很棒的MCP

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A comprehensive collection of Model Context Protocol (MCP) servers, empowering AI models with enhanced capabilities through standardized integrations.

Getting Started • Browse Servers • Server Management

What is MCP?

In essence, Model Context Protocol (MCP) is a protocol designed to make LLMs more powerful by simplifying their integration with external tools and services. Instead of manually connecting different APIs and tools, MCP serves as a unified layer that simplifies the process, making LLMs more capable and scalable.

By providing a standardized way for AI models to interact with both local and remote services, MCP enables seamless integration with:

• 🔐 Secure file system access
• 📊 Database connections
• 🌐 API integrations
• 🛠️ Development tools
• 📱 Application services
• And much more...

Local 🏠 vs Cloud ☁️ ?

• Use Local when the MCP server communicates with software installed locally on the system. For example, interacting with the Chrome browser or accessing files on your computer.

• Use Cloud when the MCP server connects to remote services or APIs. For instance, querying a database hosted on a cloud server or fetching data from an external API like a social media platform or a stock market feed.

About this repo

This repository serves as a comprehensive, community-curated index of Model Context Protocol (MCP) servers and tools. Our goal is to help developers, AI enthusiasts, and organizations discover and leverage the growing ecosystem of MCP integrations.

Key features:

• 📚 Categorized listings of MCP servers across various domains
• ⭐ Highlighted premium and official implementations
• 🔍 Easy-to-navigate structure with clear categories
• 🤝 Active community of contributors and maintainers

Each listed server is carefully reviewed to ensure it provides value to the MCP ecosystem. While this is a community-driven list, we work closely with official implementations (like those from modelcontextprotocol/servers) along with high-quality community-contributed servers that extend AI capabilities in meaningful ways.

MCP Servers List

• 🗄️ - Databases
• 🌐 - Web Automation
• 💻 - Development Tools
• 📂 - File Systems
• 📝 - Note Taking
• 🗺️ - Geography
• 📢 - Marketing
• 🔄 - Version Control
• ⚙️ - Workflow Automation
• 🤖 - System Automation
• 📱 - Social Media
• 🎮 - Gaming
• 💹 - Finance
• 🧬 - Research & Data
• 🤖 - AI Services
• 📈 - Data Visualization
• 💬 - Communication
• ☁️ - Cloud Storage
• ⚡ - Cloud Platforms

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data while maintaining read-only safety by default.

• <img/ alt="很棒的MCP image"> PostgreSQL - PostgreSQL database integration with schema inspection and query capabilities
• <img/ alt="很棒的MCP image"> SQLite - SQLite database operations with built-in analysis features
• <img/ alt="很棒的MCP image"> MongoDB - A Model Context Protocol Server for querying and analyzing MongoDB collections.
• <img/ alt="很棒的MCP image"> MongoDB Lens - Full featured MCP Server for MongoDB databases.
• <img/ alt="很棒的MCP image"> MySQL - MySQL database integration with configurable access controls and schema inspection
• <img/ alt="很棒的MCP image"> Neon - Neon MCP Server. Allows natural language interactions with Neon for database management.
• <img/ alt="很棒的MCP image"> Excel - Excel workbook manipulation including data reading/writing, worksheet management, formatting, charts, and pivot tables
• <img/ alt="很棒的MCP image"> BigQuery¹ - BigQuery database integration with schema inspection and query capabilities
• <img/ alt="很棒的MCP image"> BigQuery² - A BigQuery MCP server for read-only SQL queries and schema exploration (available on npm)
• <img/ alt="很棒的MCP image"> Airtable - Read and write access to Airtable databases, with schema inspection.

🌍 Web Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

• <img/ alt="很棒的MCP image"> Puppeteer - Browser automation for web scraping and interaction
• <img/ alt="很棒的MCP image"> Brave Search - Web search capabilities using Brave's Search API
• <img/ alt="很棒的MCP image"> Fetch - Efficient web content fetching and processing for AI consumption
• <img/ alt="很棒的MCP image"> Kagi Search - TypeScript-based MCP server that integrates the Kagi Search API
• <img/ alt="很棒的MCP image"> Exa Search^⭐ - Integration with Exa AI Search API for real-time web information retrieval
• <img/ alt="很棒的MCP image"> NYTimes - Search articles using the NYTimes API
• <img/ alt="很棒的MCP image"> Google News - Google News search with automatic categorization, multi-language support, and comprehensive search options
• <img/ alt="很棒的MCP image"> Search1API - Search via search1api (requires paid API key)
• <img/ alt="很棒的MCP image"> Tavily - Tavily AI search API integration
• <img/ alt="很棒的MCP image"> ArXiv - Search ArXiv research papers
• <img/ alt="很棒的MCP image"> Playwright - A Model Context Protocol server that provides browser automation capabilities using Playwright.
• <img/ alt="很棒的MCP image"> Websearch - Self-hosted Websearch service.

💻 Development Tools

Tools and servers that assist with software development workflows. Enables integration with development-related services and APIs.

• <img/ alt="很棒的MCP image"> 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
• <img/ alt="很棒的MCP image"> OpenRPC - A Model Context Protocol server that provides JSON-RPC functionality through OpenRPC.
• <img/ alt="很棒的MCP image"> Postman - Interact with Postman API.
• <img/ alt="很棒的MCP image"> marimo^⭐ - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
• <img/ alt="很棒的MCP image"> Figma - Paste a link to your Figma design to get its data in a ready-to-implement format.
• <img/ alt="很棒的MCP image"> Comet Opik^⭐ - Query and interact with LLM observability and telemetry captured by Opik using natural language.
• <img/ alt="很棒的MCP image"> VSCode Devtools - Connect to VSCode ide and allows using semantic tools like find_usages

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

• <img/ alt="很棒的MCP image"> Everything Search - Lightning-fast Windows file search powered by Everything SDK
• <img/ alt="很棒的MCP image"> Backup - Provides file and folder backup and restoration capabilities for AI agents and code editing tools
• <img/ alt="很棒的MCP image"> FileSystem¹ - Direct local file system access
• <img/ alt="很棒的MCP image"> FileSystem² - Golang implementation for local file system access

📝 Note Taking

Integration with note-taking applications and personal knowledge management tools. Enables access to notes, documents, and personal information stores.

• <img/ alt="很棒的MCP image"> Obsidian¹ - Obsidian vault integration with tools for file management, search, and content manipulation
• <img/ alt="很棒的MCP image"> Obsidian² - Alternative implementation for reading and searching Markdown notes
• <img/ alt="很棒的MCP image"> Notion¹ - Notion API integration for managing personal todo lists and notes
• <img/ alt="很棒的MCP image"> Notion² - Alternative implementation for Notion API integration
• <img/ alt="很棒的MCP image"> Todoist - An MCP server implementation for Todoist, enabling natural language task management.

🗺️ Geography

Geographic and location-based services integration. Enables access to mapping data, directions, and place information.

• <img/ alt="很棒的MCP image"> Google Maps - Google Maps integration for location services, routing, and place details
• <img/ alt="很棒的MCP image"> QGIS - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

📢 Marketing

Tools that help marketers write better content and run better campaigns.

• <img/ alt="很棒的MCP image"> Open Strategy Partners Marketing Tools^⭐ - a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.
• <img/ alt="很棒的MCP image"> Fathom Analytics - Access Fathom Analytics data and reports about your sites

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

• <img/ alt="很棒的MCP image"> GitHub - GitHub API integration for repository management, PRs, issues, and more
• <img/ alt="很棒的MCP image"> GitLab - GitLab platform integration for project management and CI/CD operations
• <img/ alt="很棒的MCP image"> Git - Direct Git repository operations including reading, searching, and analyzing local repositories
• <img/ alt="很棒的MCP image"> Phabricator - Phabricator API integration for repository and project management
• <img/ alt="很棒的MCP image"> Gitingest-MCP - Gitingest integration providing prompt friendly summmaries of Github repos

⚙️ Workflow Automation

Integration with workflow automation platforms allows AI models to execute workflows and retrieve data back to their systems.

• <img/ alt="很棒的MCP image"> Make^⭐ - Turn Make scenarios into callable tools for AI assistants.

🤖 System Automation

Tools for shell access, system control, and task automation. Enables AI models to execute commands and interact with the operating system.

• <img/ alt="很棒的MCP image"> Shell - Autonomous shell execution and computer control (Mac)
• <img/ alt="很棒的MCP image"> Windows CLI - Windows CLI MCP Server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
• <img/ alt="很棒的MCP image"> Windows Control - Windows automation MCP server providing mouse, keyboard, screen capture, clipboard, and window management capabilities using NutJS.
• <img/ alt="很棒的MCP image"> Command Line - MCP server allowing any and all command execution over CMD(BE CAREFUL).
• <img/ alt="很棒的MCP image"> Apple Shortcuts - An MCP Server Integration with Apple Shortcuts

📱 Social Media

Integration with social media platforms and content sharing services. Enables interaction with social networks and content platforms.

• <img/ alt="很棒的MCP image"> YouTube¹ - YouTube integration using yt-dlp for subtitle downloading and video analysis
• <img/ alt="很棒的MCP image"> YouTube² - Alternative implementation for fetching YouTube subtitles and transcripts
• <img/ alt="很棒的MCP image"> Spotify - Connects with Spotify for playback control and track/album/artist/playlist management.
• <img/ alt="很棒的MCP image"> TikTok - TikTok integration for getting post details and video's subtitles

🎮 Gaming

Gaming data and Game Development tools.

• <img/ alt="很棒的MCP image"> Unity3d - Unity3d Game Engine integration for game development

💹 Finance

Financial data and cryptocurrency information services.

• <img/ alt="很棒的MCP image"> CoinMarket - Coinmarket API integration for cryptocurrency data
• <img" alt="很棒的MCP image"> Chargebee^⭐ - MCP Server that connects AI agents to Chargebee platform.
• <img/ alt="很棒的MCP image"> Stripe^⭐ - Allows you to integrate with Stripe APIs

🧬 Research & Data

Access to research papers, genetic data, and specialized datasets.

• <img/ alt="很棒的MCP image"> ArXiv - Search ArXiv research papers
• <img/ alt="很棒的MCP image"> Ancestry - Read .ged files and genetic data

🤖 AI Services

Integration with AI and machine learning services.

• <img/ alt="很棒的MCP image"> OpenAI - Query OpenAI models directly from Claude using MCP protocol
• <img/ alt="很棒的MCP image"> OpenAI Compatible Chat - Chat with models from OpenAI-compatible APIs (Perplexity, Groq, xAI, etc.)
• <img/ alt="很棒的MCP image"> Perplexity Chat with Perplexity via MCP
• <img/ alt="很棒的MCP image"> LlamaCloud - LlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud.
• <img/ alt="很棒的MCP image"> HuggingFace Spaces - Use HuggingFace spaces from your MCP Client. Supports Images, Audio, Text and more.
• Chronulus AI - Predict anything with Chronulus AI multimodal forecasting and prediction agents (Watch Demos on Youtube).
• <img/ alt="很棒的MCP image"> ZenML - Chat with your MLOps and LLMOps pipelines using the ZenML MCP server

📊 Data Visualization

Tools for creating and managing data visualizations. Enables generation of charts, graphs, and other visual representations of data.

• <img/ alt="很棒的MCP image"> VegaLite - Generate visualizations from fetched data using the VegaLite format and renderer

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

• <img/ alt="很棒的MCP image"> Slack - Slack workspace integration for channel management and messaging

☁ Cloud Storage

Access and manage files stored in cloud storage platforms. Enables searching, reading, and organizing cloud-stored documents and data.

• <img/ alt="很棒的MCP image"> Google Drive - Google Drive integration for file access, search, and management

⚡ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

• <img/ alt="很棒的MCP image"> Cloudflare - Integration with Cloudflare services including Workers, KV, R2, and D1
• <img/ alt="很棒的MCP image"> Kubernetes - Kubernetes cluster operations through MCP

MCP Managers

• mcp-get - CLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop.
• Remote MCP - Solution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context

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