发现优秀的 MCP 服务器

Flowise MCP Server

A Model Context Protocol server that enables LLM tools to create, manage, and run Flowise chatflows and agentflows programmatically.

Cupcake MCP Server

Enables users to search and retrieve cupcake order records through natural language queries. Provides search functionality across order details and fetches complete order information by ID.

mcp-browser

Self-hosted MCP server for browser automation with stealth patches, offering 50 tools for navigation, scraping, and session configuration. Runs via Docker and supports remote control from any MCP client.

Apps Script MCP

Enables users to create, manage, and execute Google Apps Script projects through natural language. It provides comprehensive tools for code editing, function execution, deployment management, and monitoring script processes.

MCP Server on Vercel

A template for running Model Context Protocol servers on Vercel with Redis support, allowing developers to deploy their custom tools, prompts, and resources using the MCP TypeScript SDK.

@cyanheads/uniprot-mcp-server

Search UniProtKB by protein function, fetch curated records, map IDs across databases, and pull reference proteomes, taxonomy, and sequences via MCP. Supports both STDIO and Streamable HTTP transports.

Paint MCP

Exposes a Pygame-based drawing canvas as an MCP server, allowing LLMs to create digital art using standard shapes and freehand paths. It features a specialized oil paint mode that simulates realistic color mixing, paint depletion, and textured brush strokes.

M/M/1 Queue Simulation Server

Provides comprehensive M/M/1 queuing system simulation capabilities including theoretical calculations, parameter validation, SimPy simulation execution, and comparison of simulation results with theoretical metrics.

audio-mcp

Local MCP server for macOS that captures microphone input and/or system audio output into explicit, user-defined sessions and exposes the raw WAV audio to AI agents through MCP tools.

TypeScript MCP Server Boilerplate

A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK, with example implementations of tools (calculator, greetings) and resources (server info) using Zod schema validation.

indiekit-mcp

A unified MCP server that auto-discovers and exposes all IndieKit tools (PostgreSQL, development, terminal UI) through a single endpoint.

NASA API Desktop Extension

Enables access to NASA space data and images through Claude Desktop, providing features like astronomy picture of the day, Mars rover photos, near-Earth object information, NASA image search, and Earth satellite imagery.

MCP Tool Server

Reference implementation of a Model Context Protocol server for integrating external APIs as agent tools. Includes built-in tools for weather, database queries, web search, and calculations, with authentication, rate limiting, and logging.

Quaderno MCP Server

Connects AI assistants to Quaderno's tax compliance engine, enabling tax calculation, tax ID validation, and invoice creation via natural language.

Speak AI MCP Server

Connects Speak AI transcription and insight data to Claude and ChatGPT, enabling natural language queries for summaries, action items, and quotes from recordings.

NinjaTrader 8 MCP Server

Enables Claude Code to directly access NinjaTrader 8 accounts, positions, orders, market data, charts, and strategy management through a NinjaScript Add-On.

db-mcp-server

A multi-database MCP server supporting MySQL, PostgreSQL, MongoDB, and SQLite with read-only and read-write query capabilities, schema inspection, and SSH tunneling, all without Docker.

oda-mcp

Read-only Model Context Protocol tools for evidence-based development cooperation and ODA research.

KogCat MCP Server

Provides AI-assisted judgment calibration by surfacing counterexamples, boundaries, and blind spots from a local knowledge base before acting on model answers.

Intervals.icu MCP

Enables interaction with the Intervals.icu API, providing tools to manage workouts, messages, wellness data, and more through any MCP client.

tekweld-ecommerce-mcp

MCP server that wraps the Tekweld ecommerce test API, providing tools to browse the mega menu and make generic API calls.

MCPHub

A centralized management platform that aggregates multiple Model Context Protocol (MCP) servers into a single unified endpoint for AI agents. It provides a web interface for hot-swappable tool management, proxying of existing servers, and AI-powered generation of custom MCP plugins.

Axonity Flow MCP Server

Enables AI agents to author and manage workflows, agents, tools, skills, policies, and reference docs in an Axonity tenant via the public REST API, with guardrails preventing direct publishing and secret exposure.

diagrams-so

The Diagrams.so MCP server enables generating, editing, and managing cloud architecture diagrams from any MCP client, wrapping the public Diagrams.so API.

Linka MCP Next

A lightweight, modular MCP server for the Linka ecosystem, providing read-only runtime diagnostics, teach artifact management, and controlled actions via a clear contract layer.

Sports Hub MCP Server

A unified MCP server that aggregates 32 sports API providers into a single service, providing 336 tools for scores, stats, odds, esports, and more across 70+ sports.

worksmobile-mcp

Unofficial MCP server for NAVER WORKS Drive admin tasks, enabling shared-drive governance, permission management, and file operations via service-account delegation.

Gremlin MCP Server

Enables AI assistants to interact with Gremlin-compatible graph databases through natural language, supporting schema discovery, complex graph queries, relationship analysis, and data import/export operations.

UniFi MCP

Enables AI assistants to inspect and operate UniFi Network and Protect devices on a local console, with configurable read-only, action, or full-control permission tiers.

ai-memory-mcp

MCP server providing permanent, intelligent memory for AI coding assistants with retrieval, Hebbian learning, and governance, plus personal memory modules for accounts, habits, experiences, knowledge, and lifestyle. Enables AI assistants to recall project context across sessions and manage personal data securely.