RRepoGEO

REPOGEO REPORT · LITE

loganthorneloe/logans-guide

Default branch main · commit d2b598cd · scanned 5/29/2026, 1:22:39 PM

GitHub: 1,305 stars · 156 forks

AI VISIBILITY SCORE
27 /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
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 loganthorneloe/logans-guide, 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
    Refine the repository description to be more explicit about its purpose

    Why:

    CURRENT
    Logan's guide to AI. Especially good resources to learn across the stack.
    COPY-PASTE FIX
    A free, curated roadmap and comprehensive guide for software engineers to learn AI and machine learning from scratch, covering the full stack.
  • mediumreadme#2
    Strengthen the README's opening to emphasize its public, curated, and free nature

    Why:

    CURRENT
    This is your streamlined roadmap to learning AI and machine learning from scratch, for free. It starts with prerequisites, moves into machine learning fundamentals, and then engineering topics. This repo will be continually updated as I find great resources and create more guides. ... This is an **AI for Software Engineers** resource.
    COPY-PASTE FIX
    This is a **free, comprehensive roadmap and curated guide** for **software engineers** to learn AI and machine learning from scratch. It provides a streamlined learning path, starting with prerequisites, moving into machine learning fundamentals, and then engineering topics. This resource is continually updated with the best resources and guides.
  • lowtopics#3
    Add more specific topics to reinforce its role as a learning resource

    Why:

    CURRENT
    artificial-intelligence, guides, machine-learning, roadmap, software
    COPY-PASTE FIX
    artificial-intelligence, guides, machine-learning, roadmap, software, learning-path, curated-resources

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 loganthorneloe/logans-guide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coursera
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Coursera · recommended 1×
  2. Deep Learning Specialization · recommended 1×
  3. deeplearning.ai · recommended 1×
  4. Machine Learning Specialization · recommended 1×
  5. IBM AI Engineering Professional Certificate · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive roadmap to learn AI and machine learning from scratch?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. Deep Learning Specialization
    3. deeplearning.ai
    4. Machine Learning Specialization
    5. IBM AI Engineering Professional Certificate
    6. fast.ai
    7. Practical Deep Learning for Coders
    8. fastai (fastai/fastai)
    9. edX
    10. MITx MicroMasters Program in Statistics and Data Science
    11. ColumbiaX MicroMasters Program in Artificial Intelligence
    12. Kaggle Learn
    13. Intro to Machine Learning
    14. Intermediate Machine Learning
    15. Deep Learning
    16. Pandas (pandas-dev/pandas)
    17. Python
    18. Data Visualization
    19. Google's Machine Learning Crash Course
    20. TensorFlow (tensorflow/tensorflow)
    21. freeCodeCamp.org (freeCodeCamp/freeCodeCamp)
    22. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
    23. Scikit-Learn (scikit-learn/scikit-learn)
    24. Keras (keras-team/keras)

    AI recommended 24 alternatives but never named loganthorneloe/logans-guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best resources for a software engineer to learn artificial intelligence fundamentals?
    you: not recommended
    AI recommended (in order):
    1. Coursera's "Machine Learning" by Andrew Ng
    2. Octave/MATLAB
    3. fast.ai's "Practical Deep Learning for Coders"
    4. PyTorch
    5. "Deep Learning Specialization" by Andrew Ng (Coursera)
    6. TensorFlow
    7. Keras
    8. "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" by Aurélien Géron
    9. Scikit-Learn
    10. Google's "Machine Learning Crash Course"
    11. "The Hundred-Page Machine Learning Book" by Andriy Burkov
    12. "Elements of Statistical Learning" by Hastie, Tibshirani, and Friedman

    AI recommended 12 alternatives but never named loganthorneloe/logans-guide. 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 loganthorneloe/logans-guide?
    pass
    AI did not name loganthorneloe/logans-guide — 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 loganthorneloe/logans-guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named loganthorneloe/logans-guide 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 loganthorneloe/logans-guide solve, and who is the primary audience?
    pass
    AI did not name loganthorneloe/logans-guide — 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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loganthorneloe/logans-guide — 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