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Scored across 40 tools
Each tool targets a unique operation or resource: image lifecycle, layer properties, selections, adjustments, and PDB introspection are clearly separated. Even similar-sounding tools like resize_image vs resize_canvas or select_rectangle vs select_ellipse have distinct descriptions that prevent misselection.
The vast majority follow a clear verb_noun pattern (create_image, list_layers, set_layer_opacity). Minor exceptions like gimp_status, gimp_capabilities, brightness_contrast, and hue_saturation are acceptable but deviate slightly from the dominant convention.
With 40 tools, the server exceeds the 25+ threshold considered too many. While GIMP is complex and many operations are genuinely distinct, the count feels heavy for an MCP surface and could be streamlined without sacrificing core functionality.
The tool set covers image creation/opening/saving/export, layer CRUD and properties, transformations, selections, basic color adjustments, and undo/redo. Missing advanced features like filters and text tools are mitigated by the PDB access tools, allowing agents to invoke arbitrary GIMP procedures. Minor gaps remain, but the core workflow is complete.