发现优秀的 MCP 服务器

ds-mcp

A read-only MCP server that provides AI coding agents with a queryable contract for design system tokens, components, patterns, and anti-patterns.

starlight-creator-mcp

Enables agentic creators to generate images, videos, and audio, run taste-based scoring, and publish through human-gated signed manifests using their own keys and local provenance.

Pexafy MCP Server

An MCP server that enables AI assistants to search royalty-free stock photos using natural language, example images, or similarity, and render results as an inline thumbnail grid.

ICON mcp v105

Enables AI agents and LLMs to interact with the ICON mcp v105 API through standardized tools. It supports Model Context Protocol integration for seamless access to ICON endpoints and asynchronous operations.

MCP Server Boilerplate

MCP 服务器样板是一个 Node.js 示例，演示了如何使用自定义工具构建 MCP 服务器，包括一个从配置文件加载环境变量的工具，以便与 Cursor AI 等 AI 辅助环境无缝集成。

Nutrition MCP Server

Enables intelligent nutrition tracking through natural language meal logging with automatic macro calculation using the FoodData Central API. Users can set daily macro goals, review meal history, and monitor nutritional progress through local JSON storage.

annotation-mcp

MCP server for image annotation, supporting bounding boxes, arrows, highlights, callouts, text, and circles, plus barcode and text detection with OCR.

Houki e-Gov MCP Server

Enables LLMs to search and retrieve Japanese laws from the e-Gov API v2, including keyword search, article fetching, table of contents, and revision history.

Snowflake Developer MCP Server

Enables AI assistants to perform comprehensive Snowflake database operations including DDL, DML, and warehouse management. It allows users to query data, manage database objects, and configure permissions using natural language commands.

TealFlowMCP

Enables LLMs to discover, understand, and generate Teal R Shiny applications for clinical trial data analysis.

findata-mcp-server

这是一个 MCP 服务器，它提供对 Alpha Vantage API 的访问，允许检索股票数据，并将其用作 LLM 的上下文。

gatepay-local-mcp

A local MCP server for handling X402 payment-protected HTTP endpoints, offering tools for order placement, signing, and payment submission with multiple signing modes and blockchain networks.

AnyRouter Spawn Agent

MCP fallback that launches and monitors local codex exec agents when native sub agents are unavailable.

MikroTik MCP Server

MCP server for MikroTik RouterOS with multi-router support, environment-based auto-load, split read/write architecture, and selectable runtime modes: readonly, safe-write, full.

Blockchain MCP Server

A Model Context Protocol server providing Ethereum blockchain tools, including vanity address generation and Cast command functionality for interacting with Ethereum networks through natural language.

rebuild-dossier

An MCP server that reverse-engineers a rebuild spec (CLAUDE.md, config, and mutation-tested tests) from an existing app, enabling coding agents to rebuild the app cleanly against that spec.

Laboratorio MCP Gateway

Connects multiple microservices (ventas and pedidos) through a central MCP gateway, enabling Claude Desktop to invoke sales and order tools via STDIO.

Liftli MCP Server

Acts as a head of content for LinkedIn, X (Twitter), and Substack, enabling voice extraction, content ideation, drafting, critiquing, and approved publishing/scheduling through official APIs.

MASA

Provides a local, read-oriented MCP server for the MASA protocol, enabling offline validation, inspection, lineage tracing, public-export audit, and processing-request planning for sound-matter records.

Supabase MCP Server

一个连接像 GitHub Copilot 这样的 AI 助手和 Supabase 数据库的桥梁，使 AI 能够理解数据库模式，协助编写查询，并提供与您的数据模型相关的上下文感知建议。

Gmail MCP Server

This is an auto-generated Model Context Protocol server that enables interaction with Gmail API, allowing applications to access and manipulate Gmail data through structured operations defined in the OpenAPI specification.

VoltageInputMcp

Enables a frontier model to drive a desktop at input speed by delegating rapid sequences of keyboard and mouse actions to small local models running via a state-machine playbook, without per-action round-trips.

math-mcp

A secure MCP server for evaluating mathematical expressions with grammar validation, function whitelisting, and sandboxed execution. It provides tools for expression evaluation, variable management, and resources for grammar and function documentation.

mcp-test-runner

MCP server for deterministic local test execution and normalized test result reporting, supporting pytest and Jest with coverage summaries.

biotools-mcp

MCP server offering verified bioinformatics tools for sequence utilities and statistics, backed by BioPython/scipy. Enables AI agents to perform accurate GC content, translation, ORF finding, motif scanning, and statistical tests through natural language.

Minecraft MCP Server

Enables LLMs to control a Minecraft bot through the Mineflayer API, allowing for tasks like building, mining, and inventory management via natural language. It supports complex interactions including coordinate-based movement, block manipulation, and real-time game chat.

Congress.gov MCP Server

Machine-Consumable Proxy server that provides standardized access to the Congress.gov API, automatically handling API key injection and exposing all endpoints through FastAPI.

RanchHand

Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools. Provides access to chat completions, model listings, and embeddings generation from local or remote OpenAI-style endpoints.

Google Flow MCP

Bridges AI agents like Codex and Claude to Google Flow via browser automation. Provides tools to open, snapshot, click, type, upload, download, wait, and confirm paid generations.

Needle MCP server

镜子 (jìng zi)