发现优秀的 MCP 服务器

mcp-redmine

MCP server for Redmine that provides full read/write coverage of issues, projects, wiki, time tracking, and more through 73 tools via the Redmine REST API.

MCP Server for ETL Orchestration

Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data infrastructure.

Report Builder MCP Server

Formats AI agent outputs into professional reports, emails, and documents with branding, quality validation, and executive summaries for enterprise AI operations.

agent-replay-mcp

MCP server for recording, replaying, and comparing agent sessions to debug non-deterministic behavior and detect divergence.

Organized AI\n\nA TypeScript client for the Model Context Protocol

一个用于模型上下文协议的 TypeScript 客户端，支持管理多个 MCP 服务器、API 密钥和工具。

map-dronelytics

US drone airspace intelligence and mission planning. 24 MCP tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML.

MCP Server for Smithery Integration

用于将 Greptile API 与 Smithery 框架集成的 MCP 服务器，具有速率限制和 API 抽象功能。

agnt-lock

Prevents AI agents from overwriting each other's work by providing file locking and coordination via MCP tools.

MCP API Documentation System

A fully automated system that analyzes Django REST Framework ViewSets to generate accurate OpenAPI 3.0 specification documentation without manual configuration.

🤔 Thoughtful Claude - DeepSeek R1 Reasoning Server

集成 DeepSeek R1 先进推理引擎，以增强 Claude 推理能力的 MCP 服务器 🤔

MCP Chess Server

Provides Chess.com player data integration, enabling AI assistants to fetch real-time chess player profiles and comprehensive statistics including ratings, game counts, and performance metrics from Chess.com's public API.

Docker MCP Server

An MCP server that enables managing Docker containers through natural language commands, allowing users to create, list, and delete containers. It facilitates automated container orchestration and integrates with VS Code via the Cline extension.

talkthrough-mcp

Feedback ingestion for AI agents. Record your screen and talk; your agent does the rest — files the bugs, writes the spec, builds the backlog.

multi-agent-mcp

An MCP server that exposes web lookup, save note, and list notes tools for a router-research-writer agent pipeline, enabling coordinated multi-agent workflows via the Model Context Protocol.

quarry

Enables local semantic search over documents and code for Claude Code and Claude Desktop, running entirely offline with local embeddings and vector storage.

MCP Appium

Enables AI agents to automate Android mobile device testing through Appium, with automatic device detection, screen element inspection, and natural language test scenario execution.

@nebelov/yougile-mcp

MCP server for YouGile project management. Provides 57 tools covering 100% of the YouGile API v2, enabling AI agents to manage projects, boards, tasks, and chat directly through natural language.

mcp-python-server

A Python template for creating MCP servers with embedded documentation, featuring example weather service tools using the NWS API.

NSE/BSE MCP Server

An MCP server that provides comprehensive Indian stock market data from the NSE and BSE, including live quotes, historical trends, and fundamental analysis. Users can compare stock performance, track major indices, and access financial statements without the need for an API key.

Mermaid Lint MCP

A tool for validating Mermaid diagram syntax through CLI and MCP interfaces, providing real-time error checking and line-specific feedback. It enables AI assistants to self-validate and debug generated diagrams across all Mermaid types, ensuring valid visual documentation.

MCP-Add-Weather

A multi-agent system that connects a math server and weather server, allowing users to perform mathematical operations and retrieve weather information based on the numerical results.

composer-mcp

Visual architecture canvas that updates in real-time. Agents can build, read, and modify system design diagrams — services, databases, queues, APIs, entities — all linked to actual code paths in your repo.

traverse

Enables AI models to generate interactive, clickable code walkthrough diagrams using Mermaid code and node descriptions. It provides a web interface for viewing, persisting, and sharing these diagrams via a local database and a dedicated share server.

resmd MCP Server

Expose resmd as a Model Context Protocol (MCP) server so AI agents and automation tools can programmatically create, edit, tailor, and export resumes.

Bundled Notes MCP

MCP não oficial para consultar e administrar uma conta autenticada do Bundled Notes Web. Este servidor local expõe bundles, notas Markdown, tags/tarefas, quadros Kanban, templates personalizados, busca e Files & Photos pelo mesmo modelo Firebase usado pelo aplicativo web.

forgejo-mcp

Enables AI agents to interact with a Forgejo instance as an authenticated user, supporting issues, pull requests, repositories, and notifications.

AOJ Workbench

Private remote HTTP MCP server that provides a unified endpoint to interact with Google Workspace services (Drive, Sheets, Gmail, Calendar, Docs, Forms) and other toolkits through the Composio provider layer.

debate-hall-mcp

Enables structured multi-perspective debates with Wind (explore), Wall (constrain), and Door (synthesize) roles, featuring deterministic state, hash chains, GitHub integration, and auto-orchestration for decision-making.

o2 Exchange MCP Server

Enables AI agents to interact with the o2 Exchange on the Fuel Network to perform on-chain trading, manage accounts, and access real-time market data. It provides tools for executing various order types and calculating over 16 technical indicators for comprehensive market analysis.