Point Claude at a Figma frame and OneShotFig measures the gap and drives the app to it, round after round. The first pass stays where it lands — OneShotFig flips through every frame until the app matches the design.
Tell Claude to use OneShotFig and it handles the rest — install, measure, iterate. The app converges to a deterministic, pixel-accurate match, the same every run and every machine. Not a rough approximation you clean up by hand.
Coming soon...OneShotFig runs entirely on your own machine. Your designs and your codebase stay inside your network — nothing is uploaded, nothing leaves.
Follow every iteration and approve the outcome with visual design audits — side-by-side overlays and a readable report, never a black-box pass/fail.
Point it at a blank scaffold or an app with years of history — the same measured loop drives whatever's there to the design. Platform-agnostic: web and mobile run on one shared core.
OneShotFig