LabscoMCP early access ↗

Turns a search query into a shortlist of ranked web pages, for product features that start from a question instead of a known URL.

WHEN TO USE

SCOPE

USE FOR

  • Generate an answer with cited sources by discovering pages before reading them.
  • Discover competitor or company pages on a given topic before extracting details.
  • Turn a user's question into a shortlist of web pages worth reading further.
  • Build a query-to-URL pipeline that feeds a later page-scraping step.

NOT FOR

  • Don't use this once you already have the URL; go straight to firecrawl-build-scrape instead.
  • Don't use this for published research papers, biomedical, clinical, or arXiv literature; use the research paper index instead.
  • Don't use this to answer developer questions from issues, PRs, READMEs, or docs; use the developer index instead.