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CRAWL4AI

Open-source LLM-friendly web crawler and scraper

Apache-2.0

ABOUT

Raw web pages are noisy — ads, navigation, scripts, and inconsistent markup make them hard to ingest into LLMs and RAG pipelines. Manual extraction doesn't scale, and generic scrapers often miss the semantic structure. Crawl4AI automates the full pipeline: it fetches pages, executes JavaScript, extracts meaningful content, and outputs clean Markdown or structured JSON. This eliminates hours of cleanup and makes any web source usable for AI applications immediately.

INSTALL
pip install crawl4ai crawl4ai-setup

INTEGRATION GUIDE

1. Generate clean Markdown from any website for RAG ingestion and vector indexing 2. Extract structured product data, prices, and reviews using CSS, XPath, or LLM-based strategies 3. Crawl documentation sites recursively to build a searchable knowledge base for support agents 4. Perform large-scale parallel crawling with proxies, stealth modes, and session reuse for research pipelines

TAGS

pythoncrawlerscrapermarkdownragasync
Crawl4AI — AI Tool | Agentic AI For Good