发现优秀的 MCP 服务器

WDIO MCP Server

A custom Model Context Protocol server that enables GitHub Copilot Agent to perform browser automation testing using WebdriverIO tools through natural language instructions.

MCP Orchestration System

A master control platform that orchestrates intelligent agents with a plug-and-play architecture, allowing users to manage and coordinate multiple AI agents through a unified system.

testmcpgithubdemobypurna

从 MCP 服务器演示创建。

YCloud WhatsApp API MCP Server

一个服务器，它使像 Claude 这样的人工智能模型能够通过自然语言直接与 YCloud WhatsApp API 交互，并从 OpenAPI 规范自动生成工具。

io.modelcontext/clojure-sdk

用于创建 MCP 服务器（并最终创建客户端）的 Clojure SDK

OPTIMADE MCP Server

Enables natural language querying of OPTIMADE-compatible material databases like Materials Project and Materials Cloud via the Model Context Protocol. It provides tools for linting query filters, discovering database providers, and accessing full structured data results as MCP resources.

QualAI

AI-powered qualitative research analysis server that provides 20 specialized tools for coding, thematic analysis, theory building, and validation using community-contributed methodologies through RAG-enhanced analysis.

OpenAlex MCP Server

用于 AI 代理的、以结构化方式访问世界学术文献的 OpenAlex MCP 服务器的开源实现。

AgentOps MCP

The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.

Freepik Flux AI MCP Sunucusu

使用 Freepik Flux-Dev API 生成图像的 MCP 服务器

MCP Ruby Server Skeleton

模型上下文协议（MCP）的实验性 Ruby 实现 - 用于尝试 LLM 集成的入门服务器框架

AI Debugger

Bringing the debugging we know and love as human programmers to our AI agents – debug any supported language with breakpoints, variable/state inspection, and stepping, to supercharge agents' capabilities to reason about runtime code.

Whoop MCP Server

A secure server that allows Claude Desktop application to access and process Whoop fitness data locally, using OAuth2 authentication to protect user privacy.

PVPC MCP Server

Fetches Spanish electricity prices (PVPC) from Red Eléctrica de España's API, providing hourly tariff data for different geographical areas and customizable date ranges.

FeedMob MCP Server

Enables AI assistants to access the FeedMob Assistant Internal API for managing clients, partners, campaigns, and mobile apps. It provides comprehensive tools for retrieving performance metrics, playbooks, and organizational data through the Model Context Protocol.

License Scanner MCP Server

Enables scanning of project dependencies across multiple package managers (npm, pip, cargo, etc.) and generates comprehensive markdown license reports. Supports automatic license detection from package registries with caching for improved performance.

Remote MCP Server for Cloudflare

A deployable Model Context Protocol server on Cloudflare Workers that runs without authentication requirements, allowing integration with AI models through the Cloudflare AI Playground or Claude Desktop.

Think Tool MCP Server

一个实现了 Anthropic 的 think 工具的 MCP 服务器

Docfork

A Model Context Protocol (MCP) server that provides daily-refreshed documentation for 9000+ libraries directly in AI code editors, helping developers avoid outdated references and hallucinations.

Ollama MCP Server

Enables complete local Ollama management including listing models, chatting with local LLMs, starting/stopping the server, and getting intelligent model recommendations for specific tasks through natural language commands.

docs.rs MCP

An MCP server that enables searching for Rust crates and their documentation from docs.rs, allowing AI agents to find required crates and access the latest documentation.

voiceroid_daemon-mcp

An MCP server that enables text-to-speech generation and phonetic kana conversion using VOICEROID2 via voiceroid_daemon. It supports customizable voice parameters and provides cross-platform audio playback for synthesized speech.

Godot Sentinel MCP

Enables AI assistants to interact with Godot game projects through real-time error detection, automated testing, code analysis, and safe git-based patching. Provides comprehensive project context and development workflow automation for Godot developers.

Bitrise MCP Server

用于 Bitrise API 的 MCP 服务器，支持应用管理、构建操作、构件管理等功能。

Mesh Agent MCP Server

镜子 (jìng zi)