Turn Figma designs into production-ready React code with visual validation

CodeRio converts Figma designs into runnable React projects and validates visual accuracy through automated screenshots and comparisons.

Design-to-code tools are everywhere, but visual accuracy and engineering usability are still hard problems.

CodeRio is an open-source Figma-to-React automation tool that focuses on what happens after code generation.

Instead of stopping at static output, CodeRio runs the generated project, captures real screenshots, and compares them with the original Figma design. Visual differences are quantified, visual reports are generated, and the system can iteratively optimize layout and styles.

🔗 GitHub: https://github.com/MigoXLab/coderio/tree/main

👀What CodeRio does

• Extracts structured design information from Figma

• Generates production-oriented React + TypeScript + Tailwind CSS projects

• Runs a real dev server and captures page screenshots

• Compares rendered pages with Figma designs using visual metrics

• Produces interactive validation reports with heatmaps and accuracy scores

• Supports checkpoint-based recovery for long or interrupted runs

👩‍💻Who it’s for

• Frontend engineers who care about UI accuracy

• Teams bridging design systems and real production code

• Designers who want implementation results they can review visually

🚀Tech highlights

• Multi-agent pipeline (design parsing, code generation, validation, optimization)

• Visual comparison with pixel-level feedback

• Fully runnable output, not just snippets

• Open-source and extensible architecture

🌟Example Output

CodeRio is still evolving, but we believe design-to-code workflows should be auditable, testable, and engineering-friendly.

We’d love your feedback.

🔗 GitHub: https://github.com/MigoXLab/coderio/tree/main