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Scored across 61 tools
Many tools target distinct GIMP operations, but the set has overlapping persistence/export tools (export_artwork, export_image, publish_artwork_downloads, document_save_as), multiple status tools, and several artwork-job/session tools that could be confused. Descriptions generally help differentiate, but boundaries are not consistently sharp across all 61 tools.
Mostly snake_case and readable, but conventions mix noun_verb (layer_create, session_open) and verb_noun (export_artwork, import_layer, transform_layer), plus phrasing like artwork_make_it_cooler. This is understandable but not a predictable single pattern.
61 tools is far beyond the typical well-scoped MCP server range and creates a very heavy surface. Even for a complex domain like GIMP, this is an extreme count that burdens discovery and selection.
The set covers sessions, layers, selections, text, shapes, guides, GEGL filters, undo/redo, export, and jobs, with pdb_call providing an expert escape hatch. Some common semantic operations (e.g. masks, freehand/path selection, many paint tools) are only reachable through generic PDB calls, leaving minor gaps.