发现优秀的 MCP 服务器

moviefinder-mcp

An MCP server that wraps The Movie Database (TMDB) API, enabling search for movies and TV shows, retrieval of movie details, recommendations, similar movies, trending content, streaming providers, and movie discovery.

Digital Brain MCP

A persistent long-term memory system that enables AI clients to store and recall notes, code, and research via semantic search. It utilizes Google Gemini embeddings and Supabase pgvector to provide a secure, searchable 'Second Brain' for MCP-compatible applications.

mcp-devops-onpremise

MCP server for on-premises Azure DevOps that lets AI assistants browse repositories, review pull requests, manage work items, and interact with wikis, with NTLM authentication support.

gemini-grounded-search

MCP server that integrates Google's Gemini 2.5 Pro with real-time Google Search grounding for current information retrieval.

apikey-mcp-server

A fully-featured MCP server with API-key authentication, demonstrating realistic e-commerce tools, resources, and prompts.

MCP Server Python Template

一个精简的基础框架，用于在 Python 中构建模型上下文协议（Model Context Protocol，MCP）服务器，旨在使 AI 辅助的 MCP 工具的开发更加容易和高效。

GitHub PR Comments MCP Server

一个 MCP 服务器，它使用 GitHub 个人访问令牌来获取带有文件路径、行范围和回复的 GitHub Pull Request 评论。 (Or, a slightly more technical translation:) 一个 MCP 服务器，使用 GitHub 个人访问令牌获取 GitHub Pull Request 的评论，包括文件路径、行范围以及回复信息。

Update Night MCP

Provides tools for AI assistants to search and explore the Update Night catalog of AI development tools, including agent frameworks, skills, and MCP servers. Enables querying entries by category, fetching detailed entries, and browsing recent news.

Beale-CC

Local MCP server that bridges Beale research workspaces to Claude Code, providing typed memory, workspace search, revisioned runbooks, and research profile context via a stdio plugin.

mcp-redfish

Enables AI assistants to monitor and control server hardware (power, thermal, storage, firmware, event logs) via Redfish BMC API on Dell iDRAC, HPE iLO, Lenovo XCC, Supermicro BMC, and others.

Rehabilitation Monitoring MCP Server

An MCP server for rehabilitation monitoring that provides tools for patient risk scoring, outcome analysis, report generation, alerts, and research search, along with prompts and CSV data resources.

mcp-server-playground

MCP server for exploring a software developer's portfolio: lists projects, semantically searches code, explains architecture, summarizes READMEs, and answers questions through a natural-language agent, with a built-in web playground.

weather-mcp-server

A Python MCP server that provides current weather conditions and multi-day forecasts for cities worldwide using the Open-Meteo API. It exposes tools to get current weather and forecasts without requiring an API key.

Ledger MCP Server

一个 MCP 服务器，允许通过 Claude 访问和管理账本文件，并提供账户列表、余额查询和交易记录查看功能。

MCPify

Provides instant access to MCP development documentation, best practices, production checklists, common mistakes, architecture patterns, and testing strategies to help developers build production-ready MCP servers.

mcp-colorapi

Wraps thecolorapi.com to provide color data and information through MCP, with no authentication required.

unreal-engine-mcp

An MCP server that gives AI agents broad control over Unreal Engine 5.7, enabling actor/asset/level management, Blueprint and material creation, screenshots, automation, and arbitrary editor Python execution.

sabit-mcp

Enables AI agents to verify email addresses through a multi-signal probabilistic pipeline, returning confidence scores and honest statuses (safe/risky/invalid/unknown) with evidence.

Example MCP Server + Client Implementation

一个 MCP 服务器（使用虚拟 API）和基本客户端的演示实现。

users-mcp

A user management MCP server that enables CRUD operations on users stored in a JSON file, with random user generation using Faker.

scratch-mcp

Enables AI agents to create, compile, and run Scratch projects by editing plain text and using a live editor loop.

weibo-hot-search-mcp-server

MCP server that fetches Weibo hot search trends. Supports Stdio, SSE, and Streamable HTTP.

Xcode MCP Server

A server that acts as a bridge between Claude and local Xcode projects, enabling AI-powered code assistance, project management, and automated development tasks without exposing your code to the internet.

Residue Token Market (RTM)

Enables autonomous agents to discover and bid on unused LLM token quota through a machine-to-machine secondary exchange protocol. It utilizes a Proof-of-Residue handshake to verify compute capacity and facilitate the real-time acquisition of verified residue tokens.

Lunch Money MCP Server

A Model Context Protocol server that allows AI assistants to interact with Lunch Money accounts, enabling management of transactions, categories, budgets, and other financial data through natural language commands.

gatepass-server

Minimal in-memory Node.js server for the Gatepass gate-control prototype, exposing a REST API and an MCP tool (open_gate) to manage shared gate state.

MCP Discord Agent Communication

An MCP server that enables AI agents to send notifications and request user input via Discord during long-running tasks. It allows users to remotely interact with their AI assistants and provide feedback through the Discord messaging platform.

Neon MCP Server

Enables managing Neon projects, databases, and running SQL queries through natural language via Model Context Protocol.

GIT Cidadão (PR): Multas

Read-only MCP server for consulting traffic fines (multas) from the official GIT Cidadão (PR) source, accessible via pre-paid credits and any MCP-over-HTTP client.

cnpjaberto

MCP server for querying Brazilian CNPJ company data, including partner graphs, address/contact joins, CNAE statistics, and national/annual overviews.