Preprint · cad-bench/v0.5 · sweep 2026-04-12open · MIT
CAD·Benchv0.5
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MECH-014 · Parametric Mechanical Parts · difficulty 3/5

L-bracket with M6 + slotted hole

sha256:1f3a5e90c44b2210

§1Prompt verbatim

Right-angle L-bracket, leg lengths 60 mm and 40 mm, thickness 5 mm. Through-hole Ø 6.6 mm with 1.5 × 45° chamfer on the long leg, centred 30 mm from the bend. Slotted hole 8 × 16 mm on the short leg, centred 20 mm from the bend, slot major axis parallel to the bend. Position tolerance ±0.1 mm. Output STEP AP242.

§2Ground-truth spec

shells1
genus2
watertighttrue
manifoldtrue
acceptance ε±0.1 mm
featuresbend_R5, thru_hole_M6_clearance, chamfer_1.5x45, slot_8x16

§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

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
AgentWatert.Manif.Named-Dimension RMSEGD&T ComplianceFeatRecP@1p50latencycost
Human Baseline (Mech-E)0.9580.0780.8000.8851.000675.9s$7.058
Zoo Text-to-CAD0.9390.1400.6370.7090.0004.9s$0.170
GPT-5 → CadQuery0.9380.2010.5840.6940.00038.7s$0.235
Claude Opus 4.7 → CadQuery0.9490.2200.6110.7760.00035.3s$0.323
Adam (CADcrush)0.9390.2520.7070.7090.0006.8s$0.256
Claude Opus 4.7 → OpenSCAD0.9260.2120.4760.5270.00037.5s$0.297
DeepCAD0.9170.2820.3560.4770.0005.7s$0.016
Gemini 2.5 Pro → OpenSCAD×0.8950.2540.4250.4800.00032.7s$0.082
Trellis 3D×0.8610.4620.0600.1930.00015.6s$0.058
Spline AI×0.8500.5790.0270.0950.0009.5s$0.035