RRepoGEO

REPOGEO REPORT · LITE

firmai/awesome-google-colab

Default branch master · commit 25ca023d · scanned 5/25/2026, 8:17:37 AM

GitHub: 1,501 stars · 262 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 firmai/awesome-google-colab, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clearly state the terms of use.
  • highreadme#2
    Remove the 'take over' message from the README's prominent position

    Why:

    CURRENT
    Please contact me to take over and revamp this repo (it gets around 30k views and 200k clicks per year), I don't have time to update or maintain it - message 15/03/2021
    COPY-PASTE FIX
    Remove this message from the top of the README. If still seeking a maintainer, consider moving it to a CONTRIBUTING.md file or a less prominent section.
  • mediumreadme#3
    Clarify the 'awesome list' nature in the README's opening and add relevant topics

    Why:

    CURRENT
    # Unofficial Google Colaboratory Notebook and Repository Gallery
    COPY-PASTE FIX
    Update the README's H1 to: '# Unofficial Google Colaboratory Notebook and Repository Gallery: A Curated Awesome List'. Also, add `awesome-list`, `curated-list`, and `resource-list` to the repository topics.

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 firmai/awesome-google-colab
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kaggle Notebooks
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kaggle Notebooks · recommended 1×
  2. GitHub · recommended 1×
  3. Google Colaboratory · recommended 1×
  4. Towards Data Science · recommended 1×
  5. Papers With Code · recommended 1×
  • CATEGORY QUERY
    Where can I find curated collections of interactive Python notebooks for machine learning projects?
    you: not recommended
    AI recommended (in order):
    1. Kaggle Notebooks
    2. GitHub
    3. Google Colaboratory
    4. Towards Data Science
    5. Papers With Code
    6. Fast.ai

    AI recommended 6 alternatives but never named firmai/awesome-google-colab. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for ready-to-run cloud-based data science tutorials and practical coding examples.
    you: not recommended
    AI recommended (in order):
    1. Google Colaboratory (Colab)
    2. Kaggle Kernels (now Kaggle Notebooks)
    3. DeepLearning.AI Courses on Coursera/DeepLearning.AI Platform
    4. Gradient by Paperspace
    5. Amazon SageMaker Studio Lab
    6. Datacamp Workspaces
    7. JupyterHub
    8. AWS
    9. Google Cloud
    10. Google Cloud AI Platform Notebooks
    11. Azure
    12. Azure Machine Learning Compute Instances

    AI recommended 12 alternatives but never named firmai/awesome-google-colab. 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 firmai/awesome-google-colab?
    pass
    AI did not name firmai/awesome-google-colab — 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 firmai/awesome-google-colab in production, what risks or prerequisites should they evaluate first?
    pass
    AI named firmai/awesome-google-colab 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 firmai/awesome-google-colab solve, and who is the primary audience?
    pass
    AI did not name firmai/awesome-google-colab — 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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firmai/awesome-google-colab — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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