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Scored across 14 tools
Several single-step tools overlap heavily with image_transform, which already supports resize, crop, rotate, watermark, and background removal. An agent deciding between image_resize and image_transform with a resize operation, or between image_thumbnail and image_resize, will face real ambiguity. A few tools like image_info and image_compare are distinct, but the manipulation subset is not clearly delineated.
All tools share the image_ prefix and use lower_snake_case, giving the set a coherent visual pattern. The second part is usually a verb (resize, convert, compress, crop, rotate, compare), though a few nouns appear (capabilities, info, thumbnail, watermark, batch). This is a minor deviation rather than a chaotic mix.
Fourteen tools is on the higher end but still believable for a general-purpose image manipulation server. The count is justifiable given the range of operations, batch processing, web optimization, and comparison features. It is not bloated, though the redundancy with image_transform makes the number feel slightly larger than necessary.
The surface covers a full image lifecycle: inspect, resize, crop, rotate, convert, compress, watermark, remove backgrounds, batch-process, compare, and produce web-ready output. It also includes capabilities reporting and metadata extraction, so there are no obvious dead ends or missing core operations. The composite transform fills in extra operations like sharpen, blur, and feather.