Scored across 5 tools
Each tool has a clearly distinct purpose: analyze_optical_profile is read-only diagnostics, generate_relight_variations creates local images, synthesize_diffusion_prompt generates AI prompts, harmonize_composite blends two images, and list_cached_variations lists artifacts. The descriptions explicitly cross-reference and differentiate each tool, leaving no ambiguity.
All tool names follow a consistent verb_noun snake_case pattern: analyze_, generate_, synthesize_, harmonize_, list_. The verbs are descriptive and match the action, and the objects are specific. No deviations or mixed conventions.
Five tools is well-scoped for this domain, covering analysis, generation, prompt synthesis, compositing, and artifact listing. Each tool earns its place and there is no bloat or unnecessary overlap.
The tool surface covers the full lifecycle of relighting and harmonization: analyze a source image, generate variations, synthesize prompts, composite cutouts, and list results. There are no obvious dead ends or missing operations for the stated purpose.