RRepoGEO

REPOGEO REPORT · LITE

carefree0910/carefree-drawboard

Default branch dev · commit 95542823 · scanned 6/1/2026, 7:51:37 PM

GitHub: 699 stars · 95 forks

AI VISIBILITY SCORE
33 /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
2 / 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 carefree0910/carefree-drawboard, 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 core purpose as a Python web framework for drawing

    Why:

    CURRENT
    **✨ Build performant, business ready web apps in pure Python.**
    COPY-PASTE FIX
    **✨ A Python framework for building interactive web applications with an infinite drawing canvas, all in pure Python.**
  • mediumtopics#2
    Refine topics to better reflect Python web UI and canvas functionality

    Why:

    CURRENT
    drawboard, framework, fullstack, infrastructure, python, stable-diffusion, web
    COPY-PASTE FIX
    python, web-framework, fullstack, drawboard, canvas, interactive-ui, no-javascript, web
  • lowabout#3
    Update repository description for clarity and keyword relevance

    Why:

    CURRENT
    🎨 Infinite Drawboard in Python
    COPY-PASTE FIX
    A Python framework for building interactive web applications with an infinite drawing canvas.

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 carefree0910/carefree-drawboard
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Anvil
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Anvil · recommended 2×
  2. Streamlit · recommended 1×
  3. Fabric.js · recommended 1×
  4. Konva.js · recommended 1×
  5. Pillow · recommended 1×
  • CATEGORY QUERY
    How can I build interactive web applications with a drawing canvas using only Python?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. Fabric.js
    3. Konva.js
    4. Pillow
    5. PyScript
    6. Anvil
    7. Brython
    8. Flask
    9. Django
    10. HTMX
    11. Alpine.js
    12. Pencil.js

    AI recommended 12 alternatives but never named carefree0910/carefree-drawboard. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What full-stack Python frameworks are available for creating dynamic web UIs without JavaScript?
    you: not recommended
    AI recommended (in order):
    1. Anvil
    2. PyWebIO (pywebio/PyWebIO)
    3. Streamlit (streamlit/streamlit)
    4. Panel (holoviz/panel)
    5. Dash (plotly/dash)
    6. Gooey (chriskiehl/Gooey)

    AI recommended 6 alternatives but never named carefree0910/carefree-drawboard. 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 carefree0910/carefree-drawboard?
    pass
    AI named carefree0910/carefree-drawboard explicitly

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

  • If a team adopts carefree0910/carefree-drawboard in production, what risks or prerequisites should they evaluate first?
    pass
    AI named carefree0910/carefree-drawboard 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 carefree0910/carefree-drawboard solve, and who is the primary audience?
    pass
    AI did not name carefree0910/carefree-drawboard — likely talking about a different project

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

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carefree0910/carefree-drawboard — 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