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 Master Puppeteer

An advanced MCP server for browser automation using Puppeteer, specifically optimized for token efficiency through minimal data returns and progressive enhancement. It enables agents to navigate pages, capture LLM-optimized screenshots, extract structured content, and perform batch interactions.

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.

Archy

Architectural sensor for Python codebases. Scores structural health (modularity, acyclicity, depth, equality), detects import cycles, enforces YAML layer rules, and runs a snapshot/diff loop so AI-assisted edits do not silently regress structure.

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.

MCP Utility Kit

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

liquidus-005

An MCP server implementing F5 governance-tuple wrapping for composable provenance, providing tools for interacting with the liquidus system.

Bear MCP Server

镜子 (jìng zi)

FAA Advisory Circular MCP

Enables searching, retrieving, and tracking FAA Advisory Circulars for airport operations with filtering by airport type, bookmarking, and export capabilities.

Excel Explorer

An MCP server that allows LLMs to read, analyze, and interact with Excel files through file operations, data discovery, and comprehensive analysis tools.

ssh-client-mcp

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

Modes MCP Server

镜子 (jìng zi)

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.

ethereum-validator-queue-mcp

An MCP server that tracks Ethereum’s validator activation and exit queues in real time, enabling AI agents to monitor staking dynamics and network participation trends.

PowerPoint Automation MCP Server

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

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.

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.

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.

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.

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.

Yahoo Finance MCP Server

Real-time stock market data for Claude Desktop and any MCP-compatible client, powered by Yahoo Finance.

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.

Context3D MCP Server

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

CentralOps MCP Server

Exposes a curated subset of the CentralOps HTTP API as typed tools for Claude Code, enabling drift triage, mapping edits, backfill jobs, and quarantine reprocess without raw HTTP calls.

Jira Universal MCP Server

Provides a standardized interface for interacting with Jira's tools and services through a unified API.

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.

Agno Docs MCP Server

Provides access to Agno framework documentation for AI agents, enabling search and retrieval of SDK references, API endpoints, code examples, and integration guides through MCP-compatible tools.

Paint MCP

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