RRepoGEO

REPOGEO REPORT · LITE

ImagineAILab/ai-by-hand-excel

Default branch main · commit c2529f7a · scanned 6/26/2026, 4:37:49 AM

GitHub: 6,180 stars · 765 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    Learn fundamental AI algorithms by implementing them from scratch using only Excel formulas, designed for hands-on understanding without coding.
  • mediumreadme#2
    Expand README's opening paragraph to clarify unique value

    Why:

    CURRENT
    # ai-by-hand-excel

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

Learn fundamental AI algorithms by hand ✍️ through practical exercises implemented entirely in Excel. This repository provides step-by-step workbooks to understand concepts like neural networks, backpropagation, and transformers using only spreadsheet formulas, no coding required.

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. Apple Numbers · recommended 1×
  5. Smartsheet · recommended 1×
  • CATEGORY QUERY
    How to understand neural network algorithms by implementing them step-by-step in a spreadsheet?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Excel
    2. Google Sheets
    3. LibreOffice Calc
    4. Apple Numbers
    5. Smartsheet

    AI recommended 5 alternatives but never named ImagineAILab/ai-by-hand-excel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find resources to manually implement deep learning models like transformers for learning?
    you: not recommended
    AI recommended (in order):
    1. Dive into Deep Learning
    2. The Annotated Transformer
    3. PyTorch
    4. TensorFlow
    5. makemore (karpathy/makemore)
    6. nanoGPT (karpathy/nanoGPT)
    7. Hugging Face Transformers Library (huggingface/transformers)

    AI recommended 7 alternatives 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?

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ImagineAILab/ai-by-hand-excel — 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