发现优秀的 MCP 服务器

drawio-parser-mcp

Validates and parses Draw.io XML syntax, enabling analysis and verification of diagram structures, especially for AI-generated content.

zettelforge

ZettelForge is an agentic memory system for cyber threat intelligence that extracts CTI entities, resolves aliases, and builds a knowledge graph, serving past investigations to analysts and Claude Code via MCP.

Modular RAG MCP Server

A pluggable, observable modular RAG service framework that exposes tool interfaces via the MCP protocol, enabling AI assistants like Copilot and Claude to directly invoke knowledge retrieval and reasoning capabilities.

Anything-to-NotebookLM

An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

FileScopeMCP

一个 TypeScript 工具，它通过 Cursor 的模型上下文协议，按照重要性对代码库中的文件进行排序、跟踪依赖关系并提供文件摘要，以帮助理解代码结构。

Tuba Workflow MCP Server

This MCP server bridges to the Tuba.ai platform, enabling programmatic control of AI vision workflows through callable tools such as running workflows, checking status, fetching results, and updating workflow blocks.

LLMDoc

MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh.

AIMLPM/markcrawl

Crawl any website into clean Markdown, search through pages, read full content, and extract structured data using OpenAI, Claude, Gemini, or Grok — with auto-citation and resume support.

BSL MCP Server

Enables analysis of BSL/OS files using the BSL Language Server, providing diagnostics and code formatting.

mcp-kubernetics

Enables Kubernetes cluster introspection via MCP tools, such as listing pods, namespaces, nodes, and events.

Eyes-MCP

A research MCP server that enables AI agents to query the internet using multiple sources like SearXNG, GitHub, Reddit, and YouTube, and returns synthesized answers with citations.

longmem

Hybrid semantic + keyword memory across all your projects. Works with Cursor, Claude Code, and your team.

Veeva MCP Server by CData

Veeva MCP Server by CData

Math MCP Server

Exposes a broad mathematics toolkit including symbolic algebra, calculus, numerical methods, linear algebra, statistics, discrete math, graph theory, rendering, and optional GPU acceleration via MCP tools for use with Claude Desktop and other MCP hosts.

Quantitative Researcher MCP Server

提供用于管理定量研究知识图谱的工具，从而能够对研究项目、数据集、变量、假设、统计检验、模型和结果进行结构化表示。

SHEARLINE

A free, MIT-licensed MCP server that provides AI agents with analyst-grade US severe-weather tools, including live warning polygons, SPC outlooks, radar-derived hail and rotation products, and a composite threat brief.

uuid-mcp

Enables generation of random UUIDs (version 4) through a simple MCP tool.

plane-mcp

An MCP server for the Plane project management platform that enables users to manage workspaces, projects, and work items. It supports full CRUD operations for issues while providing access to cycles, modules, labels, and workflow states.

arXiv Research Assistant MCP Server

An MCP server that allows Claude AI to search, explore, and compare arXiv papers efficiently through a custom-built local server.

Trailmark MCP Server

Provides a standalone MCP interface for analyzing and querying code repositories using Trailmark, supporting multiple graphs and snapshot management.

Scout MCP Server

Enables web search, scraping, extraction, and crawling through an MCP interface, allowing coding agents to access real-time web data.

mcp-server-docker

Provides a secure MCP interface to execute commands inside Docker Compose service containers, with real-time output capture and configurable timeouts.

MCP with Gemini Tutorial

使用 Google Gemini 构建 MCP 服务器

polymarket-trader-mcp

Trade, analyze, and automate Polymarket prediction markets via AI. 34 tools for direct trading, smart money flow, copy trading, backtest, and portfolio management.

Kolada MCP Server

用于 Kolada 的 MCP 服务器。

Ligis-Link-mcp

Construction trade compliance MCP server. Covers electrical, plumbing, HVAC, welding, roofing, gas fitting, solar and more across Australia, UK, USA, Canada and EU. 8 tools (3 free, 5 pro): compliance checking, cable sizing, RAMS generation, safety checklists, material compliance verification and inspection requirements. Works in Claude Desktop, Cursor, Windsurf and any MCP client.

GitHub MCP Server

镜子 (jìng zi)

COMSOL MCP Server

MCP Server for COMSOL Multiphysics simulation automation via AI agents.

Whissle MCP Server

一个基于 Python 的服务器，提供对 Whissle API 端点的访问，用于语音转文本、说话人分离、翻译和文本摘要。