RRepoGEO

REPOGEO REPORT · LITE

JimLiu/baoyu-design

Default branch main · commit 1ca98c80 · scanned 6/15/2026, 2:23:12 AM

GitHub: 1,069 stars · 78 forks

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 JimLiu/baoyu-design, 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 README opening to clarify "AI agent skill" and "local Claude Design"

    Why:

    CURRENT
    # baoyu-design **Run Claude Design on your own local agent — Cursor, Claude Code, Claude Desktop, or any file‑capable coding agent.**

`baoyu-design` packages **Claude Design** — the design engine behind claude.ai/design — as a portable **Agent Skill**...
    COPY-PASTE FIX
    # baoyu-design **Run Claude Design on your own local agent — Cursor, Claude Code, Claude Desktop, or any file‑capable coding agent.** Unlike cloud-based design tools or UI libraries, `baoyu-design` packages the Claude Design engine as a portable Agent Skill, letting you generate polished UI mockups, prototypes, and wireframes as self-contained HTML directly within your local coding environment, without claude.ai/design.
  • mediumtopics#2
    Refine topics to emphasize AI agent and local generation

    Why:

    CURRENT
    agent-skills, claude, claude-code, claude-design, cursor, design, prototyping, ui-design
    COPY-PASTE FIX
    agent-skills, claude, claude-code, claude-design, cursor, local-ai-design, html-ui-generation, ai-agent-tool, prototyping
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/JimLiu/baoyu-design

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 JimLiu/baoyu-design
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Figma
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Figma · recommended 2×
  2. Sketch · recommended 2×
  3. Adobe XD · recommended 2×
  4. Magician · recommended 1×
  5. builderio/builder · recommended 1×
  • CATEGORY QUERY
    How to generate UI mockups and interactive prototypes locally using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Magician
    3. Builder.io's Figma plugin (builderio/builder)
    4. Penpot (penpot/penpot)
    5. Sketch
    6. AI Assistant for Sketch
    7. Adobe XD
    8. LLaMA 3 (meta-llama/llama-models)
    9. Mistral (mistralai/mistral-src)
    10. Stable Diffusion (Stability-AI/StableDiffusion)
    11. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    12. ComfyUI (comfyanonymous/ComfyUI)

    AI recommended 12 alternatives but never named JimLiu/baoyu-design. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for creating self-contained HTML UI designs and wireframes without cloud services?
    you: not recommended
    AI recommended (in order):
    1. Figma
    2. Adobe XD
    3. Axure RP
    4. Balsamiq Wireframes
    5. Sketch
    6. Pencil Project (pencil/pencil)

    AI recommended 6 alternatives but never named JimLiu/baoyu-design. 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 JimLiu/baoyu-design?
    pass
    AI named JimLiu/baoyu-design explicitly

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

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

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

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