What the team is usually trying to fix
- You want security feedback to start in the editor, not wait for a server-backed cycle to become actionable.
- You want developers to review security signal without mixing it into a broader quality-debt program.
- You need shared false positives and repository-linked memory without making the server the center of the daily loop.