ScrapeGraphAI overview and key facts (October 2026)

ScrapeGraphAI is an open-source Python library that uses language models and graph-based pipelines to extract data from websites and local documents. You state what you need in plain language.

The library offers ready-made pipelines, called graphs, for common scraping jobs. The most used one, SmartScraperGraph, takes a prompt and a source URL and returns the requested data. It runs on Python, uses Playwright to fetch pages and works with the language model of your choice. The team behind it also sells a hosted API with Python and Node SDKs and connectors for Zapier, n8n, Bubble and Dify. The repository is published under the MIT license.

• Extracts data from a promptYou describe the fields you want, such as company name, contact page and product list, and the language model reads them from the page. Analysts can collect data from sites with changing layouts without writing selectors.
• Reads local documentsThe same pipelines work on XML, HTML, JSON and Markdown files. Teams can pull structured fields out of exported pages or documentation that already sits on their own drives. No web request is needed in this case, which keeps the data on your own systems when a local model is used.
• Plugs into agent frameworksIntegrations for LangChain, LlamaIndex and CrewAI and an MCP server let agents call the scraper as a tool. An agent can then collect data from a page as one step of a larger task.

• Model-agnostic: works with the language model you connect, including locally hosted models.
• README and documentation available in eleven languages, including German.

ScrapeGraphAI is an open-source Python library installed from PyPI and used worldwide; documentation exists in eleven languages including German.

Each extraction calls a language model, so costs and data flows depend on the model provider you choose; with a cloud model, page content leaves your systems. LLM extraction can return wrong or missing fields, so validate samples before relying on the output. Self-hosting means your team maintains the library and Playwright. The separately sold managed API offers features for bypassing bot protection, with stealth rendering and anti-bot handling included. Using them can breach the target sites' terms of use and is legally risky in Germany, for example under Section 202a of the German Criminal Code (StGB) or database rights. Have their use legally reviewed before deployment.

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