AI-powered API that turns any webpage into structured JSON via prompts
Each tool is evaluated against our methodology using public docs, vendor demos, and hands-on testing.
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What is ScrapeGraphAI?
ScrapeGraphAI is an AI-powered web scraping platform that extracts structured data from websites using large language models and graph-based extraction logic, guided by a prompt and an optional schema rather than manual selectors. Its hosted API (V2) covers smart scraping, search, crawling, markdown conversion, and agentic browser automation, with official SDKs including a Python package. The company also maintains Scrapegraph-ai, an open-source Python library (MIT license, 28.6k GitHub stars) that wraps LLMs and graph logic for scraping websites and local documents.
Our verdict
The hosted API suits teams that want prompt-driven extraction without maintaining CSS selectors, and the open-source library gives an option to self-host the same approach. Extraction runs through an LLM rather than fixed field mappings, so output structure can be less predictable run to run than a selector-based scraper. The company's disclosed compliance also stops at SOC 2 Type I rather than Type II.
Categories:
AI extraction tools sit between a raw page and your database: you describe the fields you want, and a model returns structured JSON or LLM-ready markdown without hand-written selectors. They hold up well when page layouts change often, at the cost of per-request model spend and the occasional wrong field.
Open-source API that scrapes and crawls sites into LLM-ready data
Freemium·Jul 2026·AI Extraction
AI platform for extracting and monitoring structured web data
Paid·Jul 2026·AI Extraction
Natural-language query language for structured web data extraction
Freemium·Jul 2026·AI Extraction
How ScrapeGraphAI compares
FirecrawlFirecrawl is another AI-extraction API that turns webpages into markdown or structured data for LLM pipelines. It competes directly with ScrapeGraphAI's hosted API.
AgentQLAgentQL takes a similar prompt-driven approach to structured extraction. It lets developers query pages without writing selectors.
KadoaKadoa is a comparable managed extraction service that uses AI to turn unstructured web pages into structured data.
