发现优秀的 MCP 服务器

OffByOne Runtime MCP Server

MCP server for the OffByOne website factory, enabling agents to generate, validate, and manage full-stack web projects through safe, deterministic tools.

korone-mcp

An MCP bridge that lets AI assistants control Roblox Studio 2021 in real time, offering tools for workspace inspection, instance creation, and Lua execution.

Employment Data MCP

Provides read-only FastMCP tools for BLS nonfarm employment, ADP private employment, economic calendar, and employment release summaries.

EnergyPlus MCP Server

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

anthropic-mcp

Provides access to Claude models, message creation, token counting, and batch processing via the Anthropic API with Type 3 DAuth authentication.

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.

apple_music_mcp

High-efficiency Apple Music MCP Server featuring a dual-engine architecture (macOS Native JXA + Cloud REST API), cross-platform chart discovery (Shazam,Spotify, YouTube), async parallel batch additions, pure-audio enforcement, and zero-timeout execution.

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.

D2L Brightspace MCP Server

Enables AI assistants to interact with D2L Brightspace LMS, providing access to assignments, grades, course content, calendar events, and announcements through automated SSO authentication.

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.

repo-scout

Provides autonomous codebase exploration through a plan-execute-reflect-report pipeline, generating onboarding reports with file:line references. Exposes both a high-level investigation tool and low-level read-only file access tools via MCP.

ChainAware Behavioural Prediction MCP Server

The Behavioural Prediction MCP Server provides AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction.

Jira MCP Server

镜子 (jìng zi)

mcp-legacy-lane

Monitors MCP protocol traffic across legacy and modern lanes, records usage evidence in a durable SQLite ledger, and recommends when the legacy fallback can safely be removed.

Globalpulse-MCP

A Model Context Protocol server that provides real-world intelligence including macroeconomics, climate, disasters, aviation, trade, and country data from globally trusted open APIs with no proprietary subscriptions required.

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.

Social Download All In One

Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.

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.

playstore-release-mcp

An MCP server that drives Google Play releases: bundle upload, track releases (internal/closed/open/production), listing metadata, store graphics, and review replies.

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.

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.

Benefícios Sociais PF

MCP server to consolidate social benefits received by a Brazilian individual (CPF) via a single read-only tool. Works with any MCP client over HTTP, with pay-per-use pricing and no credentials.

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。

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.