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Scrapegraph-ai

AI-powered scraping that automatically generates extraction logic based on natural language queries.


Overview

Scrapegraph-ai uses LLMs to analyze web pages and extract specific information without predefined CSS selectors or XPath rules. It creates a graph-based representation of the webpage to guide the extraction process, making it highly adaptable to sites with changing layouts or unstructured data.

Best for

  • Extracting complex data from sites with no clear structure
  • Teams that don't want to write CSS selectors

Trade-offs

vs BeautifulSoup
Scrapegraph-ai is slower and costs LLM tokens but requires zero selector maintenance; BeautifulSoup is fast/free but brittle and requires manual selector writing.
vs Firecrawl
Scrapegraph-ai is self-hosted/open-source; Firecrawl is a managed API with better out-of-the-box reliability for dynamic sites.

What XeroHack pre-wires

When you pick Scrapegraph-ai in the interview, the engine emits these files into your scaffold:

  • smart-scraper
  • json-scraper

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