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UI/UX & Agent-Experience Design · Playbook · Core · ~5 min read
UI/UX & AGENT-EXPERIENCE DESIGN · PLAYBOOK · CORE

Prepare MCP-Ready Files Agents Can't Misread

Prepare your Figma files for agentic design-to-code: auto layout everywhere, variables bound, semantic component names, intent annotations on every ambiguous decision. The quality bar is measurable — how little the consuming agent hallucinates when it reads your file through the Dev Mode MCP server.

Workflow area: Handoff & Collaboration · Tier: Core · Hands-on time: ~35 minutes

When a coding agent reads your file through Figma's Dev Mode MCP server, it gets structure, not pictures: layer names, auto-layout relationships, bound variables, component identities. Everything you left implicit, the agent invents. Frame 427 containing Rectangle 12 forces a guess; a detached button look-alike becomes a bespoke div; a hard-coded hex becomes a magic number in the codebase. Designers have always known messy files were rude to teammates — now mess is measurable, because every ambiguity becomes a hallucination in generated code. Your file is no longer documentation. It is input.

When to use — and when not to

  • Use it when engineering consumes designs through MCP or any design-to-code agentthis is the new definition of handoff-ready; the old "looks right visually" bar no longer describes what ships.
  • Use it on your highest-traffic flows firstfiles agents read repeatedly compound the return on cleanup; a one-off marketing page can stay scrappy.
  • Use it as the final gate of pb-12's spec packthe written spec covers behavior; this covers structure. Together they are the handoff.
  • Skip full cleanup on exploration filesdivergent concepts (pb-04) are throwaway by design; structure the file that wins, not the forty that didn't.
  • Skip it if engineering hand-builds from visualsthe payoff scales with agent consumption; without it, do normal file hygiene (pb-10) and stop there.

The recipe

  1. Audit the file the way the agent will read it. Before fixing anything, measure the mess. Select your key frames and check: absolute-positioned elements that should be auto layout, default layer names, raw hex/pixel values where variables exist, and local look-alikes of design-system components. If you have a Figma agent or plugin access, prompt-build the audit (pb-10 style); otherwise export a frame's layer tree and have a model summarize the worst offenders:

    Here is the layer tree of one Figma frame (names, nesting, layout
    mode, fills). Audit it as input for a design-to-code agent:
    1. Layers whose names carry no meaning (Frame 427, Rectangle 12).
    2. Elements not in auto layout that visually behave as stacks/rows.
    3. Raw values (hex, px) that should bind to tokens: [TOKEN LIST].
    4. Structures that look like design-system components but are not
       instances: [COMPONENT NAMES].
    Rank by how badly each would mislead code generation.
    
  2. Auto layout everything that flows. Every list, stack, row and card grid becomes auto layout with real padding and gap values — this is what tells the agent "this is a flex column with 16px gap" instead of leaving it to infer layout from coordinates. Set resizing behavior (hug/fill/fixed) deliberately; it maps directly to how generated code will respond to real content.

  3. Bind every value to a variable. Colors, spacing, radii, and type styles bind to your published variables — a bound value arrives in MCP output as a named token the agent can map to your code's design tokens (especially with Code Connect in place, pb-38). Sweep with your library-drift tooling (pb-25) and zero out raw values on the frames that ship.

  4. Name semantically and use real components. Rename layers to what things are: checkout/summary-card, btn-primary/place-order, nav/breadcrumbs. Replace every look-alike with a true library instance — component identity is the strongest signal MCP passes, and a detached copy discards it. A model can draft the renames from a layer-tree export; you approve, a rename plugin applies.

  5. Annotate intent where structure can't speak. Some decisions live in your head: which states exist beyond the visible one, what scrolls versus fixes, what happens at 400% content length, which interactions the frame implies. Write these as annotations on the canvas (Figma's native annotations or a spec component) in terse, factual language — agents ingest annotation text, so "List virtualizes past 50 items; empty state in frame 12" is executable context, while "make it feel snappy" is noise.

  6. Close the loop: generate, inspect, fix the file. Have engineering (or your own agent session) generate the screen from the MCP-connected file, then inspect the output for hallucinations: invented spacing, off-token colors, bespoke components where instances exist. Every hallucination indicts a specific file defect — trace it, fix the file, regenerate. Two rounds of this loop teaches you more about MCP-readiness than any checklist.

Make it yours

  • Team definition of done: add four lines to your handoff checklist — auto layout on all flowing content, zero raw values on shipped frames, zero default layer names, intent annotations on every ambiguous frame — and enforce at the pb-31/pb-35 gate alongside a11y and rubric review.
  • Prompt-built cleanup plugins: the rename-and-normalize sweeps are exactly the repetitive ops pb-10 automates; build a "handoff prep" plugin that flags violations of the four rules in one pass.
  • Template it forward: structure your file templates (page scaffolds, frame starters) MCP-ready from the start — auto layout defaults, pre-bound styles, naming conventions in the template — so files are born ready instead of cleaned at the deadline.

Quality check

  • The agent's output uses your tokens and componentsthe direct measure: generated code referencing your design tokens and real component names means the file spoke clearly.
  • No default names on anything that shipsFrame 427 in a shipped flow is an unforced error; every layer name would make sense to a stranger.
  • Auto layout matches content behaviorstretch a text layer to triple length; if the frame breaks, the resizing settings are decorative.
  • Annotations are factual and terseeach one states a behavior or constraint an agent could act on; mood words got deleted.
  • Hallucinations traced to file defects got fixed in the filenot patched in the generated code, where the same defect will bite every future generation.
Note

MCP servers expose your file's full structure and annotation text to whatever agent connects — keep client work and unreleased features in files whose access controls you've actually checked, and follow your organization's rules for which agents may connect to which projects.

Key Takeaway:

Agents read structure, not intention. Auto layout declares relationships, variables declare tokens, names declare meaning, annotations declare everything else — and the hallucination rate of the code coming back is the grade on your file.

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