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Better Code, Fewer Tokens: The Benefits of Code Connect in MCP | Figma Blog (opens in new tab)

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Code Connect improves how coding agents translate Figma designs into production code by supplying real design-system components, imports, and prop values. Figma’s evaluations found that Code Connect reduced median task duration by 19.6%, lowered token usage by 29.5%, and increased code quality by one point on a 1–4 scale. The central conclusion is that better design-to-code context helps agents work faster while producing code that fits existing codebases.

The Problem: Visually Correct but Technically Wrong Code

  • Without production context, agents often:
    • Rebuild interfaces from basic primitives.
    • Invent components that already exist.
    • Choose the wrong design-system component.
    • Spend extra tokens searching, debugging, and rewriting.
  • Figma’s MCP server normally provides a React representation of the design through get_design_context.
  • This output may match the visual design but does not explain how the design maps to a company’s actual component library.

How Code Connect Enriches MCP Responses

  • Code Connect links Figma components to their real implementations in a codebase.
  • With Code Connect templates configured, MCP responses replace generic React markup with production-relevant snippets.
  • Agents receive:
    • Correct component imports.
    • Accurate component names.
    • Appropriate property values.
    • Code that reflects the company’s design system.
  • For example, generic markup for a tab control can be replaced with an existing component such as:
<SegmentedControl value="design" options={["Design", "Code"]} />

Coinbase Case Study

  • Coinbase’s Design Systems team adopted Code Connect as engineers increasingly used coding agents.
  • Without Code Connect, agents sometimes fabricated alternatives, such as constructing a stepper from progress bars.
  • With Code Connect, agents received literal imports and accurate code representations for Coinbase Design System components.
  • Coinbase reported improved output quality and reduced token usage.

Evaluation Results

  • Figma created an evaluation harness that ran identical design-to-code tasks:
    • Once without Code Connect.
    • Once with Code Connect templates.
  • The evaluation covered 27 test cases.
  • It measured:
    • Code quality.
    • Token consumption.
    • Task duration.
  • The tests used two React-based design systems:
    • Simple Design System (SDS), Figma’s example system.
    • Figma Pattern Library (FPL), a larger internal system.
  • Across the tests, Code Connect produced:
    • 19.6% lower median task duration
    • 29.5% lower median token usage
    • A one-point increase in code quality on a 1–4 Likert scale

Teams using coding agents for design-to-code work should connect their Figma components to production implementations through Code Connect. Providing exact component context reduces guesswork and tokens while helping agents produce maintainable, design-system-compliant code.