Discover Awesome MCP Servers

MCP Learning Project

A comprehensive tutorial project that teaches Model Context Protocol (MCP) development from beginner to advanced levels, covering both server-side and client-side development.

MongoDB Atlas MCP Server

一个 MCP 服务器，使用户能够通过自然语言命令创建和管理 MongoDB Atlas 集群、用户和网络访问。

Reviewer MCP

An MCP service that provides AI-powered development workflow tools including specification generation, code review, and project management with support for both OpenAI and Ollama models.

read-website-fast

Fast, token-efficient web content extraction tool that converts websites to clean Markdown for AI agents, featuring smart caching, content extraction with Mozilla Readability, and polite crawling capabilities.

OpenAPI → MCP Server

一个 Python 命令行工具，可以从 OpenAPI v3 规范（JSON/YAML）生成一个基本的 Node.js/TypeScript MCP 服务器，并将每个操作映射到一个 MCP 工具。

Bucket Feature Flags MCP Server

在你的代码编辑器中，直接从聊天中标记功能，包括 VS Code、Cursor、Windsurf、Claude Code——任何支持 MCP 的 IDE。

AWS AgentCore MCP Server

Provides comprehensive documentation about AWS AgentCore framework to GenAI tools, enabling users to build production-ready AI agents with enterprise-grade security, observability, and scalability. Offers guidance on identity management, API integration, monitoring, code execution, memory storage, and tool integration for AI agents.

TypeScript MCP Server Boilerplate

A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK. Includes example tools for calculations and greetings, plus system information resources.

Pexpect MCP Server

Enables AI assistants to execute Python code with pexpect functionality for interactive debugging sessions with command-line tools like LLDB and GDB. Maintains a stateful Python session allowing programmatic control of interactive processes.

302AI File Parser MCP Server

一个 MCP 服务器，用于解析 Claude Desktop 的文件，需要 302AI API 密钥才能运行。

Flux Schnell Server

一个基于 Flux Schnell 模型的 MCP 图像生成服务器，提供 API 接口，可以通过文本提示生成图像，并支持自定义尺寸和种子。

Beijing Time MCP Server

Enables users to query and retrieve the current Beijing time in multiple formats including standard, ISO 8601, and Chinese formats. Provides timezone information and Unix timestamps for time-related operations.

DollhouseMCP

A comprehensive Model Context Protocol server that enables dynamic AI persona management with GitHub-powered marketplace integration, allowing Claude and other compatible AI assistants to activate different behavioral personas with community sharing capabilities.

Twitter MCP Server

这个 MCP 服务器允许客户端与 Twitter 互动，从而能够发布推文和搜索 Twitter。

Replicate

使用户能够通过模型上下文协议访问和管理 Replicate 的 AI 模型和预测，并提供用于创建、取消和检索模型预测和参数的工具。

Pydantic AI Documentation Server

Provides programmatic access to Pydantic-AI documentation as an MCP server, enabling retrieval of specific documents, listing of topics, and access to changelog information.

NetBox MCP Server

Enables read-only interaction with NetBox network documentation and infrastructure data through LLMs. Allows querying devices, sites, IP addresses, and viewing change history via natural language.

Ant Design Components MCP Server

将 Ant Design 组件文档暴露给大型语言模型，使 LLM 能够通过专门的工具来探索和理解 Ant Design 组件，这些工具包括：列出组件、查看文档、检查 props 以及浏览代码示例。

Chroma MCP Server

Enables LLMs to perform semantic search and document management using ChromaDB, supporting natural language queries with intuitive similarity metrics for retrieval augmented generation applications.

Cox's Bazar AI Itinerary MCP Server

Provides travel planning tools for Cox's Bazar, Bangladesh, including weather forecasts, AI-powered itinerary generation, and pre-configured travel planning prompts.

Excel Online MCP Server by CData

Excel Online MCP Server by CData

scvi-tools MCP Server

Enables deep probabilistic analysis of single-cell omics data using scvi-tools through natural language. Supports SCVI for scRNA-seq analysis, SCANVI for cell type annotation, TOTALVI for multi-modal RNA/protein data, and PEAKVI for scATAC-seq analysis.

aranet4-mcp-server

一个简单的 MCP 服务器，用于管理您的 Aranet4 设备和本地数据库。

Tool Filter MCP

Filters and blocks specific tools from upstream MCP servers using regex patterns to reduce context pollution and remove unwanted tools from AI agent interactions.

MCP4Amazon

An MCP server that enables large language models to directly access and analyze Amazon product information, including product details, variants, and reviews.

DNS MCP Server

Enables comprehensive DNS operations including lookups for various record types, reverse DNS queries, batch processing, and DNS resolution tracing. Supports multiple DNS servers with configurable caching and robust error handling.

AKShare One MCP Server

一个基于 akshare-one 的 MCP 服务器，提供中国股票市场数据的接口。