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Scored across 18 tools
Several tools overlap in purpose: adjust_image and enhance_image share the same contrast call, and process_image/batch_process can reproduce the effects of most individual editing tools. The descriptions generally clarify scope, but an agent could easily hesitate between a dedicated single-op tool and its pipeline equivalent.
Most tools follow a clear verb_object snake_case pattern such as crop_image, resize_image, inspect_image, and batch_check_image_spec. The batch_ and live_ prefixes are applied consistently, with only gimp_status and fit_to_spec deviating slightly from the otherwise predictable pattern.
At 18 tools the server is slightly above the ideal 3-15 range, but the count is justified by the distinct clusters: single-image operations, spec checking/fitting, batch variants, and live GIMP bridge tools. The single/batch pairs add surface area but each serves a real workload.
The toolset covers the core image pipeline well: inspect, validate, crop, resize, adjust, enhance, process in one pass, and batch over folders. Obvious gaps like rotation or flipping are absent, but live_run_python and process_image provide workarounds for most missing operations.