RRepoGEO

REPOGEO REPORT · LITE

zanwei/design-dna

Default branch main · commit 9d9d7956 · scanned 6/10/2026, 7:08:42 AM

GitHub: 737 stars · 39 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface zanwei/design-dna, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening sentence to emphasize core value

    Why:

    CURRENT
    An agent skill for extracting, structuring, and applying visual design identity as machine-readable "Design DNA" across three dimensions: design tokens, qualitative style, and visual effects.
    COPY-PASTE FIX
    Turn reference UIs (images, screenshots, URLs) into quantified Design DNA JSON—tokens, qualitative style, visual effects—then generate matching UI from your content. This project provides an agent skill for this process.
  • hightopics#2
    Expand and rebalance repository topics for better categorization

    Why:

    CURRENT
    agent-skills, claude-skills, codex-skills, cursor-skills, design-dna, design-system, design-tokens, skills-cli, ui-design, visual-design
    COPY-PASTE FIX
    design-dna, design-system, design-tokens, ui-design, visual-design, ui-analysis, design-extraction, style-extraction, ai-design-tool, design-to-code, llm-agent, agent-skills
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to a dedicated project page, demo, or detailed documentation site for `design-dna`.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface zanwei/design-dna
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Locofy.ai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Locofy.ai · recommended 2×
  2. Supernova · recommended 2×
  3. Builder.io · recommended 2×
  4. Anima App · recommended 1×
  5. Storybook · recommended 1×
  • CATEGORY QUERY
    How to extract design tokens and styles from existing UI screenshots or URLs?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. Supernova
    3. Anima App
    4. Builder.io
    5. Storybook
    6. Browser Developer Tools

    AI recommended 6 alternatives but never named zanwei/design-dna. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can generate UI components by analyzing visual styles from reference images?
    you: not recommended
    AI recommended (in order):
    1. Locofy.ai
    2. Uizard
    3. Supernova
    4. Anima
    5. DhiWise
    6. Builder.io
    7. Microsoft Sketch2Code

    AI recommended 7 alternatives but never named zanwei/design-dna. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of zanwei/design-dna?
    pass
    AI named zanwei/design-dna explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts zanwei/design-dna in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zanwei/design-dna explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo zanwei/design-dna solve, and who is the primary audience?
    pass
    AI named zanwei/design-dna explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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zanwei/design-dna — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite