REPOGEO REPORT · LITE

ArturoNereu/AI-Study-Group

Default branch main · commit dfbe18e0 · scanned 5/30/2026, 1:47:55 AM

GitHub: 1,002 stars · 106 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 ArturoNereu/AI-Study-Group, 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 the README's core purpose statement

Why:

CURRENT

This repository is a collection of the material I’ve used (and continue to use) to learn AI: books, courses, papers, tools, models, datasets, and notes. It’s not a curriculum, it’s more like a journal.

COPY-PASTE FIX

This repository serves as a curated learning path and comprehensive resource collection for anyone looking to learn AI, whether individually or as part of a study group. It compiles essential books, courses, papers, tools, models, datasets, and notes, offering a structured guide through the complex landscape of artificial intelligence.

highlicense#2

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the repository root, choosing an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects how you want others to use and contribute to your resources.

mediumhomepage#3

Add a Homepage URL to the repository settings

Why:

COPY-PASTE FIX

Add a relevant URL to the 'Homepage' field in your repository settings. This could be a link to a dedicated study group website, a blog post explaining the repo's purpose, or a related community forum.

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 ArturoNereu/AI-Study-Group

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google's Machine Learning Crash Course

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Google's Machine Learning Crash Course · recommended 1×
fast.ai's "Practical Deep Learning for Coders" · recommended 1×
Andrew Ng's Machine Learning Specialization (Coursera) · recommended 1×
josephmisiti/awesome-machine-learning · recommended 1×
Kaggle Learn · recommended 1×

CATEGORY QUERY
Where can I find a curated list of resources to start learning about AI and machine learning?
you: not recommended
AI recommended (in order):
1. Google's Machine Learning Crash Course
2. fast.ai's "Practical Deep Learning for Coders"
3. Andrew Ng's Machine Learning Specialization (Coursera)
4. Awesome Machine Learning (josephmisiti/awesome-machine-learning)
5. Kaggle Learn
6. Towards Data Science
AI recommended 6 alternatives but never named ArturoNereu/AI-Study-Group. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best learning paths and resources for understanding agentic AI and deep learning?
you: not recommended
AI recommended (in order):
1. DeepLearning.AI's Deep Learning Specialization
2. TensorFlow
3. Keras
4. DeepLearning.AI's Generative AI with Large Language Models Specialization
5. Scikit-Learn
6. OpenAI Gym
7. Hugging Face Transformers Library
AI recommended 7 alternatives but never named ArturoNereu/AI-Study-Group. 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 ArturoNereu/AI-Study-Group?
pass
AI did not name ArturoNereu/AI-Study-Group — 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 ArturoNereu/AI-Study-Group in production, what risks or prerequisites should they evaluate first?
pass
AI named ArturoNereu/AI-Study-Group 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 ArturoNereu/AI-Study-Group solve, and who is the primary audience?
pass
AI did not name ArturoNereu/AI-Study-Group — 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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Brand-free category queries5 vs 2 in Lite
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