You Design It, Then What: A Clear Map of the Figma-to-Code AI Mess

What it is — A breakdown of why the Figma-to-code AI pipeline confuses people: it’s really four layers of different maturity (MCPs, markdown memory/rules, skills, and design-to-code mapping), and demos only ever show one clean layer under perfect conditions.

Key points

• Match the stack to your team size — solo designers need only pipes and notes, small teams need shared notes and habits, and all four layers are only worth it for large design-system teams.
• “Stop measuring yourself against a setup built for a company of hundreds.”
• Before any of it works well, Figma files need real structure — styles, variables, auto-layout, actual components — since good input is the cheapest upgrade available.