WARDROBEGOD — one skeleton, infinite fits

The wardrobe generator bench: load bodies (FBX/GLB/OBJ), build a clothes library, generate new garments on the farm, fit them, assemble dressed NPCs. Sibling of NPCFACTORY (the dress-up/clip bench) and MeshGod imagelab — this one owns clothing.

python3 server.py                 → http://localhost:8150
WG_HOST=0.0.0.0 python3 server.py → expose on the tailnet
MB_TOKEN=mbt_… python3 server.py  → enables the generator tab (MODELBEAST bearer token)

No build step: stdlib server + three.js from CDN. Heavy lifting = local headless Blender (blender_ops.py, tested on 5.1.2; override path with WG_BLENDER).

What it does

• Library panes: bodies (scans library/bodies/ + ~/Documents/anatomy + thriftgod's web/assets/models), garments, generated images, finished outfits. Upload via file inputs.
• Stage: orbit viewer; FBX auto-converts to GLB (cached in .glbcache/); HUD reads tris / height / rig state (bones + clips); first clip auto-plays.
• Body ops: scale-to-height (bases arrive 1.0m tall — normalize to ~1.72m); decimate-keep-weights (the SAFE local path for rigged meshes — never farm /finish).
• Rigid attach (tier 1): hats/bags/shoes → pick a bone, slide offsets, preview live. Bake permanently via the fleet /rig endpoint (m1ultra :8011) when happy.
• Deforming FIT (tier 2): weight-transfers the rigged body's skinning onto a garment mesh (Blender data_transfer, nearest-face interpolated, optional inflate-mm of air), parents it to the armature. FIT → wardrobe item = garment+skeleton GLB (reusable); fit → dressed glb = body+garment in one.
• Assemble: body + ticked fitted garments → one dressed GLB in out/ — drop straight into thriftgod / djsim / procity, or publish to 3GOD.

Generating NEW clothing (the pipeline, $0 on MODELBEAST)

1. flux (flux_local, Klein) — product-shot prompt template: garment laid flat, white bg
2. cutout (bg_remove_local) — the biggest quality lever before 3D
3. then ONE of:
   • → rigid 3D (trellis_mac, ~5 min): hats, shoes, bags, glasses — bone-parent these. NOT for floppy cloth: reconstruction eats thin geometry (fleet traps ledger).
   • → hanging texture: flat garment PNG for rack planes (djsim fittings.js garment({image})) and the paper-doll wardrobe. Flat clothes love this route.
   • deforming wearables: model/retopo against the base body (or socket-cut a clothed torso, character_kit_modular style), then FIT. Never raw-gen these.

House rules

• Bases (anatomical models) stay in the library. Only dressed outfits ship into games.
• FIT requires a rigged body. Unrigged base → rig first (MIRPAMO on ultra, or Mixamo).
• One skeleton (mixamorig) across the fleet: any garment fitted on one body fits every body on that skeleton, and every clip in the bank drives it.