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jason904/ui-skill-lab/visual-to-spec
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PublishedOctober 26, 2026 at 11:18 AM
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version: "1.0.0" name: visual-to-spec description: | Use when a user provides a reference UI screenshot and asks to extract visual specs, generate design tokens, create a component tree, or produce a frontend implementation contract, including dashboards, landing pages, mobile screens, image-led UIs, panorama scenes, 3D exhibit UIs, and screenshot-to-spec tasks. argument-hint: "[reference-image]"


Version: 2.0.0

visual-to-spec

Convert a finalized UI screenshot into a complete frontend implementation contract.

Trigger Conditions

  • User provides a UI screenshot and asks to extract visual specs
  • User asks to generate design tokens from a screenshot
  • User asks to build a component tree or frontend implementation contract from a screenshot
  • User asks to analyze screenshot layout, color, typography, spacing, overlay controls, or panorama/3D scene UI
  • Keywords: "extract spec from screenshot", "image to design spec", "screenshot to spec"

Required Inputs

ItemDescription
reference.pngFinalized UI screenshot (the only required input)
Project token standardsOptional, adapt to existing standards if available

Outputs

All files written to 03_visual_spec/ directory:

FileContent
visual-analysis.mdUI type, visible element evidence, composition, color, typography, spacing analysis
layout-spec.mdLayout positioning and sizing spec, branching by UI type
component-tree.mdHierarchical component tree with per-component style summaries
tokens.jsonDTCG-inspired design tokens with source/confidence annotations
implementation-risks.mdImplementation risk assessment
human-review-needed.mdLow-confidence items and manual review checklist
DESIGN.mdSummary document referencing all above files

See references/output-files.md for detailed output formats.

Source of Truth

reference.png is the sole visual source of truth.

  • Do not redesign.
  • Do not treat UI elements invisible in the screenshot as screenshot facts.
  • Do not introduce colors, fonts, spacing, panels, charts, or navigation structures absent from the image.
  • Do not default to a dashboard / SaaS / three-column layout; UI type determination must come first.
  • reference-visible components must have bbox and visual evidence in the screenshot; components without bbox must not be labeled reference-visible.
  • Inferred implementation wrapper components (e.g., AppShell, MainContent, SceneImageLayer, OverlayLayer) are permitted but must be labeled source: inferred-implementation.
  • For image-led, panorama-scene, 3D exhibit, and product-render screenshots, output an asset strategy: which visual content must be raster/image assets, and which can be implemented as HTML/CSS/SVG.

All values must carry source and confidence annotations. See references/source-strictness-rules.md for complete rules.

Phase Overview (9 phases, sequential)

#PhaseKey Output
1Global composition analysis + UI type determination + visible element evidencevisual-analysis.md §1
2Color extractionvisual-analysis.md §2 + tokens.json (color)
3Typography extractionvisual-analysis.md §3 + tokens.json (typography)
4Spacing and grid systemvisual-analysis.md §4 + tokens.json (spacing)
5Layout specificationlayout-spec.md
6Component tree constructioncomponent-tree.md
7Token merge and validationtokens.json (final)
8Implementation risk assessmentimplementation-risks.md
9Human review checklisthuman-review-needed.md

See references/extraction-workflow.md for detailed workflow.

Hard Rules

  1. Every extracted value must include source, confidence, confidenceLabel, and strictness.
  2. reference-visible must include bbox or reference bbox within the same component detail; visibility claims without bbox are invalid.
  3. Phase 1 must output uiType, one of: application-dashboard, panorama-scene, image-led-landing, mobile-app, poster-like-ui, unknown.
  4. If uiType is panorama-scene or image-led-landing, phases 5/6 must use the image layer + overlay layer layout model.
  5. Components not present in the screenshot must be listed in Rejected Assumptions, not placed in the component tree.
  6. Values with confidence < 0.6 must appear in human-review-needed.md; low-confidence layout type must go into human review even if confidence >= 0.6.
  7. Every color in the component tree must exist in tokens.json.
  8. Every component dimension must match layout-spec.md.
  9. Sum of sibling component widths must not exceed parent container width; overlay components must verify bbox does not overflow.
  10. Typography scale must decrease monotonically: h1 > h2 > h3 > body.
  11. No orphan tokens (defined but unused).
  12. No missing tokens (used in component tree but undefined).

Capability Boundaries

See references/script-backed-boundary.md for detailed boundary definition.

CategoryExamples
LLM can doVisual recognition, UI type determination, color estimation, layout judgment, component classification, proportion estimation
Script-assistedPrecise color values, WCAG contrast, delta-E, exact pixel measurement, bbox measurement, visual regression comparison
Human confirmationLow-confidence colors, ambiguous component boundaries, uncertain font identification, whether the main visual needs real assets

When scripts are unavailable, LLM does best-effort estimation and annotates confidence and notes.

Supporting Files Index

references/

  • extraction-workflow.md — 9-phase detailed workflow, UI type branching, asset strategy rules
  • token-schema.md — Token JSON schema definition and field descriptions
  • output-files.md — Structure templates for each output file
  • source-strictness-rules.md — Complete rules for source/confidence/strictness/bbox labels
  • script-backed-boundary.md — Boundary definitions for LLM / script / human operations

examples/

  • tokens.example.json — Complete tokens.json example
  • component-tree.example.md — Component tree example, including panorama-scene vs dashboard branching
  • layout-spec.example.md — Layout spec example, including overlay coordinate model
  • visual-analysis.example.md — Visual analysis example, including UI type, visible elements, rejected assumptions
  • human-review-needed.example.md — Human review checklist example
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