Discover Awesome MCP Servers

X402 MCP Template

Production-ready MCP server template for consuming X402-protected APIs with gasless micropayments. Enables AI agents like Claude to make micropayment-based API calls seamlessly using EIP-712 signatures and USDC transfers.

Nia Codebase MCP

一个 MCP 服务器，它允许通过函数调用与 Nia 的代码库理解能力集成，从而在 Cursor 和 Claude Desktop 等工具中实现对项目结构的分析和通过自然语言查询搜索代码库。

mcp-my-apple-remembers

一个简单的 MCP 服务器，可以从 Apple Notes 回忆记忆并保存记忆到 Apple Notes。

MCP Chat

A command-line interface application that enables interactive chat with AI models through the Anthropic API, supporting document retrieval, command-based prompts, and extensible tool integrations.

Zotero Chunk RAG

Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.

jmeter-mcp

Integrates Apache JMeter with AI assistants to run and manage load tests through natural language. It enables users to execute test plans, parse results, inspect test structures, and compare performance metrics across different runs.

Test Analyzer MCP Server

Enables comprehensive analysis of JavaScript/TypeScript project testing setups by detecting frameworks like Jest, Vitest, and Cypress, analyzing test coverage metrics, and generating actionable recommendations for improving test quality. Provides detailed insights into test structure, dependencies, and coverage thresholds with visual feedback.

Weather MCP Server

Enables users to get weather alerts and forecasts through natural language interactions. Provides real-time weather information and alert notifications via MCP tools.

Find Library MCP Server

An MCP server that enables searching for specific files by name within the current directory and its subdirectories. It uses Server-Sent Events (SSE) to provide a find_file tool for locating local files and libraries.

Google Sheets MCP

一个模型上下文协议 (MCP) 连接器，允许 AI 代理直接与 Google Sheets 交互，从而能够通过自然语言创建、读取和修改电子表格。

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HelloFresh MCP Server

Enables AI assistants to manage HelloFresh meal kit accounts by browsing menus, selecting recipes, and modifying delivery schedules. It supports updating dietary preferences, managing subscriptions, and rating past orders through Playwright-based browser automation.

Claude Stats MCP

Provides statistical analysis and usage tracking for Claude Code, enabling users to query daily/monthly stats, compare users, analyze trends, detect anomalies, and generate usage reports through natural language.

mcp_servers

模型上下文协议服务器 (Móxíng shàngxiàwén xiéyì fúwùqì)

Example MCP Server

A Node.js/TypeScript MCP server template with sample tools (ping and system_info) that demonstrates how to build custom tools for Claude Desktop using stdio transport.

Qdrant Retrieve MCP Server

Enables semantic search across multiple Qdrant vector database collections, supporting multi-query capability and providing semantically relevant document retrieval with configurable result counts.

Clinical Trials MCP Server

Provides programmatic access to ClinicalTrials.gov API with 18 specialized tools for searching, analyzing, and retrieving detailed information about 400,000+ clinical trials worldwide, including filtering by condition, location, phase, sponsor, eligibility criteria, and outcomes.

Todoist MCP Server

Enables full management of Todoist accounts, including projects, tasks, sections, and labels, through the Model Context Protocol. It provides a comprehensive set of tools for performing CRUD operations and managing user information via the Todoist API.

CodeBase Optimizer

Provides comprehensive codebase analysis including project structure evaluation, cross-language duplicate detection, microservices validation, and configuration optimization with AI-powered pattern learning that generates actionable improvement reports.

EasyPanel MCP Server

Enables AI agents to manage infrastructure and deploy Docker services through EasyPanel using natural language commands. It supports full lifecycle management of services, deployments, and networks while facilitating automated scaling and assisted debugging.

WhaTap MXQL CLI

Enables querying WhaTap monitoring data using MXQL (Metrics Query Language) through Claude Code, providing project management, secure authentication, and natural language to MXQL query translation capabilities.

WP Astro MCP

An MCP server that automates the migration of WordPress sites into production-ready Astro projects by extracting content, SEO, and ACF data via REST API. It converts HTML to clean Markdown and scaffolds complete project structures through conversational commands in Claude Code.

Ollama MCP Server

A bridge that enables Claude Code to interact with local Ollama instances for text generation, multi-turn chat, and vision-based analysis. It supports model management tasks such as listing, pulling, and showing details, alongside generating text embeddings.

renderdoc-mcp

Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debugging and performance analysis through a headless Python API. It provides a comprehensive suite of tools for inspecting pipeline states, shader bindings, and exporting frame resources like textures and meshes.

Kintone Development Support MCP Server

Enables developers to access kintone API specifications, field type documentation, and development best practices through natural language queries. Supports API request validation and provides comprehensive development guidance for kintone customizations.

OmniFocus MCP Server

A Model Context Protocol server that integrates OmniFocus with Claude Desktop, providing AI-powered access to tasks and projects for enhanced task management and weekly reviews.

Weather Alert & Forecast MCP Tool

一个轻量级的微服务，从美国国家气象局 API 获取天气警报和预报，提供美国州级别的警报和基于位置的预报。

AiAgentWalletMCP

Enables AI agents to access a marketplace of paid tools by automatically handling Stellar blockchain payments and wallet management. It utilizes the X-402 protocol to facilitate transparent, automated transactions for tool usage through a marketplace backend.

Obsidian MCP Second Brain Server

Enables read-only access to Obsidian vaults with semantic search, tag filtering, and metadata queries. Provides secure, intelligent note retrieval and summarization for LLMs without modifying your vault.