发现优秀的 MCP 服务器

AREL

A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection pooling, and resilience onto an MCP agent runtime.

Image-Edit-RMCP

Image Edit RMCP is a powerful Model Context Protocol service that provides OpenAI-like image editing capabilities for text-based models. This Rust-based service enables traditional language models to "see" and process images through comprehensive visual understanding tools. The service offers multi

fridge-mcp

Enables users to manage their fridge inventory by listing, adding, removing, checking items, and identifying expiring items, as well as getting dinner ideas from available ingredients.

deadends.dev

Helps AI agents avoid repeating known failures by providing deterministic lookup of dead ends for coding errors and country-specific real-world rules.

Google News MCP Server

这个服务器使用 SerpAPI 集成，使用户能够执行 Google 新闻搜索，并提供自动分类和多语言支持。

dataHill

Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable monitoring.

seosiri-aeo-geo-mcp

Enables AI Engine Optimization (AEO) and Generative Engine Optimization (GEO) audits, including llm.txt compliance, content stickiness analysis, and schema validation through natural language.

yourtraffic

Enables agents to access web analytics statistics via OAuth, providing a privacy-first, cookie-free analytics service.

Figma MCP Server

启用 Cursor 通过模型上下文协议访问 Figma 文件，从而增强其准确解释和利用设计数据进行代码生成的能力。

agu-mcp

查询和分析A股数据的MCP服务器，支持实时行情、K线、技术指标、基本面和AI选股等功能。

Procuradoria Geral do Estado SP: Certidão Negativa de Débitos Tributários

Enables querying the São Paulo State Attorney General's Office for tax clearance certificates (Certidão Negativa de Débitos Tributários) directly from official sources. Read-only tool that works with any MCP-compatible client.

Jenkins MCP Proxy

Enables AI agents and external systems to programmatically trigger and monitor Jenkins jobs, retrieve build status and logs via MCP standards.

MCPGate

MCPGate aggregates multiple MCP servers into a single unified endpoint, enabling centralized tool management with granular filtering, automatic namespacing, and observability. Features a real-time web dashboard and optional PostgreSQL-backed audit trails for monitoring and controlling AI tool access across local and remote deployments.

MCP MySQL Server

Enables full control database operations on MySQL through natural language commands. Supports querying, data manipulation, table management, backups, and system administration with comprehensive SQL execution capabilities.

godot-mcp-rts

Extended MCP server for Godot engine with RTS agentic testing, scene/script introspection and mutation, and live game screenshot capture.

mcp-rijksmuseum

Enables searching the Rijksmuseum collection by keyword and retrieving full artwork details by ID.

sdap

MCP server for the Super Duper Admin Portal that enables AI agents to chat with LLMs, trigger admin actions, and make Okta API requests.

cronometer-api-mcp

MCP server for Cronometer nutrition tracking using the mobile API. Enables food logging, nutrition data retrieval, diary management, and fasting tracking.

SongSage

SongSage is a Model Context Protocol (MCP) server that connects BirdNET-Analyzer-Sierra with Claude Desktop, enabling natural language interaction with bioacoustic data for wildlife monitoring and conservation research.

Luxxon

On-demand live vision MCP for AI agents — open a session at a lat/lng, receive a JPEG snapshot or WebRTC stream, settled per-second in USDC on Base. Four tools (get_session, get_frame, get_stream_url, cancel_session); currently Base Sepolia testnet.

Enterprise MCP Gateway and Tool Registry

Enables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging.

MedEval MCP Server

Provides authenticated Streamable HTTP MCP access to a MedEval medical-device regulatory workspace, enabling project selection, evidence retrieval, section context, document revision management, and generation/evaluation task control.

Mcp Unity Manager Server

MCP Unity Manager Server 是一个强大的 TypeScript 工具，它允许你通过模型上下文协议 (MCP) 以编程方式控制 Unity 编辑器。它与 Unity Bridge Asset 无缝协作，是您像专业人士一样自动化 Unity 任务的理想选择。

LocalDocs MCP

Creates a local database of indexed technical documentation from web crawls and local files, enabling AI agents to efficiently search and retrieve documentation through MCP tools.

SmartPark Reservation MCP Server

Provides a secure MCP tool to append confirmed parking reservations to durable storage with validation, audit logging, and concurrency safety.

mujoco-arm-mcp

An MCP server that enables LLM agents to control a two-joint MuJoCo robot arm through tools for moving, reading state, and resetting. It deliberately omits inverse kinematics, so the agent must infer joint angles from observations.

spotify-direct-mcp

A FastMCP server that exposes Spotify's catalog and user context as tools for Claude, enabling track search, audio features, artist discography, recommendations, currently playing, and playlist creation.

shopico

Provides Shopify demand forecasting, reorder recommendations, and dollar-impact reports as MCP tools.

Fannie Mae MCP

Enables querying Fannie Mae's public APIs, currently supporting loan limits retrieval for US counties and territories via OAuth2.

@godrix/mcp-gitlab-utils

MCP server for GitLab REST API enabling AI agents to manage pipelines, merge requests, diffs, and local reviews.