ScriptsApr 6, 2026·2 min read

Crawl4AI — LLM-Ready Web Crawler, 25K Stars

Open-source Python web crawler built for AI and LLMs. Extracts clean markdown from any website with anti-bot bypass, structured extraction, and session management. 25,000+ GitHub stars.

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Quick Use

Use it first, then decide how deep to go

This block should tell both the user and the agent what to copy, install, and apply first.

  1. Install: pip install crawl4ai
  2. Run setup: crawl4ai-setup (downloads browser)
  3. Use in your script:
from crawl4ai import AsyncWebCrawler

async with AsyncWebCrawler() as crawler:
    result = await crawler.arun(url="https://example.com")
    print(result.markdown)  # Clean markdown for LLMs

Intro

Crawl4AI is an open-source Python web crawling framework purpose-built for AI applications and LLM data pipelines with 25,000+ GitHub stars. It extracts clean, structured markdown from any website — handling JavaScript rendering, anti-bot detection, and session management automatically. Best for AI developers building RAG pipelines, research agents, or data extraction tools. Works with: Claude Code, LangChain, LlamaIndex, CrewAI. Setup time: under 2 minutes.


Core Features

LLM-Optimized Output

Crawl4AI outputs clean markdown by default — no HTML parsing needed. Every crawl result includes result.markdown ready to feed into any LLM context window.

Structured Extraction

Extract specific data using CSS selectors, XPath, or LLM-based extraction strategies:

from crawl4ai.extraction_strategy import LLMExtractionStrategy

strategy = LLMExtractionStrategy(
    provider="openai/gpt-4",
    instruction="Extract all product names and prices"
)
result = await crawler.arun(url=url, extraction_strategy=strategy)

Anti-Bot Bypass

Built-in stealth mode with browser fingerprint rotation, proxy support, and human-like behavior simulation. Handles Cloudflare, DataDome, and other protection systems.

Batch Crawling

Crawl hundreds of pages concurrently with rate limiting:

urls = ["https://site.com/page1", "https://site.com/page2"]
results = await crawler.arun_many(urls, max_concurrent=10)

Key Stats

  • 25,000+ GitHub stars
  • 300+ contributors
  • Supports 50+ website protection bypasses
  • Output formats: Markdown, JSON, HTML, screenshots
  • Python 3.8+ compatible

FAQ

Q: What is Crawl4AI? A: Crawl4AI is an open-source Python web crawler that extracts clean markdown from websites, purpose-built for feeding data into LLMs and AI applications.

Q: Is Crawl4AI free? A: Yes, fully open-source under Apache 2.0 license. No API keys or paid plans required.

Q: How does Crawl4AI compare to Scrapy? A: Crawl4AI focuses on AI/LLM use cases with built-in markdown extraction and JavaScript rendering. Scrapy is a general-purpose framework requiring more setup for AI pipelines.


🙏

Source & Thanks

Created by unclecode. Licensed under Apache 2.0.

crawl4ai — ⭐ 25,000+

Thanks to the Crawl4AI team for building the go-to web crawler for the AI era.

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