发现优秀的 MCP 服务器

Touch Flow Base (MCP Counter POC)

An MCP server that enables AI agents to execute sandboxed JavaScript code to control external web applications in real-time. It utilizes WebSockets to synchronize script execution with frontend animations, allowing complex UI interactions to be handled in a single agent turn.

Academix MCP

Aggregates academic paper search from multiple databases (OpenAlex, Semantic Scholar, etc.) with PDF storage and full-text search capabilities.

Karakuri MCP

A modular MCP server that enables AI agents to efficiently call multiple specific APIs through plugins, currently including video generation via PiAPI Seedance, file downloads, and audit logging.

Universal MCP Server

Multi-mode MCP server supporting both Claude Desktop (STDIO) and OpenAI (HTTP/SSE) integrations with file operations including read, write, delete, and search capabilities.

Systemprompt MCP Gmail Server

使用户能够通过 MCP 协议，使用 AI 代理辅助操作来管理 Gmail 帐户，支持电子邮件搜索、阅读、删除和发送，并具有语音驱动的界面。

canlii-mcp

MCP server providing access to Canadian legal information metadata (case law and legislation) from CanLII.

Grafana MCP Server

Enables AI-powered integration with Grafana instances through 52 MCP tools for dashboard management, Prometheus/Loki queries, alerting, and administrative functions. Supports complete Grafana functionality including metrics exploration, log analysis, and incident response through natural language.

Email Finder API

Find professional email addresses from name + company domain. Tests 15+ patterns against MX records with confidence scoring, with pay-per-call via x402.

outlook-mcp

Enables AI assistants to interact with Microsoft Outlook for macOS, managing emails, calendar events, and contacts, with local AI processing via Ollama.

arXiv-Search-MCP-Server

关于一个用于 arXiv 搜索的 MCP 服务器

RAG_MCP

一个检索增强生成（Retrieval-Augmented Generation, RAG）服务器，它具备OCR功能，能够进行语义PDF搜索。用户可以通过任何MCP客户端查询文档内容，并获得智能化的答案。

agent-comm

MCP server that enables AI coding agents to communicate, share state, and coordinate work in real time via MCP tools or REST API.

tracearr-mcp

MCP server exposing Tracearr's Public API v2 as read-only tools to query Plex, Jellyfin, and Emby monitoring data such as watch history, active streams, media, users, libraries, and recently added items.

Strava MCP Server

镜子 (jìng zi)

mcp-server-tree-sitter

一个模型上下文协议 (MCP) 服务器，它使用 tree-sitter 提供代码分析功能，旨在让 Claude 能够智能地访问代码库，并进行适当的上下文管理。

Unreal-MCP

Open-source MCP server connecting AI agents (Claude, Cursor, GitHub Copilot, Gemini, and more) to Unreal Engine 5.7, editor and runtime (C++ plugin + .NET sidecar).

Planner MCP Server

A server for creating and managing plans with steps, enabling users to break down complex tasks into manageable steps and track progress.

image-analyzer-mcp

Analyzes images via OpenAI-compatible vision APIs, returning structured JSON for layout, components, colors, typography, and issues, with tools for single image analysis, comparison, and clipboard image analysis.

Playwright HTML Render

Enables HTML page analysis, verification, and automated correction using Playwright for rendering and Mistral AI for visual inspection. Captures screenshots, analyzes renders against specifications, and generates fixes for HTML issues.

lms-mcp

MCP server that provides LLM tools to interact with Lyrion Music Server (LMS), enabling player control, playback management, playlist operations, and music library search.

GEO Analysis for AI SEO

GEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.

pfSense MCP Server

A production-grade server that enables natural language interaction with pfSense firewalls through Claude Desktop and other GenAI applications, supporting multiple access levels and functional categories.

DevGuard MCP

Provides deterministic debugging tools for FastAPI/Python projects, enabling structured failure reports, code quality checks, and context packing.

usp-mcp

MCP server for Universidade de São Paulo's student systems (Moodle, JupiterWeb) enabling assistants to query grades, schedule, tasks, and more via secure backend.

package-registry-mcp

Enables AI assistants to search and retrieve detailed package information from multiple package registries (NPM, crates.io, NuGet, PyPI, Go).

proratia-mcp

A generic MCP server that fetches OpenAPI/Swagger specs from any target API, with auto-discovery and Docker containerization.

Depureco Industrial Vacuum Explorer

Remote MCP Server for industrial vacuum cleaner configuration. Query 150+ products across 24 industrial sectors with full ATEX certification data, technical specs, and accessory compatibility. No authentication required.

MultiGmailMCP

A local MCP server that lets Claude Desktop search, read, draft, and send email across multiple Gmail accounts with configurable safeguards, including two-step sending and no permanent deletion.

mcp-cbs-nl

Enables querying Statistics Netherlands (CBS) data, including metadata for tables like '37296eng', through an MCP interface.