RRepoGEO

REPOGEO REPORT · LITE

ayushpai/AI-Math-Notes

Default branch main · commit e70a1f54 · scanned 6/3/2026, 5:33:24 AM

GitHub: 504 stars · 42 forks

AI VISIBILITY SCORE
28 /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
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 ayushpai/AI-Math-Notes, 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's opening sentence to clarify core function

    Why:

    CURRENT
    AI Math Notes is an interactive drawing application that allows users to draw mathematical equations on a canvas. Once an equation is drawn, the application uses a multimodal LLM to calculate and display the result next to the equals sign.
    COPY-PASTE FIX
    AI Math Notes is an interactive drawing application that uses a multimodal LLM to instantly solve handwritten mathematical equations drawn on a canvas, displaying results in real-time.
  • hightopics#2
    Add relevant topics to improve categorization signals

    Why:

    COPY-PASTE FIX
    math-solver, handwriting-recognition, ai, llm, python, tkinter, drawing-app, education, calculator, interactive-app
  • mediumabout#3
    Update 'About' description to be more specific

    Why:

    CURRENT
    Open Source AI Math Notes
    COPY-PASTE FIX
    Interactive drawing application that uses an LLM to solve handwritten math equations drawn on a 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 ayushpai/AI-Math-Notes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SymPy
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SymPy · recommended 2×
  2. MyScript Math · recommended 1×
  3. Mathpix Snipping Tool · recommended 1×
  4. Microsoft Cognitive Services · recommended 1×
  5. Azure Custom Vision · recommended 1×
  • CATEGORY QUERY
    How to get AI to solve handwritten math equations drawn on a canvas?
    you: not recommended
    AI recommended (in order):
    1. MyScript Math
    2. Mathpix Snipping Tool
    3. Microsoft Cognitive Services
    4. Azure Custom Vision
    5. Azure Computer Vision
    6. OpenCV
    7. Tesseract
    8. SymPy
    9. Mathematica
    10. Wolfram Alpha API
    11. Math.js
    12. Numpy
    13. SciPy

    AI recommended 13 alternatives but never named ayushpai/AI-Math-Notes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python tool for interactive drawing and real-time calculation of mathematical expressions?
    you: not recommended
    AI recommended (in order):
    1. Jupyter Notebook
    2. JupyterLab
    3. Matplotlib
    4. SymPy
    5. Plotly Dash
    6. PyQtGraph
    7. IPython Widgets
    8. Plotly
    9. Kivy

    AI recommended 9 alternatives but never named ayushpai/AI-Math-Notes. 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 ayushpai/AI-Math-Notes?
    pass
    AI named ayushpai/AI-Math-Notes explicitly

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

  • If a team adopts ayushpai/AI-Math-Notes in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ayushpai/AI-Math-Notes 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 ayushpai/AI-Math-Notes solve, and who is the primary audience?
    pass
    AI did not name ayushpai/AI-Math-Notes — 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?

Embed your GEO score

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ayushpai/AI-Math-Notes — 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