AGENTS.md

@@ -99,9 +99,10 @@ Always use a consistent scale test, named export presets, and repeatable import
 Any change that affects the game's appearance — meshes, materials, lighting, levels, character, camera, post-processing — must be rendered for human review:
 
 1. Run `Tools/render_screenshots.sh` (rebuilds `Game/GigLine/Content/Test/ReviewMap.umap` from current content, runs the game on it, captures the fixed camera list, copies the PNGs into `Screenshots/`).
-2. Update `Screenshots/README.md`: one row per screenshot with what it shows and an approval state; describe any new shots or scene changes in the same change.
+2. Optional pre-check with a vision model: `Tools/judge_screenshot.py --image <shot.png> --expect "<what it should show>"` (or `--shots` to run every shot in the README) flags likely-missing content before a human looks. It reads `OPENROUTER_API_KEY` from `.env` (ignored). Small helper only — it never replaces the human verdict.
-3. The PNGs **are committed** so reviewers see exactly what the build rendered (`.gitignore` does not exclude them). Keep them in sync with this README: drop retired shots in the same change.
+3. Update `Screenshots/README.md`: one row per screenshot with what it shows and an approval state; describe any new shots or scene changes in the same change.
-4. Wait for the user's approval before treating a visual change as done; record approval by ticking the table in `Screenshots/README.md`.
+4. The PNGs **are committed** so reviewers see exactly what the build rendered (`.gitignore` does not exclude them). Keep them in sync with this README: drop retired shots in the same change.
+5. Wait for the user's approval before treating a visual change as done; record approval by ticking the table in `Screenshots/README.md`.
 
 New content that needs a different camera angle gets a new entry in the shot list in `Tools/ue_build_review_map.py`.
 

MEMORY.md

@@ -147,3 +147,8 @@ Scope: facts and traps that cost time to establish. Planned work lives in [TODO.
 - **A per-pixel `struct.pack` loop over `img.pixels` is catastrophic in headless Blender** (256² took 25 s). Blender ships numpy: read `img.pixels[:]` once into a float array, reshape `(h,w,4)`, clip→uint8, reverse rows for PNG top-down, then zlib-compress. Whole 1024² encode ≈ 0.3 s.
 - **MPFB's v2-skin node tree does not resolve to a simple base colour**, so a Cycles DIFFUSE bake returns black. Since the FBX export material replaces the node tree anyway, synthesize the diffuse directly (`make_diffuse`): warm skin body + a darker shorts-suggestive bottom band.
 - **A read-only `.umap` silently makes `save_map` return `False` with no error** (already recorded); re-hit in the review pipeline — `chmod u+w` the maps before rebuilding, otherwise the new character material never appears in shots.
+
+## 2026-11-07 — screenshot judge tool
+
+- `Tools/judge_screenshot.py` — runs an OpenRouter vision model over a screenshot vs an expected-scene description. Reads `OPENROUTER_API_KEY` from the repo `.env` (ignored). Base64 data-URI image under `image_url.url`; OpenAI-compatible body → `POST /api/v1/chat/completions`. `openai/gpt-4o-mini` returns a `{verdict, confidence, reason, missing}` JSON. It flags genuinely missing content (e.g. `main`'s pre-warm-skin character shot judged "no"); it is a pre-check, not the human verdict.
+- Test one: `Tools/judge_screenshot.py --image Screenshots/review-01-character.png --expect "<scene>" --verbose`. Bulk: `--shots` (parses the README rows).

Tools/README.md

@@ -50,3 +50,4 @@ Geographic tools live in [`Geo/tools/`](../Geo/README.md) and the Blender-side b
 | Tool | Purpose |
 | --- | --- |
 | `render_screenshots.py` / `render_screenshots.sh` | Rebuilds the review map, runs the game, captures the shot list into `Screenshots/` |
+| `judge_screenshot.py` | Vision-model pre-check: judges a screenshot against an expected-scene description (`--image` + `--expect`, or `--shots` for every shot in the README). Reads `OPENROUTER_API_KEY` from `.env` (ignored). Optional helper — a human must still approve. |

Tools/judge_screenshot.py

@@ -0,0 +1,192 @@
+#!/usr/bin/env python3
+"""Judge a screenshot against an expected-scene description using OpenRouter
+multimodal image understanding.
+
+Reads OPENROUTER_API_KEY from the project .env (ignored, never committed) and
+sends the screenshot as a base64 data-URI image alongside a description of what
+the shot is expected to show. Returns a verdict (yes / no / uncertain), a
+confidence, and the model's reasoning, so a screenshot can be pre-checked before
+a human reviews it.
+
+API: OpenRouter chat/completions, OpenAI-compatible image_url content part:
+    {"type": "image_url", "image_url": {"url": "data:image/png;base64,<...>"}}
+Docs: https://openrouter.ai/docs/guides/overview/multimodal/image-understanding
+
+Usage:
+    judge_screenshot.py --image Screenshots/review-overview.png \
+        --expect "a character and two 1 m cubes on a large grey floor"
+    judge_screenshot.py --image Screenshots/review-character.png \
+        --expect "the idle upright human figure with warm skin, feet on the plane" \
+        --model openai/gpt-4o-mini --verbose
+    judge_screenshot.py --shots            # evaluate every review-NN shot in README
+
+.env format:
+    OPENROUTER_API_KEY=sk-or-v1-...
+"""
+
+import argparse
+import base64
+import json
+import os
+import re
+import sys
+
+import requests
+
+API_URL = "https://openrouter.ai/api/v1/chat/completions"
+DEFAULT_MODEL = "openai/gpt-4o-mini"
+
+# Project root = parent of the Tools/ directory the script lives in.
+PROJECT_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
+ENV_PATH = os.path.join(PROJECT_ROOT, ".env")
+
+
+def load_api_key():
+    """Read OPENROUTER_API_KEY from the project .env."""
+    if not os.path.exists(ENV_PATH):
+        sys.exit(f"error: no {ENV_PATH} — create it with OPENROUTER_API_KEY=sk-or-v1-...")
+    with open(ENV_PATH, encoding="utf-8") as f:
+        for line in f:
+            line = line.strip()
+            if line and not line.startswith("#"):
+                key, _, val = line.partition("=")
+                if key.strip() == "OPENROUTER_API_KEY":
+                    return val.strip()
+    sys.exit("error: OPENROUTER_API_KEY not found in .env")
+
+
+def image_data_uri(path):
+    """Return a base64 data: URI for a local image file."""
+    if not os.path.isfile(path):
+        sys.exit(f"error: image not found: {path}")
+    ext = os.path.splitext(path)[1].lower().lstrip(".") or "png"
+    mime = {"png": "image/png", "jpg": "image/jpeg", "jpeg": "image/jpeg",
+            "webp": "image/webp", "gif": "image/gif"}.get(ext, "image/png")
+    with open(path, "rb") as fh:
+        b64 = base64.b64encode(fh.read()).decode("ascii")
+    return f"data:{mime};base64,{b64}"
+
+
+def build_messages(image_path, expect):
+    user = (
+        f"You are an objective QA reviewer for a 3D game scene. Look at the "
+        f"rendered screenshot and judge whether it shows what is expected.\n\n"
+        f"Expected scene:\n{expect}\n\n"
+        f"Answer STRICTLY in this JSON shape, with no other text:\n"
+        f'{{"verdict": "yes"|"no"|"uncertain", "confidence": 0.0-1.0, '
+        f'"reason": "<short reason, up to 3 sentences>", '
+        f'"missing": ["<brief gap, if any>"]}}'
+    )
+    return [{
+        "role": "user",
+        "content": [
+            {"type": "text", "text": user},
+            {"type": "image_url", "image_url": {"url": image_data_uri(image_path)}},
+        ],
+    }]
+
+
+def judge(api_key, image_path, expect, model, timeout=60):
+    payload = {
+        "model": model,
+        "messages": build_messages(image_path, expect),
+        "temperature": 0,
+    }
+    headers = {
+        "Authorization": f"Bearer {api_key}",
+        "Content-Type": "application/json",
+        # Identifies the caller to OpenRouter; HTTP-Referer/X-Title are optional.
+        "HTTP-Referer": "https://github.com/zwitschi/gig-line",
+        "X-Title": "gig-line screenshot judge",
+    }
+    resp = requests.post(API_URL, headers=headers, json=payload, timeout=timeout)
+    if resp.status_code != 200:
+        body = resp.text[:500]
+        sys.exit(f"error: OpenRouter returned {resp.status_code}: {body}")
+    data = resp.json()
+    content = data["choices"][0]["message"]["content"]
+    # Trim any markdown fences and take the first JSON object we can parse.
+    m = re.search(r"\{.*\}", content, re.S)
+    if not m:
+        sys.exit(f"error: model returned non-JSON:\n{content[:500]}")
+    return json.loads(m.group(0))
+
+
+def parse_shots_from_readme():
+    """Parse the Screenshots/README.md tables into (path, expected) pairs."""
+    readme = os.path.join(PROJECT_ROOT, "Screenshots", "README.md")
+    if not os.path.isfile(readme):
+        sys.exit(f"error: no {readme}")
+    text = open(readme, encoding="utf-8").read()
+    rows = []
+    # Each table row: | File | ... | ... | What it shows |
+    for line in text.splitlines():
+        if not line.strip().startswith("|"):
+            continue
+        cells = [c.strip() for c in line.strip().strip("|").split("|")]
+        if not cells or "`review-" not in cells[0]:
+            continue
+        fname = re.search(r"`(review-[^`]+\.png)`", cells[0])
+        if not fname:
+            continue
+        # the last cell is the "What it shows" description
+        expect = cells[-1]
+        rows.append((fname.group(1), expect))
+    return rows
+
+
+def main():
+    ap = argparse.ArgumentParser(description=__doc__,
+                                 formatter_class=argparse.RawDescriptionHelpFormatter)
+    g = ap.add_mutually_exclusive_group(required=True)
+    g.add_argument("--image", help="path to a screenshot PNG to judge")
+    g.add_argument("--shots", action="store_true",
+                   help="evaluate every review shot listed in Screenshots/README.md")
+    ap.add_argument("--expect", help="what the shot is expected to show (required with --image)")
+    ap.add_argument("--model", default=DEFAULT_MODEL, help=f"OpenRouter model (default {DEFAULT_MODEL})")
+    ap.add_argument("--verbose", action="store_true")
+    ap.add_argument("--timeout", type=int, default=60)
+    args = ap.parse_args()
+
+    api_key = load_api_key()
+
+    if args.shots:
+        shots = parse_shots_from_readme()
+        if not shots:
+            sys.exit("error: no review shots found in Screenshots/README.md")
+        # Only review-map shots (skip the demo/ ones which have a preview column too).
+        shots = [s for s in shots if "/demo/" not in s[0]]
+        n = len(shots)
+        print(f"Judging {n} screenshots with {args.model} ...")
+        ok = 0
+        for i, (fname, expect) in enumerate(shots, 1):
+            path = os.path.join(PROJECT_ROOT, "Screenshots", fname.replace("Screenshots/", ""))
+            if not os.path.isfile(path):
+                print(f"[{i}/{n}] {fname}: MISSING (skip)")
+                continue
+            try:
+                res = judge(api_key, path, expect, args.model, args.timeout)
+            except SystemExit as e:
+                print(f"[{i}/{n}] {fname}: ERROR {e}")
+                continue
+            verdict = res.get("verdict", "unknown")
+            conf = res.get("confidence", 0.0)
+            reason = res.get("reason", "")
+            mark = {"yes": "OK", "no": "FAIL", "uncertain": "?"}.get(verdict, "?")
+            print(f"[{i}/{n}] {fname}: {mark} ({conf:.2f}) {reason}")
+            if verdict == "yes":
+                ok += 1
+        print(f"\nSummary: {ok}/{n} judged yes")
+        return
+
+    if not args.expect:
+        ap.error("--expect is required with --image")
+
+    res = judge(api_key, args.image, args.expect, args.model, args.timeout)
+    print(json.dumps(res, indent=2) if args.verbose
+          else f"verdict={res.get('verdict')} confidence={res.get('confidence')} "
+               f"reason={res.get('reason', '')}")
+
+
+if __name__ == "__main__":
+    main()