Integration

Turn QA findings into ready-to-fix GitHub Issues

AISwarmQA turns one selected finding into a structured issue with reproduction steps, evidence, acceptance criteria, and an AISwarmQA metadata marker.

Repository-aware export

Only authorized repositories are shown, and repositories that cannot receive issues are blocked before a job is created.

  • GitHub App installation
  • Repository metadata checks
  • Workspace access enforcement

Duplicate prevention

Findings carry deterministic fingerprints so retries do not create repeated GitHub Issues for the same problem.

  • Issue URL persistence
  • Batch status
  • Retry safety

Clear issue body

Issue bodies include the engineering details needed to reproduce and fix the problem.

  • Severity and category
  • Affected page
  • Expected versus actual behavior

FAQ

Straight answers

Visible answers for visitors and valid FAQ structured data for crawlers.

01Do exports require confirmation?

Yes. AISwarmQA requires explicit confirmation before creating a real issue.

02Are GitHub tokens exposed?

No. Installation tokens are server-side only and never printed in public UI.