Webclaw helps AI agent builders and scraping API migrants get reliable web data without spending their time fighting fragile extraction pipelines. The product combines an open-source core with a hosted API, dashboard, SDKs, and practical workflows for turning URLs into usable markdown, structured data, brand signals, summaries, diffs, and research-ready context.