发现优秀的 MCP 服务器

MCP Content Analyzer

Enables comprehensive content analysis through web scraping, document processing (PDF, DOCX, TXT, RTF), screenshot analysis, and local Excel database management. Provides intelligent workflows for extracting, analyzing, and storing content from multiple sources with automated categorization and search capabilities.

cms-datagov-mcp-server

Enables AI assistants to search, query, and analyze CMS healthcare datasets from data.cms.gov, supporting features like dataset discovery, filtering, and CSV download for large-scale analysis.

bergauf

Lets an LLM plan hikes anywhere in Switzerland by combining named routes, elevation profiles, weather forecasts, and public transport.

mxHERO Mail2Cloud MCP

High performance email search for teams & companies. Secure & scalable across email accounts w/ custom filters (e.g., customer facing communications only).

gemini-cli

Integrates the local gemini CLI tool with Claude Code, allowing Claude to execute Gemini AI queries via the MCP protocol.

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.)

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.

Docs-MCP

An MCP server that allows users to efficiently search and reference user-configured documents through document listing, grep searching, semantic searching with OpenAI Embeddings, and full document retrieval.

xhs-mcp

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

MediaWiki MCP Server

Enables LLM clients to interact with any MediaWiki wiki, supporting page creation/editing, search, file uploads, category browsing, and page history retrieval. Supports multiple wikis with OAuth2 or bot password authentication for both public and private wikis.

nasa-mcp-server

Provides access to NASA's open APIs including astronomy imagery, Mars rover photos, asteroid tracking, Earth observations, and media library through natural language interaction.

Rails MCP Server

一个 Ruby gem，实现了用于 Rails 项目的 Model Context Protocol (MCP) 服务器。该服务器允许 LLM（大型语言模型）通过 Model Context Protocol 与 Rails 项目进行交互。

cairn

Self-hosted personal context layer that gives AI agents shared memory via MCP.

agentguard-mcp

Check whether a URL is allowed under a network-egress policy before any fetch, with tools for single URL, batch checks, and policy validation.

operbots-mcp

MCP server for the operbots panel, enabling AI assistants to manage tasks, Telegram bots, flow scenarios, conversations, knowledge base, and AI connections with the user's permissions.

Waggle MCP Server

Enables discovery, search, and invocation of A2A AI agents from within Claude Code, allowing users to find and interact with agents for various tasks.

market-pulse-mcp

Provides live cryptocurrency market data including spot prices, OHLCV candles, order books, funding rates, and technical indicators via public exchange APIs.

Oumi MCP Server

Provides access to over 500 pre-configured YAML templates and guided workflows for fine-tuning, training, and evaluating LLMs like Llama and DeepSeek. It enables AI assistants to search for recipes, retrieve configurations, and validate parameters for various machine learning tasks.

Globus MCP Server

Enables AI agents to perform federated data transfers and remote code execution on HPC endpoints via Globus, wrapping the Globus CLI and Globus Compute SDK.

Cloudflare Remote MCP Server

A template for deploying remote Model Context Protocol servers to Cloudflare Workers without requiring authentication. It enables users to host custom tools and connect them to local clients like Claude Desktop or the Cloudflare AI Playground.

MCP Server Template

A production-ready FastMCP server template with modular architecture for building MCP servers with organized tools, resources, and prompts, featuring container support and AI agent documentation system.

Advanced Web Fetching MCP Server

Enables fetching and processing web content with advanced features including batch processing of up to 20 URLs, streaming support, metadata extraction, and multiple output formats (HTML, Markdown, plain text) with enterprise-grade security and global edge performance.

Miro MCP Server

Miro 的模型上下文协议 (MCP) 服务器

fiscal-api-mcp

Provides AI agents with Korean national fiscal data (budgets, settlements, and fiscal programs) from multiple government APIs through 7 tools, enabling natural language queries.

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.

Atlas

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

Remote MCP Server with GitHub OAuth

A Model Context Protocol server that supports remote connections and authenticates users via GitHub OAuth, allowing them to access tools based on their GitHub identity.

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。

akshare-mcp

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