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Search public procurement opportunities with clear fields, filters, and boundaries.

Procurement research shape

  • Business research over a public procurement portal.
  • Domain-scoped output fields for CRM or pipeline workflows.
  • Safety boundaries around login, private workspaces, and submissions.

Setup

Use the CLI with a configured model profile. The example only reads public sam.gov search and opportunity pages.

Run it from the CLI

Expected output

Build it into an app

Production notes

  • Domain policy: sam.gov.
  • Output fields: title, agency, notice ID, response date, detail URL, fit summary.
  • Add structured output before routing opportunities to a CRM.
  • Stop before login, private workspace actions, or submissions.

Inspect

  • Debug UI for filters and result pages.
  • Steps for detail-page evidence.
  • Recording for capture review.
  • Status for blockers or auth walls.

Cleanup

The CLI-managed browser closes after the run. Close separately created debug browsers with web browser close <browser-id>.

Common failures

  • If SAM.gov changes result URLs or filters, inspect the recording and update the prompt around current visible labels.
  • If an opportunity requires login or workspace access, stop and return only the public page evidence.