RRepoGEO

REPOGEO REPORT · LITE

martin226/vibe-draw

Default branch main · commit c75689df · scanned 5/19/2026, 2:23:08 PM

GitHub: 2,091 stars · 290 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 martin226/vibe-draw, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai, generative-ai, 3d-modeling, sketch-to-3d, stable-diffusion, controlnet, nextjs, fastapi
  • highhomepage#2
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/martin226/vibe-draw
  • mediumreadme#3
    Emphasize the AI-powered nature in the README's opening paragraph

    Why:

    CURRENT
    turn your roughest sketches into stunning 3D worlds by vibe drawing
    COPY-PASTE FIX
    An AI-powered tool to turn your roughest sketches into stunning 3D worlds by vibe drawing.

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 martin226/vibe-draw
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Blender
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Blender · recommended 1×
  2. SketchUp Pro · recommended 1×
  3. Autodesk Fusion 360 · recommended 1×
  4. ZBrush · recommended 1×
  5. Adobe Substance 3D Modeler · recommended 1×
  • CATEGORY QUERY
    How can I convert my rough 2D drawings into detailed 3D models?
    you: not recommended
    AI recommended (in order):
    1. Blender
    2. SketchUp Pro
    3. Autodesk Fusion 360
    4. ZBrush
    5. Adobe Substance 3D Modeler
    6. Rhino 7

    AI recommended 6 alternatives but never named martin226/vibe-draw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help generate 3D assets from simple 2D sketches or text prompts?
    you: not recommended
    AI recommended (in order):
    1. Spline
    2. Blockade Labs' Skybox AI
    3. Luma AI (Genie 1.0)
    4. Masterpiece Studio (Masterpiece X)
    5. Meshy
    6. Kaedim
    7. Adobe Substance 3D Sampler

    AI recommended 7 alternatives but never named martin226/vibe-draw. 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 martin226/vibe-draw?
    pass
    AI named martin226/vibe-draw explicitly

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

  • If a team adopts martin226/vibe-draw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named martin226/vibe-draw 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 martin226/vibe-draw solve, and who is the primary audience?
    pass
    AI named martin226/vibe-draw explicitly

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

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martin226/vibe-draw — 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