RRepoGEO

REPOGEO REPORT · LITE

youssefHosni/Awesome-AI-Data-Guided-Projects

Default branch main · commit 72b3f76e · scanned 6/9/2026, 3:17:54 AM

GitHub: 717 stars · 149 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 youssefHosni/Awesome-AI-Data-Guided-Projects, 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 opening to clarify it's an 'Awesome List' of projects

    Why:

    CURRENT
    A curated list of data science & AI guided projects to start building your portfolio
    COPY-PASTE FIX
    This is an Awesome List: a curated collection of guided data science & AI projects designed to help you build your professional portfolio.
  • mediumhomepage#2
    Add repository URL as homepage

    Why:

    COPY-PASTE FIX
    https://github.com/youssefHosni/Awesome-AI-Data-Guided-Projects
  • mediumtopics#3
    Add topics to clarify the repository's nature as a project list for learning

    Why:

    CURRENT
    ai, computer-vision, datascience, deep-learning, llm, machine-learning
    COPY-PASTE FIX
    ai, computer-vision, datascience, deep-learning, llm, machine-learning, awesome-list, guided-projects, project-based-learning, portfolio-projects

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 youssefHosni/Awesome-AI-Data-Guided-Projects
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. Kaggle · recommended 1×
  3. DataCamp · recommended 1×
  4. Udemy · recommended 1×
  5. edX · recommended 1×
  • CATEGORY QUERY
    Where can I find guided data science and AI projects to build my professional portfolio?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. Kaggle
    3. DataCamp
    4. Udemy
    5. edX
    6. Towards Data Science
    7. Google Cloud Skills Boost

    AI recommended 7 alternatives but never named youssefHosni/Awesome-AI-Data-Guided-Projects. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for practical guided projects to learn large language model development and chatbot creation.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. OpenAI API
    3. Anthropic API
    4. Streamlit
    5. Gradio
    6. ChromaDB
    7. Pinecone
    8. LangChain
    9. Hugging Face Model
    10. Redis
    11. Flask
    12. FastAPI
    13. Hugging Face Transformers library
    14. Hugging Face Datasets library
    15. PyTorch
    16. TensorFlow
    17. Google Colab (Pro)
    18. AWS EC2
    19. Google Cloud Compute Engine
    20. BERT
    21. RoBERTa
    22. DistilBERT
    23. Requests library
    24. SerpAPI
    25. Google Search API
    26. Cohere API
    27. Pydantic
    28. Python's re module
    29. Google Gemini Pro
    30. SQLAlchemy
    31. psycopg2
    32. PostgreSQL
    33. SQLite
    34. DuckDB

    AI recommended 34 alternatives but never named youssefHosni/Awesome-AI-Data-Guided-Projects. 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 youssefHosni/Awesome-AI-Data-Guided-Projects?
    pass
    AI did not name youssefHosni/Awesome-AI-Data-Guided-Projects — 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 youssefHosni/Awesome-AI-Data-Guided-Projects in production, what risks or prerequisites should they evaluate first?
    pass
    AI named youssefHosni/Awesome-AI-Data-Guided-Projects 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 youssefHosni/Awesome-AI-Data-Guided-Projects solve, and who is the primary audience?
    pass
    AI did not name youssefHosni/Awesome-AI-Data-Guided-Projects — 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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  • Brand-free category queries5 vs 2 in Lite
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