发现优秀的 MCP 服务器

MCP Server Implementations

使用服务器发送事件 (SSE) 的模型控制协议 (MCP) 自定义服务器实现

mcp-gauge

An MCP server that enables coding agents to autonomously test, evaluate, and tune other MCP servers by acting as a proxy and providing linting, trace recording, evaluation, comparison, and reporting tools.

MCP Email Service

Enables multi-account email management with AI-powered monitoring, intelligent filtering, and automated notifications across multiple platforms including Gmail, Outlook, QQ Mail, and 163 Mail.

FastMCP Science Demo

Exposes science functions like generating random points and plotting sine waves as MCP tools.

Shelf-MCP

Manage a personal library of books, movies, TV shows, and games via Claude, with the ability to add items by photographing a shelf.

Databricks MCP Server App

Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

GameMaker Documentation MCP Server

Provides programmatic access to GameMaker Language (GML) documentation through MCP tools for function lookup, documentation search, and comprehensive coding guidance. Includes built-in GameMaker documentation with no additional setup required.

aspark-graph

A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess impact of changes, served over MCP.

PowerPoint Automation MCP Server

Enables AI assistants to create, modify, and manage PowerPoint presentations programmatically using python-pptx.

MCP Utility Kit

Provides utility tools including random jokes, current weather, and name-based age prediction.

google-play-mcp-server

MCP server that connects AI assistants to the Google Play Developer API for automated app publishing, subscription management, review monitoring, and tester management.

logsafe

Enables debugging by querying and tailing local log sessions via tools like list_sessions, query_events, and tail_session.

wan2.2-image-generator

基于阿里云通义万相API的MCP图像生成服务器，支持在CherryStudio、VSCode等工具中通过文本生成图像，提供多种风格和尺寸选择。

MCP System Info Server

A lightweight MCP server that provides real-time hardware statistics including CPU, memory, disk, and NVIDIA GPU usage. It enables users to monitor system performance and retrieve comprehensive host machine specifications through a standardized interface.

guardrails-mcp-server

MCP server for AI agent security guardrails. Provides input validation, prompt injection detection, PII redaction, output filtering, policy enforcement, rate limiting, and comprehensive audit logging.

Modes MCP Server

镜子 (jìng zi)

Context3D MCP Server

Enables AI-powered 3D model generation from text and images with PBR textures, supporting blockchain authentication and MCP integration.

agent-browser-ga MCP

Enables AI agents to interact with a user's real Chrome browser tabs, executing JavaScript, reading cookies, and making fetch requests within authenticated sessions.

Paint MCP

Controls Windows Paint from Claude via GUI automation, enabling drawing of lines, rectangles, and freehand strokes on the canvas.

mcp-semrush

Enables SEO analytics via the Semrush Analytics API, allowing AI agents to query Semrush data through natural language.

MCP RifaExpress Backend

An MCP server designed to interact with the RifaExpress backend via PostgreSQL database queries and REST API integrations. It enables users to manage core entities like companies, users, and plans while providing tools for database schema inspection and health monitoring.

ssh-client-mcp

SSH/SFTP server enabling remote command execution and secure file transfers, with integration for Claude AI.

era5-mcp-server

Enables natural language access to ERA5 climate data from the Copernicus Climate Data Store. Supports downloading monthly means and inspecting NetCDF files.

wu-weather-mcp

Exposes Weather Underground personal weather station data as tools in Claude, enabling queries for current conditions, daily summaries, hourly history, and station metadata.

Kodit

A Code Indexing MCP Server that connects AI coding assistants to external codebases, providing accurate and up-to-date code snippets to reduce mistakes and hallucinations.

company-enrichment

Enriches company data from a domain name, providing firmographics, socials, tech stack, and contact info via a pay-per-call x402 micropayment API.

WAII MCP Server

Provides database interaction through natural language, enabling query execution and content processing.

MCP SDD Server

An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development with automated workflow guidance and quality checks.

notebooklm-mcp-2026

MCP server for querying Google NotebookLM notebooks, enabling AI assistants to list notebooks, read sources, and ask questions about them.