发现优秀的 MCP 服务器

Biz Intelligence

Business intelligence toolkit that analyzes competitors, scores websites, builds customer personas, and conducts market research using real-time competitive data. 8 tools including SWOT analysis, pricing analysis, and local market intelligence.

Luma MCP

Multi-model vision understanding MCP server that provides unified image analysis for AI assistants without native vision, supporting models like GLM-4.6V, DeepSeek-OCR, Qwen3-VL-Flash, and more.

LatentContext MCP Server

A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single conversation, ensuring focus without cross-session data contamination.

mcp-bridge

Enables LLMs to use llama.cpp models via MCP protocol by bridging MCP requests to an OpenAI-compatible API.

netease-mcp

MCP server that enables AI assistants to search and retrieve music data (songs, lyrics, playlists, albums, artists) from Netease Cloud Music.

ipython-kernel

An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.

OpenDataMCP

Connects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help.

laravel-forge-mcp

Manages Laravel Forge servers, sites, deployments, SSL certificates, databases, and more through the Model Context Protocol.

tilnote-mcp-server

Enables AI assistants to create, read, search, and update notes on Tilnote, plus manage books.

FastAPI MCP SSE

使用 FastAPI 框架实现的服务器发送事件 (Server-Sent Events, SSE)，集成了模型上下文协议 (Model Context Protocol, MCP)，允许 AI 模型访问外部工具和数据源，例如天气信息。

pontal-mcp

Remote MCP server exposing Monday.com tools for leads and work namespaces via streamable HTTP, enabling Claude agents to list leads/jobs and get updates.

AWS Terraform MCP Server

A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.

MCP SSE Cloud Run Proxy

A secure proxy solution for hosting MCP (Model Context Protocol) servers on Google Cloud Run, allowing teams to share access through IAM authentication while bypassing current MCP authentication limitations.

pruva-mcp

Remote MCP server for Pruva, enabling AI assistants to manage products, features, and documents over HTTPS with OAuth authentication.

MCP Blog Project

这是一个 MCP 服务器的示例，用于连接图书服务，用于我的博客。

MCP File Operations Server

A Model Context Protocol server that enables Claude Desktop to perform file operations like reading, writing, listing directories, and managing files through natural language commands.

Rancher MCP Server

A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients.

Vanna AI MCP Server

An MCP server that allows AI assistants to query databases using natural language by leveraging Vanna AI. It supports secure SSH tunneling, model training on database schemas, and persistent storage of SQL patterns via ChromaDB.

tplink-omada-mcp

Exposes TP-Link Omada controller APIs to AI copilots, enabling listing of sites, devices, and clients, and executing arbitrary Omada API calls via natural language.

Launch Engine

Agentic pipeline that transforms ideas to revenue — for solo founders and bootstrappers.

Unity MCP Server

Enables AI agents to query and control the Unity Editor, supporting scene management, GameObject manipulation, asset browsing, play mode control, and real-time editor operations through 52+ tools.

IMS MCP Server

Exposes the Integrated Memory System (IMS) capabilities, including session management, memory storage, and RAG-based context search, via the Model Context Protocol. It allows MCP-aware clients to interact with IMS backends to maintain long-term memory and context across sessions.

MCP Agent Skills Server

A production-ready MCP server that equips AI agents with dynamic, persistent, and executable skills. It enables secure script execution and progressive disclosure to reduce context window usage.

AI Fuzz Testing MCP Server

A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

postgres-mcp-server

A read-only MCP server for PostgreSQL. Connect any MCP-compatible AI agent to your PostgreSQL server and explore databases, schemas, tables, and run SELECT queries through natural language. Built with .NET 10.

Wireshark MCP

Enables LLMs to capture, analyze, and summarize network traffic using Wireshark CLI tools, supporting live capture, pcap analysis, and LLM-oriented summaries.

Telegram MCP Server

一个模型上下文协议（Model Context Protocol）服务器，使 AI 助手能够与 Telegram 互动，允许它们搜索频道、列出可用频道、检索消息以及按正则表达式模式过滤消息。

BundlerMCP

Enables agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.

OpenBanking MCP Server

An MCP server that integrates with local Ollama LLMs to provide financial analysis through four specialized agents (Market Analyst, Portfolio Manager, Risk Analyst, and Explainability Agent) with comprehensive banking tools.

ibkr-mcp

A read-only MCP server that connects to Interactive Brokers Gateway or TWS to expose account, contract, execution, and historical-data queries over stdio.