├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md └── README.md /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- 1 | # Contributor Covenant Code of Conduct 2 | 3 | ## Our Pledge 4 | 5 | In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to making participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. 6 | 7 | ## Our Standards 8 | 9 | Examples of behavior that contributes to creating a positive environment include: 10 | 11 | * Using welcoming and inclusive language 12 | * Being respectful of differing viewpoints and experiences 13 | * Gracefully accepting constructive criticism 14 | * Focusing on what is best for the community 15 | * Showing empathy towards other community members 16 | 17 | Examples of unacceptable behavior by participants include: 18 | 19 | * The use of sexualized language or imagery and unwelcome sexual attention or advances 20 | * Trolling, insulting/derogatory comments, and personal or political attacks 21 | * Public or private harassment 22 | * Publishing others' private information, such as a physical or electronic address, without explicit permission 23 | * Other conduct which could reasonably be considered inappropriate in a professional setting 24 | 25 | ## Our Responsibilities 26 | 27 | Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior. 28 | 29 | Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful. 30 | 31 | ## Scope 32 | 33 | This Code of Conduct applies both within project spaces and in public spaces when an individual is representing the project or its community. Examples of representing a project or community include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. 34 | 35 | ## Enforcement 36 | 37 | Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting the project team at appcypher@outlook.com. The project team will review and investigate all complaints, and will respond in a way that it deems appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately. 38 | 39 | Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project's leadership. 40 | 41 | ## Attribution 42 | 43 | This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, available at [http://contributor-covenant.org/version/1/4][version] 44 | 45 | [homepage]: http://contributor-covenant.org 46 | [version]: http://contributor-covenant.org/version/1/4/ 47 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contribution Guidelines 2 | 3 | ## Adding to this list 4 | 5 | Please ensure your pull request adheres to the following guidelines: 6 | 7 | - Search previous suggestions before making a new one, as yours may be a duplicate. 8 | - Make sure the list is useful before submitting. That implies it has enough content and every item has a good succinct description. 9 | - Make an individual pull request for each suggestion. 10 | - Link additions should be added to the bottom of the relevant category. 11 | - New categories or improvements to the existing categorization are welcome. 12 | - Check your spelling and grammar. 13 | - Make sure your text editor is set to remove trailing whitespace. 14 | - The pull request and commit should have a useful title. 15 | - Make sure your list is ordered alphabetically. 16 | 17 | Thank you for your suggestions! 18 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Awesome MCP Servers ![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg) 2 | 3 | A 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. 4 | 5 |
6 | 7 | ## Supported Clients 8 | 9 | | | MCP Host | Documentation | 10 | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- | 11 | | [
](https://www.claudedesktop.com/) | [Claude Desktop](https://claude.ai) | [Claude x MCP](https://modelcontextprotocol.io/quickstart) | 12 | | [
](https://zed.dev/) | [Zed Editor](https://zed.dev/) | [Zed x MCP](https://zed.dev/blog/mcp) | 13 | | [
](https://sourcegraph.com/cody) | [Sourcegraph Cody](https://sourcegraph.com/cody) | [Cody x MCP](https://sourcegraph.com/blog/cody-supports-anthropic-model-context-protocol) | 14 | | [
](https://sourcegraph.com/cody) | [Continue](https://www.continue.dev/) | [Continue x MCP](https://blog.continue.dev/model-context-protocol) | 15 | | [
](https://github.com/Upsonic/gpt-computer-assistant) | [GPT Computer Assistant](https://github.com/Upsonic/gpt-computer-assistant) | [GCA x MCP](https://github.com/Upsonic/gpt-computer-assistant) | 16 | | [
](https://www.librechat.ai/) | [LibreChat](https://www.librechat.ai/) | [LibreChat Agents x MCP](https://www.librechat.ai/docs/features/agents#model-context-protocol-mcp) | 17 | | [
](https://www.cursor.com/) | [Cursor](https://www.cursor.com/) | [Cursor x MCP](https://docs.cursor.com/advanced/model-context-protocol) | 18 | | [
](https://www.enconvo.com/) | [Enconvo](https://www.enconvo.com/) | [Enconvo x MCP](https://docs.enconvo.com/docs/features/model-context-protocol) | 19 | | [
](https://block.github.io/goose/) | [Goose](https://block.github.io/goose/) | [Goose x MCP](https://block.github.io/goose/docs/getting-started/using-extensions) | 20 | | [
](https://github.com/evilsocket/nerve) | [Nerve](https://github.com/evilsocket/nerve) | [Nerve x MCP](https://github.com/evilsocket/nerve/blob/main/docs/index.md#%EF%B8%8F-adding-tools) | 21 | | [
](https://mcp-router.net) | [MCP Router](https://github.com/mcp-router/mcp-router) | [MCP Router x MCP](https://mcp-router.net) | 22 | | [
](https://github.com/pietrozullo/mcp-use) | [mcp-use](https://github.com/pietrozullo/mcp-use) | [mcp-use x MCP](https://docs.mcp-use.io/introduction) | 23 | | [
](https://wassist.app/mcp/) | [WhatsMCP](https://wassist.app/mcp/) | [WhatsApp x MCP](https://wassist.app/mcp/) | 24 | | [
](https://code.visualstudio.com/) | [Visual Studio Code](https://code.visualstudio.com/) | [VS Code x MCP](https://code.visualstudio.com/docs/copilot/chat/mcp-servers) | 25 | 26 |
27 | 28 | ## Server Implementations 29 | 30 | - 📂 - [File Systems](#file-systems) 31 | - 📦 - [Sandbox & Virtualization](#virtualization) 32 | - 🔄 - [Version Control](#version-control) 33 | - ☁️ - [Cloud Storage](#cloud-storage) 34 | - 🗄️ - [Databases](#databases) 35 | - 💬 - [Communication](#communication) 36 | - 📈 - [Monitoring](#monitoring) 37 | - 🔍 - [Search & Web](#search-web) 38 | - 🗺️ - [Location Services](#location-services) 39 | - 🎯 - [Marketing](#marketing) 40 | - 📝 - [Note Taking](#note-taking) 41 | - ⚡ - [Cloud Platforms](#cloud-platforms) 42 | - ⚙️ - [Workflow Automation](#workflow-automation) 43 | - 🤖 - [System Automation](#system-automation) 44 | - 📱 - [Social Media](#social-media) 45 | - 🎮 - [Gaming](#gaming) 46 | - 💹 - [Finance](#finance) 47 | - 🧬 - [Research & Data](#research-data) 48 | - 🤝 - [AI Services](#ai-services) 49 | - 💻 - [Development Tools](#development-tools) 50 | - 📊 - [Data Visualization](#data-visualization) 51 | - 🆔 - [Identity](#identity) 52 | - 🔗 - [Aggregators](#aggregators) 53 | - 💬 - [Language & Translation](#language) 54 | - 🔒 - [Security](#security) 55 | - 🔌 - [IoT](#iot) 56 | - 🧑‍🎨 - [Art & Literature](#art-literature) 57 | 58 |
59 | 60 | Legend 61 | 62 | - ⭐ Official protocol implementation 63 | - 1 First implementation (when multiple implementations exist) 64 | - 2 Second implementation 65 | - 3 Third implementation 66 | - n Subsequent implementations 67 |
68 | 69 |
70 | 71 | ## Tools & Utilities 72 | 73 | See [Helpful Tools & Utilities](#helpful-tools-&-utilities) section for tools to help manage, configure, and work with MCP servers. 74 | 75 |
76 | 77 | ## 📂 File Systems 78 | 79 | > Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. 80 | - [Backup](https://github.com/hexitex/MCP-Backup-Server) - Provides file and folder backup and restoration capabilities for AI agents and code editing tools 81 | - [FileStash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc... 82 | - [FileSystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem)1 - Direct local file system access 83 | - [FileSystem](https://github.com/mark3labs/mcp-filesystem-server)2 - Golang implementation for local file system access 84 | - [Everything Search](https://github.com/mamertofabian/mcp-everything-search) - Lightning-fast Windows file search powered by Everything SDK 85 | - [llm-context](https://github.com/cyberchitta/llm-context.py) - Share code context with LLMs via Model Context Protocol or clipboard 86 | 87 |
88 | 89 | ## 📦 Sandbox & Virtualization 90 | 91 | > Secure sandbox environments for code execution and testing. Enables safe execution of code snippets and development workflows. 92 | 93 | - [Microsandbox](https://github.com/microsandbox/microsandbox)⭐ - Self-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use. 94 | - [E2B](https://github.com/e2b-dev/mcp-server)⭐ - Secure cloud development environments for AI agents. Enables safe code execution and testing in isolated containers. 95 | - [Docker](https://github.com/QuantGeekDev/docker-mcp) - An MCP server for Docker operations, enabling seamless container and compose stack management. 96 | 97 |
98 | 99 | ## 🔄 Version Control 100 | 101 | > 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. 102 | 103 | - [GitHub](https://github.com/github/github-mcp-server) - GitHub API integration for repository management, PRs, issues, and more 104 | - [GitLab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) - GitLab platform integration for project management and CI/CD operations 105 | - [Git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) - Direct Git repository operations including reading, searching, and analyzing local repositories 106 | - [Phabricator](https://github.com/baba786/phabricator-mcp-server) - Phabricator API integration for repository and project management 107 | - [Gitingest-MCP](https://github.com/puravparab/Gitingest-MCP) - Gitingest integration providing prompt friendly summmaries of Github repos 108 | 109 |
110 | 111 | ## ☁ Cloud Storage 112 | 113 | > Access and manage files stored in cloud storage platforms. Enables searching, reading, and organizing cloud-stored documents and data. 114 | 115 | - [Google Drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) - Google Drive integration for file access, search, and management 116 | - [VideoDB](https://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocol)⭐ - 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. 117 | - [Microsoft 365](https://github.com/softeria/ms-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) 118 | 119 |
120 | 121 | ## 🗄️ Databases 122 | 123 | > Secure database access with schema inspection capabilities. Enables querying and analyzing data while maintaining read-only safety by default. 124 | 125 | - [PostgreSQL](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) - PostgreSQL database integration with schema inspection and query capabilities 126 | - [SQLite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) - SQLite database operations with built-in analysis features 127 | - [DuckDB](https://github.com/ktanaka101/mcp-server-duckdb) - DuckDB database integration with schema inspection and query capabilities 128 | - [Excel](https://github.com/haris-musa/excel-mcp-server) - Excel workbook manipulation including data reading/writing, worksheet management, formatting, charts, and pivot tables 129 | - [BigQuery](https://github.com/LucasHild/mcp-server-bigquery)1 - BigQuery database integration with schema inspection and query capabilities 130 | - [BigQuery](https://github.com/ergut/mcp-bigquery-server)2 - A BigQuery MCP server for read-only SQL queries and schema exploration (available on npm) 131 | - [Neon](https://github.com/neondatabase/mcp-server-neon)⭐ - Neon MCP Server. Allows natural language interactions with Neon for database management. 132 | - [Qdrant](https://github.com/qdrant/mcp-server-qdrant/)⭐ - A Qdrant MCP server for keeping and retrieving memories in the Qdrant vector search engine. 133 | - [MongoDB](https://github.com/kiliczsh/mcp-mongo-server) - A Model Context Protocol Server for querying and analyzing MongoDB collections. 134 | - [MongoDB Lens](https://github.com/furey/mongodb-lens) - Full featured MCP Server for MongoDB databases. 135 | - [MySQL](https://github.com/designcomputer/mysql_mcp_server) - MySQL database integration with configurable access controls and schema inspection 136 | - [Airtable](https://github.com/domdomegg/airtable-mcp-server) - Read and write access to Airtable databases, with schema inspection. 137 | - [Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server) - Snowflake database integration with read/write capabilities and insight tracking. 138 | - [DBUtils](https://github.com/donghao1393/mcp-dbutils) - A unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer. 139 | - [TiDB](https://github.com/c4pt0r/mcp-server-tidb) - MCP server implementation for TiDB (serverless) database. 140 | - [NocoDB](https://github.com/edwinbernadus/nocodb-mcp-server) - Read and write access to NocoDB database. 141 | - [Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)⭐ - MCP server to interact with the data stored in Couchbase clusters including natural language querying. 142 | - [Redis](https://github.com/redis/mcp-redis)⭐ - A natural language interface designed for agentic applications to efficiently manage and search data in Redis. 143 | - [VideoDB Director](https://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocol)⭐ - 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. 144 | 145 |
146 | 147 | ## 💬 Communication 148 | 149 | > Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools. 150 | 151 | - [Slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) - Slack workspace integration for channel management and messaging 152 | - [LINE Official Account](https://github.com/line/line-bot-mcp-server)⭐ - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account. 153 | - [Linear](https://github.com/jerhadf/linear-mcp-server) - Linear MCP Server. Provides integration with Linear's issue tracking system through MCP. 154 | - [Atlassian](https://github.com/sooperset/mcp-atlassian) - Comprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking. 155 | 156 |
157 | 158 | ## 📈 Monitoring 159 | 160 | > Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. 161 | 162 | - [Sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) - Sentry.io integration for error tracking and performance monitoring 163 | - [Raygun](https://github.com/MindscapeHQ/mcp-server-raygun) - Raygun API V3 integration for crash reporting and real user monitoring 164 | - **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro 165 | - **[VictoriaMetrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics)** - Comprehensive integration with [VictoriaMetrics APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances. 166 | 167 |
168 | 169 | ## 🔍 Search & Web 170 | 171 | > Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats. 172 | 173 | - [Puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) - Browser automation for web scraping and interaction 174 | - [Brave Search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) - Web search capabilities using Brave's Search API 175 | - [Bright Data](https://github.com/luminati-io/brightdata-mcp) - Discover, extract, and interact with the web - one interface powering automated access across the public internet. 176 | - [Dumpling AI](https://github.com/Dumpling-AI/mcp-server-dumplingai) - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/) 177 | - [Fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) - Efficient web content fetching and processing for AI consumption 178 | - [Kagi Search](https://github.com/ac3xx/mcp-servers-kagi) - TypeScript-based MCP server that integrates the Kagi Search API 179 | - [Exa Search](https://github.com/exa-labs/exa-mcp-server)⭐ - Integration with Exa AI Search API for real-time web information retrieval 180 | - [NYTimes](https://github.com/angheljf/nyt) - Search articles using the NYTimes API 181 | - [Google News](https://github.com/ChanMeng666/server-google-news) - Google News search with automatic categorization, multi-language support, and comprehensive search options 182 | - [Scrapeless](https://github.com/scrapeless-ai/scrapeless-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. 183 | - [Search1API](https://github.com/fatwang2/search1api-mcp) - Search via search1api (requires paid API key) 184 | - [Tavily](https://github.com/Tomatio13/mcp-server-tavily) - Tavily AI search API integration 185 | - [ArXiv](https://github.com/blazickjp/arxiv-mcp-server) - Search ArXiv research papers 186 | - [PapersWithCode](https://github.com/hbg/mcp-paperswithcode) - Search research papers, conferences, and codebases through PapersWithCode API 187 | - [Playwright](https://github.com/executeautomation/mcp-playwright) - A Model Context Protocol server that provides browser automation capabilities using Playwright. 188 | - [Websearch](https://github.com/mnhlt/WebSearch-MCP) - Self-hosted Websearch service. 189 | - [Browser Control](https://github.com/eyalzh/browser-control-mcp) - An MCP server paired with a browser extension allowing local browser control. 190 | - [Apify Actors](https://github.com/apify/actors-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. 191 | - [RAG Web Browser](https://github.com/apify/mcp-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. 192 | - [Skyvern](https://github.com/Skyvern-AI/skyvern/tree/main/integrations/mcp) - MCP to let Claude or your own LLM control your browser 193 | - [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) 194 | 195 |
196 | 197 | ## 🗺️ Location Services 198 | 199 | > Geographic and location-based services integration. Enables access to mapping data, directions, and place information. 200 | 201 | - [Campertunity](https://github.com/campertunity/mcp-server) - Search campgrounds around the world on campertunity, check availability, and provide booking links 202 | - [Google Maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) - Google Maps integration for location services, routing, and place details 203 | - [QGIS](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. 204 | 205 | 206 |
207 | 208 | ## 🎯 Marketing 209 | 210 | > Tools that help marketers write better content and run better campaigns. 211 | 212 | - [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools)⭐ - a standardized editing code system, writing guidelines, web metadata generator, and product communication framework. 213 | - [Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics) - Access Fathom Analytics data and reports about your sites 214 | - [Facebook Ads](https://github.com/gomarble-ai/facebook-ads-mcp-server) - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. 215 |
216 | 217 | ## 📝 Note Taking 218 | 219 | > Integration with note-taking applications and personal knowledge management tools. Enables access to notes, documents, and personal information stores. 220 | - [Apple Books](https://github.com/vgnshiyer/apple-books-mcp) - Transform your Apple Books to a queryable knowledge base. 221 | - ebook-mcp Logo [eBook-mcp](https://github.com/onebirdrocks/ebook-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. 222 | - [Obsidian](https://github.com/MarkusPfundstein/mcp-obsidian)1 - Obsidian vault integration with tools for file management, search, and content manipulation 223 | - [Obsidian](https://github.com/calclavia/mcp-obsidian)2 - Alternative implementation for reading and searching Markdown notes 224 | - [Notion](https://github.com/danhilse/notion_mcp)1 - Notion API integration for managing personal todo lists and notes 225 | - [Notion](https://github.com/suekou/mcp-notion-server)2 - Alternative implementation for Notion API integration 226 | - [Apple Notes](https://github.com/sirmews/apple-notes-mcp) - Read from local Apple Notes database (macOS only) 227 | - [Todoist](https://github.com/abhiz123/todoist-mcp-server) - An MCP server implementation for Todoist, enabling natural language task management. 228 | - [Google Keep](https://github.com/feuerdev/keep-mcp) - Read, create, update and delete Google Keep notes. 229 | 230 |
231 | 232 | ## ⚡ Cloud Platforms 233 | 234 | > Cloud platform service integration. Enables management and interaction with cloud infrastructure and services. 235 | 236 | - [Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)⭐ - Integration with Cloudflare services including Workers, KV, R2, and D1 237 | - [Kubernetes](https://github.com/strowk/mcp-k8s-go) - Kubernetes cluster operations through MCP 238 | - [Tinybird](https://github.com/tinybirdco/mcp-tinybird)⭐ - Interact with a Tinybird Workspace from any MCP client. 239 | - [Kubernetes](https://github.com/weibaohui/k8m) - 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. 240 | 241 |
242 | 243 | ## ⚙️ Workflow Automation 244 | 245 | > Integration with workflow automation platforms allows AI models to execute workflows and retrieve data back to their systems. 246 | 247 | - [Make](https://github.com/integromat/make-mcp-server)⭐ - Turn Make scenarios into callable tools for AI assistants. 248 | 249 |
250 | 251 | ## 🤖 System Automation 252 | 253 | > Tools for shell access, system control, and task automation. Enables AI models to execute commands and interact with the operating system. 254 | 255 | - [Shell](https://github.com/rusiaaman/wcgw) - Autonomous shell execution and computer control (Mac) 256 | - [Windows CLI](https://github.com/SimonB97/win-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. 257 | - [Windows Control](https://github.com/Cheffromspace/nutjs-windows-control) - Windows automation MCP server providing mouse, keyboard, screen capture, clipboard, and window management capabilities using NutJS. 258 | - [Command Line](https://github.com/phialsbasement/cmd-mcp-server) - MCP server allowing any and all command execution over CMD(BE CAREFUL). 259 | - [Apple Shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) - An MCP Server Integration with Apple Shortcuts 260 | 261 |
262 | 263 | ## 📱 Social Media 264 | 265 | > Integration with social media platforms and content sharing services. Enables interaction with social networks and content platforms. 266 | 267 | - [BlueSky](https://github.com/keturiosakys/bluesky-context-server) - Bluesky API integration for querying and searching feeds and posts 268 | - [YouTube](https://github.com/anaisbetts/mcp-youtube)1 - YouTube integration using yt-dlp for subtitle downloading and video analysis 269 | - [YouTube](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript)2 - Alternative implementation for fetching YouTube subtitles and transcripts 270 | - [Spotify](https://github.com/varunneal/spotify-mcp) - Connects with Spotify for playback control and track/album/artist/playlist management. 271 | - [TikTok](https://github.com/Seym0n/tiktok-mcp) - TikTok integration for getting post details and video's subtitles 272 | 273 |
274 | 275 | ## 🎮 Gaming 276 | 277 | > Gaming data and Game Development tools. 278 | 279 | - [Unity Engine](https://github.com/IvanMurzak/Unity-MCP) - Tools for Unity Editor and for a game made with Unity 280 | - [Unity3d](https://github.com/CoderGamester/mcp-unity) - Unity3d Game Engine integration for game development 281 | 282 |
283 | 284 | ## 💹 Finance 285 | 286 | > Financial data and cryptocurrency information services. 287 | 288 | - Octagon Logo [Octagon](https://github.com/OctagonAI/octagon-mcp-server)⭐ - Deliver real-time market intelligence with extensive private and public market data. 289 | - [CoinMarket](https://github.com/anjor/coinmarket-mcp-server) - Coinmarket API integration for cryptocurrency data 290 | - [Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)⭐ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com). 291 | - [DexPaprika](https://github.com/donbagger/dexpaprika-mcp-server)⭐ - Comprehensive cryptocurrency and DEX data API across multiple blockchains, providing real-time token pricing, liquidity pools, and OHLCV data for market analysis 292 | - [PayPal](https://github.com/paypal/agent-toolkit/tree/main/modelcontextprotocol)⭐ - The PayPal Agent Toolkit enables popular agent frameworks including Model Context Protocol (MCP) to integrate with PayPal APIs through function calling. 293 | - [Stripe](https://github.com/stripe/agent-toolkit/tree/main)⭐ - Allows you to integrate with Stripe APIs 294 | - [LongPort OpenAPI](https://github.com/longportapp/openapi/tree/main/mcp)⭐ - Provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. 295 | - [ZBD](https://github.com/zebedeeio/zbd-payments-typescript-sdk/tree/main/packages/mcp-server)⭐ - Interact with ZBD's payment processing APIs for instant global payments with Bitcoin and Lightning Network 296 | 297 |
298 | 299 | ## 🧬 Research & Data 300 | 301 | > Access to research papers, genetic data, and specialized datasets. 302 | 303 | - [ArXiv](https://github.com/blazickjp/arxiv-mcp-server) - Search ArXiv research papers 304 | - [Ancestry](https://github.com/reeeeemo/ancestry-mcp) - Read .ged files and genetic data 305 | 306 |
307 | 308 | ## 🤝 AI Services 309 | 310 | > Integration with AI and machine learning services. 311 | 312 | - [Agentset AI](https://github.com/agentset-ai/mcp-server) - RAG on your data using MCP protocol 313 | - [OpenAI](https://github.com/pierrebrunelle/mcp-server-openai) - Query OpenAI models directly from Claude using MCP protocol 314 | - [OpenAI Compatible Chat](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with models from OpenAI-compatible APIs (Perplexity, Groq, xAI, etc.) 315 | - [Perplexity](https://github.com/tanigami/mcp-server-perplexity) Chat with Perplexity via MCP 316 | - [LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud) - LlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud. 317 | - [HuggingFace Spaces](https://github.com/evalstate/mcp-hfspace) - Use HuggingFace spaces from your MCP Client. Supports Images, Audio, Text and more. 318 | - [PiAPI](https://github.com/apinetwork/piapi-mcp-server) - PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. 319 | - Chronulus AI Logo [Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp) - Predict anything with Chronulus AI multimodal forecasting and prediction agents ([Watch Demos on Youtube](https://youtube.com/playlist?list=PLPLu09ZbT8KKS04V6SSm2Acjv43FKq329&si=n2YER2in4gOqwssY)). 320 | - [Creatify](https://github.com/TSavo/creatify-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. 321 | - [ZenML](https://github.com/zenml-io/mcp-zenml)⭐ - Chat with your MLOps and LLMOps pipelines using the [ZenML](https://www.zenml.io) MCP server 322 | 323 |
324 | 325 | ## 💻 Development Tools 326 | 327 | > Tools and servers that assist with software development workflows. Enables integration with development-related services and APIs. 328 | 329 | - [CentralMind/Gateway](https://github.com/centralmind/gateway) - MCP and MCP SSE Server that automatically generate production ready API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase 330 | - [Currents](https://github.com/currents-dev/currents-mcp)⭐ - Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev). 331 | - [OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. 332 | - [OpenRPC](https://github.com/shanejonas/openrpc-mpc-server) - A Model Context Protocol server that provides JSON-RPC functionality through OpenRPC. 333 | - [Postman](https://github.com/delano/postman-mcp-server) - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/). 334 | - [QA Sphere](https://github.com/Hypersequent/qasphere-mcp)⭐ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs 335 | - [marimo](https://github.com/marimo-team/codemirror-mcp)⭐ - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands. 336 | - [Figma](https://github.com/GLips/Figma-Context-MCP) - Paste a link to your Figma design to get its data in a ready-to-implement format. 337 | - [Comet Opik](https://github.com/comet-ml/opik-mcp)⭐ - Query and interact with LLM observability and telemetry captured by [Opik](https://github.com/comet-ml/opik) using natural language. 338 | - [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) - Connect to VSCode ide and allows using semantic tools like `find_usages` 339 | - [Mastra/mcp](https://github.com/mastra-ai/mastra/tree/main/packages/mcp)⭐ - Provides AI assistants with direct access to Mastra.ai's complete knowledge base. 340 | - [Bucket](https://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cli#model-context-protocol) - Flag features, manage company data, and control feature access using [Bucket](https://bucket.co) 341 | - [EdgeOne Pages](https://github.com/TencentEdgeOne/edgeone-pages-mcp) - A MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. 342 | - [Globalping MCP](https://github.com/jsdelivr/globalping-mcp-server)⭐ - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve. 343 | 344 |
345 | 346 | ## 📊 Data Visualization 347 | 348 | > Tools for creating and managing data visualizations. Enables generation of charts, graphs, and other visual representations of data. 349 | 350 | - [VegaLite](https://github.com/isaacwasserman/mcp-vegalite-server) - Generate visualizations from fetched data using the VegaLite format and renderer. 351 | - [Chart](https://github.com/antvis/mcp-server-chart) - A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis). 352 | - [Mermaid](https://github.com/hustcc/mcp-mermaid) - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically. 353 | 354 |
355 | 356 | ## 🆔 Identity 357 | 358 | > Tools for identity and access management. Enables user authentication, authorization. 359 | 360 | - [Keycloak](https://github.com/ChristophEnglisch/keycloak-model-context-protocol) - MCP server implementation for managing Keycloak users, groups, and realms using natural language queries. 361 | 362 |
363 | 364 | ## 🔗 Aggregators 365 | 366 | > Tools for accessing many apps and tools through a single MCP server.. 367 | 368 | - Pipedream Logo [Pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. 369 | 370 | - Zapier Logo [Zapier](https://zapier.com/mcp) - Connect your AI Agents to 8,000 apps instantly. 371 | 372 |
373 | 374 | ## 💬 Language & Translation 375 | 376 | > Provides real-time translation of text, documents, and content between multiple languages. 377 | 378 | - [Lara](https://github.com/translated/lara-mcp)⭐ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations 379 | 380 |
381 | 382 | ## 🔒 Security 383 | 384 | > Tools for security needs. Enables securing code, finding vulnerabilies. 385 | 386 | - [Semgrep](https://github.com/semgrep/mcp) - A MCP server for using [Semgrep](https://github.com/semgrep/semgrep) to scan code for security vulnerabilities. 387 | - [Netwrix](https://github.com/netwrix/mcp-server-naa)⭐ - A FastMCP-based server for [Netwrix Access Analyzer](https://www.netwrix.com/access-analyzer.html) data analysis, designed for enhanced data analysis capabilities. 388 |
389 | 390 | ## 🔌 IoT 391 | 392 | > Tools that integrate with Internet of Things connectivity. 393 | 394 | - [Coreflux MQTT](https://github.com/CorefluxCommunity/CorefluxMCPServer) - 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. 395 | 396 |
397 | 398 | ## 🧑‍🎨 Art & Literature 399 | 400 | > Art and literature services. 401 | 402 | - [MCP Open Library](https://github.com/8enSmith/mcp-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. 403 | 404 |
405 | 406 | # Tools & Utilities 407 | 408 | > Tools that help manage, configure, and work with MCP servers. These utilities simplify the installation process and improve the user experience. 409 | 410 | ### Server Managers 411 | 412 | - [mcp-get](https://github.com/michaellatman/mcp-get) - CLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop. 413 | - Supports NPM-based servers 414 | - Automatic configuration generation 415 | - Easy server management 416 | - [Remote MCP](https://github.com/ssut/Remote-MCP) - Solution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context 417 | - [yamcp](https://github.com/hamidra/yamcp) - 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. 418 | - [ToolHive](https://github.com/StacklokLabs/toolhive) - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization. 419 | 420 |
421 | 422 | Please read the [contribution guidelines](CONTRIBUTING.md) if you want to contribute. 423 | 424 | --- 425 | 426 | ### License 427 | 428 | [![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg)](https://creativecommons.org/publicdomain/zero/1.0/) 429 | 430 | To the extent possible under law, [Stephen Akinyemi](https://github.com/appcypher) has waived all copyright and related or neighboring rights to this work. 431 | --------------------------------------------------------------------------------