[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-74189":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":10,"languages":10,"totalLinesOfCode":10,"stars":11,"forks":12,"watchers":13,"openIssues":14,"contributorsCount":15,"subscribersCount":15,"size":15,"stars1d":16,"stars7d":17,"stars30d":18,"stars90d":15,"forks30d":15,"starsTrendScore":19,"compositeScore":20,"rankGlobal":10,"rankLanguage":10,"license":10,"archived":21,"fork":21,"defaultBranch":22,"hasWiki":23,"hasPages":21,"topics":24,"createdAt":10,"pushedAt":10,"updatedAt":34,"readmeContent":35,"aiSummary":36,"trendingCount":15,"starSnapshotCount":15,"syncStatus":37,"lastSyncTime":38,"discoverSource":39},74189,"awesome-mcp-servers","appcypher\u002Fawesome-mcp-servers","appcypher","Awesome MCP Servers - A curated list of Model Context Protocol servers","",null,5590,1681,46,554,0,5,17,61,15,40.68,false,"main",true,[25,26,27,28,29,30,31,32,33],"ai","anthropic-claude","awesome","context","mcp","model-context-protocol","servers","tool-use","tools","2026-06-12 02:03:23","# Awesome MCP Servers ![Awesome](https:\u002F\u002Fcdn.rawgit.com\u002Fsindresorhus\u002Fawesome\u002Fd7305f38d29fed78fa85652e3a63e154dd8e8829\u002Fmedia\u002Fbadge.svg)\n\nA curated list of awesome Model Context Protocol (MCP) servers. MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.\n\n\u003Cbr \u002F>\n\n## ⚠️ Security Warning\n\n> [!WARNING]\n>  When running MCP servers without proper sandboxing, they can execute arbitrary code on your system with the same permissions as the host process. This creates significant security risks.\n>\n> **Security Risks:**\n> - **System Access**: Full access to files, network, and system resources\n> - **Code Execution**: Can run any command on your machine\n> - **Prompt Injection**: Malicious prompts could trigger unintended server actions\n> - **Data Exposure**: Sensitive data may be accessed or leaked\n>\n> **Best Practices:**\n> - Use official implementations (marked with ⭐) when available\n> - Run servers in VMs or isolated environments\n> - Review code before installation\n> - Limit permissions to minimum required\n> - Monitor server activity\n\n\u003Cbr \u002F>\n\n## Examples of Supported Clients\n\n|                                                                                                                                                                                          | MCP Host                                                                    | Documentation                                                                                       |\n| ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002Fb0ea1e57-df16-4b04-9276-1980e17ab6ec\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.claudedesktop.com\u002F)                                                                       | [Claude Desktop](https:\u002F\u002Fclaude.ai)                            | [Claude x MCP](https:\u002F\u002Fmodelcontextprotocol.io\u002Fquickstart)                                           |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fzed.dev\u002F_next\u002Fimage?url=%2F_next%2Fstatic%2Fmedia%2Flogo_icon.d67dc948.webp&w=64&q=100\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fzed.dev\u002F)                                                          | [Zed Editor](https:\u002F\u002Fzed.dev\u002F)                                              | [Zed x MCP](https:\u002F\u002Fzed.dev\u002Fblog\u002Fmcp)                                                      |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fstorage.googleapis.com\u002Fsourcegraph-assets\u002Fdocs\u002Fimages\u002Fcody\u002Fcody-logomark-default.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fsourcegraph.com\u002Fcody)          | [Sourcegraph Cody](https:\u002F\u002Fsourcegraph.com\u002Fcody)                            | [Cody x MCP](https:\u002F\u002Fsourcegraph.com\u002Fblog\u002Fcody-supports-anthropic-model-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fcdn.prod.website-files.com\u002F663e06c56841363663ffbbcf\u002F664c918ec47bacdd3acdc167_favicon%408x.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fsourcegraph.com\u002Fcody) | [Continue](https:\u002F\u002Fwww.continue.dev\u002F)                                       | [Continue x MCP](https:\u002F\u002Fblog.continue.dev\u002Fmodel-context-protocol)                                  |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F211d0c2b-04de-471e-b1ed-97da94a58d82\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant)  | [GPT Computer Assistant](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant) | [GCA x MCP](https:\u002F\u002Fgithub.com\u002FUpsonic\u002Fgpt-computer-assistant)                                      |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fdanny-avila\u002FLibreChat\u002F0855677a36d76cafa5e064b7e346eb3f74c6af2a\u002Fclient\u002Fpublic\u002Fassets\u002Flogo.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.librechat.ai\u002F) | [LibreChat](https:\u002F\u002Fwww.librechat.ai\u002F) | [LibreChat Agents x MCP](https:\u002F\u002Fwww.librechat.ai\u002Fdocs\u002Ffeatures\u002Fagents#model-context-protocol-mcp) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fcursor.com\u002Ffavicon.ico\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.cursor.com\u002F) | [Cursor](https:\u002F\u002Fwww.cursor.com\u002F) | [Cursor x MCP](https:\u002F\u002Fdocs.cursor.com\u002Fadvanced\u002Fmodel-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fwww.enconvo.com\u002Ffavicon.ico\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwww.enconvo.com\u002F) | [Enconvo](https:\u002F\u002Fwww.enconvo.com\u002F) | [Enconvo x MCP](https:\u002F\u002Fdocs.enconvo.com\u002Fdocs\u002Ffeatures\u002Fmodel-context-protocol) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fblock.github.io\u002Fgoose\u002Fimg\u002Flogo_light.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fblock.github.io\u002Fgoose\u002F) | [Goose](https:\u002F\u002Fblock.github.io\u002Fgoose\u002F) | [Goose x MCP](https:\u002F\u002Fblock.github.io\u002Fgoose\u002Fdocs\u002Fgetting-started\u002Fusing-extensions) | \n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fevilsocket\u002Fsearch\u002Frefs\u002Fheads\u002Fmain\u002Flogo.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve) | [Nerve](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve) | [Nerve x MCP](https:\u002F\u002Fgithub.com\u002Fevilsocket\u002Fnerve\u002Fblob\u002Fmain\u002Fdocs\u002Findex.md#%EF%B8%8F-adding-tools) | \n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fmcp-router\u002Fmcp-router\u002Frefs\u002Fheads\u002Fmain\u002Fstatic\u002Fimg\u002Flogo.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fmcp-router.net) | [MCP Router](https:\u002F\u002Fgithub.com\u002Fmcp-router\u002Fmcp-router) | [MCP Router x MCP](https:\u002F\u002Fmcp-router.net) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fpietrozullo\u002Fmcp-use\u002Frefs\u002Fheads\u002Fmain\u002Fdocs\u002Ffavicon.svg\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fgithub.com\u002Fpietrozullo\u002Fmcp-use) | [mcp-use](https:\u002F\u002Fgithub.com\u002Fpietrozullo\u002Fmcp-use) | [mcp-use x MCP](https:\u002F\u002Fdocs.mcp-use.io\u002Fintroduction) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fwassist.app\u002Fwhatsmcp.png\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) | [WhatsMCP](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) | [WhatsApp x MCP](https:\u002F\u002Fwassist.app\u002Fmcp\u002F) |\n| [\u003Cdiv align=\"center\">\u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F7d5442e5-4542-4942-afde-a55d5288a40c\" height=\"20\"\u002F>\u003C\u002Fdiv>](https:\u002F\u002Fcode.visualstudio.com\u002F) | [Visual Studio Code](https:\u002F\u002Fcode.visualstudio.com\u002F) | [VS Code x MCP](https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers) |\n\n\n\u003Cbr \u002F>\n\n## Server Implementations\n\n- 📂 - [File Systems](#file-systems)\n- 📦 - [Sandbox & Virtualization](#virtualization)\n- 🔄 - [Version Control](#version-control)\n- ☁️ - [Cloud Storage](#cloud-storage)\n- 🗒️ - [Document Processing](#document-processing)\n- 🗄️ - [Databases](#databases)\n- 💬 - [Communication](#communication)\n- 📈 - [Monitoring](#monitoring)\n- 🔍 - [Search & Web](#search-web)\n- 🗺️ - [Location Services](#location-services)\n- 🎯 - [Marketing](#marketing)\n- 📝 - [Note Taking](#note-taking)\n- ⚡ - [Cloud Platforms](#cloud-platforms)\n- ⚙️ - [Workflow Automation](#workflow-automation)\n- 🤖 - [System Automation](#system-automation)\n- 📱 - [Social Media](#social-media)\n- 🎮 - [Gaming](#gaming)\n- 💹 - [Finance](#finance)\n- 🧬 - [Research & Data](#research-data)\n- 🤝 - [AI Services](#ai-services)\n- 💻 - [Development Tools](#development-tools)\n- 📊 - [Data Visualization](#data-visualization)\n- 🆔 - [Identity](#identity)\n- 🔗 - [Aggregators](#aggregators)\n- 💬 - [Language & Translation](#language)\n- 🔒 - [Security](#security)\n- 🔌 - [IoT](#iot)\n- 🧑‍🎨 - [Art & Literature](#art-literature)\n- 🛒 - [E-Commerce](#e-commerce)\n- 📦 - [Data Platforms](#data-platforms)\n- 🤖 - [Robotics & Physical AI](#robotics)\n\n\u003Csup>\u003Cdetails>\n\n\u003Csummary>Legend\u003C\u002Fsummary>\n\n- \u003Csup>⭐\u003C\u002Fsup> Official protocol implementation\n- \u003Csup>1\u003C\u002Fsup> First implementation (when multiple implementations exist)\n- \u003Csup>2\u003C\u002Fsup> Second implementation\n- \u003Csup>3\u003C\u002Fsup> Third implementation\n- \u003Csup>n\u003C\u002Fsup> Subsequent implementations\n\u003C\u002Fdetails>\u003C\u002Fsup>\n\n\u003Cbr \u002F>\n\n## Tools & Utilities\n\nSee [Helpful Tools & Utilities](#helpful-tools-&-utilities) section for tools to help manage, configure, and work with MCP servers.\n\n\u003Cbr \u002F>\n\n## 📂 \u003Ca name=\"file-systems\">\u003C\u002Fa>File Systems\n\n> Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [Backup](https:\u002F\u002Fgithub.com\u002Fhexitex\u002FMCP-Backup-Server) - Provides file and folder backup and restoration capabilities for AI agents and code editing tools\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F9AD1ED\" height=\"14\"\u002F> [FileStash](https:\u002F\u002Fgithub.com\u002Fmickael-kerjean\u002Ffilestash\u002Ftree\u002Fmaster\u002Fserver\u002Fplugin\u002Fplg_handler_mcp) - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc... \n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F2196F3\" height=\"14\"\u002F> [FileSystem](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffilesystem)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Direct local file system access\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4A90E2\" height=\"14\"\u002F> [FileSystem](https:\u002F\u002Fgithub.com\u002Fmark3labs\u002Fmcp-filesystem-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Golang implementation for local file system access\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [Everything Search](https:\u002F\u002Fgithub.com\u002Fmamertofabian\u002Fmcp-everything-search) - Lightning-fast Windows file search powered by Everything SDK\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [fast-filesystem-mcp](https:\u002F\u002Fgithub.com\u002Fefforthye\u002Ffast-filesystem-mcp) - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading\u002Fwriting, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffiles\u002F4CAF50\" height=\"14\"\u002F> [llm-context](https:\u002F\u002Fgithub.com\u002Fcyberchitta\u002Fllm-context.py) - Share code context with LLMs via Model Context Protocol or clipboard\n\n\u003Cbr \u002F>\n\n## 📦 \u003Ca name=\"virtualization\">\u003C\u002Fa>Sandbox & Virtualization\n\n> Secure sandbox environments for code execution and testing. Enables safe execution of code snippets and development workflows.\n\n- \u003Cimg src=\"https:\u002F\u002Fdocs.microsandbox.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [Microsandbox](https:\u002F\u002Fgithub.com\u002Fmicrosandbox\u002Fmicrosandbox)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Self-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use.\n- \u003Cimg src=\"https:\u002F\u002Fe2b.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [E2B](https:\u002F\u002Fgithub.com\u002Fe2b-dev\u002Fmcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Secure cloud development environments for AI agents. Enables safe code execution and testing in isolated containers.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fdocker\u002F0db7ed\" height=\"14\"\u002F> [Docker](https:\u002F\u002Fgithub.com\u002FQuantGeekDev\u002Fdocker-mcp) - An MCP server for Docker operations, enabling seamless container and compose stack management.\n\n\u003Cbr \u002F>\n\n## 🔄 \u003Ca name=\"version-control\">\u003C\u002Fa>Version Control\n\n> Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgithub\u002F8A8A8A\" height=\"14\"\u002F> [GitHub](https:\u002F\u002Fgithub.com\u002Fgithub\u002Fgithub-mcp-server)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - GitHub API integration for repository management, PRs, issues, and more\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgithub\u002F8A8A8A\" height=\"14\"\u002F> [GitHub](https:\u002F\u002Fgithub.com\u002Fkurdin\u002Fgithub-repos-manager-mcp)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Token-based GitHub automation management. No Docker for optimal performance, Flexible configuration for fine-grained control, 80+ tools with direct API integration.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgitlab\u002FFC6D26\" height=\"14\"\u002F> [GitLab](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgitlab) - GitLab platform integration for project management and CI\u002FCD operations\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [Git](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgit) - Direct Git repository operations including reading, searching, and analyzing local repositories\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fphabricator\u002F5865F2\" height=\"14\"\u002F> [Phabricator](https:\u002F\u002Fgithub.com\u002Fbaba786\u002Fphabricator-mcp-server) - Phabricator API integration for repository and project management\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [Gitingest-MCP](https:\u002F\u002Fgithub.com\u002Fpuravparab\u002FGitingest-MCP) - Gitingest integration providing prompt friendly summmaries of Github repos\n\n\n\u003Cbr \u002F>\n\n## ☁ \u003Ca name=\"cloud-storage\">\u003C\u002Fa>Cloud Storage\n\n> Access and manage files stored in cloud storage platforms. Enables searching, reading, and organizing cloud-stored documents and data.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgoogledrive\u002F4285F4\" height=\"14\"\u002F> [Google Drive](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgdrive) - Google Drive integration for file access, search, and management\n- \u003Cimg src=\"https:\u002F\u002Fwww.box.com\u002Fthemes\u002Fcustom\u002Fbox\u002Ffavicons\u002Ffavicon.ico\" height=\"14\"\u002F> [Box](https:\u002F\u002Fdeveloper.box.com\u002Fguides\u002Fbox-mcp\u002F)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Box MCP Server allows third party AI agents from platforms like Copilot Studio, Cursor, Claude for Desktop to access Box content seamlessly. It extends the agent's capabilities by allowing it to perform actions related to content stored in Box.\n- \u003Cimg src=\"https:\u002F\u002Fframerusercontent.com\u002Fimages\u002FijlYG00LOcMD6zR1XLMxHbAwZkM.png\" height=\"14\" \u002F> [VideoDB](https:\u002F\u002Fgithub.com\u002Fvideo-db\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A serverless video database to easily store, index, search, and stream videos. VideoDB uses AI to automatically tag scenes, generate accurate transcriptions, and quickly retrieve video moments with simple queries.\n- \u003Cimg src=\"https:\u002F\u002Fwww.microsoft.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Microsoft 365](https:\u002F\u002Fgithub.com\u002Fsofteria\u002Fms-365-mcp-server) - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, etc.) using Graph API (including mail, files, Excel, calendar)\n\n\u003Cbr \u002F>\n\n## 🗒️ \u003Ca name=\"document-processing\">\u003C\u002Fa> Document Processing\n\n> Automated extraction, transformation, and analysis of information from documents to make their content usable by software systems.\n\n- \u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F166614754?s=200&v=4\" height=\"14\"\u002F> [Adeu](https:\u002F\u002Fgithub.com\u002Fdealfluence\u002Fadeu) - Automated DOCX Redlining Engine and \"Virtual DOM\" for Microsoft Word. Enables agents to read, diff, edit, and negotiate contracts locally or via live COM interop.\n\n\n\u003Cbr \u002F>\n\n## 🗄️ \u003Ca name=\"databases\">\u003C\u002Fa>Databases\n\n> Secure database access with schema inspection capabilities. Enables querying and analyzing data while maintaining read-only safety by default.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpostgresql\u002F5865F2\" height=\"14\"\u002F> [PostgreSQL](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpostgres) - PostgreSQL database integration with schema inspection and query capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsqlite\u002F0F80CC\" height=\"14\"\u002F> [SQLite](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsqlite) - SQLite database operations with built-in analysis features\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fduckdb\u002FFDC000\" height=\"14\"\u002F> [DuckDB](https:\u002F\u002Fgithub.com\u002Fktanaka101\u002Fmcp-server-duckdb) - DuckDB database integration with schema inspection and query capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Flibreoffice\u002F18A303\" height=\"14\"\u002F> [Excel](https:\u002F\u002Fgithub.com\u002Fharis-musa\u002Fexcel-mcp-server) - Excel workbook manipulation including data reading\u002Fwriting, worksheet management, formatting, charts, and pivot tables\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglebigquery\u002F669DF6\" height=\"14\"\u002F> [BigQuery](https:\u002F\u002Fgithub.com\u002FLucasHild\u002Fmcp-server-bigquery)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - BigQuery database integration with schema inspection and query capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglebigquery\u002F669DF6\" height=\"14\"\u002F> [BigQuery](https:\u002F\u002Fgithub.com\u002Fergut\u002Fmcp-bigquery-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - A BigQuery MCP server for read-only SQL queries and schema exploration (available on npm)\n- \u003Cimg src=\"https:\u002F\u002Fneon.tech\u002Ffavicon.ico\" height=\"14\"\u002F> [Neon](https:\u002F\u002Fgithub.com\u002Fneondatabase\u002Fmcp-server-neon)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Neon MCP Server. Allows natural language interactions with Neon for database management.\n- \u003Cimg src=\"https:\u002F\u002Fqdrant.tech\u002Fimg\u002Fbrand-resources-logos\u002Flogomark.svg\" height=\"14\"\u002F> [Qdrant](https:\u002F\u002Fgithub.com\u002Fqdrant\u002Fmcp-server-qdrant\u002F)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A Qdrant MCP server for keeping and retrieving memories in the Qdrant vector search engine.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmongodb\u002F47A248\" height=\"14\"\u002F> [MongoDB](https:\u002F\u002Fgithub.com\u002Fkiliczsh\u002Fmcp-mongo-server) - A Model Context Protocol Server for querying and analyzing MongoDB collections.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmongodb\u002F47A248\" height=\"14\"\u002F> [MongoDB Lens](https:\u002F\u002Fgithub.com\u002Ffurey\u002Fmongodb-lens) - Full featured MCP Server for MongoDB databases.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fmysql\" height=\"14\"\u002F> [MySQL](https:\u002F\u002Fgithub.com\u002Fdesigncomputer\u002Fmysql_mcp_server) - MySQL database integration with configurable access controls and schema inspection\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fairtable\" height=\"14\"\u002F> [Airtable](https:\u002F\u002Fgithub.com\u002Fdomdomegg\u002Fairtable-mcp-server) - Read and write access to Airtable databases, with schema inspection.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsnowflake\" height=\"14\"\u002F> [Snowflake](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-snowflake-server) - Snowflake database integration with read\u002Fwrite capabilities and insight tracking.\n- \u003Cimg src=\"https:\u002F\u002Fjiejue.obs.ap-southeast-1.myhuaweicloud.com\u002F20250209205317622.webp\" height=\"14\"\u002F> [DBUtils](https:\u002F\u002Fgithub.com\u002Fdonghao1393\u002Fmcp-dbutils) - A unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer.\n- \u003Cimg src=\"https:\u002F\u002Fwww.pingcap.com\u002Ffavicon.ico\" height=\"14\"\u002F> [TiDB](https:\u002F\u002Fgithub.com\u002Fc4pt0r\u002Fmcp-server-tidb) - MCP server implementation for TiDB (serverless) database.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.nocodb.com\u002Fmarketing-site\u002F20250120104552\u002Fimages\u002Ffavicon.png\" height=\"14\"\u002F> [NocoDB](https:\u002F\u002Fgithub.com\u002Fedwinbernadus\u002Fnocodb-mcp-server) - Read and write access to NocoDB database.\n- \u003Cimg src=\"https:\u002F\u002Fwww.couchbase.com\u002Fwp-content\u002Fuploads\u002F2023\u002F10\u002Fcouchbase-favicon.svg\" height=\"14\"\u002F> [Couchbase](https:\u002F\u002Fgithub.com\u002FCouchbase-Ecosystem\u002Fmcp-server-couchbase)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP server to interact with the data stored in Couchbase clusters including natural language querying. \n- \u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1529926?s=48&v=4\" height=\"14\"\u002F> [Redis](https:\u002F\u002Fgithub.com\u002Fredis\u002Fmcp-redis)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A natural language interface designed for agentic applications to efficiently manage and search data in Redis.\n- \u003Cimg src=\"https:\u002F\u002Fframerusercontent.com\u002Fimages\u002FijlYG00LOcMD6zR1XLMxHbAwZkM.png\" height=\"14\" \u002F> [VideoDB Director](https:\u002F\u002Fgithub.com\u002Fvideo-db\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Create AI-powered video workflows including automatic editing, content moderation, voice cloning, highlight generation, and searchable video moments—all accessible via simple APIs and intuitive chat-based interfaces.\n\n\u003Cbr \u002F>\n\n## 💬 \u003Ca name=\"communication\">\u003C\u002Fa>Communication\n\n> Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fslack\u002FE01E5A\" height=\"14\"\u002F> [Slack](https:\u002F\u002Fgithub.com\u002Fkorotovsky\u002Fslack-mcp-server) - The most powerful MCP Slack Server with Stdio and SSE transports, Proxy support and no permission requirements on Slack Workspace.\n- \u003Cimg src=\"https:\u002F\u002Fwww.line.me\u002Ffavicon-32x32.png\" height=\"14\" \u002F> [LINE Official Account](https:\u002F\u002Fgithub.com\u002Fline\u002Fline-bot-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Flinear\u002F5E6AD2\" height=\"14\"\u002F> [Linear](https:\u002F\u002Fgithub.com\u002Fjerhadf\u002Flinear-mcp-server) - Linear MCP Server. Provides integration with Linear's issue tracking system through MCP.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fatlassian\u002F0052CC\" height=\"14\"\u002F> [Atlassian](https:\u002F\u002Fgithub.com\u002Fsooperset\u002Fmcp-atlassian) - Comprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking.\n- \u003Cimg src=\"https:\u002F\u002Fcarbonvoice.app\u002Ffavicon.ico\" height=\"14\"\u002F> [Carbon Voice](https:\u002F\u002Fgithub.com\u002FPhononX\u002Fcv-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP Server that connects AI Agents to [Carbon Voice](https:\u002F\u002Fgetcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https:\u002F\u002Fgetcarbon.app).\n- \u003Cimg src=\"https:\u002F\u002Fm2tg1pnwn0.ufs.sh\u002Ff\u002FGMqNN8nd9I8l9tUbmif1CnFX8Baqr7mHeicYu0AULDyNVWJE\" height=\"14\"\u002F> [ntfy](https:\u002F\u002Fgithub.com\u002Fgitmotion\u002Fntfy-me-mcp) - An ntfy MCP server for sending\u002Ffetching ntfy notifications to your self-hosted ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)\n\n\u003Cbr \u002F>\n\n## 📈 \u003Ca name=\"monitoring\">\u003C\u002Fa>Monitoring\n\n> Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.\n\n- \u003Cimg src=\"https:\u002F\u002Fmetoro.io\u002Fstatic\u002Fimages\u002Flogos\u002FMetoro.svg\" height=\"14\"\u002F> [Metoro](https:\u002F\u002Fgithub.com\u002Fmetoro-io\u002Fmetoro-mcp-server) - Query and interact with kubernetes environments monitored by Metoro\n- \u003Cimg src=\"https:\u002F\u002Fraygun.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Raygun](https:\u002F\u002Fgithub.com\u002FMindscapeHQ\u002Fmcp-server-raygun) - Raygun API V3 integration for crash reporting and real user monitoring\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsentry\u002F546E7A\" height=\"14\"\u002F> [Sentry](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fsentry) - Sentry.io integration for error tracking and performance monitoring\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fletsencrypt\u002F003A70\" height=\"14\"\u002F> [sslmon](https:\u002F\u002Fgithub.com\u002Ffiresh\u002Fsslmon-mcp) - Domain\u002FHTTPS\u002FSSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.\n- \u003Cimg src=\"https:\u002F\u002Faiops.drdroid.io\u002Ffavicon.ico\" height=\"14\"\u002F> [Signoz](https:\u002F\u002Fgithub.com\u002FDrDroidLab\u002Fsignoz-mcp-server) - Comprehensive integration with [Signoz APIs](https:\u002F\u002Fsignoz.io\u002Fdocs\u002Fuserguide\u002Fapis\u002F) and [documentation](https:\u002F\u002Fsignoz.io\u002Fdocs\u002F) for monitoring, observability, and debugging tasks related to your Signoz instances.\n- \u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F174736222?s=200&v=4\" height=\"14\"\u002F> [VictoriaMetrics](https:\u002F\u002Fgithub.com\u002FVictoriaMetrics-Community\u002Fmcp-victoriametrics) - Comprehensive integration with [VictoriaMetrics APIs](https:\u002F\u002Fdocs.victoriametrics.com\u002Fvictoriametrics\u002Furl-examples\u002F) and [documentation](https:\u002F\u002Fdocs.victoriametrics.com\u002F) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.\n\n\u003Cbr \u002F>\n\n## 🔍 \u003Ca name=\"search-web\">\u003C\u002Fa>Search & Web\n\n> Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpuppeteer\u002F00D8A2\" height=\"14\"\u002F> [Puppeteer](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fpuppeteer) - Browser automation for web scraping and interaction\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fbrave\u002FFB542B\" height=\"14\"\u002F> [Brave Search](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fbrave-search) - Web search capabilities using Brave's Search API\n- \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F5d9346e8-7821-4202-80cd-25e0678d3400\" height=\"14\"\u002F> [Bright Data](https:\u002F\u002Fgithub.com\u002Fluminati-io\u002Fbrightdata-mcp) - Discover, extract, and interact with the web - one interface powering automated access across the public internet.\n- \u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F204530939?s=200&v=4\" height=\"14\"\u002F> [Dumpling AI](https:\u002F\u002Fgithub.com\u002FDumpling-AI\u002Fmcp-server-dumplingai) - Access data, web scraping, and document conversion APIs by [Dumpling AI](https:\u002F\u002Fwww.dumplingai.com\u002F)\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcurl\u002F00ADD8\" height=\"14\"\u002F> [Fetch](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Ffetch) - Efficient web content fetching and processing for AI consumption\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkagi\u002F4173FF\" height=\"14\"\u002F> [Kagi Search](https:\u002F\u002Fgithub.com\u002Fac3xx\u002Fmcp-servers-kagi) - TypeScript-based MCP server that integrates the Kagi Search API\n- \u003Cimg src=\"https:\u002F\u002Fwww.tryleap.ai\u002Fassets\u002Fintegrations\u002Fexa.svg\" height=\"14\"\u002F> [Exa Search](https:\u002F\u002Fgithub.com\u002Fexa-labs\u002Fexa-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integration with Exa AI Search API for real-time web information retrieval\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnewyorktimes\u002FE34234\" height=\"14\"\u002F> [NYTimes](https:\u002F\u002Fgithub.com\u002Fangheljf\u002Fnyt) - Search articles using the NYTimes API\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglenews\u002F4285F4\" height=\"14\"\u002F> [Google News](https:\u002F\u002Fgithub.com\u002FChanMeng666\u002Fserver-google-news) - Google News search with automatic categorization, multi-language support, and comprehensive search options\n- \u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F175926811?v=4\" height=\"14\"\u002F> [Scrapeless](https:\u002F\u002Fgithub.com\u002Fscrapeless-ai\u002Fscrapeless-mcp-server) - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it. \n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F7\u002F7e\u002FVector_search_icon.svg\u002F800px-Vector_search_icon.svg.png\" height=\"14\"\u002F> [Search1API](https:\u002F\u002Fgithub.com\u002Ffatwang2\u002Fsearch1api-mcp) - Search via search1api (requires paid API key)\n- \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F3c1cb503-11cc-4172-ac4e-73497b5eb3b8\" height = \"14\"> [RivalSearchMCP](https:\u002F\u002Fgithub.com\u002Fdamionrashford\u002FRivalSearchMCP) - A powerful MCP server providing a suite of tools for web search, content discovery, and automated research workflows.\n- \u003Cimg src=\"https:\u002F\u002Ftavily.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Tavily](https:\u002F\u002Fgithub.com\u002FTomatio13\u002Fmcp-server-tavily) - Tavily AI search API integration\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Farxiv\u002FB31B1B\" height=\"14\"\u002F> [ArXiv](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server) - Search ArXiv research papers\n- \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F6f9c9a70-01c8-4255-abbe-66faf146970e\" height=\"14\"> [PapersWithCode](https:\u002F\u002Fgithub.com\u002Fhbg\u002Fmcp-paperswithcode) - Search research papers, conferences, and codebases through PapersWithCode API\n- \u003Cimg src=\"https:\u002F\u002Fplaywright.dev\u002Fimg\u002Fplaywright-logo.svg\" height=\"14\"\u002F> [Playwright](https:\u002F\u002Fgithub.com\u002Fexecuteautomation\u002Fmcp-playwright) - A Model Context Protocol server that provides browser automation capabilities using Playwright.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fsearxng\" height=\"14\"\u002F> [Websearch](https:\u002F\u002Fgithub.com\u002Fmnhlt\u002FWebSearch-MCP) - Self-hosted Websearch service.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffirefoxbrowser\" height=\"14\"\u002F> [Browser Control](https:\u002F\u002Fgithub.com\u002Feyalzh\u002Fbrowser-control-mcp) - An MCP server paired with a browser extension allowing local browser control. \n- \u003Cimg src=\"https:\u002F\u002Fblog.apify.com\u002Fcontent\u002Fimages\u002F2025\u002F02\u002FApify_logo.png\" height=\"14\"\u002F> [Apify Actors](https:\u002F\u002Fgithub.com\u002Fapify\u002Factors-mcp-server) - Use 4,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more.\n- \u003Cimg src=\"https:\u002F\u002Fblog.apify.com\u002Fcontent\u002Fimages\u002F2025\u002F02\u002FApify_logo.png\" height=\"14\"\u002F> [RAG Web Browser](https:\u002F\u002Fgithub.com\u002Fapify\u002Fmcp-server-rag-web-browser) - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.\n- \u003Cimg src=\"https:\u002F\u002Fframerusercontent.com\u002Fimages\u002F0Bw7GwbNXUBxOAp9pyM0VPOlphg.png\" height=\"14\" \u002F> [Skyvern](https:\u002F\u002Fgithub.com\u002FSkyvern-AI\u002Fskyvern\u002Ftree\u002Fmain\u002Fintegrations\u002Fmcp) - MCP to let Claude or your own LLM control your browser\n- \u003Cimg src=\"https:\u002F\u002Fsearx.space\u002Ffavicon.png\" height=\"14\" \u002F> [Ihor-Sokoliuk\u002FMCP-SearXNG](https:\u002F\u002Fgithub.com\u002Fihor-sokoliuk\u002Fmcp-searxng) - A Model Context Protocol Server for [SearXNG](https:\u002F\u002Fdocs.searxng.org)\n- \u003Cimg src=\"https:\u002F\u002Fpragmar.com\u002Fmedia\u002Fstatic\u002Fimages\u002Fmcp-server-webcrawl\u002Ffavicon.png\" height=\"14\" \u002F> [mcp-server-webcrawl](https:\u002F\u002Fgithub.com\u002Fpragmar\u002Fmcp-server-webcrawl) - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.\n\n\u003Cbr \u002F>\n\n## 🗺️ \u003Ca name=\"location-services\">\u003C\u002Fa>Location Services\n\n> Geographic and location-based services integration. Enables access to mapping data, directions, and place information.\n\n- \u003Cimg src=\"https:\u002F\u002Fcampertunity.com\u002Fassets\u002Ficon\u002Ffavicon.ico\" height=\"14\"\u002F> [Campertunity](https:\u002F\u002Fgithub.com\u002Fcampertunity\u002Fmcp-server) - Search campgrounds around the world on campertunity, check availability, and provide booking links\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglemaps\u002F4285F4\" height=\"14\"\u002F> [Google Maps](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol\u002Fservers\u002Ftree\u002Fmain\u002Fsrc\u002Fgoogle-maps) - Google Maps integration for location services, routing, and place details\n- \u003Cimg src=\"https:\u002F\u002Fstatic.iplocate.io\u002Fcustom\u002Flogo-square-rounded.png\" height=\"14\"\u002F> [IPLocate](https:\u002F\u002Fgithub.com\u002Fiplocate\u002Fmcp-server-iplocate) - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io\n- \u003Cimg src=\"https:\u002F\u002Fwww.ip2location.io\u002Ffavicon.ico\" height=\"14\"\u002F> [IP2Location.io](https:\u002F\u002Fgithub.com\u002Fip2location\u002Fmcp-ip2location-io) - IP2Location.io API integration to retrieve the geolocation information for an IP address.\n- \u003Cimg src=\"https:\u002F\u002Fwww.qgis.org\u002Fstyleguide\u002Fvisual\u002Fqgis-logo.svg\" height=\"14\"\u002F> [QGIS](https:\u002F\u002Fgithub.com\u002Fjjsantos01\u002Fqgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.\n\n\n\u003Cbr \u002F>\n\n## 🎯 \u003Ca name=\"marketing\">\u003C\u002Fa>Marketing\n\n> Tools that help marketers write better content and run better campaigns.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fanalytics\u002F4285F4\" height=\"14\"\u002F> [Agent Mindshare](https:\u002F\u002Fagentmindshare.com) - Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations.\n- \u003Cimg src=\"https:\u002F\u002Fopenstrategypartners.com\u002Ffileadmin\u002FBilder\u002Flogo\u002FOSP_logo_colors_green1.png\" height=\"14\"\u002F> [Open Strategy Partners Marketing Tools](https:\u002F\u002Fgithub.com\u002Fopen-strategy-partners\u002Fosp_marketing_tools)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ffathom\u002F9187FF\" height=\"14\"\u002F> [Fathom Analytics](https:\u002F\u002Fgithub.com\u002Fmackenly\u002Fmcp-fathom-analytics) - Access Fathom Analytics data and reports about your sites\n- \u003Cimg src=\"https:\u002F\u002Fstatic.xx.fbcdn.net\u002Frsrc.php\u002Fy9\u002Fr\u002FtL_v571NdZ0.svg\" height=\"14\"\u002F> [Facebook Ads](https:\u002F\u002Fgithub.com\u002Fgomarble-ai\u002Ffacebook-ads-mcp-server) - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.\n- \u003Cimg src=\"https:\u002F\u002Fimg.icons8.com\u002F?size=48&id=ui4CTPMMDCFh&format=png\" height=\"14\"\u002F> [Google Ads](https:\u002F\u002Fgithub.com\u002Fgomarble-ai\u002Fgoogle-ads-mcp-server) - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.\n\u003Cbr \u002F>\n\n## 📝 \u003Ca name=\"note-taking\">\u003C\u002Fa>Note Taking\n\n> Integration with note-taking applications and personal knowledge management tools. Enables access to notes, documents, and personal information stores.\n- \u003Cimg src=\"https:\u002F\u002Fstatic.wikia.nocookie.net\u002Flogopedia\u002Fimages\u002F2\u002F25\u002FApple_Books_%28iOS%29_2024_dark.svg\u002Frevision\u002Flatest?cb=20240616234654\" height=\"14\"\u002F> [Apple Books](https:\u002F\u002Fgithub.com\u002Fvgnshiyer\u002Fapple-books-mcp) - Transform your Apple Books to a queryable knowledge base.\n- \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fonebirdrocks\u002Febook-mcp\u002Fraw\u002Frefs\u002Fheads\u002Fmain\u002Ffavicon.png\" alt=\"ebook-mcp Logo\" height=\"14\" \u002F> [eBook-mcp](https:\u002F\u002Fgithub.com\u002Fonebirdrocks\u002Febook-mcp) - A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks on your local machine. Ideal for building AI reading assistants or chat-based ebook interfaces.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fobsidian\u002F7C3AED\" height=\"14\"\u002F> [Obsidian](https:\u002F\u002Fgithub.com\u002FMarkusPfundstein\u002Fmcp-obsidian)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Obsidian vault integration with tools for file management, search, and content manipulation\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fobsidian\u002F7C3AED\" height=\"14\"\u002F> [Obsidian](https:\u002F\u002Fgithub.com\u002Fcalclavia\u002Fmcp-obsidian)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Alternative implementation for reading and searching Markdown notes\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnotion\u002F787878\" height=\"14\"\u002F> [Notion](https:\u002F\u002Fgithub.com\u002Fdanhilse\u002Fnotion_mcp)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Notion API integration for managing personal todo lists and notes\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fnotion\u002F787878\" height=\"14\"\u002F> [Notion](https:\u002F\u002Fgithub.com\u002Fsuekou\u002Fmcp-notion-server)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Alternative implementation for Notion API integration\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F999999\" height=\"14\"\u002F> [Apple Notes](https:\u002F\u002Fgithub.com\u002Fsirmews\u002Fapple-notes-mcp) - Read from local Apple Notes database (macOS only)\n- \u003Cimg src=\"https:\u002F\u002Fpipedream.com\u002Fs.v0\u002Fapp_Noh9dw\u002Flogo\u002Forig\" height=\"14\"\u002F> [Slite](https:\u002F\u002Fgithub.com\u002Ffajarmf\u002Fslite-mcp) - Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Ftodoist\u002FE44332\" height=\"14\"\u002F> [Todoist](https:\u002F\u002Fgithub.com\u002Fabhiz123\u002Ftodoist-mcp-server) - An MCP server implementation for Todoist, enabling natural language task management.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgooglekeep\u002FFFBB00\" height=\"14\"\u002F> [Google Keep](https:\u002F\u002Fgithub.com\u002Ffeuerdev\u002Fkeep-mcp) - Read, create, update and delete Google Keep notes.\n\n\u003Cbr \u002F>\n\n## ⚡ \u003Ca name=\"cloud-platforms\">\u003C\u002Fa>Cloud Platforms\n\n> Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcloudflare\u002FF38020\" height=\"14\"\u002F> [Cloudflare](https:\u002F\u002Fgithub.com\u002Fcloudflare\u002Fmcp-server-cloudflare)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integration with Cloudflare services including Workers, KV, R2, and D1\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [Kubernetes](https:\u002F\u002Fgithub.com\u002Fstrowk\u002Fmcp-k8s-go)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Kubernetes cluster operations through MCP\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [Kubernetes](https:\u002F\u002Fgithub.com\u002Fweibaohui\u002Fk8m)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Kubernetes  multi-cluster  management and operations, featuring a management ui, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fkubernetes\u002F326CE5\" height=\"14\"\u002F> [MKP](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Fmkp)\u003Csup>\u003Csup>3\u003C\u002Fsup>\u003C\u002Fsup> - Model Kontext Protocol Server for Kubernetes with native Go implementation, direct API integration, and comprehensive resource management\n- \u003Cimg src=\"https:\u002F\u002Ftinybird.co\u002Ffavicon.ico\" height=\"14\"\u002F> [Tinybird](https:\u002F\u002Fgithub.com\u002Ftinybirdco\u002Fmcp-tinybird)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Interact with a Tinybird Workspace from any MCP client.\n\n\u003Cbr \u002F>\n\n## ⚙️ \u003Ca name=\"workflow-automation\">\u003C\u002Fa>Workflow Automation\n\n> Integration with workflow automation platforms allows AI models to execute workflows and retrieve data back to their systems.\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.make.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Make](https:\u002F\u002Fgithub.com\u002Fintegromat\u002Fmake-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Turn Make scenarios into callable tools for AI assistants.\n- \u003Cimg src=\"https:\u002F\u002Fwww.taskade.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Taskade MCP](https:\u002F\u002Fgithub.com\u002Ftaskade\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Official Taskade MCP server + OpenAPI → MCP codegen to build AI agent tools from any API and connect Taskade to Claude, Cursor, and more.\n\n\u003Cbr \u002F>\n\n## 🤖 \u003Ca name=\"system-automation\">\u003C\u002Fa>System Automation\n\n> Tools for shell access, system control, and task automation. Enables AI models to execute commands and interact with the operating system.\n\n- \u003Cimg src=\"https:\u002F\u002Fapi.iconify.design\u002Fmdi:console.svg?color=%2390EE90\" height=\"14\"\u002F> [Shell](https:\u002F\u002Fgithub.com\u002Frusiaaman\u002Fwcgw) - Autonomous shell execution and computer control (Mac)\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F87\u002FWindows_logo_-_2021.svg\u002F1024px-Windows_logo_-_2021.svg.png\" height=\"14\"\u002F> [Windows CLI](https:\u002F\u002Fgithub.com\u002FSimonB97\u002Fwin-cli-mcp-server) - Windows CLI MCP Server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F87\u002FWindows_logo_-_2021.svg\u002F1024px-Windows_logo_-_2021.svg.png\" height=\"14\"\u002F> [Windows Control](https:\u002F\u002Fgithub.com\u002FCheffromspace\u002Fnutjs-windows-control) - Windows automation MCP server providing mouse, keyboard, screen capture, clipboard, and window management capabilities using NutJS.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgnometerminal\u002F2196F3\" height=\"14\"\u002F> [Command Line](https:\u002F\u002Fgithub.com\u002Fphialsbasement\u002Fcmd-mcp-server) - MCP server allowing any and all command execution over CMD(BE CAREFUL).\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F999999\" height=\"14\"\u002F> [Apple Shortcuts](https:\u002F\u002Fgithub.com\u002Frecursechat\u002Fmcp-server-apple-shortcuts) - An MCP Server Integration with Apple Shortcuts\n\n\u003Cbr \u002F>\n\n## 📱 \u003Ca name=\"social-media\">\u003C\u002Fa>Social Media\n\n> Integration with social media platforms and content sharing services. Enables interaction with social networks and content platforms.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fbluesky\u002F0085FF\" height=\"14\"\u002F> [BlueSky](https:\u002F\u002Fgithub.com\u002Fketuriosakys\u002Fbluesky-context-server) - Bluesky API integration for querying and searching feeds and posts\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fyoutube\u002FFF0000\" height=\"14\"\u002F> [YouTube](https:\u002F\u002Fgithub.com\u002Fanaisbetts\u002Fmcp-youtube)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - YouTube integration using yt-dlp for subtitle downloading and video analysis\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fyoutube\u002FFF0000\" height=\"14\"\u002F> [YouTube](https:\u002F\u002Fgithub.com\u002Fkimtaeyoon83\u002Fmcp-server-youtube-transcript)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Alternative implementation for fetching YouTube subtitles and transcripts\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fspotify\u002F1DB954\" height=\"14\"\u002F> [Spotify](https:\u002F\u002Fgithub.com\u002Fvarunneal\u002Fspotify-mcp) - Connects with Spotify for playback control and track\u002Falbum\u002Fartist\u002Fplaylist management.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Ftiktok-icon-2.svg\" height=\"14\"\u002F> [TikTok](https:\u002F\u002Fgithub.com\u002FSeym0n\u002Ftiktok-mcp) - TikTok integration for getting post details and video's subtitles\n\n\u003Cbr \u002F>\n\n## 🎮 \u003Ca name=\"gaming\">\u003C\u002Fa>Gaming\n\n> Gaming data and Game Development tools.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [Unity Engine](https:\u002F\u002Fgithub.com\u002FIvanMurzak\u002FUnity-MCP)\u003Csup>\u003Csup>1\u003C\u002Fsup>\u003C\u002Fsup> - Tools for Unity Editor and for a game made with Unity\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [UnityEngine](https:\u002F\u002Fgithub.com\u002FCoderGamester\u002Fmcp-unity)\u003Csup>\u003Csup>2\u003C\u002Fsup>\u003C\u002Fsup> - Unity3d Game Engine integration for game development\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Funity\u002F899499\" height=\"14\"\u002F> [Unity Engine](https:\u002F\u002Fgithub.com\u002Fcodemaestroai\u002Fadvanced-unity-mcp)\u003Csup>\u003Csup>3\u003C\u002Fsup>\u003C\u002Fsup> - Advanced Unity MCP from Code Maestro. Build, debug, profile, and manage assets, scenes, and scripts with natural language via MCP.\n\n\u003Cbr \u002F>\n\n## 💹 \u003Ca name=\"finance\">\u003C\u002Fa>Finance\n\n> Financial data and cryptocurrency information services.\n\n- \u003Cimg src=\"https:\u002F\u002Fdocs.octagonagents.com\u002Flogo.svg\" alt=\"Octagon Logo\" height=\"14\"\u002F> [Octagon](https:\u002F\u002Fgithub.com\u002FOctagonAI\u002Foctagon-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Deliver real-time market intelligence with extensive private and public market data.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fcoinmarketcap\u002FFF8C00\" height=\"14\"\u002F> [CoinMarket](https:\u002F\u002Fgithub.com\u002Fanjor\u002Fcoinmarket-mcp-server) - Coinmarket API integration for cryptocurrency data\n- \u003Cimg src=\"https:\u002F\u002Fwww.chargebee.com\u002Fstatic\u002Fresources\u002Fbrand\u002Ffavicon.png\" height=\"14\"> [Chargebee](https:\u002F\u002Fgithub.com\u002Fchargebee\u002Fagentkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP Server that connects AI agents to [Chargebee platform](https:\u002F\u002Fwww.chargebee.com).\n- \u003Cimg src=\"https:\u002F\u002Fdexpaprika.com\u002Ffavicon.ico\" height=\"14\"\u002F> [DexPaprika](https:\u002F\u002Fgithub.com\u002Fdonbagger\u002Fdexpaprika-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Comprehensive cryptocurrency and DEX data API across multiple blockchains, providing real-time token pricing, liquidity pools, and OHLCV data for market analysis\n- \u003Cimg src=\"https:\u002F\u002Fwww.mercadopago.com\u002Ffavicon.ico\" height=\"14\" alt=\"MercadoPago Logo\" \u002F> [Mercado Pago](https:\u002F\u002Fmcp.mercadopago.com\u002F) - Mercado Pago's official MCP server, offering tools to interact with our API, simplifing tasks and product integration.\n- \u003Cimg src=\"https:\u002F\u002Fwww.paypalobjects.com\u002Fwebstatic\u002Fmktg\u002Flogo\u002Fpp_cc_mark_74x46.jpg\" height=\"14\"> [PayPal](https:\u002F\u002Fgithub.com\u002Fpaypal\u002Fagent-toolkit\u002Ftree\u002Fmain\u002Fmodelcontextprotocol)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - The PayPal Agent Toolkit enables popular agent frameworks including Model Context Protocol (MCP) to integrate with PayPal APIs through function calling.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fstripe\" height=\"14\"\u002F> [Stripe](https:\u002F\u002Fgithub.com\u002Fstripe\u002Fagent-toolkit\u002Ftree\u002Fmain)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Allows you to integrate with Stripe APIs\n- \u003Cimg src=\"https:\u002F\u002Fpub.pbkrs.com\u002Ffiles\u002F202211\u002FTNosrY77nCxm6rtU\u002Flogo-without-title.svg\" height=\"14\"\u002F> [LongPort OpenAPI](https:\u002F\u002Fgithub.com\u002Flongportapp\u002Fopenapi\u002Ftree\u002Fmain\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.\n- \u003Cimg src=\"https:\u002F\u002Fzbd.gg\u002Ffavicon.ico\" height=\"14\"\u002F> [ZBD](https:\u002F\u002Fgithub.com\u002Fzebedeeio\u002Fzbd-payments-typescript-sdk\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Interact with ZBD's payment processing APIs for instant global payments with Bitcoin and Lightning Network\n\n\u003Cbr \u002F>\n\n## 🧬 \u003Ca name=\"research-data\">\u003C\u002Fa>Research & Data\n\n> Access to research papers, genetic data, and specialized datasets.\n\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Farxiv\u002FB31B1B\" height=\"14\"\u002F> [ArXiv](https:\u002F\u002Fgithub.com\u002Fblazickjp\u002Farxiv-mcp-server) - Search ArXiv research papers\n- \u003Cimg src=\"https:\u002F\u002Fapi.iconify.design\u002Fmdi:dna.svg?color=%23E34234\" height=\"14\"\u002F> [Ancestry](https:\u002F\u002Fgithub.com\u002Freeeeemo\u002Fancestry-mcp) - Read .ged files and genetic data\n- \u003Cimg src=\"https:\u002F\u002Fprobe.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [Probe.dev](https:\u002F\u002Fmcp.probe.dev) - Professional media analysis and validation MCP server with FFprobe, MediaInfo, and comprehensive reporting capabilities\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fapple\u002F7ED957\" height=\"14\"\u002F> [OpenNutrition](https:\u002F\u002Fgithub.com\u002Fdeadletterq\u002Fmcp-opennutrition) - Search 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database\n- \u003Cimg src=\"https:\u002F\u002Fcongressmcp.lawgiver.ai\u002Ffavicon.svg\" height=\"14\"\u002F> [Congress](https:\u002F\u002Fgithub.com\u002Famurshak\u002FcongressMCP) - Query and reeason about legislative data from Congress.gov\n\n\u003Cbr \u002F>\n\n## 🤝 \u003Ca name=\"ai-services\">\u003C\u002Fa>AI Services\n\n> Integration with AI and machine learning services.\n\n- \u003Cimg src=\"https:\u002F\u002Fagentset.ai\u002Fscreenshots\u002Flogo.png\" height=\"14\"\u002F> [Agentset AI](https:\u002F\u002Fgithub.com\u002Fagentset-ai\u002Fmcp-server) -  RAG on your data using MCP protocol\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fopenai\u002F00A67E\" height=\"14\"\u002F> [OpenAI](https:\u002F\u002Fgithub.com\u002Fpierrebrunelle\u002Fmcp-server-openai) - Query OpenAI models directly from Claude using MCP protocol\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fopenai\u002F00A67E\" height=\"14\"\u002F> [OpenAI Compatible Chat](https:\u002F\u002Fgithub.com\u002Fpyroprompts\u002Fany-chat-completions-mcp) - Chat with models from OpenAI-compatible APIs (Perplexity, Groq, xAI, etc.)\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fperplexity\" height=\"14\"\u002F> [Perplexity](https:\u002F\u002Fgithub.com\u002Ftanigami\u002Fmcp-server-perplexity) Chat with Perplexity via MCP\n- \u003Cimg src=\"https:\u002F\u002Fcloud.llamaindex.ai\u002Ffavicon.ico\" height=\"14\"\u002F> [LlamaCloud](https:\u002F\u002Fgithub.com\u002Frun-llama\u002Fmcp-server-llamacloud) - LlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud.\n- \u003Cimg src=\"https:\u002F\u002Fhuggingface.co\u002Ffavicon.ico\" height=\"14\"\u002F> [HuggingFace Spaces](https:\u002F\u002Fgithub.com\u002Fevalstate\u002Fmcp-hfspace) - Use HuggingFace spaces from your MCP Client. Supports Images, Audio, Text and more.\n- \u003Cimg src=\"https:\u002F\u002Fpiapi.ai\u002Fpiapi_favicon.webp\" height=\"14\"> [PiAPI](https:\u002F\u002Fgithub.com\u002Fapinetwork\u002Fpiapi-mcp-server) - PiAPI MCP server makes user able to generate media content with Midjourney\u002FFlux\u002FKling\u002FHunyuan\u002FUdio\u002FTrellis directly from Claude or any other MCP-compatible apps.\n- \u003Cimg src=\"https:\u002F\u002Fwww.chronulus.com\u002Ffavicon\u002Fchronulus-logo-blue-on-alpha-square-128x128.ico\" alt=\"Chronulus AI Logo\" height=\"14\" width=\"14\"> [Chronulus AI](https:\u002F\u002Fgithub.com\u002FChronulusAI\u002Fchronulus-mcp) -  Predict anything with Chronulus AI multimodal forecasting and prediction agents ([Watch Demos on Youtube](https:\u002F\u002Fyoutube.com\u002Fplaylist?list=PLPLu09ZbT8KKS04V6SSm2Acjv43FKq329&si=n2YER2in4gOqwssY)).\n- \u003Cimg src=\"https:\u002F\u002Fwww.creatify.ai\u002Ffavicon.ico\" height=\"14\"\u002F> [Creatify](https:\u002F\u002Fgithub.com\u002FTSavo\u002Fcreatify-mcp) - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.\n- \u003Cimg src=\"https:\u002F\u002Fwww.svgrepo.com\u002Fshow\u002F495208\u002Fdata.svg\" height=\"14\"\u002F> [ZenML](https:\u002F\u002Fgithub.com\u002Fzenml-io\u002Fmcp-zenml)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Chat with your MLOps and LLMOps pipelines using the [ZenML](https:\u002F\u002Fwww.zenml.io) MCP server\n\n\u003Cbr \u002F>\n\n## 💻 \u003Ca name=\"development-tools\">\u003C\u002Fa>Development Tools\n\n> Tools and servers that assist with software development workflows. Enables integration with development-related services and APIs.\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.svgrepo.com\u002Fshow\u002F107853\u002Furanus.svg\" height=\"14\"\u002F> [CentralMind\u002FGateway](https:\u002F\u002Fgithub.com\u002Fcentralmind\u002Fgateway) - MCP and MCP SSE Server that automatically generate production ready API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase\n- \u003Cimg src=\"http:\u002F\u002Fcurrents.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [Currents](https:\u002F\u002Fgithub.com\u002Fcurrents-dev\u002Fcurrents-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Enable AI Agents to fix Playwright test failures reported to [Currents](https:\u002F\u002Fcurrents.dev).\n- 🐙 [Octocode](https:\u002F\u002Fgithub.com\u002Fbgauryy\u002Foctocode-mcp) -  AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fkadykov\u002Fmcp-openapi-schema-explorer\u002Fmain\u002Fassets\u002Flogo-400.png\" height=\"14\"\u002F> [OpenAPI Schema Explorer](https:\u002F\u002Fgithub.com\u002Fkadykov\u002Fmcp-openapi-schema-explorer) - Token-efficient access to OpenAPI\u002FSwagger specs via MCP Resources.\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fopen-rpc\u002Fdesign\u002Fmaster\u002Ficons\u002Fopen-rpc-logo-noText\u002Fopen-rpc-logo-noText%20(PNG)\u002F256x256.png\" height=\"14\"\u002F> [OpenRPC](https:\u002F\u002Fgithub.com\u002Fshanejonas\u002Fopenrpc-mpc-server) - A Model Context Protocol server that provides JSON-RPC functionality through OpenRPC.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fpostman\" height=\"14\" \u002F> [Postman](https:\u002F\u002Fgithub.com\u002Fdelano\u002Fpostman-mcp-server) - Interact with [Postman API](https:\u002F\u002Fwww.postman.com\u002Fpostman\u002Fpostman-public-workspace\u002F).\n- \u003Cimg src=\"https:\u002F\u002Fmarketing.qasphere.com\u002Fimages\u002Flogo\u002Fqasphere-square-512.png\" height=\"14\" \u002F> [QA Sphere](https:\u002F\u002Fgithub.com\u002FHypersequent\u002Fqasphere-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs\n- \u003Cimg src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fmarimo-team\u002Fmarimo\u002Fmain\u002Fdocs\u002F_static\u002Fmarimo-logotype-thick.svg\" height=\"14\" \u002F> [marimo](https:\u002F\u002Fgithub.com\u002Fmarimo-team\u002Fcodemirror-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.\n- \u003Cimg src=\"https:\u002F\u002Fstatic.figma.com\u002Fapp\u002Ficon\u002F1\u002Ffavicon.ico\" height=\"14\" \u002F> [Figma](https:\u002F\u002Fgithub.com\u002FGLips\u002FFigma-Context-MCP) - Paste a link to your Figma design to get its data in a ready-to-implement format.\n- \u003Cimg src=\"https:\u002F\u002Fwww.comet.com\u002Ffavicon.ico\" height=\"14\" \u002F> [Comet Opik](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Query and interact with LLM observability and telemetry captured by [Opik](https:\u002F\u002Fgithub.com\u002Fcomet-ml\u002Fopik) using natural language.\n- \u003Cimg src=\"https:\u002F\u002Fvscode.dev\u002Fstatic\u002Fstable\u002Ffavicon.ico\" height=\"14\" \u002F> [VSCode Devtools](https:\u002F\u002Fgithub.com\u002Fbiegehydra\u002FBifrostMCP) - Connect to VSCode ide and allows using semantic tools like `find_usages`\n- \u003Cimg src=\"https:\u002F\u002Fmastra.ai\u002Ffavicon\u002Ficon.svg\" height=\"14\" \u002F> [Mastra\u002Fmcp](https:\u002F\u002Fgithub.com\u002Fmastra-ai\u002Fmastra\u002Ftree\u002Fmain\u002Fpackages\u002Fmcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Provides AI assistants with direct access to Mastra.ai's complete knowledge base.\n- \u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F9d517481-c4cd-4b6c-903a-878531c9d881\" height=\"14\" \u002F> [Bucket](https:\u002F\u002Fgithub.com\u002Fbucketco\u002Fbucket-javascript-sdk\u002Ftree\u002Fmain\u002Fpackages\u002Fcli#model-context-protocol) - Flag features, manage company data, and control feature access using [Bucket](https:\u002F\u002Fbucket.co)\n- \u003Cimg src=\"https:\u002F\u002Fedgeone.ai\u002Ffavicon.ico\" height=\"14\" \u002F> [EdgeOne Pages](https:\u002F\u002Fgithub.com\u002FTencentEdgeOne\u002Fedgeone-pages-mcp) - A MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.jsdelivr.net\u002Fgh\u002Fjsdelivr\u002Fglobalping-media@refs\u002Fheads\u002Fmaster\u002Ficons\u002Fandroid-chrome-192x192.png\" height=\"14\" \u002F> [Globalping MCP](https:\u002F\u002Fgithub.com\u002Fjsdelivr\u002Fglobalping-mcp-server)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.\n- \u003Cimg src=\"https:\u002F\u002Fgitkraken.com\u002Ffavicon.ico\" height=\"14\" \u002F> [GitKraken](https:\u002F\u002Fgithub.com\u002Fgitkraken\u002Fgk-cli)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.\n-  \u003Cimg src=\"[https:\u002F\u002Fintayer.org\u002Ffav](https:\u002F\u002Fintlayer.org\u002Ffavicon-32x32.png)\" height=\"14\" \u002F> [aymericzip\u002Fintlayer](https:\u002F\u002Fgithub.com\u002Faymericzip\u002Fintlayer) - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n \u002F CMS tool: smart CLI access, docs.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fjira\u002F0052CC\" height=\"14\"\u002F> [tom28881\u002Fmcp-jira-server](https:\u002F\u002Fgithub.com\u002Ftom28881\u002Fmcp-jira-server) - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments\u002Fhistory, attachments, batch operations. Features universal field auto-detection, full Czech\u002Flocalization support, and date parsing with multiple formats. Created by [Tomáš Gregorovič](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Ftomáš-g-8423b61a2\u002F).\n- \u003Cimg src=\"https:\u002F\u002Fmaven.apache.org\u002Fimages\u002Fmaven-logo-black-on-white.png\" height=\"14\"\u002F>  [Maven Tools MCP](https:\u002F\u002Fgithub.com\u002Farvindand\u002Fmaven-tools-mcp) - Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.\n- \u003Cimg src=\"https:\u002F\u002Fdefang.io\u002Ffavicon.png\" height=\"14\" \u002F> [DefangLabs\u002Fdefang](https:\u002F\u002Fgithub.com\u002FDefangLabs\u002Fdefang) - CLI and MCP server for building and deploying Docker Compose-compatible projects to your own AWS, GCP, or DigitalOcean account.\n\n\u003Cbr \u002F>\n\n## 📊 \u003Ca name=\"data-visualization\">\u003C\u002Fa>Data Visualization\n\n> Tools for creating and managing data visualizations. Enables generation of charts, graphs, and other visual representations of data.\n\n- \u003Cimg src=\"https:\u002F\u002Fvega.github.io\u002Ffavicon.ico\" height=\"14\"\u002F> [VegaLite](https:\u002F\u002Fgithub.com\u002Fisaacwasserman\u002Fmcp-vegalite-server) - Generate visualizations from fetched data using the VegaLite format and renderer.\n- \u003Cimg src=\"https:\u002F\u002Fmdn.alipayobjects.com\u002Fhuamei_qa8qxu\u002Fafts\u002Fimg\u002FA*ZFK8SrovcqgAAAAAAAAAAAAAemJ7AQ\u002Foriginal\" height=\"14\"\u002F> [Chart](https:\u002F\u002Fgithub.com\u002Fantvis\u002Fmcp-server-chart) - A Model Context Protocol server for generating visual charts using [AntV](https:\u002F\u002Fgithub.com\u002Fantvis).\n- \u003Cimg src=\"https:\u002F\u002Fecharts.apache.org\u002Fzh\u002Fimages\u002Ffavicon.png\" height=\"14\"\u002F> [ECharts](https:\u002F\u002Fgithub.com\u002Fhustcc\u002Fmcp-echarts) - Generate visual charts using [Apache ECharts](https:\u002F\u002Fecharts.apache.org\u002F) with AI MCP dynamically.\n- \u003Cimg src=\"https:\u002F\u002Fmermaid.js.org\u002Ffavicon.svg\" height=\"14\"\u002F> [Mermaid](https:\u002F\u002Fgithub.com\u002Fhustcc\u002Fmcp-mermaid) - Generate [mermaid](https:\u002F\u002Fmermaid.js.org\u002F) diagram and chart with AI MCP dynamically.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.simpleicons.org\u002Fgit\u002FF05032\" height=\"14\"\u002F> [unified-diff-mcp](https:\u002F\u002Fgithub.com\u002Fgorosun\u002Funified-diff-mcp) - Generate visual diff comparisons from text changes with HTML\u002FPNG export. Perfect for code reviews and document analysis with side-by-side visualization.\n\n\u003Cbr \u002F>\n\n## 🆔 \u003Ca name=\"identity\">\u003C\u002Fa>Identity\n\n> Tools for identity and access management. Enables user authentication, authorization.\n\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002F2\u002F29\u002FKeycloak_Logo.png\" height=\"14\"\u002F> [Keycloak](https:\u002F\u002Fgithub.com\u002FChristophEnglisch\u002Fkeycloak-model-context-protocol) - MCP server implementation for managing Keycloak users, groups, and realms using natural language queries.\n\n\u003Cbr \u002F>\n\n## 🔗 \u003Ca name=\"aggregators\">\u003C\u002Fa>Aggregators\n\n> Tools for accessing many apps and tools through a single MCP server..\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Fgithub.com\u002Fmcpjungle\u002FMCPJungle\u002Fblob\u002Fmain\u002Fassets\u002Flogo.png\" alt=\"MCPJungle Logo\" \u002F> [MCPJungle](https:\u002F\u002Fgithub.com\u002Fmcpjungle\u002FMCPJungle) - Self-hosted MCP Registry and Proxy for enterprise AI Agents.\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Fplatform.composio.dev\u002Ffavicon.ico\" alt=\"Composio Logo\"> **[Rube](https:\u002F\u002Frube.composio.dev)** - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like \"Send an email\" or \"Create a task.\"\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Fpipedream.com\u002Ffavicon.ico\" alt=\"Pipedream Logo\" \u002F> [Pipedream](https:\u002F\u002Fgithub.com\u002FPipedreamHQ\u002Fpipedream\u002Ftree\u002Fmaster\u002Fmodelcontextprotocol) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.\n \n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Fcdn.zapier.com\u002Fzapier\u002Fimages\u002Ffavicon.ico\" alt=\"Zapier Logo\" \u002F> [Zapier](https:\u002F\u002Fzapier.com\u002Fmcp) - Connect your AI Agents to 8,000 apps instantly.\n\n\u003Cbr \u002F>\n\n## 💬 \u003Ca name=\"language\">\u003C\u002Fa>Language & Translation\n\n> Provides real-time translation of text, documents, and content between multiple languages.\n\n- \u003Cimg src=\"https:\u002F\u002Flaratranslate.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Lara](https:\u002F\u002Fgithub.com\u002Ftranslated\u002Flara-mcp)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations\n\n\u003Cbr \u002F>\n\n## 🔒 \u003Ca name=\"security\">\u003C\u002Fa>Security\n\n> Tools for security needs. Enables securing code, finding vulnerabilies.\n\n- \u003Cimg src=\"https:\u002F\u002Fsemgrep.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fmcp) - A MCP server for using [Semgrep](https:\u002F\u002Fgithub.com\u002Fsemgrep\u002Fsemgrep) to scan code for security vulnerabilities.\n- \u003Cimg src=\"https:\u002F\u002Fupload.wikimedia.org\u002Fwikipedia\u002Fcommons\u002Fthumb\u002F8\u002F8c\u002FMicrosoft_Entra_ID_color_icon.svg\u002F120px-Microsoft_Entra_ID_color_icon.svg.png\" height=\"14\"\u002F> [Microsoft Entra ID](https:\u002F\u002Fgithub.com\u002Fhieuttmmo\u002Fentraid-mcp-server) - A MCP server for interacting with EntraID through Microsoft Graph API. It is designed for extensibility, maintainability, and security, supporting advanced queries for users, sign-in logs, MFA status, privileged users and more.\n- \u003Cimg src=\"https:\u002F\u002Fwww.netwrix.com\u002Ffavicon.ico\" height=\"14\"\u002F> [Netwrix](https:\u002F\u002Fgithub.com\u002Fnetwrix\u002Fmcp-server-naa)\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - A FastMCP-based server for [Netwrix Access Analyzer](https:\u002F\u002Fwww.netwrix.com\u002Faccess-analyzer.html) data analysis, designed for enhanced data analysis capabilities.\n- \u003Cimg src=\"https:\u002F\u002Fosv.dev\u002Ffavicon.ico\" height=\"14\"\u002F> [OSV](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Fosv-mcp) - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.\n- \u003Cimg src=\"https:\u002F\u002Fvulert.com\u002Ffavicon.ico\" height=\"14\"> [Vulert](vulert.com) - Vulert secures software by detecting vulnerabilities in open-source dependencies—without accessing your code. It supports Js, PHP, Java, Python, and more\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CDSP](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fciphertrust-manager-mcp-server) - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CAKM](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-cakm-mcp-server) - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CRDP](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-crdp-mcp-server) - MCP server for Thales CipherTrust Manager RestFul Data Protection service.\n- \u003Cimg src=\"https:\u002F\u002Fcdn.worldvectorlogo.com\u002Flogos\u002Fthales-1.svg\" height=\"14\"\u002F> [CSM](https:\u002F\u002Fgithub.com\u002Fsanyambassi\u002Fthales-cdsp-csm-mcp-server) - MCP server for Thales CipherTrust Secrets Management\n\n\u003Cbr \u002F>\n\n## 🔌 \u003Ca name=\"iot\">\u003C\u002Fa>IoT\n\n> Tools that integrate with Internet of Things connectivity.\n\n- \u003Cimg src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F66228869?s=200&v=4\" height=\"14\"\u002F> [Coreflux MQTT](https:\u002F\u002Fgithub.com\u002FCorefluxCommunity\u002FCorefluxMCPServer) - MCP server for the Coreflux MQTT broker, enabling AI agents to transfom the broker into a automation hub and interact with IoT devices and messaging systems through the MQTT protocol. \n\n\u003Cbr \u002F>\n\n## 🧑‍🎨 \u003Ca name=\"art-literature\">\u003C\u002Fa>Art & Literature\n\n> Art and literature services.\n\n- \u003Cimg src=\"https:\u002F\u002Fopenlibrary.org\u002Fstatic\u002Fimages\u002Fopenlibrary-logo-tighter.svg\" height=\"14\"\u002F> [MCP Open Library](https:\u002F\u002Fgithub.com\u002F8enSmith\u002Fmcp-open-library) - A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.\n\n\u003Cbr \u002F>\n\n## 🛒 \u003Ca name=\"e-commerce\">\u003C\u002Fa>E-Commerce\n\n> E-Commerce platforms.\n\n- \u003Cimg src=\"https:\u002F\u002Fwww.mercadolibre.com.ar\u002Ffavicon.ico\" height=\"14\" alt=\"MercadoLibre Logo\" \u002F> [Mercado Libre](https:\u002F\u002Fmcp.mercadolibre.com\u002F) - Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.\n- \u003Cimg src=\"https:\u002F\u002Fshopsavvy.com\u002Ffavicon.ico\" height=\"14\" alt=\"ShopSavvy Logo\" \u002F> **[ShopSavvy](https:\u002F\u002Fgithub.com\u002Fshopsavvy\u002Fshopsavvy-mcp-server)**\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Complete product and pricing data solution for AI assistants. Search for products by barcode\u002FASIN\u002FURL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as `@shopsavvy\u002Fmcp-server`.\n\n\u003Cbr \u002F>\n\n## 📦 \u003Ca name=\"data-platforms\">\u003C\u002Fa>Data Platforms\n\n> Platforms for orchestrating, transforming, and managing data pipelines. Enables AI agents to interact with complex ETL\u002FELT workflows, unify disparate data sources, and drive automated data operations across cloud and hybrid environments.\n\n- \u003Cimg height=\"12\" width=\"12\" src=\"https:\u002F\u002Fconnection.keboola.com\u002Ffavicon.ico\" alt=\"Keboola Logo\" \u002F> **[Keboola](https:\u002F\u002Fgithub.com\u002Fkeboola\u002Fkeboola-mcp-server)**\u003Csup>\u003Csup>⭐\u003C\u002Fsup>\u003C\u002Fsup> - Build robust data workflows, integrations, and analytics on a single intuitive platform.\n\n\u003Cbr \u002F>\n\n## 🤖 \u003Ca name=\"robotics\">\u003C\u002Fa>Robotics & Physical AI\n\n> Robotics, drones and physical AI.\n\n- \u003Cimg height=\"14\" src=\"https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F224125194?s=200&v=4\" alt=\"Extelligence Logo\"> [Bagel](https:\u002F\u002Fgithub.com\u002FExtelligence-ai\u002Fbagel) - ChatGPT for physical data. Troubleshoot your robots and drones with natural language. No fuss.\n\n\u003Cbr \u002F>\n\n# Tools & Utilities\n\n> Tools that help manage, configure, and work with MCP servers. These utilities simplify the installation process and improve the user experience.\n\n### Server Managers\n\n- [mcp-get](https:\u002F\u002Fgithub.com\u002Fmichaellatman\u002Fmcp-get) - CLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop.\n  - Supports NPM-based servers\n  - Automatic configuration generation\n  - Easy server management\n- [mxcp](http:\u002F\u002Fgithub.com\u002Fraw-labs\u002Fmxcp) - Open-source framework for building secure, testable, enterprise-grade MCP tools from SQL or Python on top of dbt + DuckDB.\n- [Remote MCP](https:\u002F\u002Fgithub.com\u002Fssut\u002FRemote-MCP) - Solution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context\n- [yamcp](https:\u002F\u002Fgithub.com\u002Fhamidra\u002Fyamcp) - A Model Context Workspace Manager. Oraganize your MCP servers in local workspaces (coding, design, research, ...), scan, monitor, and integrate each workspace with AI apps via a unified CLI.\n- [ToolHive](https:\u002F\u002Fgithub.com\u002FStacklokLabs\u002Ftoolhive) - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization.\n\n\u003Cbr \u002F>\n\nPlease read the [contribution guidelines](CONTRIBUTING.md) if you want to contribute.\n\n---\n\n### License\n\n[![CC0](https:\u002F\u002Fmirrors.creativecommons.org\u002Fpresskit\u002Fbuttons\u002F88x31\u002Fsvg\u002Fcc-zero.svg)](https:\u002F\u002Fcreativecommons.org\u002Fpublicdomain\u002Fzero\u002F1.0\u002F)\n\nTo the extent possible under law, [Stephen Akinyemi](https:\u002F\u002Fgithub.com\u002Fappcypher) has waived all copyright and related or neighboring rights to this work.\n","Awesome MCP Servers 是一个精心整理的 Model Context Protocol (MCP) 服务器列表。该项目旨在通过标准化的服务器实现，使AI模型能够安全地与本地和远程资源进行交互，从而扩展其功能，包括文件访问、数据库连接、API集成等。它既包含生产就绪的解决方案也涵盖了实验性质的服务端应用，适用于需要增强AI系统能力的各种场景，如开发智能助手、自动化工具或复杂的多源数据处理任务。需要注意的是，在使用这些服务器时必须严格遵守安全最佳实践以防止潜在风险。",2,"2026-06-11 03:49:25","high_star"]