发现优秀的 MCP 服务器

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.

qr-maker

Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages via AI agents.

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.

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 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.

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.

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.

MyAnimeList MCP Server

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

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.

Shortcut MCP Server

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

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.

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.

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.

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.

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.

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.

Garmin MCP Server

连接到 Garmin Connect，并将您的健身和健康数据（活动、睡眠、心率、步数、身体成分）暴露给 Claude 和其他 MCP 兼容的客户端。

Realtime Sales Dashboard

Streams simulated sales data via WebSocket and renders live KPIs, state rankings, sparkline charts, and an activity feed within an MCP App iframe.

job-source-mcp

Searches job listings from Taiwanese job boards (104 and Yourator) and returns normalized results.

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.

coinvest-mcp

Local MCP server that exposes Liquid Co-Invest's trading data and order tools to a local LLM via a thin proxy.

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.

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.

saor-mcp

MCP server providing persistent memory for AI agents, enabling them to read, write, and query memories across sessions.

tldw-mcp

MCP server that extracts YouTube video transcripts (including metadata) as Markdown, enabling AI to summarize and discuss video content without watching it.

Lens-MCP

Lens-MCP is a read-only Postgres MCP server that lets AI agents inspect and query approved database data safely.