发现优秀的 MCP 服务器

ytt-mcp

An MCP server designed to fetch transcripts for YouTube videos. It enables AI tools to access video text content for tasks like summarization, analysis, and key takeaway extraction.

EnergyPlus MCP Server

Exposes EnergyPlus simulation control (run, parse metrics, edit schedules) as LLM tools for autonomous building energy optimization.

clean-process-ended

Local MCP server for safe inspection and dry-run cleanup of leftover subprocesses from AI coding agents, providing ownership-based classification and reproducible evidence.

Grove's MCP Server for Pocket Network

Provides blockchain data access across 70+ networks including Ethereum, Solana, Cosmos, and Sui through Grove's public endpoints. Enables natural language queries for token analytics, transaction inspection, domain resolution, and multi-chain comparisons.

mcp-server-mcpindex

Enables agents to discover, compare, and install other MCP servers using natural language tasks, backed by a searchable index of thousands of servers.

key-drivers-mcp

MCP server for key driver and feature importance analysis based on rule mining

esp-idf-docs

Enables searching and reading ESP-IDF documentation online, with support for multiple versions and chip targets.

Purrr Mint MCP

Mints $PURRR tokens by spending $CASHCAT on Robinhood Chain, with a discounted rate for AI agent-initiated mints.

RAG MCP Tool

Provides intelligent retrieval capabilities for local files by scanning directories, generating vector indexes, and enabling semantic search through RAG (Retrieval Augmented Generation) with incremental indexing support.

Neuronpedia MCP Server

Provides access to the Neuronpedia API for AI model interpretability and feature analysis, enabling explanations, activations, steering, and vector management.

Aptos NPM MCP

Enables users to manage API keys and perform Aptos Build actions through MCP-compatible interfaces like Claude and Cursor. This server facilitates development workflows on the Aptos blockchain by integrating directly with the Aptos Build platform.

Sonoff MCP Server

Enables AI agents to control Sonoff smart-home devices through the eWelink Cloud API, with tools for device listing, switching, thermostat control, and sensor data retrieval.

Fourth Brain Demo

An MCP server that connects Claude.ai to a Notion-based marketing knowledge base, enabling search and retrieval across specialized domains like enterprise platforms and competitive positioning. It provides tools for RAG-style Q\&A and content browsing to assist with drafting RFPs and value propositions.

Jira MCP Server

镜子 (jìng zi)

TOP GUN GEO-Lens

Measures brand visibility in AI-powered search sources and provides actionable GEO recommendations.

mcp-docpilot-server

An MCP server that exposes document retrieval as tools (semantic search and source listing) for any LLM, using a vector index built from DocPilot's ingestion pipeline.

free-web-search-ultimate

Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time web search and deep page browsing via MCP or CLI. Zero-cost, privacy-first, supports DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit and more.

DiffPilot

A local AI code review MCP server that provides tools for pre-PR review, diff analysis, secret scanning, and commit message generation, all running locally without cloud dependencies.

plex-claude-plugin

Enables Plex Media Server administration including library management, media file identification and renaming, batch processing, and automatic ingestion with folder watching.

Claude-Gemini Collaborative Integration

Enables seamless real-time collaboration between Claude Code and the Gemini CLI for discussing ideas and refining solutions. It provides tools to initiate collaborative sessions, consult Gemini with context preservation, and access conversation history.

eyeballs

MCP server for visual monitoring: take screenshots of URLs and detect visual changes against stored baselines.

reddit-mcp

MCP server for interacting with Reddit via OAuth, with tiered tools for reading, writing, and moderation actions.

Log Analyzer MCP

Enables AI-assisted analysis of log files through advanced searching, filtering, and test execution capabilities. Supports time-based queries, pattern matching, test summarization, and code coverage reporting directly within compatible MCP clients.

Claude-NWS Protocol Bridge

一个以学习为中心的项目，该项目使用自定义协议将 Claude 桌面应用程序连接到美国国家气象局 (NWS) API，并将实时天气数据注入到 Claude 的上下文中。

nextbillion-mcp

Exposes NextBillion.ai location APIs as MCP tools for AI agents, including geocoding, place search, routing, distance matrices, isochrones, and static maps.

AENA Flights MCP

Provides flight search and details for Spanish AENA airports, combining public and authenticated APIs into one interface.

io.github.mcande21/thealgorithms-mcp

An MCP server for querying the TheAlgorithms organization across all language repos, enabling search and retrieval of algorithm implementations with in-file examples.

Physics MCP Server

Provides 55 specialized tools for precise physics calculations and rigid-body simulations, covering mechanics, fluid dynamics, and rotational motion. It enables LLMs to perform realistic motion analysis and trajectory modeling with support for real-world factors like drag, wind, and altitude.

Unified MCP Server

A server that exposes AI tools and resources through REST API, MCP, and WebSocket protocols using simple decorators.