Checks how well an app uses Aura, Cognite's design system: what fraction of its components are Aura vs. custom-built, whether any custom components should really have been an existing Aura component, and whether Aura components got styled in ways that break the design system's own rules. Runs fully automatically by scanning the app's source and checking it against Aura's docs — no back-and-forth, so it also works unattended in CI. Writes a machine-readable aura-review/review.json (headline stats plus every finding, structured — the source of truth for any downstream consumer: a CDF upload, a metrics pipeline, a dashboard) plus a human-readable report at reviews/aura-review/feedback-round-<N>/aura-review-report.md. Use when asked to run an Aura audit, check Aura compliance, or score how compliant an app is with the Aura design system, on an app that already exists. Do not use this while generating, scaffolding, or implementing an app — it is a downstream audit of finished work, not a build-time check.