发现优秀的 MCP 服务器

CineOS

An MCP-powered AI Production Manager that converts ChatGPT into a filmmaking assistant for automating production planning, scheduling, budgeting, and weather-aware logistics.

Shotter

Enables AI assistants to automate iOS Simulator interactions including device management, UI element interaction (tap, swipe, type), screenshot capture, and execution of YAML-defined navigation workflows.

Nümtema Prompt Optimizer MCP

A minimal, open-source MCP server that turns a rough prompt into a clearer, structured prompt.

spring-nacos-mcp

A project-aware, read-only Nacos MCP server for Spring Cloud repositories.

Cubiczan MCP Server

Connects Off Grid mobile app to Cubiczan's multi-agent intelligence, exposing agent orchestration as an OpenAI-compatible API endpoint.

Youtube-MCP

Production-grade Model Context Protocol server for YouTube intelligence. Extract, analyze, and automate insights from YouTube channels and videos using the official YouTube Data API v3. Built for AI agents, automation pipelines, and content intelligence workflows.

mcp-the-guardian

Enables searching and retrieving articles, sections, and tags from The Guardian via the Guardian Open Platform API.

Heroquarium ArtGen MCP Server

Enables Claude to generate pixel art procedurally and normalize external images into a canonical palette and tile size.

research-mcp-lab

MCP server that acts as a research intelligence agent, converting natural language queries into SQL or full-text search against Hacker News and arXiv data, and returning answers with supporting evidence.

vision-mcp

An MCP server for image recognition and OCR via OpenAI-compatible vision APIs, supporting local files, URLs, and data URLs. Enables natural language image description and text extraction.

Bug Bounty MCP Server

Enables AI agents to generate and manage specialized bug bounty hunting workflows including reconnaissance, vulnerability testing, OSINT gathering, and file upload testing. Provides REST API endpoints for comprehensive security assessments with intelligence-driven vulnerability prioritization.

osm-mcp

An MCP server that provides live geospatial data such as geocoding, POI search, isochrones, and area density from open data sources to LLM clients like Claude, Cursor, or Claude Code.

mcp-archviz

Provides 3D architecture visualization from floorplan layouts, with tools for generating 3D models, rendering perspectives, and exporting models. Currently uses a stub provider with placeholder URLs.

GitMCP

Transforms any GitHub repository or GitHub Pages site into a documentation hub for AI assistants using the Model Context Protocol. It allows AI tools to access real-time code and documentation to prevent hallucinations and provide accurate API usage examples.

@axd/browser-mcp

A high-performance MCP server for browser automation via Chrome DevTools Protocol, enabling fast, low-cost, and anti-bot web interactions.

conan-mcp-agent

MCP server for automating Detective Conan short video channel operations, enabling daily topic search, video frame extraction/analysis, and template-based script writing.

MCP-Mealprep

这个项目从 GitHub 仓库中获取多个 MCP 服务器，将它们与此仓库的 GHCR 容器打包在一起，并使用 docker-compose 启动它们，作为一个堆栈来运行，提供 ML/AI 资源。

claw-site

A Python MCP server that extracts URLs, page content (with browser rendering fallback), and text from images via OCR.

moe-mcp

Enables querying a team of domain experts with automatic routing and traceable citations for accurate answers.

mrrscope

Enables querying MRRscope analytics (visitors, revenue, MRR, traffic sources, AI crawlers, realtime) via 6 read-only tools for AI agents.

docs-n8n-mcp

MCP server providing access to n8n documentation and workflow templates, enabling LLM agents to search, read, and retrieve workflow examples for automated workflow creation.

mcplocal

Local Files MCP server that lets MCP-compatible clients read, search, and modify files inside a sandboxed directory. Provides file management and coding workflow tools with security controls like path boundary enforcement and disabled deletion by default.

GO2 Sport MCP Server

Enables controlling a Unitree GO2 robot's motion (forward, backward, left, right, stop, stand up, and move with custom velocities) via MCP tools, using ROS2 commands.

skillsmp-mcp-server

This MCP server enables AI agents to search, discover, and install skills from the SkillsMP marketplace, with support for keyword and semantic search, skill content retrieval, and installation to various coding agents.

DataMineAna

Provides a comprehensive MCP server for data preprocessing, analysis, mathematical modeling, and visualization, enabling agents to load, clean, analyze, model, and plot data with tracking and dynamic method extension capabilities.

MCP STDIO Webhook Server

A lightweight MCP server that accepts event envelopes, maps them to configurable tools, and supports STDIO transport with Docker deployment.

Omega

Persistent memory for AI coding agents

ngmcp

Enables AI agents to query and browse Norton Guide database files, providing tools for reading entries, searching, and navigating menus.

OpenPlan MCP Server

Helps AI agents decompose goals into costed execution plans, checkpoint progress with deviation tracking, and learn from past project data.