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clo3d-mcp

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      Enables AI-assisted garment design by letting Claude (or any MCP host) drive CLO3D — import projects, dress avatars, assign fabrics, simulate cloth, render, and export, all from a chat.
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      Enables controlling CLO3D from any MCP client to inspect projects, create and edit patterns, manage fabrics and colorways, run simulations, and export models through chat.
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      Connects MCP-compatible AI agents to a local 3D garment design application through its Python API, enabling scene inspection, pattern and sewing operations, fabric/material management, simulation, mesh measurement, checkpoints, import/export, documentation search, and raw Python execution.
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    TDQS

    C2.6/5.0

    Scored across 48 tools

    Disambiguation3/5

    Most tools have clear resource/action separation (pattern_, snapshot_, avatar_, scene_, checkpoint_), but several overlapping pairs exist: clo_run_python vs clo_api_search vs clo_api_doc (all about understanding/executing CLO API), clo_status/launch/stop_bridge are distinct but 'garment_plan_preview/build/re_build' have empty descriptions, and garment_rebuild's purpose overlaps conceptually with pattern_edit_points/pattern_ops for modifying garments.

    Naming Consistency3/5

    Mostly consistent 'verb_noun' snake_case (pattern_create, scene_open, avatar_list), but there are deviations: some use bare nouns (arrangement_points, scene_info, snapshot), some prefix with 'clo_' while others don't, and 'garment_plan_preview'/'garment_build' sit awkwardly next to 'clo_run_python' and 'sew'.

    Tool Count2/5

    48 tools is heavy for an MCP server. While the domain (3D garment simulation) is broadath, the count approaches 50, which burdens agent tool-selection. Several tool families (clo_api_*, checkpoint_*, fabric_*, garment_*) could be consolidated or trimmed.

    Completeness3/5

    Core lifecycle is covered: scene management, pattern creation/editing, simulation, checkpoints, garment rebuilds, and avatar handling. However, notable gaps exist: no tool to delete a seam or unsew pieces, no fabric creation/management beyond listing and assignment, no animation/pose control for avatars, and garment_plan_preview/build appear to exist but have empty descriptions, leaving their capabilities unclear.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues