How solving vibe-coded design system fragmentation with an automated Extraction and Structure workflow delivers production-ready systems

Faced with a manual "0-to-1" transition that required layer-by-layer reconstruction, designers "vibe coding" in Figma suffered from significant operational friction and systemic degradation as their projects scaled.

I engineered a three-stage automated workflow—Extraction, Structure, and Audit—that replaces manual inspection with intelligent layer-tree scanning and difference detection to automatically identify, categorize, and group component candidates.

This optimization eliminates the need to rebuild from scratch and ensures comprehensive audit readiness.

How solving vibe-coded design system fragmentation with an automated Extraction and Structure workflow delivers production-ready systems

Faced with a manual "0-to-1" transition that required layer-by-layer reconstruction, designers "vibe coding" in Figma suffered from significant operational friction and systemic degradation as their projects scaled.


I engineered a three-stage automated workflow—Extraction, Structure, and Audit—that replaces manual inspection with intelligent layer-tree scanning and difference detection to automatically identify, categorize, and group component candidates.


This optimization eliminates the need to rebuild from scratch and ensures comprehensive audit readiness.

While this plugin is in progress, I used NLM to create this infographic to explain the full scope of work and outcome Using vibe coding (for instance, Figma Make) to create 0->1 designs for ideation and rapid prototyping is all fun and games until you need to turn that into a real design system that more serious vibe coding can turn into a real product 😅 Enter in this plugin ---> Extract, Structure and Audit your DS

While this plugin is in progress, I used NLM to create this infographic to explain the full scope of work and outcome Using vibe coding (for instance, Figma Make) to create 0->1 designs for ideation and rapid prototyping is all fun and games until you need to turn that into a real design system that more serious vibe coding can turn into a real product 😅 Enter in this plugin ---> Extract, Structure and Audit your DS