PRIM-001 · Geometric Primitives · difficulty 1/5
Hollow cylinder (60 × 40 × 100)
sha256:e3b0c44298fc1c14…
§1Prompt verbatim
Model a hollow cylinder with outer diameter 60 mm, inner diameter 40 mm, height 100 mm. Origin at the centroid of the bottom face. Output a watertight solid.
§2Ground-truth spec
volume157080.0 mm³
surface area34558.0 mm²
bbox60.0 × 60.0 × 100.0 mm
shells1
V−E+F0
genus1
watertighttrue
manifoldtrue
acceptance ε±0.05 mm
§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
0.8646✓
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.8347✓
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.77710✓
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.71812✓
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.7188✓
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.7139✓
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.6937✓
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.6367✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.6198✓
Trellis 3D
Trellis 3D
Microsoft Research
0.6130✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.5930✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.58210✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.5750✗
Claude Haiku 4.5 → CadQuery
Claude Haiku 4.5 → CadQuery
Anthropic + CadQuery 2.4
0.57310✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.55613✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.53411✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.50813✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.47312✗
Spline AI
Spline AI
Spline.design
0.3970✗
no manifold solid produced
Adam (CADcrush)
Adam (CADcrush)
CADcrush
—79✗
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 | Vol IoU | Bidirectional Chamfer | Watert. | Manif. | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | 0.864 | 0.128 | ✓ | 0.990 | 1.000 | — | 504.6s | $6.616 |
| Zoo Text-to-CAD | 0.834 | 0.127 | ✓ | 0.969 | 0.000 | — | 6.3s | $0.146 |
| CAD-Coder R1 | 0.777 | 0.124 | ✓ | 0.963 | 0.000 | — | 4.8s | $0.005 |
| Claude Opus 4.7 → CadQuery | 0.718 | 0.110 | ✓ | 0.952 | 0.000 | — | 39.0s | $0.372 |
| DeepSeek R1 (reasoning) → CadQuery | 0.718 | 0.151 | ✓ | 0.957 | 0.000 | — | 105.4s | $0.040 |
| OpenAI o4 (reasoning) → CadQuery | 0.713 | 0.108 | ✓ | 0.955 | 0.000 | — | 133.4s | $1.291 |
| DeepCAD | 0.693 | 0.127 | ✓ | 0.959 | 0.000 | — | 5.5s | $0.019 |
| GPT-5 → CadQuery | 0.636 | 0.137 | ✓ | 0.947 | 0.000 | — | 34.2s | $0.233 |
| Claude Sonnet 4.6 → CadQuery | 0.619 | 0.145 | ✓ | 0.950 | 0.000 | — | 20.1s | $0.058 |
| Trellis 3D | 0.613 | 0.153 | ✓ | 0.937 | 0.000 | — | 9.4s | $0.043 |
| Gemini 2.5 Pro → OpenSCAD | 0.593 | 0.179 | ✓ | 0.935 | 0.000 | — | 36.2s | $0.083 |
| GPT-5 Mini → OpenSCAD | 0.582 | 0.144 | ✓ | 0.941 | 0.000 | — | 16.6s | $0.010 |
| Claude Opus 4.7 → OpenSCAD | 0.575 | 0.130 | ✓ | 0.945 | 0.000 | — | 22.9s | $0.319 |
| Claude Haiku 4.5 → CadQuery | 0.573 | 0.157 | ✓ | 0.941 | 0.000 | — | 6.7s | $0.019 |
| Gemini 2.5 Flash → CadQuery | 0.556 | 0.186 | ✓ | 0.930 | 0.000 | — | 13.7s | $0.018 |
| Llama 3.3 70B → OpenSCAD | 0.534 | 0.174 | ✓ | 0.926 | 0.000 | — | 21.3s | $0.016 |
| Qwen3 Coder → CadQuery | 0.508 | 0.138 | ✓ | 0.933 | 0.000 | — | 13.2s | $0.035 |
| Hunyuan3D-2 | 0.473 | 0.160 | ✓ | 0.926 | 0.000 | — | 39.6s | $0.078 |
| Spline AI | 0.397 | 0.227 | × | 0.907 | 0.000 | — | 5.6s | $0.034 |
| Adam (CADcrush) kernel error: BRepCheck_NotClosed | 0.000 | — | × | 0.000 | 0.000 | — | 8.2s | $0.308 |