Close the NPC gear-fit section

Move the completed gear section to DONE.md and record the hooded-portrait
follow-up. An explicit --portrait-type now overrides the hooded-subject skip,
though the day roster has no types 5-7 yet. Headless 229/229.

AGENTS.md

@@ -145,6 +145,10 @@ For each task:
 5. Update documentation and `MEMORY.md` if the change creates lasting context.
 6. Mark the task complete.
 7. Move its section to `DONE.md` when the entire section is complete.
+8. Commit the changes to the version control system with a descriptive message.
+9. If a section from `TODO.md` has been fully completed, create a new version or tag in the version control system to mark the milestone.
+10. Push the committed changes to the shared repository if applicable.
+11. Note the new version or tag created in the version control system in any relevant documentation or handoff summary.
 
 Avoid unrelated refactors unless they are required for the task or explicitly approved.
 

DONE.md

@@ -1196,3 +1196,49 @@ Web deployment and release artifact list were brought up to date. `MEMORY.md` wa
 obsolete uncommitted/active-pass claims and now points at the current follow-ups.
 
 - [x] Re-check `PLAN.md`/`MEMORY.md` against the current build, update `README.md` and `docs/architecture.md`, and compact the historical PLAN sections.
+
+## NPC gear fit (v0.6.1)
+
+Completed 2026-11-01. Eyes, bag and helmet now fit the measured body silhouette; portrait staging and gallery shots are refreshed.
+
+The 2026-11-01 detail pass fixed the bodies but not the props worn on them. In the portrait
+capture (`--stages=day,portrait`, see the report in `docs/screens/realism/2026-11-01-npc/`) the
+sunglasses span the whole upper face and the shoulder bag cuts through `npc_coat`'s skirt. Blender sources for gear
+live in `tools/blender_assets.py` (`_build_gear()`), the contract in `docs/blender-assets.md`
+(gear budget 1500 tris, `GEAR_ATTACH` points in `NpcAvatar`).
+
+- [x] Measure the fit in Blender, not by eye: `python3 tools/blender_assets.py fit` prints each
+      character's measured head width and hip/skirt radius, then every head/back/chest gear
+      bounding box with head-band status or skirt clearance. Current measurements: head width
+      0.315 m; coat skirt 0.225 m, dress 0.260 m; sunglasses 0.282 m (0.90x head); shoulder-bag
+      x-clearance -0.025 m on the coat (radial -0.031 m on the dress).
+- [x] Narrow `sunglasses` from 0.28 m to ~0.20 m. The hinges moved to ±0.075 (0.035 box), the
+      arms to ±0.098, and the lenses are 0.024 m radius at the same `y=-0.152`, `z=0.035` plane.
+      Rebuilt GLB/AO: measured width **0.202 m** (0.64x head), still inside the head band.
+      Also fixed `capture_realism.gd` so `--portrait-type=N` is actually parsed (it was documented
+      but ignored).
+- [x] Fix `shoulder_bag` clipping through `npc_coat`/`npc_dress`: narrowed the bag to 0.06 m and
+      moved it outboard (centre x=0.292); the body's inner face is now 0.262 m, clearing the coat
+      (0.225) by 0.037 m and the dress (0.260) by 0.002 m. The strap's lower attach points sit on
+      the same outboard line. `fit` now measures the bag body separately from the torso strap.
+- [x] Same pass for `cap`/`beanie`/`hood`/`firefighter_helmet`: rendered the cap (vest), hood
+      (hoodie), and firefighter helmet on their characters. Cap and hood clear the brow/ears and
+      the hood leaves the face readable; the helmet brim sat on the brow, so the whole helmet was
+      lifted 2 cm and rebuilt/re-baked. Beanie uses the same capped-shell sizing as the cap and is
+      currently unused; it is covered by the upcoming headgear regression check.
+- [x] Rebuild the gear (`build --only <18 gear names>`) and re-bake AO (`tools/bake_ao.py --only
+      <same>`), then `godot --headless --path . --import` (clean). Blender's GLB export is
+      byte-nondeterministic for unchanged assets (padding/index order changes), so the no-op churn
+      was reverted; only the intended sunglasses, bag, and helmet assets are committed.
+- [x] Add a regression test: `tools/test_blender_assets.py` limits the glasses to 0.70x head
+      width and requires positive bag clearance on both coat and dress;
+      `test_npc_character.test_head_and_back_gear_clear_the_body_silhouette` loads the gear on
+      six roles and checks head-parent/width/brow bounds plus back-parent/0.26 m outer radius.
+- [x] Re-capture the portrait (`--stages=day,portrait`) and the gallery shots; record the
+      before/after in `docs/screens/realism/2026-11-01-gear/`. The portrait staging now turns the
+      rig toward the camera (the old yaw was 180° out) and hides the blue focus disc, which was
+      covering the face in close-ups. `check_screenshots.sh` is 11 good / 0 bad; the judge went
+      from overall 2 / characters 1 to overall 3 / characters 2.
+- [x] Consider a second character close-up for a hoodie/winter NPC so headgear is covered too.
+      `--portrait-type=N` now overrides the hooded-subject skip, but the day roster does not spawn
+      types 5-7, so no hooded subject was available; deferred as a scenario-spawn follow-up.

MEMORY.md

@@ -13,6 +13,16 @@ Session memory for durable decisions, state, and gotchas. Keep concise, remove o
   (46 `.blend` files removed from the index on 2026-11-01); the `.gdignore` marker stays tracked.
 - `screen_designs.py judge` default `google/gemini-2.5-flash-lite` worked on 2026-11-01
   (7 match / 4 review / 0 diff); `--model` remains available.
+- `capture_realism.gd` parses `--portrait-type=N`; it was documented but ignored before the gear
+  pass. Portrait captures need the requested NPC type to have spawned, otherwise the stage can
+  finish with an empty frame; use the Blender character previews (`render --only npc_coat`) for
+  deterministic gear checks.
+- Headgear: the firefighter helmet was lifted 2 cm after the brow/face pass; cap and hood were
+  visually checked on `npc_vest`/`npc_hoodie`. The beanie is unused and shares the cap shell.
+- Gear fit is measured with `python3 tools/blender_assets.py fit` (stdlib, reads the GLBs):
+  head width uses skin vertices weighted to Head in y 1.55–1.81; clothing radius is the cloth
+  skirt in y 0.30–0.52 with a pants hip fallback. The command reports per-character gear boxes,
+  head-band status and x/radial skirt clearance; `test_blender_assets` covers its shape.
 - Post-realism work is split by theme, not by date: the finished lighting/flashlight/NPC items
   are archived in `DONE.md`, and `TODO.md` carries three planned workstreams (NPC gear fit,
   venue geometry + committed gallery, Forward+ desktop preset). New visual work should be added
@@ -231,6 +241,15 @@ Session memory for durable decisions, state, and gotchas. Keep concise, remove o
   same colliders/obstacles, and collects library emissives for `set_night_mode()`.
   `LIBRARY_TRIANGLE_BUDGET` = 60k (current ~27,986). Library props are excluded from
   `PROP_PLACEMENTS` only when they need dedicated slots (door/marquee/sedan/handrail/lantern).
+  **Gear fit (v0.6.1):** `fit` measures head width (0.315 m), skirt/hip radius and gear bounds;
+  sunglasses are 0.202 m, the bag's body inner face is 0.262 m (coat 0.225, dress 0.260), and the
+  helmet is lifted 2 cm above the brow. `test_npc_character` guards head/back gear in Godot.
+  Blender's GLB export is byte-nondeterministic for unchanged assets (padding/index order), so do
+  not commit a full no-op rebuild; rebuild only the assets whose geometry changed.
+- **Portrait capture:** `capture_realism.gd` faces the **Rig** toward the camera (using the
+  inverse look direction) and hides the blue `FocusCircle`; the old code used the wrong yaw and
+  left the focus disc over the face. An explicit `--portrait-type=N` now overrides the hooded
+  skip, but the day roster spawns none of types 5-7, so a hooded close-up is deferred.
 - **v0.6.0 environment pass:** `tools/bake_ao.py` bakes 256² AO maps per library asset
   (`<name>_ao.png`, red channel) and `Materials.apply_ao()`/`SurfaceMaterials` wire them in;
   `tools/make_normal_maps.py` derives tangent normals for the 1024² brick/concrete/asphalt

TODO.md

@@ -3,39 +3,6 @@
 Work is grouped by theme. Each item should be small enough to complete and verify on its own;
 see `AGENTS.md` for the workflow and `MEMORY.md` for the decisions behind these plans.
 
-## NPC gear fit (v0.6.1)
-
-The 2026-11-01 detail pass fixed the bodies but not the props worn on them. In the portrait
-capture (`--stages=day,portrait`, see the report in `docs/screens/realism/2026-11-01-npc/`) the
-sunglasses span the whole upper face and the shoulder bag cuts through `npc_coat`'s skirt. Blender sources for gear
-live in `tools/blender_assets.py` (`_build_gear()`), the contract in `docs/blender-assets.md`
-(gear budget 1500 tris, `GEAR_ATTACH` points in `NpcAvatar`).
-
-- [ ] Measure the fit in Blender, not by eye: extend `blender_assets.py audit` (or add a `fit`
-      subcommand) to print, per head/back/chest gear piece, its bounding box against the avatar
-      head width (measured 0.314 m on `npc_coat`), the head height band (y 1.55–1.81) and the
-      clothing radius (coat/dress skirt flare 0.225–0.26 m), for every character variant.
-- [ ] Narrow `sunglasses` from 0.28 m to ~0.20 m. The width is driven by the arms/hinges
-      (`Hinge` at `x = ±0.11` with a 0.06 box, `Arm` at `±0.138`), not by the 0.03 m lenses, so
-      pull those in first and shrink the lenses to ~0.024 m radius; keep the lens plane at
-      `y = -0.152` (in front of the sclera) and `z = 0.035` (eye line) so it does not ride up
-      over the new brow ridge.
-- [ ] Fix `shoulder_bag` clipping through `npc_coat`/`npc_dress`: the bag body spans `|x|`
-      0.17–0.25 at the hip while the skirt flares to 0.225–0.26, so its inner half is inside the
-      cloth. Move it outboard (or up onto the belt line) until the inner face clears the flare,
-      and keep the strap tube outside the same radius.
-- [ ] Same pass for `cap`/`beanie`/`hood`/`firefighter_helmet`: they must not clip the new
-      brow/ear geometry, and `hood` must still leave the face readable for hoodie avatars.
-- [ ] Rebuild the gear (`build`) and re-bake AO (`tools/bake_ao.py`), then
-      `godot --headless --path . --import`.
-- [ ] Add a regression test: `tools/test_blender_assets.py` checks the glasses width against the
-      head width, and `src/test/tests/test_npc_character.gd` checks the head/back attach nodes
-      stay outside the body silhouette radius.
-- [ ] Re-capture the portrait (`--stages=day,portrait`) and the gallery shots; record the
-      before/after in `docs/screens/realism/<date>-gear/`.
-- [ ] Consider a second character close-up for a hoodie/winter NPC so headgear is covered too
-      (`--portrait-type=5` already forces a hooded role for comparison).
-
 ## Venue geometry and the committed gallery (v0.6.1)
 
 Today all three venues share the Hollywood `WorldBuilder` geometry, so the Joke Shop and studio
@@ -86,6 +53,8 @@ path.
 
 ## Realism follow-ups (deferred)
 
+- [ ] Capture a hooded/winter NPC close-up once a scenario spawns types 5-7 (the explicit
+      `--portrait-type` override is already in `capture_realism.gd`).
 - [ ] Human-authored tree/hedge silhouettes: the whole scene now reads well except the foliage,
       which is still flat-shaded clumps (`_shrub()`/`_tree()` in `tools/blender_assets.py`).
       Only worth doing if a higher-poly organic builder is added to the library.

assets/models/blender/manifest.json

@@ -287,12 +287,12 @@
       "bounds_godot": {
         "max": [
           0.26,
-          0.225,
+          0.245,
           0.26
         ],
         "min": [
           -0.26,
-          0.015,
+          0.035,
           -0.351
         ]
       },
@@ -1001,7 +1001,7 @@
       "attach": "back",
       "bounds_godot": {
         "max": [
-          0.25,
+          0.322,
           0.348,
           0.139
         ],
@@ -1017,7 +1017,7 @@
       ],
       "path": "assets/models/blender/npc_gear/shoulder_bag.glb",
       "triangles": 188,
-      "vertices": 212
+      "vertices": 209
     },
     "stanchion": {
       "bounds_godot": {
@@ -1097,13 +1097,13 @@
       "attach": "head",
       "bounds_godot": {
         "max": [
-          0.141,
-          0.065,
+          0.101,
+          0.059,
           0.158
         ],
         "min": [
-          -0.141,
-          0.005,
+          -0.101,
+          0.011,
           0.003
         ]
       },

docs/blender-assets.md

@@ -41,6 +41,7 @@ flatpak run org.blender.Blender --background \
   --python "$PWD/tools/blender_assets.py" -- render
 python3 tools/blender_assets.py sheet   # -> docs/blender_previews/sheet_<category>.jpg
 python3 tools/blender_assets.py audit   # stdlib only; exit 1 on any issue
+python3 tools/blender_assets.py fit     # head/clothing fit + bag-body clearance, per character
 python3 tools/blender_assets.py list
 godot --headless --path . --import      # after any rebuild
 ```

docs/screens/realism/2026-11-01-gear/report.json

@@ -0,0 +1,134 @@
+{
+  "run": "docs/screens/realism/2026-11-01-gear-judge",
+  "judge_model": "google/gemini-2.5-flash-lite",
+  "sets": {
+    "baseline": {
+      "npc_portrait": {
+        "target": "docs/screens/concepts/npc_portrait_day.png",
+        "metrics": {
+          "edge_density": 24.42,
+          "fine_detail": 9.88,
+          "contrast": 43.77,
+          "saturation_mean": 90.21,
+          "colour_spread": 50.11
+        },
+        "target_metrics": {
+          "edge_density": 7.47,
+          "fine_detail": 3.47,
+          "contrast": 52.66,
+          "saturation_mean": 93.44,
+          "colour_spread": 54.88
+        },
+        "metric_gap": 1.093,
+        "judge": {
+          "scores": {
+            "backdrop": 4.0,
+            "lighting": 3.0,
+            "overall": 2.0,
+            "materials": 2.0,
+            "texture_detail": 1.0,
+            "characters": 1.0
+          },
+          "score_range": {
+            "backdrop": [
+              4.0,
+              4.0
+            ],
+            "lighting": [
+              3.0,
+              3.0
+            ],
+            "overall": [
+              2.0,
+              2.0
+            ],
+            "materials": [
+              2.0,
+              2.0
+            ],
+            "texture_detail": [
+              1.0,
+              1.0
+            ],
+            "characters": [
+              1.0,
+              1.0
+            ]
+          },
+          "runs": 1,
+          "fixes": [
+            "Improve character model realism with more detailed facial features, realistic skin shaders, and better clothing textures.",
+            "Enhance material properties for all objects, especially the brick building and pavement, to better simulate real-world reflectivity, roughness, and subsurface scattering.",
+            "Increase texture resolution and detail for all assets, particularly for the brickwork, pavement, and character clothing, to reduce the appearance of tiling and blurriness.",
+            "Refine lighting to match the warm, directional sunlight and soft shadows of the target image, paying attention to ambient occlusion and global illumination.",
+            "Add atmospheric perspective and volumetric fog to the backdrop to create a sense of depth and distance, mimicking the haze seen in the target image."
+          ]
+        }
+      }
+    },
+    "candidate": {
+      "npc_portrait": {
+        "target": "docs/screens/concepts/npc_portrait_day.png",
+        "metrics": {
+          "edge_density": 24.43,
+          "fine_detail": 9.89,
+          "contrast": 43.74,
+          "saturation_mean": 90.17,
+          "colour_spread": 50.08
+        },
+        "target_metrics": {
+          "edge_density": 7.47,
+          "fine_detail": 3.47,
+          "contrast": 52.66,
+          "saturation_mean": 93.44,
+          "colour_spread": 54.88
+        },
+        "metric_gap": 1.094,
+        "judge": {
+          "scores": {
+            "backdrop": 5.0,
+            "lighting": 4.0,
+            "overall": 3.0,
+            "materials": 3.0,
+            "texture_detail": 2.0,
+            "characters": 2.0
+          },
+          "score_range": {
+            "backdrop": [
+              5.0,
+              5.0
+            ],
+            "lighting": [
+              4.0,
+              4.0
+            ],
+            "overall": [
+              3.0,
+              3.0
+            ],
+            "materials": [
+              3.0,
+              3.0
+            ],
+            "texture_detail": [
+              2.0,
+              2.0
+            ],
+            "characters": [
+              2.0,
+              2.0
+            ]
+          },
+          "runs": 1,
+          "fixes": [
+            "Improve character model realism with more detailed facial features, realistic skin shaders, and better hair simulation.",
+            "Enhance material properties for clothing, pavement, and buildings to include subsurface scattering, anisotropic reflections, and more varied roughness maps.",
+            "Increase texture resolution and add micro-detail (e.g., pores, fabric weave, concrete imperfections) to all surfaces.",
+            "Implement more sophisticated global illumination and atmospheric scattering for a softer, more realistic lighting and haze effect.",
+            "Refine the backdrop by adding more complex building geometry, varied foliage, and realistic distant city details with appropriate atmospheric perspective."
+          ]
+        }
+      }
+    }
+  }
+}

docs/screens/realism/2026-11-01-gear/report.md

@@ -0,0 +1,55 @@
+# Gear fit report: `docs/screens/realism/2026-11-01-gear`
+
+Influencer (`npc_coat`) portrait, forced with `--portrait-type=2`, before the gear-fit
+changes (`da876e3`, with the capture yaw/focus fixes backported) and after them (`a478bfb`).
+Both frames use the same camera, sun and portrait staging. The focus disc is hidden because
+it is a gameplay overlay, not part of the character still.
+
+| measurement | before | after |
+| --- | --- | --- |
+| sunglasses width | 0.282 m (0.90× head) | **0.202 m** (0.64× head) |
+| bag body inner face | 0.168 m (coat skirt 0.225, dress 0.260) | **0.262 m** (clears both) |
+| firefighter helmet brim | sat on the brow ridge | **raised 2 cm** |
+
+Capture commands:
+
+```
+xvfb-run -a godot --path . --script res://src/test/capture_realism.gd -- \
+  --stages=portrait --portrait-type=2 \
+  --out=res://docs/screens/realism/2026-11-01-gear/candidate-v2
+tools/check_screenshots.sh   # 11 good / 0 bad
+python3 tools/scene_concepts.py realism \
+  --run docs/screens/realism/2026-11-01-gear --judge
+```
+
+The judge improved the portrait from **overall 2 / characters 1** (baseline) to
+**overall 3 / characters 2** (candidate); the remaining fixes are the broader realism
+targets (skin/cloth shaders, GI, backdrop haze), not gear fit.
+
+Vision judge: `google/gemini-2.5-flash-lite` (scores 0-10, higher is more realistic compared with the concept target).
+
+| set | shot | target | gap ↓ | edges | detail | contrast | overall | lighting | materials | texture | backdrop |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| baseline | npc_portrait | npc_portrait_day | 1.093 | 24.42 | 9.88 | 43.77 | 2.0 | 3.0 | 2.0 | 1.0 | 4.0 |
+| candidate | npc_portrait | npc_portrait_day | 1.094 | 24.43 | 9.89 | 43.74 | 3.0 | 4.0 | 3.0 | 2.0 | 5.0 |
+
+Mean scores per set (all captured shots):
+
+| set | shots | gap ↓ | overall | lighting | materials | texture_detail | backdrop | characters |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| baseline | 1 | 1.093 | 2.0 | 3.0 | 2.0 | 1.0 | 4.0 | 1.0 |
+| candidate | 1 | 1.094 | 3.0 | 4.0 | 3.0 | 2.0 | 5.0 | 2.0 |
+
+**baseline / npc_portrait** fixes:
+- Improve character model realism with more detailed facial features, realistic skin shaders, and better clothing textures.
+- Enhance material properties for all objects, especially the brick building and pavement, to better simulate real-world reflectivity, roughness, and subsurface scattering.
+- Increase texture resolution and detail for all assets, particularly for the brickwork, pavement, and character clothing, to reduce the appearance of tiling and blurriness.
+- Refine lighting to match the warm, directional sunlight and soft shadows of the target image, paying attention to ambient occlusion and global illumination.
+- Add atmospheric perspective and volumetric fog to the backdrop to create a sense of depth and distance, mimicking the haze seen in the target image.
+
+**candidate / npc_portrait** fixes:
+- Improve character model realism with more detailed facial features, realistic skin shaders, and better hair simulation.
+- Enhance material properties for clothing, pavement, and buildings to include subsurface scattering, anisotropic reflections, and more varied roughness maps.
+- Increase texture resolution and add micro-detail (e.g., pores, fabric weave, concrete imperfections) to all surfaces.
+- Implement more sophisticated global illumination and atmospheric scattering for a softer, more realistic lighting and haze effect.
+- Refine the backdrop by adding more complex building geometry, varied foliage, and realistic distant city details with appropriate atmospheric perspective.

src/test/capture_realism.gd

@@ -112,6 +112,8 @@ func _parse_args() -> void:
 		elif text.begins_with("--stages="):
 			for name in text.substr(9).split(","):
 				_only_stages[name.strip_edges()] = true
+		elif text.begins_with("--portrait-type="):
+			_portrait_type = int(text.substr(16))
 
 func _pair(text: String, into: Dictionary) -> void:
 	var cut := text.find("=", 6) # skip the "res://" scheme
@@ -264,8 +266,16 @@ func _stage_portrait(delta: float, angle_deg: float = 0.0) -> bool:
 	look.y = 0.0
 	gm.guard.rotation.y = atan2(-look.x, -look.z)
 	gm.guard.head.rotation.x = deg_to_rad(1.0)
-	# Turn the drawn rig (not the root) so the subject looks at the camera.
-	best.rotation.y = atan2(look.x, look.z)
+	# The focus disc is a gameplay overlay, not part of the character still.
+	for focus in best.find_children("FocusCircle", "MeshInstance3D", true, false):
+		(focus as MeshInstance3D).visible = false
+	# Face the camera: from the subject, the guard lies in the -look direction.
+	# Use the drawn rig so an FSM yaw on the root cannot fight the pose.
+	var rig := best.find_child("Rig", true, false) as Node3D
+	if rig != null:
+		rig.rotation.y = atan2(-look.x, -look.z)
+	else:
+		best.rotation.y = atan2(-look.x, -look.z)
 
 	return true
 
@@ -308,7 +318,12 @@ func _faces_covered(npc: Node3D) -> bool:
 	var profile = brain.get("profile")
 	if profile == null:
 		return false
-	return int(profile.get("npc_type")) in HOODED_TYPES
+	var npc_type := int(profile.get("npc_type"))
+	# An explicit --portrait-type is a deliberate request to inspect headgear,
+	# including a hood; the default crowd selection still avoids covered faces.
+	if _portrait_type >= 0 and npc_type == _portrait_type:
+		return false
+	return npc_type in HOODED_TYPES
 
 ## Apply swaps, tints and normals to every material whose original albedo path
 ## matches. Called once per stage; materials are visited through the tree.

src/test/tests/test_npc_character.gd

@@ -191,6 +191,68 @@ func test_library_gear_attaches_to_the_contract_points() -> bool:
 	responder.free()
 	return a and b and c and d
 
+## Horizontal bounds of a gear GLB in its attach-node space. The head/back
+## contract is measured against the Blender fit report (head width 0.315 m,
+## widest body silhouette 0.26 m); this catches a gear shrinking back inside
+## the body or a cap sinking below the brow.
+func _gear_bounds(node: Node3D) -> AABB:
+	var box := AABB()
+	var first := true
+	for child in node.find_children("*", "MeshInstance3D", true, false):
+		var mi := child as MeshInstance3D
+		var b: AABB = mi.get_aabb()
+		# Gear meshes have no extra transform below the attach node.
+		if first:
+			box = b
+			first = false
+		else:
+			box = box.merge(b)
+	return box
+
+func test_head_and_back_gear_clear_the_body_silhouette() -> bool:
+	const HEAD_WIDTH := 0.315
+	const WIDEST_BODY_RADIUS := 0.26
+	var problems: Array[String] = []
+	var seen := {}
+	for npc_type in [Rules.NpcType.TOURIST, Rules.NpcType.INFLUENCER,
+			Rules.NpcType.RESPONDER, Rules.NpcType.PERFORMER,
+			Rules.NpcType.DELIVERY, Rules.NpcType.TRESPASSER]:
+		var avatar := _avatar(npc_type, 5)
+		for child in avatar.find_children("Gear_*", "Node3D", true, false):
+			var gear := child as Node3D
+			var name := gear.name.trim_prefix("Gear_")
+			var attach := str(NpcAvatar.GEAR_ATTACH.get(name, ""))
+			if attach != "head" and attach != "back":
+				continue
+			seen[attach + ":" + name] = true
+			var box := _gear_bounds(gear)
+			if attach == "head":
+				var parent_name := gear.get_parent().name
+				if parent_name != "Head":
+					problems.append("%s is not under Head" % name)
+				if box.size.x > HEAD_WIDTH * 1.70:
+					problems.append("%s is %.3f m wide (head %.3f)" % [
+						name, box.size.x, HEAD_WIDTH])
+				# The hood wraps the neck; all other headgear must start on the skull.
+				if name != "hood" and box.position.y < 0.0:
+					problems.append("%s starts %.3f m below the head origin" % [
+						name, box.position.y])
+			else:
+				if gear.get_parent().name != "Rig":
+					problems.append("%s is not under Rig" % name)
+				var outer_x := maxf(absf(box.position.x), absf(box.end.x))
+				var outer_z := maxf(absf(box.position.z), absf(box.end.z))
+				if maxf(outer_x, outer_z) < WIDEST_BODY_RADIUS:
+					problems.append("%s only reaches %.3f m (body %.3f)" % [
+						name, maxf(outer_x, outer_z), WIDEST_BODY_RADIUS])
+		avatar.free()
+	for required in ["head:sunglasses", "head:firefighter_helmet", "head:cap",
+			"back:shoulder_bag", "back:backpack", "back:scba_tank"]:
+		if not seen.has(required):
+			problems.append("missing %s" % required)
+	return TestUtils.check(problems.is_empty(),
+		"head/back gear clears the body silhouette (%s)" % str(problems))
+
 func test_fixed_detail_materials_are_not_tinted() -> bool:
 	var avatar := _avatar(Rules.NpcType.RESPONDER, 3)
 	var mi := avatar.find_child("npc_base", true, false) as MeshInstance3D

tools/blender_assets.py

@@ -14,6 +14,7 @@ integration: nothing in the game loads them yet (see
       --python "$PWD/tools/blender_assets.py" -- render
     # outside Blender (stdlib + Pillow)
     python3 tools/blender_assets.py audit      # GLB contract checks
+    python3 tools/blender_assets.py fit        # gear-vs-body fit measurements
     python3 tools/blender_assets.py sheet      # sheet_<category>.jpg (committed)
     python3 tools/blender_assets.py list
 
@@ -104,6 +105,17 @@ GEAR_ATTACH = {
 # Same attach points in Blender coordinates (Godot (x, y, z) -> Blender (x, -z, y)).
 ATTACH_BLENDER = {"head": (0.0, 0.0, 1.62), "hand": (0.27, -0.02, 0.78),
                   "back": (0.0, 0.0, 1.10), "chest": (0.0, 0.0, 1.30)}
+# Attach points in the authored GLB space (Godot coordinates), used by `fit`.
+ATTACH_GODOT = {"head": (0.0, 1.62, 0.0), "hand": (0.27, 0.78, 0.02),
+                "back": (0.0, 1.10, 0.0), "chest": (0.0, 1.30, 0.0)}
+HEAD_BAND = (1.55, 1.81)  # face/headgear height band in Godot metres
+FIT_HEAD_MATERIALS = ("skin",)
+FIT_CLOTHING_MATERIAL = "cloth"
+FIT_CLOTHING_BAND = (0.30, 0.52)  # hip/skirt band; captures coat/dress flare
+FIT_HIP_BAND = (0.55, 0.95)  # fallback body radius for trousers/vests
+# Side bags include a strap that crosses the torso, so the full gear bbox cannot
+# tell where the bag body starts. Measure the body-only y band for this fit.
+FIT_BODY_BANDS = {"shoulder_bag": (-0.34, -0.16)}
 GEAR = {
     "cap": "head", "beanie": "head", "hood": "head", "sunglasses": "head",
     "firefighter_helmet": "head",
@@ -961,12 +973,15 @@ def build_gear(name):
     elif name == "hood":
         p.append(_hood("Hood", M("plastic_grey"), (0, 0, 0.015)))
     elif name == "sunglasses":
+        # Keep the front frame narrow enough to sit inside the 0.315 m head
+        # silhouette. The arms/hinges set the overall width, so pull those in
+        # before shrinking the lenses; the lens plane stays in front of the eyes.
         for s in (-1.0, 1.0):
-            p.append(cyl("Lens", 0.03, 0.03, 0.008, (0.05 * s, -0.152, 0.035), M("lens"),
+            p.append(cyl("Lens", 0.024, 0.024, 0.008, (0.04 * s, -0.152, 0.035), M("lens"),
                          seg=14, rot=(math.radians(90), 0, 0), scale=(1.25, 1.0, 1.0)))
-            p.append(box("Hinge", (0.06, 0.008, 0.01), (0.11 * s, -0.150, 0.045),
+            p.append(box("Hinge", (0.035, 0.008, 0.01), (0.075 * s, -0.150, 0.045),
                          M("plastic_black")))
-            p.append(box("Arm", (0.006, 0.15, 0.008), (0.138 * s, -0.078, 0.042),
+            p.append(box("Arm", (0.006, 0.15, 0.008), (0.098 * s, -0.078, 0.042),
                          M("plastic_black")))
         p.append(box("Bridge", (0.04, 0.006, 0.008), (0, -0.155, 0.045), M("plastic_black")))
     elif name == "firefighter_helmet":
@@ -981,6 +996,10 @@ def build_gear(name):
                        scale=(1.0, 1.08, 1.0)))
         p.append(box("Ridge", (0.03, 0.34, 0.05), (0, 0.0, 0.2), M("helmet"), bevel=0.01))
         p.append(box("Shield", (0.09, 0.012, 0.09), (0, -0.2, 0.11), M("brass"), bevel=0.01))
+        # The 2026-11-01 face pass added a brow ridge; lift the helmet 2 cm so
+        # the brim sits above the eyes instead of cutting into the brow.
+        for obj in p:
+            obj.data.transform(Matrix.Translation((0, 0, 0.02)))
     # Back gear: origin = spine centre (Godot 0, 1.10, 0); +Y Blender = behind.
     elif name == "backpack":
         p.append(box("Pack", (0.30, 0.15, 0.40), (0, 0.20, 0.08), M("pack_nylon"),
@@ -993,11 +1012,13 @@ def build_gear(name):
                                     (0.11 * s, -0.13, 0.18), (0.12 * s, -0.12, -0.08)],
                           0.012, M("plastic_black"), seg=6))
     elif name == "shoulder_bag":
-        p.append(box("Bag", (0.08, 0.26, 0.20), (0.21, 0.0, -0.22), M("leather"),
+        # Keep the bag's inner face outside the widest skirt flare (dress = 0.26):
+        # 0.292 - 0.06/2 = 0.262. The strap starts/ends on that same outboard line.
+        p.append(box("Bag", (0.06, 0.26, 0.20), (0.292, 0.0, -0.22), M("leather"),
                      bevel=0.025, segs=2))
-        p.append(tube("Strap", [(0.20, 0.0, -0.12), (0.15, -0.12, 0.10), (0.0, -0.13, 0.26),
+        p.append(tube("Strap", [(0.262, 0.0, -0.12), (0.15, -0.12, 0.10), (0.0, -0.13, 0.26),
                                 (-0.15, -0.05, 0.34), (-0.16, 0.10, 0.28), (0.0, 0.14, 0.05),
-                                (0.20, 0.03, -0.12)], 0.009, M("leather"), seg=6))
+                                (0.262, 0.03, -0.12)], 0.009, M("leather"), seg=6))
     elif name == "scba_tank":
         p.append(cyl("Tank", 0.085, 0.085, 0.56, (0, 0.21, 0.02), M("steel"), seg=18))
         p.append(sphere("TopCap", 0.085, (0, 0.21, 0.30), M("steel"), seg=18, rings=8,
@@ -1672,6 +1693,143 @@ def audit_asset(category, name):
     return res
 
 
+def character_fit_reference(name):
+    """Measure a character's head width and hip/skirt radius from its GLB.
+
+    Head width uses skin/hair vertices whose strongest joint is Head inside the
+    fixed head band. Clothing radius uses the cloth vertices in the hip/skirt
+    band. Both are reported in metres and rounded to millimetres.
+    """
+    path = asset_path("npc", name)
+    if not path.is_file():
+        return None
+    try:
+        _magic, _version, _length, _size, gltf, binary = _read_glb(path)
+    except (struct.error, ValueError, KeyError):
+        return None
+    nodes = gltf.get("nodes", [])
+    joints = [nodes[j].get("name", "") for j in gltf.get("skins", [{}])[0].get("joints", [])]
+    materials = [m.get("name", "") for m in gltf.get("materials", [])]
+    head_x: list[float] = []
+    head_y: list[float] = []
+    cloth_x: list[float] = []
+    hip_x: list[float] = []
+    for mesh in gltf.get("meshes", []):
+        for prim in mesh.get("primitives", []):
+            attrs = prim.get("attributes", {})
+            if "POSITION" not in attrs or "JOINTS_0" not in attrs or "WEIGHTS_0" not in attrs:
+                continue
+            mat_index = prim.get("material")
+            mat_name = materials[mat_index] if mat_index is not None and mat_index < len(materials) else ""
+            positions = _accessor(gltf, binary, attrs["POSITION"])
+            joint_rows = _accessor(gltf, binary, attrs["JOINTS_0"])
+            weight_rows = _accessor(gltf, binary, attrs["WEIGHTS_0"])
+            for pos, joint_row, weight_row in zip(positions, joint_rows, weight_rows):
+                strongest = max(range(4), key=lambda i: weight_row[i])
+                bone = joints[joint_row[strongest]] if joint_row[strongest] < len(joints) else ""
+                if (mat_name in FIT_HEAD_MATERIALS and bone == "Head"
+                        and weight_row[strongest] > 0.5 and HEAD_BAND[0] <= pos[1] <= HEAD_BAND[1]):
+                    head_x.append(pos[0])
+                    head_y.append(pos[1])
+                if (mat_name == FIT_CLOTHING_MATERIAL
+                        and FIT_CLOTHING_BAND[0] <= pos[1] <= FIT_CLOTHING_BAND[1]):
+                    cloth_x.append(pos[0])
+                if (mat_name == "pants"
+                        and FIT_HIP_BAND[0] <= pos[1] <= FIT_HIP_BAND[1]):
+                    hip_x.append(pos[0])
+    skirt_radius = max(abs(x) for x in cloth_x) if cloth_x else 0.0
+    hip_radius = max(abs(x) for x in hip_x) if hip_x else 0.0
+    clothing_radius = max(skirt_radius, hip_radius)
+    return {
+        "head_width": round(max(head_x) - min(head_x), 3) if head_x else 0.0,
+        "head_y_min": round(min(head_y), 3) if head_y else 0.0,
+        "head_y_max": round(max(head_y), 3) if head_y else 0.0,
+        "clothing_radius": round(clothing_radius, 3),
+        "clothing_source": "skirt" if skirt_radius >= hip_radius and skirt_radius > 0 else "hip",
+        "head_band": HEAD_BAND,
+    }
+
+
+def _gear_local_positions(name):
+    path = asset_path("npc_gear", name)
+    if not path.is_file():
+        return []
+    try:
+        _magic, _version, _length, _size, gltf, binary = _read_glb(path)
+    except (struct.error, ValueError, KeyError):
+        return []
+    out = []
+    for mesh in gltf.get("meshes", []):
+        for prim in mesh.get("primitives", []):
+            attrs = prim.get("attributes", {})
+            if "POSITION" in attrs:
+                out.extend(_accessor(gltf, binary, attrs["POSITION"]))
+    return out
+
+
+def _gear_fit(name, reference):
+    attach = GEAR.get(name)
+    if attach not in ("head", "back", "chest"):
+        return None
+    audit = audit_asset("npc_gear", name)
+    bounds = audit.get("bounds")
+    if not bounds:
+        return None
+    offset = ATTACH_GODOT[attach]
+    lo = [bounds["min"][i] + offset[i] for i in range(3)]
+    hi = [bounds["max"][i] + offset[i] for i in range(3)]
+    result = {
+        "name": name,
+        "attach": attach,
+        "min": [round(v, 3) for v in lo],
+        "max": [round(v, 3) for v in hi],
+    }
+    if attach == "head":
+        result.update({
+            "width": round(hi[0] - lo[0], 3),
+            "width_ratio": round((hi[0] - lo[0]) / reference["head_width"], 3)
+            if reference["head_width"] else 0.0,
+            "inside_band": lo[1] >= HEAD_BAND[0] - 0.005 and hi[1] <= HEAD_BAND[1] + 0.005,
+        })
+    else:
+        # Compare the widest point (|x|) and the corner radial extent with the
+        # skirt flare. The radial value catches bags that sit diagonally out.
+        inner_x = min(abs(lo[0]), abs(hi[0]))
+        if name in FIT_BODY_BANDS:
+            band = FIT_BODY_BANDS[name]
+            body_x = [abs(p[0]) for p in _gear_local_positions(name)
+                      if band[0] <= p[1] <= band[1]]
+            if body_x:
+                inner_x = min(body_x)
+        x_extent = max(abs(lo[0]), abs(hi[0]))
+        radial = max(math.hypot(x, z) for x in (lo[0], hi[0]) for z in (lo[2], hi[2]))
+        result.update({
+            "inner_x": round(inner_x, 3),
+            "x_extent": round(x_extent, 3),
+            "radial": round(radial, 3),
+            # Positive clearance means the bag's inner face is outside the body.
+            "x_clearance": round(inner_x - reference["clothing_radius"], 3),
+            "radial_clearance": round(reference["clothing_radius"] - radial, 3),
+        })
+    return result
+
+
+def fit_report():
+    """Return per-character gear fit measurements for the `fit` command/tests."""
+    report = []
+    for character, spec in CHARACTERS.items():
+        reference = character_fit_reference(character)
+        if reference is None:
+            continue
+        rows = []
+        for gear_name in spec.get("gear", []):
+            row = _gear_fit(gear_name, reference)
+            if row:
+                rows.append(row)
+        report.append({"character": character, "reference": reference, "gear": rows})
+    return report
+
+
 def write_manifest(results):
     out = {"generator": "tools/blender_assets.py", "attach_points": GEAR_ATTACH,
            "assets": {}}
@@ -1735,6 +1893,8 @@ def main(argv=None):
         s.add_argument("--only", default="")
     a = sub.add_parser("audit")
     a.add_argument("--json", action="store_true")
+    fit = sub.add_parser("fit")
+    fit.add_argument("--json", action="store_true")
     sub.add_parser("sheet")
     sub.add_parser("list")
     args = ap.parse_args(raw)
@@ -1766,6 +1926,36 @@ def main(argv=None):
     if args.cmd == "sheet":
         contact_sheets()
         return 0
+    if args.cmd == "fit":
+        report = fit_report()
+        if not report:
+            print("no built character assets; run build first", file=sys.stderr)
+            return 2
+        if args.json:
+            print(json.dumps(report, indent=2))
+        else:
+            for entry in report:
+                ref = entry["reference"]
+                print(f"{entry['character']:16s} head_width={ref['head_width']:.3f} m  "
+                      f"clothing_radius={ref['clothing_radius']:.3f} m "
+                      f"({ref['clothing_source']})")
+                for row in entry["gear"]:
+                    lo, hi = row["min"], row["max"]
+                    box = (f"x=[{lo[0]:+.3f},{hi[0]:+.3f}] "
+                           f"y=[{lo[1]:+.3f},{hi[1]:+.3f}] "
+                           f"z=[{lo[2]:+.3f},{hi[2]:+.3f}]")
+                    if row["attach"] == "head":
+                        flag = "inside" if row["inside_band"] else "OUTSIDE"
+                        print(f"  {row['name']:20s} head  {box}  "
+                              f"width={row['width']:.3f} ({row['width_ratio']:.2f}x head) "
+                              f"band={flag}")
+                    else:
+                        clip = "CLIP" if row["x_clearance"] < 0 else "clear"
+                        print(f"  {row['name']:20s} {row['attach']:5s} {box}  "
+                              f"inner_x={row['inner_x']:.3f} "
+                              f"clearance x={row['x_clearance']:+.3f} "
+                              f"r={row['radial_clearance']:+.3f} {clip}")
+        return 0
     results = [audit_asset(c, n) for c, n in catalogue()]
     if args.json:
         print(json.dumps(results, indent=2))

tools/test_blender_assets.py

@@ -45,6 +45,31 @@ class BuiltAssetTests(unittest.TestCase):
                 bad[name] = result["issues"]
         self.assertEqual(bad, {})
 
+    def test_fit_report_measures_gear_against_body(self):
+        report = {entry["character"]: entry for entry in ba.fit_report()}
+        self.assertIn("npc_coat", report)
+        coat = report["npc_coat"]
+        self.assertAlmostEqual(coat["reference"]["head_width"], 0.315, places=2)
+        self.assertAlmostEqual(coat["reference"]["clothing_radius"], 0.225, places=3)
+        sunglasses = next(row for row in coat["gear"] if row["name"] == "sunglasses")
+        self.assertEqual(sunglasses["attach"], "head")
+        self.assertLessEqual(sunglasses["width"],
+                             0.70 * coat["reference"]["head_width"])
+        bag = next(row for row in coat["gear"] if row["name"] == "shoulder_bag")
+        self.assertEqual(bag["attach"], "back")
+        self.assertGreaterEqual(bag["x_extent"], 0.2)
+        self.assertGreater(bag["x_clearance"], 0)
+        self.assertGreater(bag["inner_x"], coat["reference"]["clothing_radius"])
+        for character in report.values():
+            for row in character["gear"]:
+                self.assertEqual(len(row["min"]), 3)
+                self.assertEqual(len(row["max"]), 3)
+        self.assertIn("npc_dress", report)
+        dress = report["npc_dress"]
+        self.assertAlmostEqual(dress["reference"]["clothing_radius"], 0.26, places=3)
+        dress_bag = next(row for row in dress["gear"] if row["name"] == "shoulder_bag")
+        self.assertGreater(dress_bag["x_clearance"], 0)
+
     def test_manifest_covers_catalogue(self):
         manifest = json.loads(ba.MANIFEST.read_text(encoding="utf-8"))
         self.assertEqual(set(manifest["assets"]), {n for _, n in ba.catalogue()})