Best Web Scraping MCP Servers in 2026 — Top 10 Picks
Discover the top 10 Web Scraping MCP servers for AI agents in 2026. Compare features, stars, and find the perfect tool.
Looking for the best Web Scraping MCP servers? The Model Context Protocol (MCP) has revolutionized how AI agents interact with external tools and services. Here are the top 10 web scraping MCP servers you should know about in 2026.
What Are Web Scraping MCP Servers?
Web Scraping MCP servers extend AI capabilities by providing specialized web scraping functionality through the standardized Model Context Protocol. They allow AI agents like Claude, ChatGPT, and Cursor to interact with web scraping tools seamlessly.
Top 10 Web Scraping MCP Servers
1. Playwright MCP — ⭐ 29,561 GitHub Stars
Playwright MCP server
Language: TypeScript | License: Apache-2.0
2. Exa MCP Server — ⭐ 4,079 GitHub Stars
Exa MCP for web search and web crawling!
Language: TypeScript | License: MIT
3. Tavily MCP — ⭐ 1,499 GitHub Stars
Production ready MCP server with real-time search, extract, map & crawl.
Language: JavaScript | License: MIT
4. Linkedin MCP Server — ⭐ 1,125 GitHub Stars
This MCP server allows Claude and other AI assistants to access your LinkedIn. Scrape LinkedIn profiles, companies and jobs, and perform job searches.
Language: Python | License: Apache-2.0
5. Cupertino — ⭐ 621 GitHub Stars
A local Apple Documentation crawler and MCP server. Written in Swift.
Language: Swift | License: MIT
6. Google Search — ⭐ 571 GitHub Stars
A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.
Language: TypeScript | License:
7. Doctor — ⭐ 464 GitHub Stars
Doctor is a tool for discovering, crawl, and indexing web sites to be exposed as an MCP server for LLM agents.
Language: Python | License: MIT
8. Redbook Search Comment Mcp2.0 — ⭐ 408 GitHub Stars
这是一款基于 Playwright 开发的小红书自动搜索和评论工具，作为 MCP Server，可通过特定配置接入 MCP Client（如Claude for Desktop），帮助用户自动完成登录小红书、搜索关键词、获取笔记内容及发布AI生成评论等操作。
Language: Python | License:
9. hlydecker/ucsc-genome-mcp
🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
Language: | License:
10. agent-infra/mcp-server-browser
📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
Language: | License:
How to Choose the Right Web Scraping MCP Server
When selecting a web scraping MCP server, consider:
- Compatibility — Does it work with your AI client (Claude Desktop, Cursor, VS Code)?
- Active maintenance — Check the last commit date and issue response time.
- Community size — More stars and contributors usually means better support.
- Documentation — Good docs save hours of setup time.
- Security — Review permissions and data access carefully.
Getting Started
Most MCP servers can be installed with a single command. Visit each server's detail page for installation instructions, or browse our full MCP Server Directory to discover more.
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