Discover Awesome MCP Servers

MCP Java Testing Agent

Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle checking through MCP tools. Enables iterative improvement of test coverage and code style until quality goals are met.

Giphy MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Giphy API, allowing agents to search, retrieve, and manage GIF animations through natural language commands.

Intervals.icu MCP Server

将 Claude 连接到 Intervals.icu API，以检索健身数据，包括活动、锻炼、健康指标和训练事件。

MCP Server Demo

A monorepo containing three Model Context Protocol (MCP) servers that enable natural language interaction with databases, GitHub repositories, and time/timezone services.

Semantic Cache MCP

Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.

Senior Developer Job Description MCP Server

Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.

roampal-core

Outcome-based persistent memory for AI coding tools.

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。

Unix Timestamps MCP Server

一个简单的 MCP 服务器，它只做一件事——帮助你的 LLM 使用当前的 Unix 时间戳。 这是模型目前正在努力解决的问题，部分原因是知识截止日期，并且不太清楚它们所处的时间。

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。

Neo4j Server

这个服务器实现了 Neo4j 数据库和 Claude Desktop 之间的交互，允许用户执行 Cypher 查询、创建节点以及在数据库中建立关系。

MCP Strava Server

Enables Claude to access and analyze your Strava activities through OAuth authentication. Supports retrieving activity lists and detailed workout data for fitness tracking and analysis.

Postgres MCP Server

A Model Context Protocol server that enables querying PostgreSQL databases with tools for executing SELECT queries, inspecting database schemas, and listing tables through natural language.

BrowserStack MCP server

BrowserStack MCP server

Primp MCP Server

An MCP server that provides HTTP client capabilities with browser impersonation for Chrome, Firefox, Safari, and Edge across multiple operating systems. It enables tools for making authenticated web requests, handling multipart file uploads, and retrieving responses in various formats.

iPhone MCP Server

Enables iPhone automation through Appium integration, allowing users to control apps, capture screenshots, interact with UI elements, and perform touch operations via natural language commands.

GitHub Code Review Assistant

Enables AI assistants to perform comprehensive GitHub pull request code reviews, including analysis of code patterns, complexity, and security issues, while managing review comments and ensuring compliance with team coding standards.

Arduino MCP Server

Enables AI assistants like Claude to control Arduino boards in real-time, allowing users to turn LEDs on and off through natural language commands using the Model Context Protocol and Firmata.

SiYuan Note MCP Server

Enables AI assistants to interact with SiYuan Note for comprehensive notebook management, document editing, and block-level content operations. It supports advanced features like full-text search and SQL queries via secure API integration.

MCP Sage

An MCP server that provides tools for getting second opinions or detailed code reviews from Gemini 2.5 Pro by embedding file contents in prompts, allowing it to handle large codebases with extensive context.

GeoIP MCP Server

An MCP server that provides IP geolocation services using MaxMind's GeoIP2 databases, allowing users to retrieve geographical information for single or multiple IP addresses including country, city, coordinates, and ASN details.

NASA MCP Server

一个模型上下文协议服务器，它为人工智能模型提供了一个标准化的接口，以便与美国国家航空航天局（NASA）的大量数据源进行交互，这些数据源包括每日天文一图（APOD）、火星探测器照片、卫星图像和空间天气数据。

Qdrant MCP Server

Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.

Daraja MCP

一个模型上下文协议服务器，它将人工智能应用与Safaricom的Daraja API集成，从而通过M-Pesa服务实现人工智能驱动的金融交易和自动化。 Or, a slightly more formal and technical translation: 一个模型上下文协议服务器，该服务器集成了人工智能应用程序与Safaricom的Daraja API，从而能够通过M-Pesa服务实现人工智能驱动的金融交易和自动化。

Python MCP Cat Facts

A FastAPI server that implements the Model Context Protocol (MCP) using Server-Sent Events (SSE) transport to provide random cat facts on demand or as a continuous stream.

GitBook MCP Server

Provides programmatic access to GitBook's API, enabling AI assistants to search, retrieve, and analyze documentation content across organizations, spaces, and collections with 12 tools and 6 AI-powered prompts.

cribl-mcp

This server acts as a MCP bridge to interact with the Cribl REST API. It allows AI models or other MCP clients to query and manage Cribl configurations.

Grasshopper MCP

Enables AI-powered computational design in Rhino/Grasshopper with ML-based automatic layout optimization, component clustering, performance prediction, and real-time code execution in running Rhino instances.