发现优秀的 MCP 服务器

Garantia Safra

MCP server to verify a farmer's enrollment in the Garantia Safra program using CPF and NIS, with read-only access and hosted service.

SageMath MCP Server

Exposes the full SageMath computer algebra system to LLM clients through MCP tools for symbolic mathematics, solving, calculus, plotting, and number theory.

NotebookLM MCP Server

Enables AI agents to programmatically access Google NotebookLM through browser automation for managing notebooks, sources, and chat interactions. It supports automated content generation including audio overviews, study guides, and quizzes directly within AI workflows.

Shortcut MCP Server

A Model Context Protocol server that integrates Shortcut project management functionality with AI assistants like Cursor, Windsurf, Claude Code, and Zed.

garmin-mcp

Enables AI assistants to read Garmin activities and create/schedule structured workouts and multi-week training plans on Garmin Connect, syncing to the user's watch.

Custom Fabric MCP

An MCP server that provides AI-powered, governed access to Microsoft Fabric data assets with 16 tools for querying, schema discovery, knowledge retrieval, and export.

Trip Planner MCP

Enables multi-agent trip planning with coordinated specialized agents for team management, food preferences, and travel recommendations. Integrates Neo4j employee graphs, Postgres data, real-time weather APIs, and country information for comprehensive travel planning.

MemoryGuard

A local-first MCP memory layer for coding agents that automatically organizes shared memory writes and provides a governance console for inspection, correction, and rollback.

timeweb-mcp

MCP server for Timeweb Cloud that enables AI assistants to manage cloud servers, domains, DNS records, and view account balance via natural language commands.

mcp-destatis

Enables querying Germany's official statistics from Destatis GENESIS-Online through natural language or direct tool calls.

MCP Music Studio

Two-mode creative music studio for AI: scored composition (ABC notation with sheet music) and live performance (Strudel live coding with TidalCycles), with interactive UI rendering inline in Claude Desktop and other MCP clients.

reddit-mcp

An MCP server that enables authenticated Reddit account actions like posting, commenting, voting, and messaging via the Reddit API.

MyAnimeList MCP Server

MCP Server for interacting with the MyAnimeList API, allowing LLM clients to access and interact with anime, manga and more.

agentweb-mcp

Enables agents to search, retrieve, and contribute business data from a directory of 11M+ businesses across 195 countries, returning markdown prose by default.

Learning Hour MCP

An MCP server that generates comprehensive Learning Hour content for Technical Coaches, enabling teams to practice technical excellence through structured deliberate practice sessions.

SmartDB MCP

A universal database gateway implementing the Model Context Protocol, enabling MCP-compatible clients to connect, explore, and manage multiple databases with advanced features like OAuth2 authentication, health checks, and SQL optimization.

ProBrowser

Enables AI agents to control a user's real browser through the Model Context Protocol, attaching to existing browser sessions over CDP to preserve cookies and logins, with human-like input simulation, DOM/vision hybrid interaction, and CAPTCHA handling for anti-detection automation.

ios-instruments-mcp

Enables natural language profiling of iOS apps using xctrace (Instruments) for performance analysis like launch time, memory leaks, CPU usage, and network requests.

project-decision-rag

Semantic search over project-specific decision rules using Chroma, enabling LLMs to retrieve relevant context.

mcp-server-docker

Docker container, image, volume, network, and compose management from your AI assistant.

OpenFDA MCP Server

An MCP server that enables AI assistants to query U.S. FDA public datasets, including drug adverse events, labeling, recalls, approvals, shortages, NDC directory, and medical device regulatory information.

databricks-genie-MCP

Connects to the Databricks Genie API, enabling LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

geo-audit

Evaluates any website's AI visibility with 15 checks across crawlability, structure, content, and connectivity, and provides actionable fixes.

GitHub PR Review Server

Enables automated GitHub Pull Request reviews using local Ollama, Cursor CLI, or Gemini CLI as AI providers. Supports customizable review prompts, comprehensive PR analysis, and optional auto-posting of reviews to GitHub.

Netlify Express MCP Server

A basic example MCP server running as a serverless function on Netlify using Express. Demonstrates how to deploy and run Model Context Protocol servers in a serverless environment with proper URL routing configuration.

Scout

single-binary MCP server that gives AI agents a browser. 66 tools for navigation, form filling, data extraction, screenshots, and DOM diffing — built on pure Chrome DevTools Protocol.

echo-cache

Semantic caching MCP server for AI agent tool calls, providing exact and similarity-based cache lookup, store, invalidation, and metrics via MCP tools.

Confluence MCP Server

Enables reading and analyzing Confluence documentation content through the Confluence REST API. Supports extracting and converting text, tables, code blocks, and images from Confluence pages for Q\&A and analysis.

NGSS MCP Server

Provides programmatic access to Next Generation Science Standards (NGSS) for middle school education with 8 powerful tools for standard lookup, search, filtering by 3D framework components, and intelligent curriculum unit planning.