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Atta

Parametric CAD kernel for LLMs: spec-driven geometry, measured facts, three-state verification, Blender-backed delivery

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GITHUB · launched Nov 3, 2026 · 26 upvotes (top 81%) · 0 views

Niche: ai computer-aided design software · 100 launches, 13 in the last 7 days ▲ +18% · Explore this niche →

Category and tags

  • Manufacturing
  • Dev tools
  • Developer
  • AI-native
  • 3d-printing
  • blender
  • cad
  • dsh
  • llm
  • mcp
  • +2 more

Visit website ↗ Source listing ↗

Could you build this?

Partial A spec-driven CAD interface that generates Blender or CAD geometry from parameters is buildable with existing kernels. The 'measured facts' and three-state verification layer is novel and needs geometric and CAD expertise.

What it would actually take: The stack would wrap an existing geometry kernel (OpenCascade via CadQuery or similar) and Blender for rendering and export, behind a spec schema and LLM tool-calling interface. The hard parts are reliable geometric measurement, validity checks, and building a trustworthy verification pipeline. That requires CAD and computational-geometry expertise.

Competitors

Other products that read as similar to this one : 2760 launches clear the similarity bar, closest 8 shown.

Attention rank: #2237 of 2761 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 370 days after the earliest competitor.

  • SindriCAD · hn · 2026-08-04 · 5 upvotes · similarity 0.73
  • SolidCraft · hn · 2026-10-13 · 142 upvotes · similarity 0.66
  • sand3d · github · 2026-11-03 · 999 upvotes · similarity 0.65
  • keel · github · 2026-10-12 · 12 upvotes · similarity 0.61
  • Popkern · hn · 2026-10-28 · 14 upvotes · similarity 0.61
  • Nasscad · hn · 2026-10-28 · 26 upvotes · similarity 0.61
  • meshybench · github · 2026-09-20 · 11 upvotes · similarity 0.60
  • vksr · github · 2026-09-19 · 22 upvotes · similarity 0.60

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