Pure numpy + torch implementations of sharpness, entropy, colorfulness, contrast, luma, saturation on a 1024-capped analysis image, a run-scoped context (token based), and an adapter mechanism for optional scorer packs (registry entries disabled until verified). Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>