发现优秀的 MCP 服务器

Simple Code Review Assistant

Enables AI models to access GitHub repository information and search local documentation files. Provides three basic tools: fetching repository details, retrieving file contents from GitHub, and searching through local markdown documentation.

Demo MCP Server

A demonstration MCP server built with FastAPI and FastMCP that exposes a simple add numbers tool for testing MCP integration with Claude Code CLI.

SingleStore MCP Server

用于与 SingleStore Management API 和服务交互的 MCP 服务器

gitlab-mcp-server

GitLab MCP 服务器（具有活动跟踪和群组项目列表功能） 此服务器基于原始 GitLab MCP 服务器，并增强了群组项目列表和活动跟踪功能。

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.

metabase-server

Enables AI assistants to interact with Metabase by providing access to dashboards, questions, and databases through the Metabase API. It allows users to list resources, execute existing cards, and run custom SQL queries to retrieve data through natural language.

Vibe Check MCP

一种元认知模式中断系统，通过提供外部验证、简化指导和学习机制，帮助防止人工智能助手陷入过度复杂的推理路径。

diff-mcp

比较两个文本或数据（支持文本差异、JSON、JSON5、YAML、TOML、XML 和 HTML）。由 jsondiffpatch 提供支持。 (Bǐjiào liǎng gè wénběn huò shùjù (zhīchí wénběn chāyì, JSON, JSON5, YAML, TOML, XML hé HTML). Yóu jsondiffpatch tígōng zhīchí.)

RegenNexus MCP Server

Enables AI clients like Claude to control physical hardware devices including GPIO pins, robotic arms, grippers, and sensors through the RegenNexus Universal Adapter Protocol.

DexScreener MCP Server

镜子 (jìng zi)

BioContextAI Knowledgebase MCP

An MCP server that provides standardized access to biomedical knowledge bases and resources, enabling AI systems to retrieve verified information from sources like bioRxiv, EuropePMC, and various protein/gene databases.

MCP Async Server

这个服务器实现了模型上下文协议（MCP），用于处理具有实时状态跟踪、强大错误处理和自动资源管理的异步任务。

Remote MCP Server (Authless)

A template for deploying an authentication-free MCP server on Cloudflare Workers. Provides a starting point for creating custom tools accessible via SSE from remote MCP clients like Claude Desktop or AI Playground.

Model Context Protocol (MCP) Testing Servers

这是一个基于网络的应用程序，用于测试 MCP 服务器。它的设计目的是演示一个能够在典型网络托管环境中运行的 MCP 客户端。

Neo4j MCP Chainlit

一个使用 Chainlit (MCP 主机) 和 Claude LLM (Anthropic) API 的 Neo4j MCP 服务器的概念验证 (PoC)。

Simple Remote MCP Server

A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.

Python Codebase Analysis RAG System

An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.

Price Monitor MCP Server

Monitors product prices by comparing database reference prices with real-time G-Market prices and sends Slack notifications when prices drop.

Travel MCP Server

A Model Context Protocol server that enables flight searching, booking, and payment processing. It also provides access to resources like user profiles, pricing rules, and company travel policies.

Lingshu FastMCP Medical AI Service

Enables medical image analysis, structured medical report generation, and medical Q\&A through the Lingshu medical AI model. Provides healthcare professionals and developers with AI-powered medical assistance capabilities via a FastMCP server interface.

Content Creator Mcp

实现内容创作者代理的 MCP 服务器。

Mutation Clinical Trial Matching MCP

A Model Context Protocol server that enables Claude Desktop to search clinicaltrials.gov for matching clinical trials based on genetic mutations provided in natural language queries.

blender-mcp

在 Blender 中运行代码的 MCP 服务器

Toy MCP Server

A simple MCP server that provides two tools: one for counting specific letter occurrences within words and another for generating UUIDv7s.

Google Workspace MCP Server

Enables AI assistants to manage Google Calendar events and Gmail emails through natural language. Supports creating/listing calendar events with smart color coding, sending/reading emails, and advanced search capabilities across both services.