n-   **[adhikasp\u002Fmcp-twikit](https:\u002F\u002Fgithub.com\u002Fadhikasp\u002Fmcp-twikit)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fadhikasp\u002Fmcp-twikit?style=social)](https:\u002F\u002Fgithub.com\u002Fadhikasp\u002Fmcp-twikit): 访问 Twitter 搜索和时间线数据。\n-   **[gotoolkits\u002Fmcp-wecombot-server](https:\u002F\u002Fgithub.com\u002Fgotoolkits\u002Fmcp-wecombot-server.git)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgotoolkits\u002Fmcp-wecombot-server?style=social)](https:\u002F\u002Fgithub.com\u002Fgotoolkits\u002Fmcp-wecombot-server): 向企业微信群机器人发送消息。（*注：链接以 .git 结尾*）\n-   **[AbdelStark\u002Fnostr-mcp](https:\u002F\u002Fgithub.com\u002FAbdelStark\u002Fnostr-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FAbdelStark\u002Fnostr-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FAbdelStark\u002Fnostr-mcp): 实现与 Nostr 协议的交互，包括发布笔记。\n-   **[elie222\u002Finbox-zero-mcp](https:\u002F\u002Fgithub.com\u002Felie222\u002Finbox-zero\u002Ftree\u002Fmain\u002Fapps\u002Fmcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Felie222\u002Finbox-zero?style=social)](https:\u002F\u002Fgithub.com\u002Felie222\u002Finbox-zero): 管理 Gmail，识别需要回复或跟进的邮件（Inbox Zero 项目的一部分）。\n-   **[carterlasalle\u002Fmac_messages_mcp](https:\u002F\u002Fgithub.com\u002Fcarterlasalle\u002Fmac_messages_mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcarterlasalle\u002Fmac_messages_mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fcarterlasalle\u002Fmac_messages_mcp): 在 macOS 上安全地访问、分析、发送和接收 iMessages。\n-   **[sawa-zen\u002Fvrchat-mcp](https:\u002F\u002Fgithub.com\u002Fsawa-zen\u002Fvrchat-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsawa-zen\u002Fvrchat-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fsawa-zen\u002Fvrchat-mcp): 与 VRChat API 交互，获取用户、世界和头像信息。\n-   **[arpitbatra123\u002Fmcp-googletasks](https:\u002F\u002Fgithub.com\u002Farpitbatra123\u002Fmcp-googletasks)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Farpitbatra123\u002Fmcp-googletasks?style=social)](https:\u002F\u002Fgithub.com\u002Farpitbatra123\u002Fmcp-googletasks): 与 Google Tasks API 接口，用于任务管理。\n-   **[Eclipse-XV\u002Ftwitch-mcp](https:\u002F\u002Fgithub.com\u002FEclipse-XV\u002Ftwitch-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FEclipse-XV\u002Ftwitch-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FEclipse-XV\u002Ftwitch-mcp): 允许 Twitch 主播自动化频道积分预测、触发直播事件，并扩展互动聊天功能。\n-   **[@taskade\u002Fmcp](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftaskade\u002Fmcp?style=social)](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp): Taskade 官方 MCP 服务器，内置 50 多种工具，用于管理工作空间、项目、任务、自定义 AI 代理和工作流自动化。包含 OpenAPI 转 MCP 的代码生成功能。\n\n### 👤 客户数据平台\n\n-   **[sergehuber\u002Finoyu-mcp-unomi-server](https:\u002F\u002Fgithub.com\u002Fsergehuber\u002Finoyu-mcp-unomi-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsergehuber\u002Finoyu-mcp-unomi-server?style=social)](https:\u002F\u002Fgithub.com\u002Fsergehuber\u002Finoyu-mcp-unomi-server): 在 Apache Unomi CDP 服务器上访问和更新用户档案。\n-   **[OpenDataMCP\u002FOpenDataMCP](https:\u002F\u002Fgithub.com\u002FOpenDataMCP\u002FOpenDataMCP)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FOpenDataMCP\u002FOpenDataMCP?style=social)](https:\u002F\u002Fgithub.com\u002FOpenDataMCP\u002FOpenDataMCP): 通过 MCP 将各种开放数据源连接到 LLM。\n-   **[@iaptic\u002Fmcp-server-iaptic](https:\u002F\u002Fgithub.com\u002Fiaptic\u002Fmcp-server-iaptic)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fiaptic\u002Fmcp-server-iaptic?style=social)](https:\u002F\u002Fgithub.com\u002Fiaptic\u002Fmcp-server-iaptic): 连接到 iaptic，以获取客户购买和应用收入数据。\n\n### 🗄️ 数据库\n\n-   **[aliyun\u002Falibabacloud-tablestore-mcp-server](https:\u002F\u002Fgithub.com\u002Faliyun\u002Falibabacloud-tablestore-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Faliyun\u002Falibabacloud-tablestore-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Faliyun\u002Falibabacloud-tablestore-mcp-server): 提供对表格存储的访问，包括文档管理和语义搜索。\n-   **[cr7258\u002Felasticsearch-mcp-server](https:\u002F\u002Fgithub.com\u002Fcr7258\u002Felasticsearch-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcr7258\u002Felasticsearch-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fcr7258\u002Felasticsearch-mcp-server): 实现与 Elasticsearch 集群的交互。\n-   **[domdomegg\u002Fairtable-mcp-server](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdomdomegg\u002Fairtable-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server): 提供对 Airtable 数据库的读写访问，包括模式检查。\n-   **[rashidazarang\u002Fairtable-mcp](https:\u002F\u002Fgithub.com\u002Frashidazarang\u002Fairtable-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frashidazarang\u002Fairtable-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Frashidazarang\u002Fairtable-mcp): 直接将 AI 工具连接到 Airtable，实现全面的数据操作。\n-   **[LucasHild\u002Fmcp-server-bigquery](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FLucasHild\u002Fmcp-server-bigquery?style=social)](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery): 允许查询和检查 BigQuery 数据库的模式。\n-   **[c4pt0r\u002Fmcp-server-tidb](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fc4pt0r\u002Fmcp-server-tidb?style=social)](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb): 提供对 TiDB 数据库的访问，包括模式检查和查询。\n-   **[ergut\u002Fmcp-bigquery-server](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fergut\u002Fmcp-bigquery-server?style=social)](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server): 实现对 Google BigQuery 的直接访问和查询。\n-   **[ClickHouse\u002Fmcp-clickhouse](https:\u002F\u002Fgithub.com\u002FClickHouse\u002Fmcp-clickhouse)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FClickHouse\u002Fmcp-clickhouse?style=social)](https:\u002F\u002Fgithub.com\u002FClickHouse\u002Fmcp-clickhouse): 提供 ClickHouse 数据库的模式检查和查询功能。\n-   **[get-convex\u002Fconvex-mcp-server](https:\u002F\u002Fstack.convex.dev\u002Fconvex-mcp-server)**: 反射 Convex 表和函数，并允许一次性查询。（*注：链接至 Convex Stack 页面*）\n-   **[@gannonh\u002Ffirebase-mcp](https:\u002F\u002Fgithub.com\u002Fgannonh\u002Ffirebase-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgannonh\u002Ffirebase-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fgannonh\u002Ffirebase-mcp): 提供对 Firebase 服务（如 Auth、Firestore 和 Storage）的访问。\n-   **[jovezhong\u002Fmcp-timeplus](https:\u002F\u002Fgithub.com\u002Fjovezhong\u002Fmcp-timeplus)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjovezhong\u002Fmcp-timeplus?style=social)](https:\u002F\u002Fgithub.com\u002Fjovezhong\u002Fmcp-timeplus): 管理 Apache Kafka 主题，并通过 Timeplus SQL 查询流式数据。\n-   **[@fireproof-storage\u002Fmcp-database-server](https:\u002F\u002Fgithub.com\u002Ffireproof-storage\u002Fmcp-database-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffireproof-storage\u002Fmcp-database-server?style=social)](https:\u002F\u002Fgithub.com\u002Ffireproof-storage\u002Fmcp-database-server): 提供支持多用户同步的 Fireproof 账本数据库。\n-   **[designcomputer\u002Fmysql_mcp_server](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdesigncomputer\u002Fmysql_mcp_server?style=social)](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server): 提供具有可配置访问控制的安全 MySQL 数据库操作。\n-   **[f4ww4z\u002Fmcp-mysql-server](https:\u002F\u002Fgithub.com\u002Ff4ww4z\u002Fmcp-mysql-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ff4ww4z\u002Fmcp-mysql-server?style=social)](https:\u002F\u002Fgithub.com\u002Ff4ww4z\u002Fmcp-mysql-server): 提供安全的 MySQL 数据库交互。\n-   **[FreePeak\u002Fdb-mcp-server](https:\u002F\u002Fgithub.com\u002FFreePeak\u002Fdb-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FFreePeak\u002Fdb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FFreePeak\u002Fdb-mcp-server): 提供高性能的多数据库服务器（MySQL 和 PostgreSQL），配备查询执行、事务处理和模式探索工具。\n-   **[modelcontextprotocol\u002Fserver-postgres](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpostgres)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): 实现对 PostgreSQL 数据库的查询和模式检查（官方服务器集合的一部分）。\n-   **[modelcontextprotocol\u002Fserver-sqlite](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsqlite)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers): 提供内置分析功能的 SQLite 数据库操作（官方服务器集合的一部分）。\n-   **[@joshuarileydev\u002Fsupabase-mcp-server](https:\u002F\u002Fgithub.com\u002Fjoshuarileydev\u002Fsupabase)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjoshuarileydev\u002Fsupabase?style=social)](https:\u002F\u002Fgithub.com\u002Fjoshuarileydev\u002Fsupabase): 管理 Supabase 项目和组织。\n-   **[@alexander-zuev\u002Fsupabase-mcp-server](https:\u002F\u002Fgithub.com\u002Falexander-zuev\u002Fsupabase-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Falexander-zuev\u002Fsupabase-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Falexander-zuev\u002Fsupabase-mcp-server): 支持在 Supabase 中执行 SQL 查询和数据库探索。\n-   **[ktanaka101\u002Fmcp-server-duckdb](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fktanaka101\u002Fmcp-server-duckdb?style=social)](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb): 与 DuckDB 集成，提供模式检查和查询功能。\n-   **[Dataring-engineering\u002Fmcp-server-trino](https:\u002F\u002Fgithub.com\u002FDataring-engineering\u002Fmcp-server-trino)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FDataring-engineering\u002Fmcp-server-trino?style=social)](https:\u002F\u002Fgithub.com\u002FDataring-engineering\u002Fmcp-server-trino): 连接到 Trino 集群，用于查询和数据访问。\n-   **[furey\u002Fmongodb-lens](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffurey\u002Fmongodb-lens?style=social)](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens): 提供功能齐全的 MongoDB 数据库 MCP 服务器。\n-   **[QuantGeekDev\u002Fmongo-mcp](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fmongo-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FQuantGeekDev\u002Fmongo-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fmongo-mcp): 实现与 MongoDB 数据库的直接交互。\n-   **[kiliczsh\u002Fmcp-mongo-server](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkiliczsh\u002Fmcp-mongo-server?style=social)](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server): 与 MongoDB 数据库交互。\n-   **[tinybirdco\u002Fmcp-tinybird](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftinybirdco\u002Fmcp-tinybird?style=social)](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird): 与 Tinybird 集成，提供查询和 API 功能。\n-   **[KashiwaByte\u002Fvikingdb-mcp-server](https:\u002F\u002Fgithub.com\u002FKashiwaByte\u002Fvikingdb-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FKashiwaByte\u002Fvikingdb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FKashiwaByte\u002Fvikingdb-mcp-server): 与 VikingDB 集成，提供向量存储和搜索功能。\n-   **[neo4j-contrib\u002Fmcp-neo4j](https:\u002F\u002Fgithub.com\u002Fneo4j-contrib\u002Fmcp-neo4j)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fneo4j-contrib\u002Fmcp-neo4j?style=social)](https:\u002F\u002Fgithub.com\u002Fneo4j-contrib\u002Fmcp-neo4j): 实现 Model Context Protocol 与 Neo4j 数据库的交互。\n-   **[niledatabase\u002Fnile-mcp-server](https:\u002F\u002Fgithub.com\u002Fniledatabase\u002Fnile-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fniledatabase\u002Fnile-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fniledatabase\u002Fnile-mcp-server): 使用 Nile LLM 管理和查询 Postgres 数据库、租户、用户及身份验证。\n-   **[isaacwasserman\u002Fmcp-snowflake-server](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fisaacwasserman\u002Fmcp-snowflake-server?style=social)](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server): 与 Snowflake 集成，支持读写操作和洞察跟踪。\n-   **[hannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fsqlite-explorer-fastmcp-mcp-server): 提供对 SQLite 数据库的安全只读访问，并进行查询验证。\n-   **[sirmews\u002Fmcp-pinecone](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fmcp-pinecone)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsirmews\u002Fmcp-pinecone?style=social)](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fmcp-pinecone): 与 Pinecone 集成，提供向量搜索能力。\n-   **[runekaagaard\u002Fmcp-alchemy](https:\u002F\u002Fgithub.com\u002Frunekaagaard\u002Fmcp-alchemy)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frunekaagaard\u002Fmcp-alchemy?style=social)](https:\u002F\u002Fgithub.com\u002Frunekaagaard\u002Fmcp-alchemy): 提供基于 SQLAlchemy 的通用数据库集成，支持多种数据库类型。\n-   **[quarkiverse\u002Fquarkus-mcp-jdbc](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers\u002Ftree\u002Fmain\u002Fjdbc)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fquarkiverse\u002Fquarkus-mcp-servers?style=social)](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers): 连接到任何兼容 JDBC 的数据库（Quarkus MCP 服务器的一部分）。\n-   **[pab1it0\u002Fadx-mcp-server](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fadx-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpab1it0\u002Fadx-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fadx-mcp-server): 允许查询和分析 Azure 数据资源管理器数据库。\n-   **[pab1it0\u002Fprometheus-mcp-server](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fprometheus-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpab1it0\u002Fprometheus-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fpab1it0\u002Fprometheus-mcp-server): 提供对 Prometheus 监控系统的查询和分析。\n-   **[neondatabase\u002Fmcp-server-neon](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fneondatabase\u002Fmcp-server-neon?style=social)](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon): 允许使用 Neon Serverless Postgres 创建和管理 Postgres 数据库。\n-   **[XGenerationLab\u002Fxiyan_mcp_server](https:\u002F\u002Fgithub.com\u002FXGenerationLab\u002Fxiyan_mcp_server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FXGenerationLab\u002Fxiyan_mcp_server?style=social)](https:\u002F\u002Fgithub.com\u002FXGenerationLab\u002Fxiyan_mcp_server): 支持通过自然语言查询获取数据库数据，由 XiyanSQL 提供支持。\n-   **[bytebase\u002Fdbhub](https:\u002F\u002Fgithub.com\u002Fbytebase\u002Fdbhub)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbytebase\u002Fdbhub?style=social)](https:\u002F\u002Fgithub.com\u002Fbytebase\u002Fdbhub): 提供通用数据库 MCP 服务器，支持主流数据库。\n-   **[GreptimeTeam\u002Fgreptimedb-mcp-server](https:\u002F\u002Fgithub.com\u002FGreptimeTeam\u002Fgreptimedb-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FGreptimeTeam\u002Fgreptimedb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FGreptimeTeam\u002Fgreptimedb-mcp-server): 实现对 GreptimeDB 的查询。\n-   **[idoru\u002Finfluxdb-mcp-server](https:\u002F\u002Fgithub.com\u002Fidoru\u002Finfluxdb-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fidoru\u002Finfluxdb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fidoru\u002Finfluxdb-mcp-server): 对 InfluxDB OSS API v2 执行查询。\n-   **[xing5\u002Fmcp-google-sheets](https:\u002F\u002Fgithub.com\u002Fxing5\u002Fmcp-google-sheets)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fxing5\u002Fmcp-google-sheets?style=social)](https:\u002F\u002Fgithub.com\u002Fxing5\u002Fmcp-google-sheets): 与 Google Sheets 交互，提供创建、读取、更新和管理功能。\n-   **[edwinbernadus\u002Fnocodb-mcp-server](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fedwinbernadus\u002Fnocodb-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server): 支持在 NocoDB 数据库上进行创建、读取、更新和删除操作。\n\n### 💻 开发者工具\n\n-   **[21st-dev\u002FMagic-MCP](https:\u002F\u002Fgithub.com\u002F21st-dev\u002Fmagic-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002F21st-dev\u002Fmagic-mcp?style=social)](https:\u002F\u002Fgithub.com\u002F21st-dev\u002Fmagic-mcp)：基于 21st.dev 设计原则生成 UI 组件。\n-   **[cocoindex-io\u002Fcocoindex-code](https:\u002F\u002Fgithub.com\u002Fcocoindex-io\u002Fcocoindex-code)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcocoindex-io\u002Fcocoindex-code?style=social)](https:\u002F\u002Fgithub.com\u002Fcocoindex-io\u002Fcocoindex-code)：一款超轻量级的嵌入式 MCP 服务器，专为编码代理设计。采用 tree-sitter 进行代码搜索和索引，可节省 70% 的 token 并提升速度。\n-   **[Comet-ML\u002FOpik-MCP](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcomet-ml\u002Fopik-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp)：支持查询由 Opik 捕获的 LLM 可观测性数据。\n-   **[OzorOwn\u002Ffrostbyte-mcp](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Ffrostbyte-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FOzorOwn\u002Ffrostbyte-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Ffrostbyte-mcp)：提供 AI 代理访问 40 多种开发者 API 的 MCP 服务器，内置 13 种工具，涵盖地理定位、加密货币、截图、网页抓取、DNS、代码执行、PDF 生成、搜索等功能。兼容 Claude Desktop、Cursor 和 Windsurf。\n-   **[GLips\u002FFigma-Context-MCP](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FGLips\u002FFigma-Context-MCP?style=social)](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP)：使编码代理可以直接访问 Figma 数据。\n-   **[QuantGeekDev\u002Fdocker-mcp](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FQuantGeekDev\u002Fdocker-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp)：通过 MCP 管理 Docker 容器。\n-   **[r-huijts\u002Fxcode-mcp-server](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Fxcode-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fr-huijts\u002Fxcode-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fr-huijts\u002Fxcode-mcp-server)：与 Xcode 集成，用于项目管理和构建自动化。\n-   **[snaggle-ai\u002Fopenapi-mcp-server](https:\u002F\u002Fgithub.com\u002Fsnaggle-ai\u002Fopenapi-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsnaggle-ai\u002Fopenapi-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fsnaggle-ai\u002Fopenapi-mcp-server)：使用 OpenAPI 规范连接 HTTP\u002FREST API。\n-   **[JetBrains\u002FmcpProxy](https:\u002F\u002Fgithub.com\u002FJetBrains\u002FmcpProxy)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJetBrains\u002FmcpProxy?style=social)](https:\u002F\u002Fgithub.com\u002FJetBrains\u002FmcpProxy)：连接到 JetBrains IDE，用于开发任务。\n-   **[tumf\u002Fmcp-text-editor](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-text-editor)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftumf\u002Fmcp-text-editor?style=social)](https:\u002F\u002Fgithub.com\u002Ftumf\u002Fmcp-text-editor)：提供面向行的文本文件编辑器，专为与 LLM 交互优化。\n-   **[@joshuarileydev\u002Fsimulator-mcp-server](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fsimulator-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJoshuaRileyDev\u002Fsimulator-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fsimulator-mcp-server)：控制 iOS 模拟器。\n-   **[@joshuarileydev\u002Fapp-store-connect-mcp-server](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fapp-store-connect-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJoshuaRileyDev\u002Fapp-store-connect-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FJoshuaRileyDev\u002Fapp-store-connect-mcp-server)：与 App Store Connect API 通信。\n-   **[@delano\u002Fpostman-mcp-server](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdelano\u002Fpostman-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server)：与 Postman API 交互。\n-   **[@haris-musa\u002Fexcel-mcp-server](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fharis-musa\u002Fexcel-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server)：操作 Excel 工作簿，包括数据、格式和图表。\n-   **[ShenghaiWang\u002Fxcodebuild](https:\u002F\u002Fgithub.com\u002FShenghaiWang\u002Fxcodebuild)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FShenghaiWang\u002Fxcodebuild?style=social)](https:\u002F\u002Fgithub.com\u002FShenghaiWang\u002Fxcodebuild)：构建 iOS Xcode 工作区或项目，并将错误反馈给 LLM。\n-   **[@jasonjmcghee\u002Fclaude-debugs-for-you](https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjasonjmcghee\u002Fclaude-debugs-for-you?style=social)](https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you)：通过断点和表达式求值实现自动调试。\n-   **[@Jktfe\u002FserveMyAPI](https:\u002F\u002Fgithub.com\u002FJktfe\u002FserveMyAPI)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FJktfe\u002FserveMyAPI?style=social)](https:\u002F\u002Fgithub.com\u002FJktfe\u002FserveMyAPI)：使用 macOS 钥匙串安全地存储和跨项目访问 API 密钥。\n-   **[jonradoff\u002Flightcms](https:\u002F\u002Fgithub.com\u002Fjonradoff\u002Flightcms)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjonradoff\u002Flightcms?style=social)](https:\u002F\u002Fgithub.com\u002Fjonradoff\u002Flightcms)：原生 AI CMS，配备 41 种 MCP 工具，可通过自然语言管理网站。创建页面、模板、资产、主题、集合、重定向等，并提供完整的内容版本控制。\n-   **[@xzq-xu\u002Fjvm-mcp-server](https:\u002F\u002Fgithub.com\u002Fxzq-xu\u002Fjvm-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fxzq-xu\u002Fjvm-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fxzq-xu\u002Fjvm-mcp-server)：为基于 JVM 的环境实现 MCP 服务器。\n-   **[@yangkyeongmo\u002Fmcp-server-apache-airflow](https:\u002F\u002Fgithub.com\u002Fyangkyeongmo\u002Fmcp-server-apache-airflow)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fyangkyeongmo\u002Fmcp-server-apache-airflow?style=social)](https:\u002F\u002Fgithub.com\u002Fyangkyeongmo\u002Fmcp-server-apache-airflow)：使用官方客户端连接 Apache Airflow。\n-   **[hyperb1iss\u002Fdroidmind](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Fdroidmind)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhyperb1iss\u002Fdroidmind?style=social)](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Fdroidmind)：控制 Android 设备，实现 UI 自动化和调试。\n-   **[Rootly-AI-Labs\u002FRootly-MCP-server](https:\u002F\u002Fgithub.com\u002FRootly-AI-Labs\u002FRootly-MCP-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FRootly-AI-Labs\u002FRootly-MCP-server?style=social)](https:\u002F\u002Fgithub.com\u002FRootly-AI-Labs\u002FRootly-MCP-server)：与 Rootly 事件管理平台集成。\n-   **[YuChenSSR\u002Fmindmap-mcp-server](https:\u002F\u002Fgithub.com\u002FYuChenSSR\u002Fmindmap-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FYuChenSSR\u002Fmindmap-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FYuChenSSR\u002Fmindmap-mcp-server)：生成交互式思维导图。\n-   **[SDGLBL\u002Fmcp-claude-code](https:\u002F\u002Fgithub.com\u002FSDGLBL\u002Fmcp-claude-code)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FSDGLBL\u002Fmcp-claude-code?style=social)](https:\u002F\u002Fgithub.com\u002FSDGLBL\u002Fmcp-claude-code)：利用 MCP 实现 Claude Code 功能，支持代码理解与项目分析。\n-   **[deadpixel\u002Froundtable-dashboard](https:\u002F\u002Fgithub.com\u002Fdeadpixel\u002Froundtable-dashboard)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fdeadpixel\u002Froundtable-dashboard?style=social)](https:\u002F\u002Fgithub.com\u002Fdeadpixel\u002Froundtable-dashboard)：多模型 AI 辩论平台——GPT-4o、Claude、Gemini 等 200 多种模型共同讨论并提炼洞见。工具包括：consult_council、review_code、debug_issue、design_architecture、plan_implementation、assess_tradeoffs。\n-   **[semgrep\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fmcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsemgrep\u002Fmcp?style=social)](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fmcp)：用于使用 [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fsemgrep) 扫描代码中安全漏洞的 MCP 服务器。\n-   **[@mastra\u002Fmcp-docs-server](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-docs-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmastra-ai\u002Fmastra?style=social)](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-docs-server)：为 AI 助手提供直接访问 Mastra.ai 完整知识库的途径。\n-   **[@mastra\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmastra-ai\u002Fmastra?style=social)](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp)：Mastra 的客户端实现，可与兼容 MCP 的 AI 模型和工具无缝集成。\n\n### 🧮 数据科学工具\n\n-   **[ChronulusAI\u002Fchronulus-mcp](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FChronulusAI\u002Fchronulus-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp)：使用 Chronulus AI 进行预测和预报。\n-   **[@reading-plus-ai\u002Fmcp-server-data-exploration](https:\u002F\u002Fgithub.com\u002Freading-plus-ai\u002Fmcp-server-data-exploration)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Freading-plus-ai\u002Fmcp-server-data-exploration?style=social)](https:\u002F\u002Fgithub.com\u002Freading-plus-ai\u002Fmcp-server-data-exploration)：支持基于 `.csv` 文件的数据集的自主数据探索。\n\n### 📂 文件系统\n\n-   **[modelcontextprotocol\u002Fserver-filesystem](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffilesystem)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：提供对本地文件系统的直接访问（官方服务器集合的一部分）。\n-   **[modelcontextprotocol\u002Fserver-google-drive](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgdrive)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：集成 Google Drive，用于文件列表和搜索（官方服务器集合的一部分）。\n-   **[hmk\u002Fbox-mcp-server](https:\u002F\u002Fgithub.com\u002Fhmk\u002Fbox-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhmk\u002Fbox-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fhmk\u002Fbox-mcp-server)：提供 Box 上文件的列出、读取和搜索功能。\n-   **[mark3labs\u002Fmcp-filesystem-server](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmark3labs\u002Fmcp-filesystem-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server)：提供本地文件系统访问（Go 语言实现）。\n-   **[mamertofabian\u002Fmcp-everything-search](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmamertofabian\u002Fmcp-everything-search?style=social)](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search)：利用 Everything SDK 提供快速的 Windows 文件搜索功能。\n-   **[cyberchitta\u002Fllm-context.py](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fcyberchitta\u002Fllm-context.py?style=social)](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py)：通过 MCP 或剪贴板与大模型共享代码上下文。\n-   **[quarkiverse\u002Fquarkus-mcp-filesystem](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers\u002Ftree\u002Fmain\u002Ffilesystem)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fquarkiverse\u002Fquarkus-mcp-servers?style=social)](https:\u002F\u002Fgithub.com\u002Fquarkiverse\u002Fquarkus-mcp-servers)：提供文件系统浏览和编辑功能（Quarkus MCP 服务器的一部分，Java 实现）。\n-   **[Xuanwo\u002Fmcp-server-opendal](https:\u002F\u002Fgithub.com\u002FXuanwo\u002Fmcp-server-opendal)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FXuanwo\u002Fmcp-server-opendal?style=social)](https:\u002F\u002Fgithub.com\u002FXuanwo\u002Fmcp-server-opendal)：通过 Apache OpenDAL 访问多种存储服务。\n-   **[PSPDFKit\u002Fnutrient-dws-mcp-server](https:\u002F\u002Fgithub.com\u002FPSPDFKit\u002Fnutrient-dws-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FPSPDFKit\u002Fnutrient-dws-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002FPSPDFKit\u002Fnutrient-dws-mcp-server)：为 Nutrient Document Web Services API 提供的转换、合并、编辑、签名、OCR、水印和提取工作流设计的 MCP 服务器。\n\n### 💰 金融与金融科技\n\n-   **[heurist-network\u002Fheurist-mesh-mcp-server](https:\u002F\u002Fgithub.com\u002Fheurist-network\u002Fheurist-mesh-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fheurist-network\u002Fheurist-mesh-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fheurist-network\u002Fheurist-mesh-mcp-server)：为区块链分析和智能合约审计提供 Web3 AI 代理的访问接口。\n-   **[@base\u002Fbase-mcp](https:\u002F\u002Fgithub.com\u002Fbase\u002Fbase-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbase\u002Fbase-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fbase\u002Fbase-mcp)：与 Base Network 集成，用于链上工具和 Coinbase API 的交互。\n-   **[QuantGeekDev\u002Fcoincap-mcp](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fcoincap-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FQuantGeekDev\u002Fcoincap-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fcoincap-mcp)：提供来自 CoinCap 的实时加密货币市场数据。\n-   **[anjor\u002Fcoinmarket-mcp-server](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fanjor\u002Fcoinmarket-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server)：从 Coinmarket API 获取加密货币行情和报价。\n-   **[berlinbra\u002Falpha-vantage-mcp](https:\u002F\u002Fgithub.com\u002Fberlinbra\u002Falpha-vantage-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fberlinbra\u002Falpha-vantage-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fberlinbra\u002Falpha-vantage-mcp)：从 Alpha Vantage 获取股票和加密货币信息。\n-   **[ferdousbhai\u002Ftasty-agent](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Ftasty-agent)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fferdousbhai\u002Ftasty-agent?style=social)](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Ftasty-agent)：通过 Tastyworks API 处理 Tastytrade 平台上的交易活动。\n-   **[ferdousbhai\u002Finvestor-agent](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Finvestor-agent)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fferdousbhai\u002Finvestor-agent?style=social)](https:\u002F\u002Fgithub.com\u002Fferdousbhai\u002Finvestor-agent)：从 Yahoo Finance 获取股市数据和期权推荐。\n-   **[HCS412\u002Fventureautomated](https:\u002F\u002Fgithub.com\u002FHCS412\u002Fventureautomated)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FHCS412\u002Fventureautomated?style=social)](https:\u002F\u002Fgithub.com\u002FHCS412\u002Fventureautomated)：远程风险情报 MCP 服务器，用于初创企业发现、公司评分、市场监测以及私有工作空间自动化。\n-   **[mcpdotdirect\u002Fevm-mcp-server](https:\u002F\u002Fgithub.com\u002Fmcpdotdirect\u002Fevm-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmcpdotdirect\u002Fevm-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmcpdotdirect\u002Fevm-mcp-server)：为 30 多个 EVM 兼容网络提供区块链服务。\n-   **[Bankless\u002Fonchain-mcp](https:\u002F\u002Fgithub.com\u002FBankless\u002Fonchain-mcp\u002F)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FBankless\u002Fonchain-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FBankless\u002Fonchain-mcp)：使用 Bankless Onchain API 进行智能合约交互和交易数据查询。\n-   **[kukapay\u002Fcryptopanic-mcp-server](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcryptopanic-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fcryptopanic-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcryptopanic-mcp-server)：通过 CryptoPanic 向 AI 代理传递加密货币新闻。\n-   **[kukapay\u002Fwhale-tracker-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fwhale-tracker-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fwhale-tracker-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fwhale-tracker-mcp)：追踪加密货币巨鲸的交易行为。\n-   **[kukapay\u002Fcrypto-feargreed-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcrypto-feargreed-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fcrypto-feargreed-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fcrypto-feargreed-mcp)：提供实时及历史的加密货币恐惧与贪婪指数数据。\n-   **[kukapay\u002Fdune-analytics-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fdune-analytics-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fdune-analytics-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fdune-analytics-mcp)：将 Dune Analytics 的数据桥接到 AI 代理。\n-   **[kukapay\u002Fpancakeswap-poolspy-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fpancakeswap-poolspy-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fpancakeswap-poolspy-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fpancakeswap-poolspy-mcp)：跟踪 Pancake Swap 上新创建的资金池。\n-   **[kukapay\u002Funiswap-poolspy-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-poolspy-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Funiswap-poolspy-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-poolspy-mcp)：跟踪 Uniswap 上新创建的流动性资金池。\n-   **[kukapay\u002Funiswap-trader-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-trader-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Funiswap-trader-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Funiswap-trader-mcp)：自动在 Uniswap DEX 上进行代币兑换。\n-   **[kukapay\u002Ftoken-minter-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Ftoken-minter-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Ftoken-minter-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Ftoken-minter-mcp)：允许 AI 代理铸造 ERC-20 代币。\n-   **[kukapay\u002Fthegraph-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fthegraph-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fthegraph-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fthegraph-mcp)：向 AI 代理提供来自 The Graph 的索引化区块链数据。\n-   **[OzorOwn\u002Fdefi-mcp](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Fdefi-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FOzorOwn\u002Fdefi-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FOzorOwn\u002Fdefi-mcp)：DeFi 和加密货币 MCP 服务器——跨 7 条链的代币价格、钱包余额、gas 费用以及 DEX 交换报价。\n-   **[8144225309\u002Fsuperscalar-mcp](https:\u002F\u002Fgithub.com\u002F8144225309\u002Fsuperscalar-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002F8144225309\u002Fsuperscalar-mcp?style=social)](https:\u002F\u002Fgithub.com\u002F8144225309\u002Fsuperscalar-mcp)：比特币闪电通道工厂 MCP 服务器——查询协议架构、估算 UTXO 节省，并探索通道工厂基础设施。\n-   **[xpaysh\u002Fawesome-x402](https:\u002F\u002Fgithub.com\u002Fxpaysh\u002Fawesome-x402)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fxpaysh\u002Fawesome-x402?style=social)](https:\u002F\u002Fgithub.com\u002Fxpaysh\u002Fawesome-x402)：一个精选的 x402 支付协议 MCP 服务器和工具目录，用于在 EVM 链上实现 HTTP 原生 USDC 支付。\n\n### 🎮 游戏\n\n-   **[Coding-Solo\u002Fgodot-mcp](https:\u002F\u002Fgithub.com\u002FCoding-Solo\u002Fgodot-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCoding-Solo\u002Fgodot-mcp?style=social)](https:\u002F\u002Fgithub.com\u002FCoding-Solo\u002Fgodot-mcp)：与 Godot 游戏引擎交互，用于编辑、运行和管理场景。\n-   **[rishijatia\u002Ffantasy-pl-mcp](https:\u002F\u002Fgithub.com\u002Frishijatia\u002Ffantasy-pl-mcp\u002F)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Frishijatia\u002Ffantasy-pl-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Frishijatia\u002Ffantasy-pl-mcp)：提供实时的英超梦幻联赛数据与分析。\n-   **[CoderGamester\u002Fmcp-unity](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCoderGamester\u002Fmcp-unity?style=social)](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity)：通过 MCP 与 Unity3D 游戏引擎集成。\n\n### 🧠 知识与记忆\n\n-   **[modelcontextprotocol\u002Fserver-memory](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fmemory)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：提供基于知识图谱的持久化内存系统（官方服务器集合的一部分）。\n-   **[CheMiguel23\u002FMemoryMesh](https:\u002F\u002Fgithub.com\u002FCheMiguel23\u002FMemoryMesh)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCheMiguel23\u002FMemoryMesh?style=social)](https:\u002F\u002Fgithub.com\u002FCheMiguel23\u002FMemoryMesh)：提供以 AI 角色扮演为重点的增强型图谱记忆。\n-   **[topoteretes\u002Fcognee-mcp](https:\u002F\u002Fgithub.com\u002Ftopoteretes\u002Fcognee\u002Ftree\u002Fdev\u002Fcognee-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ftopoteretes\u002Fcognee?style=social)](https:\u002F\u002Fgithub.com\u002Ftopoteretes\u002Fcognee)：使用图\u002F向量存储管理 AI 记忆，并可从 30 多种数据源中摄取数据（Cognee 项目的一部分）。\n-   **[@hannesrudolph\u002Fmcp-ragdocs](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fmcp-ragdocs)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhannesrudolph\u002Fmcp-ragdocs?style=social)](https:\u002F\u002Fgithub.com\u002Fhannesrudolph\u002Fmcp-ragdocs)：利用向量搜索检索并处理文档。\n-   **[@kaliaboi\u002Fmcp-zotero](https:\u002F\u002Fgithub.com\u002Fkaliaboi\u002Fmcp-zotero)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkaliaboi\u002Fmcp-zotero?style=social)](https:\u002F\u002Fgithub.com\u002Fkaliaboi\u002Fmcp-zotero)：将 LLM 连接到 Zotero 云收藏和资料来源。\n-   **[graphlit\u002Fgraphlit-mcp-server](https:\u002F\u002Fgithub.com\u002Fgraphlit\u002Fgraphlit-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgraphlit\u002Fgraphlit-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fgraphlit\u002Fgraphlit-mcp-server)：将来自各种来源的数据摄取到 Graphlit 项目中，用于搜索和检索。\n-   **[CanopyHQ\u002Fphloem](https:\u002F\u002Fgithub.com\u002FCanopyHQ\u002Fphloem)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FCanopyHQ\u002Fphloem?style=social)](https:\u002F\u002Fgithub.com\u002FCanopyHQ\u002Fphloem)：本地优先的 AI 内存，具备因果图、引用验证功能，且无需任何网络连接。\n-   **[omega-memory\u002Fcore](https:\u002F\u002Fgithub.com\u002Fomega-memory\u002Fcore)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fomega-memory\u002Fcore?style=social)](https:\u002F\u002Fgithub.com\u002Fomega-memory\u002Fcore)：面向 AI 编程代理的持久化内存，支持语义搜索、自动捕获、智能遗忘及跨会话学习。在 LongMemEval 测试中排名第一（95.4%）。本地优先，完全不依赖云端。\n\n### 🗺️ 位置服务\n\n-   **[modelcontextprotocol\u002Fserver-google-maps](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgoogle-maps)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：提供来自 Google 地图的位置服务、路线规划及地点详情（官方服务器集合的一部分）。\n-   **[webcoderz\u002FMCP-Geo](https:\u002F\u002Fgithub.com\u002Fwebcoderz\u002FMCP-Geo)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fwebcoderz\u002FMCP-Geo?style=social)](https:\u002F\u002Fgithub.com\u002Fwebcoderz\u002FMCP-Geo)：利用多种服务提供地理编码功能。\n-   **[@briandconnelly\u002Fmcp-server-ipinfo](https:\u002F\u002Fgithub.com\u002Fbriandconnelly\u002Fmcp-server-ipinfo)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbriandconnelly\u002Fmcp-server-ipinfo?style=social)](https:\u002F\u002Fgithub.com\u002Fbriandconnelly\u002Fmcp-server-ipinfo)：通过 ipinfo.io 提供 IP 地址的地理位置及网络信息。\n-   **[@iplocate\u002Fmcp-server](https:\u002F\u002Fgithub.com\u002Fiplocate\u002Fmcp-server-iplocate)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fiplocate\u002Fmcp-server-iplocate?style=social)](https:\u002F\u002Fgithub.com\u002Fiplocate\u002Fmcp-server-iplocate)：使用 IPLocate.io 查找 IP 地址的地理位置、网络信息，检测代理和 VPN，并获取滥用联系信息。\n-   **[jjsantos01\u002Fqgis_mcp](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fjjsantos01\u002Fqgis_mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp)：将 QGIS Desktop 与 Claude AI 集成，用于项目创建和代码执行。\n-   **[kukapay\u002Fnearby-search-mcp](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fnearby-search-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fkukapay\u002Fnearby-search-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fkukapay\u002Fnearby-search-mcp)：通过基于 IP 的位置检测实现附近地点搜索。\n\n-   **[IP2Location.io]** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fip2location\u002Fmcp-ip2location-io?style=social)](https:\u002F\u002Fgithub.com\u002Fip2location\u002Fmcp-ip2location-io)：IP2Location.io API 集成，用于获取 IP 地址的地理位置信息。\n\n### 🎯 营销\n\n-   **[henu-wang\u002Fgeoscore-mcp](https:\u002F\u002Fgithub.com\u002Fhenu-wang\u002Fgeoscore-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhenu-wang\u002Fgeoscore-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fhenu-wang\u002Fgeoscore-mcp)：AI 搜索优化（GEO）。扫描网站以评估其 AI 搜索准备情况，生成 llms.txt 文件、Schema.org 修复以及元标签优化。\n-   **[bzsasson\u002Fscreaming-frog-mcp](https:\u002F\u002Fgithub.com\u002Fbzsasson\u002Fscreaming-frog-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fbzsasson\u002Fscreaming-frog-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fbzsasson\u002Fscreaming-frog-mcp)：Screaming Frog SEO Spider 的 MCP 服务器——列出已保存的爬虫任务，导出 SEO 审计数据，读取并筛选结果，同时通过自然语言管理爬虫存储。\n-   **[open-strategy-partners\u002Fosp_marketing_tools](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fopen-strategy-partners\u002Fosp_marketing_tools?style=social)](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools)：提供来自 Open Strategy Partners 的一系列营销工具。\n\n### 📊 监控\n\n-   **[modelcontextprotocol\u002Fserver-sentry](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsentry)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：集成 Sentry.io 进行错误跟踪（官方服务器集合的一部分）。\n-   **[MindscapeHQ\u002Fmcp-server-raygun](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FMindscapeHQ\u002Fmcp-server-raygun?style=social)](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun)：集成 Raygun API 进行崩溃报告。\n-   **[metoro-io\u002Fmetoro-mcp-server](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmetoro-io\u002Fmetoro-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server)：查询并交互由 Metoro 监控的 Kubernetes 环境。\n-   **[grafana\u002Fmcp-grafana](https:\u002F\u002Fgithub.com\u002Fgrafana\u002Fmcp-grafana)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fgrafana\u002Fmcp-grafana?style=social)](https:\u002F\u002Fgithub.com\u002Fgrafana\u002Fmcp-grafana)：在 Grafana 中搜索仪表板并查询数据源。\n-   **[shibley\u002Fapistatuscheck](https:\u002F\u002Fgithub.com\u002Fshibley\u002Fapistatuscheck)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fshibley\u002Fapistatuscheck?style=social)](https:\u002F\u002Fgithub.com\u002Fshibley\u002Fapistatuscheck)：聚合的 API 和服务状态监控。查询 200 多个热门服务的实时状态，查看中断历史，并获取用于事件响应的健康数据。\n-   **[pydantic\u002Flogfire-mcp](https:\u002F\u002Fgithub.com\u002Fpydantic\u002Flogfire-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpydantic\u002Flogfire-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fpydantic\u002Flogfire-mcp)：通过 Logfire 访问 OpenTelemetry 跟踪和指标。\n-   **[seekrays\u002Fmcp-monitor](https:\u002F\u002Fgithub.com\u002Fseekrays\u002Fmcp-monitor)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fseekrays\u002Fmcp-monitor?style=social)](https:\u002F\u002Fgithub.com\u002Fseekrays\u002Fmcp-monitor)：通过 MCP 提供系统监控功能，暴露各类指标。\n-   **[hyperb1iss\u002Flucidity-mcp](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Flucidity-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fhyperb1iss\u002Flucidity-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fhyperb1iss\u002Flucidity-mcp)：提供基于提示的智能分析，从多个维度评估 AI 生成的代码。\n\n### 🔎 搜索\n\n-   **[modelcontextprotocol\u002Fserver-brave-search](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fbrave-search)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：使用 Brave 的搜索 API 进行网页搜索（官方服务器集合的一部分）。\n-   **[@angheljf\u002Fnyt](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fangheljf\u002Fnyt?style=social)](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt)：使用 NYTimes API 搜索文章。\n-   **[@newsmcp\u002Fserver](https:\u002F\u002Fgithub.com\u002Fpranciskus\u002Fnewsmcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpranciskus\u002Fnewsmcp?style=social)](https:\u002F\u002Fgithub.com\u002Fpranciskus\u002Fnewsmcp)：为 AI 代理提供实时全球新闻——事件来自数百个来源，按 12 个主题和 30 多个地理区域分类，并根据重要性排序。免费，无需 API 密钥。\n-   **[ac3xx\u002Fmcp-servers-kagi](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fac3xx\u002Fmcp-servers-kagi?style=social)](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi)：集成 Kagi 搜索 API。\n-   **[exa-labs\u002Fexa-mcp-server](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fexa-labs\u002Fexa-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server)：提供对 Exa AI 搜索 API 的访问。\n-   **[fatwang2\u002Fsearch1api-mcp](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Ffatwang2\u002Fsearch1api-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp)：通过 search1api 进行搜索。\n-   **[Tomatio13\u002Fmcp-server-tavily](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FTomatio13\u002Fmcp-server-tavily?style=social)](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily)：集成 Tavily AI 搜索 API。\n-   **[blazickjp\u002Farxiv-mcp-server](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fblazickjp\u002Farxiv-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server)：在 ArXiv 上搜索科研论文。\n-   **[mzxrai\u002Fmcp-webresearch](https:\u002F\u002Fgithub.com\u002Fmzxrai\u002Fmcp-webresearch)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmzxrai\u002Fmcp-webresearch?style=social)](https:\u002F\u002Fgithub.com\u002Fmzxrai\u002Fmcp-webresearch)：使用 Google 搜索进行深度网络研究。\n-   **[andybrandt\u002Fmcp-simple-arxiv](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-arxiv)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fandybrandt\u002Fmcp-simple-arxiv?style=social)](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-arxiv)：允许搜索和阅读 arXiv 上的论文。\n-   **[andybrandt\u002Fmcp-simple-pubmed](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-pubmed)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fandybrandt\u002Fmcp-simple-pubmed?style=social)](https:\u002F\u002Fgithub.com\u002Fandybrandt\u002Fmcp-simple-pubmed)：允许搜索和阅读 PubMed 上的论文。\n-   **[c5huracan\u002Fmeyhem](https:\u002F\u002Fgithub.com\u002Fc5huracan\u002Fmeyhem)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fc5huracan\u002Fmeyhem?style=social)](https:\u002F\u002Fgithub.com\u002Fc5huracan\u002Fmeyhem)：原生代理搜索，融合多种引擎、去重结果，并根据任务完成情况排名。无需 API 密钥。\n-   **[shopsavvy\u002Fshopsavvy-mcp-server](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fshopsavvy\u002Fshopsavvy-mcp-server?style=social)](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server)：为 AI 助手提供完整的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信息，查看和跟踪价格历史等。以 `@shopsavvy\u002Fmcp-server` 的名义发布。\n-   **[Pattyboi101\u002Findiestack](https:\u002F\u002Fgithub.com\u002FPattyboi101\u002Findiestack)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FPattyboi101\u002Findiestack?style=social)](https:\u002F\u002Fgithub.com\u002FPattyboi101\u002Findiestack)：通过你的 AI 编程助手搜索 130 多款独立 SaaS 工具。可通过 `pip install indiestack` 安装。\n\n### 🛠️ 工具库\n\n-   **[zcaceres\u002Ffetch-mcp](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Ffetch-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fzcaceres\u002Ffetch-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Ffetch-mcp)：从 URL 灵活获取 JSON、文本和 HTML 数据。\n-   **[modelcontextprotocol\u002Fserver-fetch](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffetch)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmodelcontextprotocol\u002Fservers?style=social)](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers)：高效地获取并处理网页内容（官方服务器集合的一部分）。\n-   **[zcaceres\u002Fmarkdownify-mcp](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fmarkdownify-mcp)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fzcaceres\u002Fmarkdownify-mcp?style=social)](https:\u002F\u002Fgithub.com\u002Fzcaceres\u002Fmarkdownify-mcp)：将多种文件类型和网页内容转换为 Markdown。\n-   **[@sammcj\u002Fmcp-package-version](https:\u002F\u002Fgithub.com\u002Fsammcj\u002Fmcp-package-version)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fsammcj\u002Fmcp-package-version?style=social)](https:\u002F\u002Fgithub.com\u002Fsammcj\u002Fmcp-package-version)：帮助大语言模型推荐最新的稳定版软件包版本。\n-   **[@vivekvells\u002Fmcp-pandoc](https:\u002F\u002Fgithub.com\u002FvivekVells\u002Fmcp-pandoc)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FvivekVells\u002Fmcp-pandoc?style=social)](https:\u002F\u002Fgithub.com\u002FvivekVells\u002Fmcp-pandoc)：使用 Pandoc 转换文档格式。\n-   **[@pskill9\u002Fwebsite-downloader](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fwebsite-downloader)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fpskill9\u002Fwebsite-downloader?style=social)](https:\u002F\u002Fgithub.com\u002Fpskill9\u002Fwebsite-downloader)：使用 wget 下载整个网站，并保留其结构。\n-   **[@lamemind\u002Fmcp-server-multiverse](https:\u002F\u002Fgithub.com\u002Flamemind\u002Fmcp-server-multiverse)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Flamemind\u002Fmcp-server-multiverse?style=social)](https:\u002F\u002Fgithub.com\u002Flamemind\u002Fmcp-server-multiverse)：允许多个隔离的 MCP 服务器实例共存。\n-   **[@j4c0bs\u002Fmcp-server-sql-analyzer](https:\u002F\u002Fgithub.com\u002Fj4c0bs\u002Fmcp-server-sql-analyzer)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fj4c0bs\u002Fmcp-server-sql-analyzer?style=social)](https:\u002F\u002Fgithub.com\u002Fj4c0bs\u002Fmcp-server-sql-analyzer)：利用 SQLGlot 提供 SQL 分析、代码检查及方言转换功能。\n-   **[0xshellming\u002Fmcp-summarizer](https:\u002F\u002Fgithub.com\u002F0xshellming\u002Fmcp-summarizer)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002F0xshellming\u002Fmcp-summarizer?style=social)](https:\u002F\u002Fgithub.com\u002F0xshellming\u002Fmcp-summarizer)：为多种内容类型提供 AI 摘要服务。\n-   **[SecretiveShell\u002FMCP-timeserver](https:\u002F\u002Fgithub.com\u002FSecretiveShell\u002FMCP-timeserver)** [![GitHub 星标](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002FSecretiveShell\u002FMCP-timeserver?style=social)](https:\u002F\u002Fgithub.com\u002FSecretiveShell\u002FMCP-timeserver)：提供任意时区的当前时间。\n\n\n## 星标历史\n\n\u003Ca href=\"https:\u002F\u002Fwww.star-history.com\u002F#MobinX\u002Fawesome-mcp-list&Date\">\n \u003Cpicture>\n   \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_readme_f86aa0cb2cea.png&theme=dark\" \u002F>\n   \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_readme_f86aa0cb2cea.png\" \u002F>\n   \u003Cimg alt=\"星标历史图表\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_readme_f86aa0cb2cea.png\" \u002F>\n \u003C\u002Fpicture>\n\u003C\u002Fa>","# awesome-mcp-list 快速上手指南\n\n`awesome-mcp-list` 是一个精选的 MCP（Model Context Protocol）服务器列表，旨在帮助开发者快速找到并集成各类 AI 工具能力，涵盖浏览器控制、云平台管理、命令行交互及通讯工具等场景。本指南将指导你如何配置并使用这些 MCP 服务器。\n\n## 环境准备\n\n在开始之前，请确保你的开发环境满足以下要求：\n\n*   **操作系统**：推荐 macOS 或 Linux（部分工具支持 Windows，但需额外配置）。\n*   **Node.js**：版本 >= 18.x（大多数 MCP 服务器基于 Node.js 构建）。\n    *   检查版本：`node -v`\n*   **包管理器**：\n    *   **npm** (随 Node.js 安装) 或 **pnpm** (推荐，速度更快)。\n    *   **uv** (部分 Python 项目推荐，如 `mycrab-mcp`)。\n*   **MCP 客户端**：你需要一个支持 MCP 协议的 AI 客户端来连接这些服务器（例如：Claude Desktop, Cursor, 或自定义实现的 MCP Host）。\n*   **依赖工具**：根据具体选择的服务器，可能需要安装额外工具（如 `Docker`, `Playwright`, `ffmpeg` 等），详见各工具的具体 README。\n\n> **国内加速建议**：\n> 若下载 npm 包速度慢，建议切换至国内镜像源：\n> ```bash\n> npm config set registry https:\u002F\u002Fregistry.npmmirror.com\n> # 或者使用 pnpm\n> pnpm config set registry https:\u002F\u002Fregistry.npmmirror.com\n> ```\n\n## 安装步骤\n\n由于 `awesome-mcp-list` 本身是一个资源列表而非单一软件，安装步骤取决于你选择的具体 MCP 服务器。以下是两种通用的安装模式：\n\n### 模式一：通过 npx 直接运行（无需全局安装）\n适用于大多数基于 Node.js 的服务器（如 `myinstants-mcp`, `gtasks-mcp`）。\n\n```bash\n# 示例：安装并运行 myinstants 音效板服务器\nnpx myinstants-mcp\n```\n\n### 模式二：全局安装或源码部署\n适用于需要长期运行或复杂配置的服务（如 Cloudflare, Kubernetes 相关）。\n\n**示例：安装 Cloudflare MCP 服务器**\n```bash\n# 使用 npm 全局安装\nnpm install -g @cloudflare\u002Fmcp-server-cloudflare\n\n# 或者克隆源码运行\ngit clone https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare.git\ncd mcp-server-cloudflare\nnpm install\nnpm run build\n```\n\n**示例：安装基于 Python 的服务 (如 mycrab-mcp)**\n```bash\n# 确保已安装 uv\nuvx mycrab-mcp\n```\n\n## 基本使用\n\n安装完成后，你需要在 **MCP 客户端配置文件** 中注册该服务器，以便 AI 能够调用其功能。以下以常见的 JSON 配置格式为例。\n\n### 1. 配置 MCP 客户端\n在你的 AI 客户端配置文件（例如 Claude Desktop 的 `claude_desktop_config.json` 或 Cursor 的设置中）添加如下内容。\n\n**示例：配置 Google Tasks 管理工具 (`gtasks-mcp`)**\n\n```json\n{\n  \"mcpServers\": {\n    \"google-tasks\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"gtasks-mcp\"],\n      \"env\": {\n        \"GOOGLE_APPLICATION_CREDENTIALS\": \"\u002Fpath\u002Fto\u002Fyour\u002Fservice-account-key.json\"\n      }\n    }\n  }\n}\n```\n\n**示例：配置本地命令行工具 (`iterm-mcp`)**\n\n```json\n{\n  \"mcpServers\": {\n    \"iterm2\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"iterm-mcp\"]\n    }\n  }\n}\n```\n\n### 2. 验证与交互\n重启你的 AI 客户端后，即可在对话中直接使用自然语言调用相应功能。\n\n*   **场景示例 (Google Tasks)**:\n    > \"帮我创建一个名为'周末计划'的任务列表，并添加一项'购买食材'的任务。\"\n    > *(AI 将自动调用配置好的 `gtasks-mcp` 执行操作)*\n\n*   **场景示例 (浏览器自动化)**:\n    > \"使用 Playwright 打开 example.com 并截图保存。\"\n    > *(需预先配置好 `playwright-mcp-server`)*\n\n*   **场景示例 (Kubernetes 管理)**:\n    > \"检查当前集群中所有处于 CrashLoopBackOff 状态的 Pod。\"\n    > *(需预先配置好 `mcp-server-kubernetes` 并授权 kubeconfig)*\n\n### 3. 查找更多工具\n访问 `awesome-mcp-list` 仓库，根据分类（Browser Control, Cloud Platforms, Communication 等）选择适合你需求的工具，参照其各自的 README 获取特定的环境变量配置（如 API Keys, Docker 参数等）。","某内容运营团队需要每日从全球科技博客和 YouTube 频道抓取最新资讯，并自动剪辑成短视频素材。\n\n### 没有 awesome-mcp-list 时\n- **搜索成本极高**：开发者需在 GitHub 大海捞针，难以区分哪些是官方维护的 Puppeteer 服务，哪些是过时的个人项目。\n- **功能匹配困难**：想要提取 YouTube 字幕或进行无 API 键的网页搜索，却找不到现成的 `mcp-server-youtube-transcript` 或 `web-search` 组件，只能重复造轮子。\n- **集成风险大**：盲目选用未经验证的浏览器控制脚本，常因缺乏 Docker 支持或依赖冲突导致自动化流程频繁崩溃。\n- **生态视野受限**：完全忽略了视频编辑、语音评估等跨领域能力（如 `video-editing-mcp`），导致工作流仅停留在文本层面，无法实现多媒体自动化。\n\n### 使用 awesome-mcp-list 后\n- **精准快速选型**：直接查阅分类清晰的清单，秒级定位到带 Star 数参考的 `browser-use-mcp-server` 和官方 `puppeteer` 服务，大幅缩短调研时间。\n- **即插即用赋能**：迅速集成无需 API 键的 Google 搜索工具和 YouTube 字幕提取器，当天即可打通“资讯获取 - 内容分析”闭环。\n- **稳定可靠部署**：优先选择支持 Docker 和 VNC 的成熟方案（如 `co-browser`），确保浏览器自动化在服务器环境中稳定运行，零故障交付。\n- **工作流全面升级**：意外发现并引入视频智能剪辑与语音评测工具，将原本单一的图文日报升级为包含自动剪辑片段的多媒体简报。\n\nawesome-mcp-list 通过提供经过筛选的标准化服务器清单，让开发者从繁琐的基建挖掘中解放出来，专注于构建高价值的 AI 自动化业务流。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMobinX_awesome-mcp-list_047265c9.png","MobinX","Mobin Chowdhury","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002FMobinX_0561e8f4.jpg",null,"Tgether","https:\u002F\u002Fgithub.com\u002FMobinX",881,171,"2026-04-03T14:26:03","未说明 (该仓库为 MCP 服务器列表，具体系统需求取决于列表中各个独立的子项目，涵盖 macOS、Linux 和 Windows)","未说明 (大部分工具为 API 集成或脚本自动化，无统一 GPU 需求；个别涉及本地 AI 模型的项目需参考其独立文档)","未说明",{"notes":85,"python":86,"dependencies":87},"awesome-mcp-list 本身只是一个 curated list（精选列表），并非单一可运行的软件工具。它列出了数十个不同的 MCP 服务器项目，每个项目都有独立的运行环境、依赖库和安装方式（如 npx, uvx, docker run 等）。用户需根据想要使用的具体工具（例如 browser-use-mcp-server 或 aws-mcp-server），前往其对应的 GitHub 仓库查看详细的系统需求。","未说明 (部分项目提及使用 Python、Go、Java 或 Node.js，但无统一版本要求)","未说明 (依赖项因具体选用的 MCP 服务器而异，常见可能包括 Playwright, Puppeteer, Docker, AWS CLI 等)",[13,52],"2026-03-27T02:49:30.150509","2026-04-08T01:09:20.007474",[],[]]