RRepoGEO

REPOGEO REPORT · LITE

ImagineAILab/ai-by-hand-excel

Default branch main · commit c2529f7a · scanned 5/15/2026, 12:33:12 PM

GitHub: 6,100 stars · 756 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 ImagineAILab/ai-by-hand-excel, 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
  • highabout#1
    Add a clear, concise repository description

    Why:

    COPY-PASTE FIX
    Hands-on, no-code exercises to learn and visualize core AI algorithms (like Transformers, LSTMs, Backpropagation) directly in Excel using only native formulas. Perfect for beginners, students, and professionals.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["ai", "deep-learning", "excel", "machine-learning", "education", "no-code", "backpropagation", "transformer", "lstm", "rnn", "neural-networks", "spreadsheet"]
  • mediumreadme#3
    Expand the README's opening to clearly state purpose and audience

    Why:

    CURRENT
    # ai-by-hand-excel

AI by Hand ✍️ Exercises in Excel
    COPY-PASTE FIX
    # ai-by-hand-excel: Learn AI Algorithms by Hand in Excel

This repository provides hands-on, no-code exercises to build and understand core AI algorithms directly in Excel using only native formulas. It's designed for beginners, students, and professionals who want to demystify deep learning concepts like Transformers, LSTMs, and Backpropagation without writing any code.

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 ImagineAILab/ai-by-hand-excel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Excel
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Excel · recommended 1×
  2. Google Sheets · recommended 1×
  3. LibreOffice Calc · recommended 1×
  4. Apache OpenOffice Calc · recommended 1×
  5. Excel's "Solver" add-in · recommended 1×
  • CATEGORY QUERY
    How can I learn deep learning algorithms step-by-step using a spreadsheet application?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Excel
    2. Google Sheets
    3. LibreOffice Calc
    4. Apache OpenOffice Calc
    5. Excel's "Solver" add-in
    6. Excel VBA
    7. TensorFlow (tensorflow/tensorflow)
    8. PyTorch (pytorch/pytorch)

    AI recommended 8 alternatives but never named ImagineAILab/ai-by-hand-excel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a hands-on way to visualize backpropagation and transformer models without programming.
    you: not recommended
    AI recommended (in order):
    1. 3Blue1Brown's Neural Networks Series

    AI recommended 1 alternative but never named ImagineAILab/ai-by-hand-excel. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 ImagineAILab/ai-by-hand-excel?
    pass
    AI did not name ImagineAILab/ai-by-hand-excel — 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?

  • If a team adopts ImagineAILab/ai-by-hand-excel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ImagineAILab/ai-by-hand-excel 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 ImagineAILab/ai-by-hand-excel solve, and who is the primary audience?
    pass
    AI did not name ImagineAILab/ai-by-hand-excel — 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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  • Brand-free category queries5 vs 2 in Lite
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