发现优秀的 MCP 服务器

🚀 MCP-AWS: AI Agent for AWS EC2 Management

POC：使用 OpenAI Agents SDK 的 MCP 服务器

Apache Spark MCP Server by CData

Apache Spark MCP Server by CData

OpenShift OVN-Kubernetes Benchmark MCP Server

Enables comprehensive benchmarking and performance monitoring of OpenShift clusters using OVN-Kubernetes networking through automated data collection, AI-powered analysis, and report generation. Provides intelligent insights into cluster performance, bottleneck detection, and optimization recommendations.

AI Cognitive Nexus

Enables dynamic creation and orchestration of hierarchical AI agent teams with role-based personas and domain knowledge injection. Supports multi-agent collaboration, session management, and complex task execution through structured team workflows.

Code Context MCP Server

一个 MCP 服务器，提供对本地 Git 仓库的语义搜索，使用户能够克隆仓库、处理分支，并通过向量化的代码块搜索代码。

Clojars MCP Server

镜子 (jìng zi)

DBHub

A universal database gateway MCP server that enables AI assistants to connect to and query multiple databases (PostgreSQL, MySQL, MariaDB, SQL Server, SQLite) with support for schema exploration, SQL execution, and secure connections via SSH tunnels.

NodeCodeStudio

NodeCodeStudio is a hybrid MCP implementation that lets AI agents activate and manage tools like Gmail, Google Calendar, WordPress, Asana and more through a unified interface. It also includes a Browser MCP extension with ready-made automations like LinkedIn jobs and price searches.

Godot MCP

一个模型上下文协议服务器，使 AI 助手能够与 Godot 游戏引擎交互，允许它们启动编辑器、运行项目、捕获调试输出以及控制项目执行。

Design Patterns MCP Server

Provides intelligent design pattern recommendations using semantic search through a comprehensive catalog of 200+ patterns across 20 categories. Users can describe programming problems in natural language to discover appropriate design patterns with contextual recommendations.

SparkMango

Sparkmango 允许代理从合约 ABI 生成和使用 MCP 服务器。

mcp-deep-research

一个专为本地部署深度研究设计的 MCP 服务器。

Spotify-Claude MCP Server

一个连接到 Spotify API 的工具，使 Claude 能够访问艺术家信息，从而通过自然语言查询增强音乐发现功能。

News MCP Server for VnExpress

Enables AI agents to interact with VnExpress news content through RSS feeds, advanced search with filters, and clean article text extraction for Vietnamese news consumption.

MCP Browser Text Reader

Controls a real Chrome browser to navigate web pages and extract text content with flexible options including CSS selectors, multiple text extraction types, and intelligent waiting mechanisms for dynamic content.

FreeCAD MCP

一个 FreeCAD 插件，它实现了模型上下文协议 (MCP)，以通过 Claude Desktop 实现 FreeCAD 和 Claude AI 之间的通信。

MCP_Testing

使用 Rust 测试 MCP 服务器

Ultimate MCP Coding Platform

Turns any LLM into a coding co-pilot with production-ready MCP server providing lint, test, execution, generation, and graph tools. Features Neo4j persistence, OpenAI Agent integration, REST API, and React frontend for comprehensive code development assistance.

Airbnb MCP Server

Enables searching for Airbnb listings and retrieving detailed property information including pricing, amenities, and host details without requiring an API key.

Geodb Cities MCP Server

Provides access to the GeoDB Cities API for retrieving global geographic data including city details, populations, and local time. It enables users to find nearby locations, calculate distances between places, and browse administrative divisions across countries.

TxtAI MCP Server

txtai 是一个一体化的嵌入数据库，用于语义搜索、LLM 编排和语言模型工作流程。所有功能都可以通过其 API 提供，并且该 API 支持 MCP。 文档：https://neuml.github.io/txtai/api/mcp/

Supermemory MCP

A universal memory server that allows users to access their chat memories across different LLMs without requiring logins or payment.

Simple TypeScript MCP Server

A TypeScript template for building Model Context Protocol servers that implements basic note-taking CRUD operations with JSON responses.

MCP Feedback Collector

Enables AI assistants to collect interactive user feedback through a modern GUI that supports text input, multiple image uploads (via file selection or clipboard paste), allowing users to provide comprehensive feedback with screenshots and comments.

HubSpot MCP Server

一个模型上下文协议服务器，提供与 HubSpot CRM 交互的工具，允许用户创建、更新、删除和获取存储为 HubSpot 中“备注”互动记录的摘要信息。

Browser MCP Server (Anchor)

Enables browser automation through Anchor Browser's cloud infrastructure with built-in proxies, stealth features, and anti-detection capabilities. Allows LLMs to navigate, click, type, take screenshots, and interact with web pages using Playwright's accessibility tree without requiring local browser installations.

Supabase MCP Server

用 Python 创建的 Supabase MCP 服务器。

cite-mcp

从 CiteAs 和 Google Scholar 轻松检索引用数据。只需几个命令，即可获取 BibTeX 格式的资源引用。通过将引用检索直接集成到您的应用程序中，增强您的研究工作流程。

UV Documentation MCP Server

一个模型上下文协议 (MCP) 服务器，用于提供对 UV 包管理器文档的访问。

MCP Web Scraper Server

An advanced web search and scraping server that enables AI models to perform targeted DuckDuckGo searches and extract clean content, tables, and metadata from webpages. It provides specialized tools for news discovery, link extraction, and comprehensive search-and-scrape workflows.