RRepoGEO

REPOGEO REPORT · LITE

philtabor/Youtube-Code-Repository

Default branch master · commit eb3aa973 · scanned 6/16/2026, 8:52:39 AM

GitHub: 932 stars · 491 forks

AI VISIBILITY SCORE
22 /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
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 philtabor/Youtube-Code-Repository, 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 to clarify its purpose as tutorial code

    Why:

    CURRENT
    # Youtube-Code-Repository
Repository for all the code from my youtube channel
    COPY-PASTE FIX
    # Youtube-Code-Repository: Practical Machine Learning Code from YouTube Tutorials
This repository serves as the official code companion for the Machine Learning With Phil YouTube channel (https://youtube.com/MachineLearningWithPhil). It provides practical, runnable examples and implementations of various AI and machine learning algorithms, designed to help students and developers learn and apply concepts demonstrated in video tutorials.
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, adding a clear open-source license that permits educational and general use.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to https://youtube.com/MachineLearningWithPhil in the repository settings.

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 philtabor/Youtube-Code-Repository
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyTorch
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyTorch · recommended 2×
  2. Keras · recommended 2×
  3. TensorFlow · recommended 1×
  4. OpenAI Gym · recommended 1×
  5. gym.wrappers.AtariPreprocessing · recommended 1×
  • CATEGORY QUERY
    How can I implement deep Q-learning algorithms to train an AI for classic video games?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. TensorFlow
    3. Keras
    4. OpenAI Gym
    5. gym.wrappers.AtariPreprocessing
    6. ale-py
    7. Stable Baselines3
    8. Keras-RL2
    9. NumPy
    10. Matplotlib
    11. Seaborn

    AI recommended 11 alternatives but never named philtabor/Youtube-Code-Repository. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking examples of convolutional neural networks for image classification with highly skewed datasets.
    you: not recommended
    AI recommended (in order):
    1. ResNet
    2. EfficientNet
    3. Vision Transformer (ViT)
    4. Swin Transformer
    5. DenseNet
    6. Inception (GoogLeNet)
    7. Keras
    8. PyTorch
    9. tf.keras.losses.CategoricalCrossentropy
    10. torch.nn.CrossEntropyLoss
    11. SMOTE

    AI recommended 11 alternatives but never named philtabor/Youtube-Code-Repository. 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 philtabor/Youtube-Code-Repository?
    pass
    AI did not name philtabor/Youtube-Code-Repository — 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 philtabor/Youtube-Code-Repository in production, what risks or prerequisites should they evaluate first?
    pass
    AI named philtabor/Youtube-Code-Repository 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 philtabor/Youtube-Code-Repository solve, and who is the primary audience?
    pass
    AI did not name philtabor/Youtube-Code-Repository — 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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MARKDOWN (README)
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philtabor/Youtube-Code-Repository — 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