Discover Awesome MCP Servers

Watsonx Visualization MCP Server

Provides automated data visualization and analysis tools that intelligently select from over 40 chart types based on data structure and patterns. It enables users to generate statistical insights, interactive dashboards, and professional reports in HTML, PNG, and Word formats.

crawl4ai-mcp

一个用于网页抓取和爬行的 MCP 服务器，使用 Crawl4AI 构建。 (Yī gè yòng yú wǎngyè zhuāqǔ hé páxíng de MCP fúwùqì, shǐyòng Crawl4AI gòujiàn.)

humantext-mcp-server

AI text detection and humanization for Claude Code, Cursor, and Windsurf. Check if text sounds AI-generated, improve it to read naturally, and verify results — all without leaving your editor.

gameLLM

An MCP server that provides structured game data and scraped guides for video games, enabling natural language queries via Claude Code skills. Currently supports Clair Obscur: Expedition 33 with tools to search pictos, weapons, bosses, and more.

AQICN MCP Server

Enables querying real-time air quality index (AQI) data for Chinese cities, including PM2.5, PM10, and other pollutant information with health recommendations from the World Air Quality Index Project API.

Worksection MCP Server

Enables AI assistants to interact with the Worksection project management platform to manage projects, tasks, comments, and members through natural language. It provides a comprehensive suite of tools for task execution and project oversight while automatically handling API rate limits.

TickTick/Dida365 MCP Server

A Model Context Protocol server that enables AI assistants to interact with TickTick/Dida365 task management API, supporting operations like creating, reading, updating, and deleting tasks and projects.

akshare-mcp

An MCP server that gives AI assistants direct, structured access to China A-share market data.

microsoft-edge-mcp

A native TypeScript/Node.js MCP server providing low-level, high-performance control over Microsoft Edge via raw CDP WebSockets, bypassing heavy automation layers like Playwright or Puppeteer.

zulip

Run AI agents in Zulip as @mentionable bots — or wire into any MCP client.

WebControl

Headless browser automation for LLM agents via REST API or MCP tools. Enables navigating pages, reading structured content, clicking elements, filling forms, and executing JavaScript.

Awesome MCP (Model Context Protocol) ⚡

一个精选的工具、服务器和资源集合，用于模型上下文协议（MCP）——连接大型语言模型（LLM）与外部数据源和工具的开放标准。

MCP Chat CLI

A command-line chat interface that connects to an MCP server for reading and editing documents. It provides tools for document manipulation, resource access, and prompts for formatting and summarization.

GDScript Code Analyzer

Enables AI assistants to analyze GDScript code structure, extract symbols, functions, and dependencies without reading entire files. Supports efficient navigation and understanding of Godot game engine codebases through tree-sitter parsing.

RAG Memory MCP

An advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.

MCP LangChainJS Search Server

Enables searching the langchain-ai/langchainjs GitHub repository for TypeScript/JavaScript/Markdown code snippets using the search_langchain tool.

vinted-mcp

An MCP server for Vinted search and analysis that provides tools to search listings, fetch item details, inspect seller profiles, compare prices across countries, and surface trending items.

Serial MCP Server

Enables LLMs to communicate with hardware devices via serial ports. Provides tools for listing ports, opening/closing connections, reading/writing data, and controlling serial signals.

Formswrite MCP

Enables LLMs to convert documents to Google Forms, edit questions, list and publish forms, and run AI form assistant tools through the Formswrite API.

mcp-swedish-weather

Provides access to current weather conditions and hourly forecasts for any location in Sweden using the SMHI Open Data API. It supports built-in city lists, coordinate inputs, and geocoding fallback to deliver detailed meteorological data without requiring authentication.

xhs-mcp

A MCP server for Xiaohongshu that enables account login, copywriting generation, and automatic publishing with AI-generated images via conversation.

vision-mcp

Helps non-vision models extract and understand images and screenshots via OpenRouter multimodal models.

ActiveCampaign MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for ActiveCampaign (beta): https://www.cdata.com/download/download.aspx?sku=JUZK-V&type=beta

GitLab WeChat MCP

Enables users to retrieve GitLab commit records and automatically generate daily work reports that can be sent to WeChat Work groups. Supports querying commits by date and user, with seamless enterprise messaging integration.

Fetch Weather from wttr

Fetches current and three-day weather forecasts for any city using the wttr weather service through a Docker-based MCP server.

Context7 MCP Clone

Provides up-to-date, version-specific documentation and code examples for software libraries directly to LLMs, enabling resolution of library identifiers and retrieval of relevant documentation with code snippets.

tigergraph-mcp

Enables AI agents to interact with TigerGraph databases through the Model Context Protocol, supporting graph operations, schema queries, and GSQL execution via natural language.

Atlas

Local-first MCP server for querying multi-repo engineering documentation artifacts from a SQLite corpus.

farmbot-agent

An MCP server and CLI for controlling FarmBot hardware, enabling AI agents to manage gardening tasks through tools like gantry movement and device status monitoring. It supports executing Lua scripts and core hardware commands like homing and emergency stops via the Model Context Protocol.