RRepoGEO

REPOGEO REPORT · LITE

bitjaru/styleseed

Default branch main · commit 34e9fcf2 · scanned 6/18/2026, 3:56:57 PM

GitHub: 540 stars · 56 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 bitjaru/styleseed, 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 main heading to explicitly state its unique value for AI-generated UI

    Why:

    CURRENT
    ### The design engine for Claude Code, Codex, Cursor, and vibe coding.
    COPY-PASTE FIX
    ### Stop shipping AI UI that looks generated. StyleSeed teaches Claude Code, Codex, and Cursor design judgment.
  • mediumreadme#2
    Add a dedicated section to the README comparing StyleSeed to traditional design systems and tools

    Why:

    COPY-PASTE FIX
    ## How StyleSeed is Different

Unlike traditional design systems (e.g., Material Design, Ant Design) or design tools (e.g., Figma, Uizard), StyleSeed is not a UI component library or a visual editor. It's a design engine specifically built to teach AI coding assistants (like Claude Code, Codex, and Cursor) *design judgment* and *brand DNA*, enabling them to generate UI that looks professionally designed, not generic.
  • lowtopics#3
    Add more specific topics that emphasize AI-generated UI and design judgment for AI

    Why:

    CURRENT
    ai-coding, ai-design, ai-ui, claude-code, claude-design, claude-skills, cursor, design-judgment, design-system, design-tokens, nextjs, radix-ui, react, react-components, shadcn, shadcn-ui, tailwindcss, typescript, ui-design, vibe-coding
    COPY-PASTE FIX
    Add these topics to the existing list: ai-generated-ui, llm-ui-design, generative-design-system, ai-design-judgment

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 bitjaru/styleseed
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Material Design
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Material Design · recommended 2×
  2. Figma · recommended 1×
  3. Magician for Figma · recommended 1×
  4. Uizard · recommended 1×
  5. Anima · recommended 1×
  • CATEGORY QUERY
    How to make AI-generated UI look professionally designed, not generic or templated?
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Magician for Figma
    3. Uizard
    4. Anima
    5. Material Design
    6. Apple Human Interface Guidelines
    7. The Noun Project
    8. Adobe Illustrator
    9. Procreate
    10. Midjourney
    11. DALL-E 3
    12. Adalo
    13. Webflow
    14. Relume Library

    AI recommended 14 alternatives but never named bitjaru/styleseed. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a design system that teaches AI coding assistants better UI judgment.
    you: not recommended
    AI recommended (in order):
    1. Material Design
    2. Fluent Design System
    3. Human Interface Guidelines
    4. Ant Design
    5. Chakra UI
    6. Carbon Design System

    AI recommended 6 alternatives but never named bitjaru/styleseed. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 bitjaru/styleseed?
    pass
    AI named bitjaru/styleseed explicitly

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

  • If a team adopts bitjaru/styleseed in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bitjaru/styleseed 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 bitjaru/styleseed solve, and who is the primary audience?
    pass
    AI named bitjaru/styleseed explicitly

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

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bitjaru/styleseed — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite