ScrapeGraphAI is a Python library that uses large language models to extract data from websites and convert web content into structured formats like markdown. Instead of writing traditional scraping rules, developers can use natural language to define what data they want extracted, making it useful for web crawling, data extraction, and building RAG (retrieval-augmented generation) systems. It serves as an alternative to conventional web scrapers and crawlers by leveraging AI to handle dynamic content and complex page structures.

7 open issues · last updated Jul 21, 2026