A deep research workflow is only as good as the sources it can retrieve. Open systems like Local Deep Research , gpt-researcher, and LangChain’s deep agents use a similar loop: a search API finds URLs, then a downloader retrieves each one. That retrieval stage is where things break.
Web Scraping With Local Deep Research: Feed the Agent
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September 4, 2026
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