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Scored across 89 tools
Most tools map to a distinct operation, but several pairs overlap significantly: blur vs apply_gaussian_blur (both Gaussian blur, destructive vs non-destructive), get_image_bitmap vs get_state_snapshot (both return a PNG of the current image), and scale_image vs scale_to_fit vs batch_resize. The generic escape hatches (pdb_run, call_api, gegl_apply_filter) also overlap with the focused effect tools (sharpen, denoise, apply_pixelate), forcing agents to guess which path is intended.
The set is overwhelmingly snake_case verb_noun (create_layer, select_rectangle, export_image, apply_noise), which is predictable. Deviations are minor: some filters use a bare verb (sharpen, blur, denoise) while siblings use apply_ (apply_emboss, apply_vignette), and the gegl_/pdb_ namespaces put the qualifier before the verb (gegl_list_filters vs list_layers).
89 tools is far beyond the practical range and clearly over-scoped; the effect/filter surface alone is split across dozens of near-duplicate entries (adjust_curves, auto_levels, adjust_brightness_contrast vs the GEGL filter tools). While image editing is a broad domain, a large fraction of these tools could be consolidated without losing capability.
Coverage is unusually thorough: lifecycle (new/open/save/export/close), layers, selections, transforms, drawing, text, filters, batch operations, and named export presets are all present. Gaps remain around layer masks, channels, and paths, but pdb_run/call_api provide a workaround for those.