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2026 年最佳网页抓取 MCP 服务器

以下是 30 个最受欢迎的网页抓取开源 MCP 服务器，按 GitHub 星标数排序。每个条目都链接到详情页，包含仓库信息、安装配置（如 README 中提供）以及相关服务器。

  1. Fetch (official) Official – Web content fetching and conversion for efficient LLM usage.
  2. gpt-researcher ★30100 – An autonomous agent that conducts deep research on any data using any LLM providers
  3. Douyin_TikTok_Download_API ★20642 – 🚀 抖音、TikTok 数据采集与无水印视频下载 API，自托管，支持 MCP 调用与 Docker 一键部署。| Self-hosted TikTok & Douyin scraper and no-watermark video do
  4. apify-mcp-server ★11279 – The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, o
  5. firecrawl-mcp-server ★7607 – 🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
  6. wigolo ★5476 – The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0
  7. exa-mcp-server ★5131 – Exa MCP for web search and web crawling!
  8. design-extract ★4237 – Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for
  9. linkedin-mcp-server ★3875 – Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, an
  10. invisible_playwright_mcp ★2750 – Playwright MCP server undetected by anti-bots and captchas: AI agent browses the web on anti-detect stealth Firefox, Pyt
  11. brightdata-mcp ★2677 – A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
  12. Tavily MCP ★2431 – Official Tavily MCP server: real-time web search, extract, map and crawl. Remote server with OAuth or API-key authentica
  13. webclaw ★2379 – Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API
  14. stealth-browser-mcp ★2226 – Stealth browser automation for AI agents over MCP and the Chrome DevTools Protocol: navigation, network hooks, DOM extra
  15. slack-mcp-server ★1866 – The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart his
  16. crw ★1131 – Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents.
  17. x-reader ★968 – Universal content reader MCP Server for 10+ platforms
  18. google-search ★623 – A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local a
  19. XActions ★594 – ⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No
  20. pullmd ★487 – Self-hosted URL- and file-to-Markdown service for humans and AI agents - web pages, documents, images, audio, YouTube. P
  21. graphlit-mcp-server ★378 – Model Context Protocol (MCP) Server for Graphlit Platform
  22. rust-docs-mcp-server ★299 – 🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddin
  23. PyScrappy ★261 – Adaptive Python web scraping toolkit + MCP server for AI agents. Self-healing selectors that survive site changes, TLS-f
  24. Uni-CLI ★235 – One command for every interface—search, run, and inspect real software across APIs, browsers, desktops, local tools, and
  25. amazon-scraper-v2 ★220 – Agent-ready Amazon Scraper API: real-time product details (batch ASIN), offers & stock, reviews, search, best sellers, d
  26. x-twitter-scraper ★213 – X (Twitter) scraper API & Twitter MCP server to scrape tweets, profiles & followers. Not affiliated with X Corp.
  27. agent-control ★181 – 🚀 High-performance AI Agent Control Plane, Task Orchestration & Model Context Protocol (MCP) Platform
  28. agentql-mcp ★181 – Model Context Protocol server that integrates AgentQL's data extraction capabilities.
  29. charlotte ★181 – Token-efficient browser MCP server — structured web pages for AI agents, not raw accessibility dumps
  30. searxNcrawl ★167 – MCP server and CLI tools for web search and crawling, built on SearXNG and Crawl4AI

常见问题

什么是网页抓取 MCP 服务器？

MCP（Model Context Protocol）服务器用于把 Claude、Cursor、VS Code 中的 GitHub Copilot 等 AI 助手连接到外部工具和数据。本页收录的服务器专注于网页抓取。

这个榜单如何排序？

依据 GitHub 星标数和近期活跃度，数据来自 2026年10月15日 更新的公开仓库信息。

如何安装？

大多数服务器只需在客户端的 MCP 配置文件中添加一条 npx、uvx 或 Docker 命令。我们的 Claude Desktop、Cursor 和 VS Code 指南会一步步说明。

相关指南

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