DEV Community

curatedmcp for CuratedMCP

Posted on • Originally published at curatedmcp.com

Web Scraper Pro: Turn Any Website into Structured Data Your AI Can Reason Over

Install guide and config at curatedmcp.com

Web Scraper Pro: Turn Any Website into Structured Data Your AI Can Reason Over

Web scraping at scale is painful. Most APIs don't exist, static HTML parsers break on JavaScript-heavy sites, and anti-bot measures slow you down. Web Scraper Pro is an MCP server that handles all of it—letting your AI agents extract clean, structured data from any website without the engineering overhead.

It renders pages with Playwright, so dynamic content loads properly. It parses tables and lists automatically. It handles cookies, retries failed requests, and can grab screenshots when you need visual proof. The output? JSON your AI can actually reason over—no messy HTML strings.

What It Does

Web Scraper Pro plugs into Claude, Cursor, or Windsurf and gives your AI agent a structured web scraping capability. Instead of asking your agent to parse raw HTML (which it's bad at), you ask it to fetch and extract data from a URL. The server handles rendering, parsing, and cleanup. You get back clean tables, lists, and metadata.

This unlocks real use cases: competitive pricing monitoring, job board aggregation, content research at scale, real estate listing analysis, or any scenario where you need to feed your AI fresh, structured web data. It handles JavaScript-rendered sites (news feeds, SPAs), so you're not limited to static pages.

Rate limiting and retry logic mean you won't get blocked or timeout. Session management lets you scrape authenticated content. PDF parsing extends your reach beyond HTML.

How to Install

See the marketplace for your preferred installation method
Enter fullscreen mode Exit fullscreen mode

For Claude Desktop, add this to your config:

{
  "mcpServers": {
    "web-scraper-pro": {
      "command": "npx @curatedmcp/web-scraper-pro"
    }
  }
}
Enter fullscreen mode Exit fullscreen mode

After installing, ask Claude: "Scrape this URL and extract all product prices as a CSV" or "Get the table data from this page."

Real-World Use Cases

  • Market Research: Feed Claude competitor pricing pages daily. It scrapes, normalizes, and alerts you to undercuts—all in one workflow.
  • Recruitment Automation: Scrape job boards for specific roles and keywords, then have Claude summarize and filter candidates in real time.
  • Content Aggregation: Pull news, blog posts, or product launches from multiple sites, extract key fields (title, author, link, date), and feed directly into your AI for summarization or classification.

Full install guides for Claude Desktop, Cursor, Windsurf, and more at CuratedMCP.

Top comments (0)