发现优秀的 MCP 服务器

mcp-calculator

An MCP server that enables mathematical calculations and demonstrates extending AI capabilities through tool integration.

EMM

EMM is an MCP-native server that gives AI agents persistent, local, model-independent memory with context-efficient retrieval and project scoping.

File Tools MCP Server

An MCP server that provides file and directory tools for LLMs, including project structure analysis, file reading, and project context resources, with support for .gitignore patterns.

Upbit MCP Server

Enables interaction with the Upbit cryptocurrency exchange through public market data tools and optional private trading tools. Supports getting ticker data, orderbooks, trades, account information, and executing trading operations through natural language.

mcp_sdk_petstore_api

A standalone MCP server that exposes Petstore API endpoints as tools for AI assistants like Claude and ChatGPT. It enables interaction with petstore management services through natural language by proxying API requests via SSE transport.

Nano Banana MCP Server

Enables generating, editing, and manipulating images using Google Gemini Flash 2.5 through natural language prompts. Supports text-to-image generation, image editing, multi-image composition, and batch processing with direct file management.

DefectDojo MCP Server

提供一个模型上下文协议（Model Context Protocol，MCP）服务器实现，允许人工智能代理和其他 MCP 客户端以编程方式与漏洞管理工具 DefectDojo 交互，以管理发现、产品和参与。

xhost

Enables deploying static sites and dynamic applications with HTTPS URLs, supporting Node.js, Python, and any language via custom install and launch scripts.

F1 MCP Server

Provides advanced Formula 1 analytics including real-time telemetry processing, tire degradation modeling, weather impact analysis, and Monte Carlo race strategy simulation for comprehensive F1 data analysis.

MCP Football Server

Provides real-time access to football (soccer) data including fixtures, standings, teams, players, transfers, and injuries through the API-Football service via the Model Context Protocol.

Claude Memory MCP

Persistent, searchable per-project memory for Claude Code using DuckDB and vector search, with rule enforcement and a management UI.

Sequential-Thinking-Tools

A sequential thinking tool based on the MCP protocol, used to break down complex problems into manageable steps and provide intelligent tool recommendations for each step.

aurais-mcp-bots

A monorepo of five signed MCP servers (journal-companion, market-scout, meeting-distiller, research-reader, writing-editor) with offline verifiable proof chains, shared core, and cross-bot provenance.

MCP Server Updater

自动分析和更新 Claude Desktop 的模型上下文协议 (MCP) 服务器

Sonar-MCP

Enables natural-language interaction with Solana blockchain data—including network status, wallet balances, transactions, and token supply—via the Helius RPC API in MCP clients like Cursor.

she-mcp

MCP server for querying Korean occupational safety, health, and chemical regulations, including MSDS, KOSHA GUIDE, and legal information.

exec-mcp

Enables executing a single bounded remote shell command on a configured host, returning truncated stdout/stderr tails and an authoritative exec summary.

Fountain Pen Ink MCP Server

Provides LLMs with specialized knowledge about fountain pen inks, enabling intelligent ink search, color matching, and recommendations through various tools.

mcp-x402-accept

Proxies an existing MCP server to add an x402 paywall, charging AI agents per tool call without modifying the upstream server.

MCP Elicitations Demo Server

A demonstration server that showcases how to collect user input dynamically using the Model Context Protocol (MCP) elicitation system across tools, resources, and prompts.

iOS Development MCP Server

An MCP server that provides comprehensive tools for managing iOS simulators, including device control, app lifecycle management, and UI automation. It enables developers to boot devices, install apps, capture screenshots, and simulate user interactions through natural language commands.

Cursor MCP Server

Turns Claude Desktop into a Cursor-like assistant for code browsing, editing, searching, linting, formatting, and version control.

Remote MCP Server (Authless)

A template for deploying an unauthenticated remote MCP server on Cloudflare Workers. Enables easy deployment and connection from MCP clients like Claude Desktop or Cloudflare AI Playground without requiring authentication.

weather-mcp-s

我的第一个用于学习的 MCP 服务器 (Wǒ de dì yī gè yòng yú xuéxí de MCP fúwùqì) This translates to: * **我 (Wǒ):** My * **的 (de):** Possessive particle (of) * **第一个 (dì yī gè):** First * **用于 (yòng yú):** For (used for) * **学习 (xuéxí):** Learning, to learn * **MCP 服务器 (MCP fúwùqì):** MCP Server A slightly more natural phrasing might be: **我用来学习的第一个 MCP 服务器** (Wǒ yòng lái xuéxí de dì yī gè MCP fúwùqì) This adds "用来 (yòng lái)" which means "used to" or "for the purpose of". It makes the sentence flow a bit better in Chinese.

spotify-mcp

Enables AI agents to search Spotify tracks and control playback (play, pause, skip, queue, volume) through the Spotify Web API.

Cortex Gateway

A federated MCP gateway that consolidates multiple plain-HTTP backends into a single, OAuth-protected MCP server, enabling agents to access diverse tools through one endpoint with centralized authentication and audit.

ya-reviews-mcp

MCP server that scrapes Yandex Maps business reviews and company info, exposing them to AI assistants via three tools. No API key required, uses headless browser.

VPS MCP Server

Enables AI models to manage Docker containers, images, networks, and volumes through the Portainer API, providing comprehensive container orchestration capabilities.

supabase-mcp

A secure remote MCP server for self-hosted Supabase installations, enabling database schema management, SQL queries, and interaction with local Supabase services like Auth, Storage, and Edge Functions.

aibtc-mcp-server

A Bitcoin-native MCP server for AI agents that provides 150+ tools for BTC and Stacks operations. Supports wallets, DeFi yield, sBTC peg, NFTs, and x402 payments.