Holistic AI readiness assessment for any repository. Evaluates 8 pillars (feedback velocity, error clarity, determinism, change safety, context discoverability, pattern consistency, recovery cost, environment independence) across 6 maturity levels (L0-L5). Produces a hybrid report with deterministic gates, heuristic signals, blockers-to-next-level, and optional scaffolding plans.
