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Get Started Free →Autonomous audit-to-fix pipeline — find issues, classify, fix, test, commit
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-10 | ✗→✓ | ▲ Improved | -82% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -56% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -65% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -55% | 0% |
| case-17 | ✗→✓ | ▲ Improved | -71% | 0% |
<objective> Run an audit, classify findings as auto-fixable vs manual-only, then autonomously fix auto-fixable issues with test verification and atomic commits.
Flags:
--max N — maximum findings to fix (default: 5)--severity high|medium|all — minimum severity to process (default: medium)--dry-run — classify findings without fixing (shows classification table)--source <audit> — which audit to run (default: audit-uat)</objective>
<execution_context> @~/.claude/gsd-core/workflows/audit-fix.md </execution_context>
<process> Execute end-to-end. </process>
Other measured skills in the registry, with their headline benchmark lift.