Scored across 5 tools
Each tool has a clearly distinct purpose: read-only optical analysis, image file generation, two-image compositing, prompt synthesis, and cache listing. The descriptions explicitly contrast each tool against its neighbors, eliminating overlap.
All names follow a consistent verb_noun snake_case pattern (analyze_optical_profile, generate_relight_variations, harmonize_composite, synthesize_diffusion_prompt, list_cached_variations). No deviations in style or convention.
Five tools form a tight, well-scoped pipeline where each tool earns its place. No redundancy and no bloat for the relighting/harmonization domain.
The pipeline covers analysis, generation, compositing, prompt synthesis, and artifact discovery, forming a coherent end-to-end workflow. Minor gaps exist, such as no cache cleanup/deletion or batch orchestration tool, but core operations are fully covered.