发现优秀的 MCP 服务器

MCP Heroku Server

Provides comprehensive Heroku application management through the Heroku Platform API for AI assistants using the Model Context Protocol. It enables users to scale dynos, view deployment history, access logs, and manage environment variables through natural language.

Bayeslab ION MCP Server

Brings industry-specific public-equity research into MCP clients, allowing reading of ION reports and queuing isolated company analyses with user approval.

Jules MCP Server

Integrates Google's Jules coding agent with AI assistants to delegate autonomous coding tasks like bug fixes, refactoring, and tests, with support for scheduling recurring maintenance tasks and human-in-the-loop plan approval.

LiuRen MCP Server

Enables traditional Chinese divination calculations through Liu Ren (六壬) chart generation. Provides tools for calculating Liu Ren divination charts based on specified dates and times, along with current time retrieval functionality.

gemini-cli

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

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.

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.

Database Query MCP Server

Enables secure read-only querying of multiple database types (MySQL, PostgreSQL, MSSQL, Oracle) through natural language. Automatically reads database configuration from project files and blocks any data modification operations for safety.

mcp-server-corpayone

Enables managing Corpay One accounts-payable workflows including expense listing, coding, and policy-controlled writes, with read-only defaults and audit logging.

bergauf

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

Atlas

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

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。

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.

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.

Miro MCP Server

Miro 的模型上下文协议 (MCP) 服务器

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.

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.)

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.

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。

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.

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.

mxHERO Mail2Cloud MCP

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

akshare-mcp

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

Learning Path Check MCP Server

A server that enables checking and managing learning paths based on the 2022 Korean national curriculum, including child profile management, curriculum search, prerequisite tracing, and learning check creation with deterministic state assessment.

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.