10 Open-Source GitHub Repos to Scrape and Extract Any Web Data

No expensive APIs, artificial limits, or paid subscriptions. These 10 free, open-source tools are used by multi-million dollar companies to build massive datasets.

1️⃣ Microsoft MarkItDown

  • URL: [https://github.com/microsoft/markitdown]
  • What it does: Converts PDFs, Office files, HTML, and images into clean Markdown for AI pipelines.
  • Key advantage: Originally built for internal use at Microsoft, it effortlessly turns messy documents into LLM-ready data.

2️⃣ Crawl4AI

  • URL: [https://github.com/unclecode/crawl4ai]
  • What it does: An AI-first web crawler that transforms any webpage into clean Markdown faster than paid alternatives.
  • Key advantage: Over 51k Stars, Apache 2.0 license, with zero API keys or accounts required.

3️⃣ Firecrawl

  • URL: [https://github.com/firecrawl/firecrawl]
  • What it does: Point it at a domain, and it crawls all pages, executes JavaScript, and returns structured data ready for your AI.
  • Key advantage: 130k+ Stars and fully open-source—the silent engine behind numerous AI startups.

4️⃣ Browser-Use

  • URL: [https://github.com/browser-use/browser-use]
  • What it does: An AI agent that controls Chrome like a human: handles clicks, scrolling, logins, form fills, and data extraction.
  • Key advantage: Developed at ETH Zurich (95k+ Stars, MIT license). Ideal for complex sites that block traditional scrapers.

5️⃣ Crawlee (by Apify)

  • URL: [https://github.com/apify/crawlee]
  • What it does: All-in-one professional crawling framework featuring proxy rotation, auto-retries, browser fingerprinting, and request queues.
  • Key advantage: Replaces commercial scraping services that charge thousands monthly.

6️⃣ Scrapy

  • URL: [https://github.com/scrapy/scrapy]
  • What it does: The battle-tested industrial Python framework for enterprise-scale crawling.
  • Key advantage: Over 10 years of proven reliability extracting millions of pages for production data teams.

7️⃣ Scrapling

  • URL: [https://github.com/D4Vinci/Scrapling]
  • What it does: Automatically adapts when website layouts change and bypasses anti-scraping systems.
  • Key advantage: Provides premium, self-healing scraping tech as a free open-source library.

8️⃣ Scrcpy

  • URL: [https://github.com/Genymobile/scrcpy]
  • What it does: High-performance Android screen mirroring and control from your PC to automate mobile-only apps.
  • Key advantage: 130k+ Stars. Gives direct programmatic access to mobile-only platforms without restrictions.

9️⃣ Curl-Impersonate

  • URL: [https://github.com/lwthiker/curl-impersonate]
  • What it does: A specialized curl build that accurately simulates Chrome, Safari, and Firefox browser TLS/HTTP2 fingerprints.
  • Key advantage: Makes low-level HTTP requests appear entirely human to bypass strict anti-bot protections.

🔟 AutoScraper

  • URL: [https://github.com/alirezamika/autoscraper]
  • What it does: Smart, lightweight Python scraper that learns extraction rules automatically given a single example.
  • Key advantage: Zero CSS selectors or manual maintenance needed—works in just a few lines of code.

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