annotation-mcp
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TDQS
Scored across 8 tools
Three tools (draw_bounding_box, draw_numbered_callouts, highlight_region) are explicitly convenience wrappers around annotate, creating overlapping functionality. An agent may be uncertain whether to use annotate directly or the wrapper.
All tool names follow a verb_noun snake_case pattern (e.g., detect_barcodes, get_image_info), with one minor exception (crop_for_inspection uses a preposition) but still consistent in style.
The 8-tool surface is well-scoped for an image annotation and detection server, providing core operations without unnecessary bloat.
Covers annotation, detection (barcodes, text), cropping, and metadata. Minor gaps: no tool to clear/undo annotations, but core workflows are supported.