ScrapeGraphAI
Python library that turns natural language requests into LLM-driven scraping pipelines for web pages and files.
About
Rather than writing CSS selectors, you give ScrapeGraphAI a URL or a local file plus a plain-English request, and a language model reads the fetched content and hands back structured JSON. Under the hood each job is a graph of nodes for fetching, parsing, chunking, and prompting. Ready-made pipelines cover a single page (SmartScraperGraph), answers gathered from search results (SearchGraph), batches of sources processed in parallel, generation of a reusable Python scraper (ScriptCreatorGraph), and narration of results as audio (SpeechGraph). The library sits on LangChain and drives Playwright for JavaScript-heavy pages, so setup is pip install scrapegraphai followed by playwright install. Models can come from OpenAI, Azure, Gemini, Groq, Mistral, AWS Bedrock, or a local Ollama server for fully on-machine runs. The MIT license permits commercial use. Anonymous telemetry is on by default; set SCRAPEGRAPHAI_TELEMETRY_ENABLED=false to turn it off. The same team sells a hosted API with proxies and crawling, but the open library runs without it. Suits data engineers and RAG builders tired of brittle parsers.
Should you use ScrapeGraphAI?
Pick it when
Choose ScrapeGraphAI when you need specific fields from varied websites or local HTML, XML, JSON, or Markdown files, can describe them in plain language, and would rather not write and maintain selectors for every layout.
Look elsewhere when
Skip it for large crawls where per-page LLM calls add cost and latency, or where output must be deterministic; Crawlee with coded extraction scales more predictably, and Crawl4AI or Firecrawl produce whole-page Markdown.
Alternatives to ScrapeGraphAI
- Crawlee
Coded selectors with proxy rotation and autoscaling, more work per site but predictable output and no LLM cost per page.
- Firecrawl
Returns clean Markdown or prompt-driven structured JSON as an API, less code to host, but AGPL-3.0 if you self-host modified versions.
- Crawl4AI
Apache-2.0 crawler that outputs LLM-ready Markdown with configurable extraction strategies, better for bulk site ingestion into RAG.
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Details
- Category
- RAG & Document Retrieval
- Price
- Free
- Platform
- Local/Desktop
- Difficulty
- Easy (2/5)
- License
- MIT
- Added
- Apr 3, 2026