STD-002 · Standards Compliance · difficulty 4/5
ISO 4762 M8×30 socket-head cap screw
sha256:7af0ce123b984091…
§1Prompt verbatim
Model an ISO 4762 M8 × 30 mm socket-head cap screw, property class 12.9, with a fully-formed thread (ISO 261 6g) and a hexagonal socket sized to take a 6 mm hex key. Head Ø 13, head height 8, fillet under-head R 0.4 mm.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.05 mm
featuresM8x1.25_thread, hex_socket_6mm, underhead_R0.4
§3Reference render
canonical reference · drag to orbit, scroll to zoom
Visualisation is rebuilt in-browser from the canonical parametric description. Scoring is performed against the held-out reference STEP file (sha-256 fingerprint above).
§4Per-agent renders
reference + 10 agent outputs · scored against the held-out STEP
vol IoU · BREP · manifold
canonical reference
REFERENCE
canonical · ground truth
1.000100✓
Human Baseline (Mech-E)
Human Baseline (Mech-E)
n=4 senior engineers
0.7109✓
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.6498✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.57911✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.57810✗
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.5509✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.4990✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.4150✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.19623✗
Trellis 3D
Trellis 3D
Microsoft Research
0.0000✗
Spline AI
Spline AI
Spline.design
0.0000✗
Each tile is rebuilt from the canonical parametric description and degraded to match the agent's scored profile (tessellation, non-manifold face removal, dimension scale jitter, missing features). Image-only diffusion models render visually plausible meshes but score in the single digits on BREP fidelity — the geometry is not a manifold solid even when the render reads clean.
§5Per-agent metrics
ranked by Vol IoU · same data as the leaderboard, restricted to this task
| Agent | Watert. | Manif. | GD&T Compliance | Standards Compliance | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | ✓ | 0.952 | 0.900 | 0.944 | 0.000 | — | 518.4s | $4.932 |
| Adam (CADcrush) | ✓ | 0.947 | 0.647 | 0.721 | 0.000 | — | 9.7s | $0.247 |
| GPT-5 → CadQuery | ✓ | 0.936 | 0.557 | 0.686 | 0.000 | — | 51.2s | $0.183 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.937 | 0.669 | 0.720 | 0.000 | — | 41.4s | $0.285 |
| Zoo Text-to-CAD | ✓ | 0.932 | 0.642 | 0.752 | 0.000 | — | 5.3s | $0.196 |
| Claude Opus 4.7 → OpenSCAD | ✓ | 0.923 | 0.454 | 0.578 | 0.000 | — | 37.5s | $0.268 |
| Gemini 2.5 Pro → OpenSCAD | × | 0.911 | 0.452 | 0.505 | 0.000 | — | 28.3s | $0.089 |
| DeepCAD | × | 0.881 | 0.362 | 0.262 | 0.000 | — | 4.5s | $0.024 |
| Trellis 3D | × | 0.850 | 0.054 | 0.047 | 0.000 | — | 10.4s | $0.049 |
| Spline AI | × | 0.850 | 0.027 | 0.019 | 0.000 | — | 9.6s | $0.045 |