RRepoGEO

REPOGEO REPORT · LITE

CelaDaniel/free-ai-resources-x

Default branch main · commit 6ec67e83 · scanned 6/15/2026, 12:33:07 PM

GitHub: 531 stars · 80 forks

AI VISIBILITY SCORE
33 /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
2 / 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 CelaDaniel/free-ai-resources-x, 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
    Add an explicit introductory sentence to the README

    Why:

    CURRENT
    The first content after the H3 and badges is a feature list ('411+ hand picked resources...').
    COPY-PASTE FIX
    Add the following sentence immediately after the H3 or badges:

"This repository is a meticulously curated awesome list of free, high-quality AI tools, APIs, datasets, and learning resources."
  • mediumreadme#2
    Summarize key differentiators prominently in the README

    Why:

    CURRENT
    The key differentiators are explained in the 'Why This Repository?' section, which appears further down the README.
    COPY-PASTE FIX
    Add the following bulleted list immediately after the new introductory sentence:

*   **Structured for learning:** Resources organized by topic and difficulty (Beginner → Intermediate → Advanced).
*   **Quality over quantity:** Every resource is verified free, high-quality, and from reputable sources.
*   **Practical learning paths:** Guided paths for different skill levels.
*   **Always current:** Community maintained and regularly updated.
  • lowabout#3
    Refine the 'about' description for stronger identity

    Why:

    CURRENT
    🌟 A curated collection of free, high quality AI tools 🤖, APIs 🔗, datasets 📊, and learning resources 📚 covering machine learning 🧠, deep learning 🧩, generative AI 🎨, NLP 💬, and data science 📈. Designed to help developers 👩‍💻, researchers 🔬, and creators ✨ explore and build with AI faster ⚡.
    COPY-PASTE FIX
    CelaDaniel/free-ai-resources-x is a curated collection of free, high-quality AI tools 🤖, APIs 🔗, datasets 📊, and learning resources 📚. It covers machine learning 🧠, deep learning 🧩, generative AI 🎨, NLP 💬, and data science 📈, designed to help developers 👩‍💻, researchers 🔬, and creators ✨ explore and build with AI faster ⚡.

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 CelaDaniel/free-ai-resources-x
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. Machine Learning by Andrew Ng (Stanford University) · recommended 1×
  3. Deep Learning Specialization by Andrew Ng (deeplearning.ai) · recommended 1×
  4. Mathematics for Machine Learning Specialization (Imperial College London) · recommended 1×
  5. fast.ai · recommended 1×
  • CATEGORY QUERY
    Where can I find free, high-quality learning resources for machine learning and deep learning?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. Machine Learning by Andrew Ng (Stanford University)
    3. Deep Learning Specialization by Andrew Ng (deeplearning.ai)
    4. Mathematics for Machine Learning Specialization (Imperial College London)
    5. fast.ai
    6. Practical Deep Learning for Coders
    7. PyTorch (pytorch/pytorch)
    8. Practical Data Ethics
    9. Google's Machine Learning Crash Course
    10. TensorFlow (tensorflow/tensorflow)
    11. Hugging Face
    12. Hugging Face Course
    13. transformers (huggingface/transformers)
    14. Kaggle Learn
    15. Pandas (pandas-dev/pandas)
    16. Scikit-learn (scikit-learn/scikit-learn)
    17. MIT OpenCourseWare
    18. Introduction to Deep Learning (6.S191)
    19. Machine Learning (6.036)
    20. StatQuest with Josh Starmer
    21. 3Blue1Brown

    AI recommended 21 alternatives but never named CelaDaniel/free-ai-resources-x. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best structured collections of free AI tools, datasets, and APIs for developers?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Hub
    2. Google AI Platform
    3. Kaggle
    4. Papers With Code
    5. Awesome-AI
    6. OpenML
    7. Microsoft Azure AI

    AI recommended 7 alternatives but never named CelaDaniel/free-ai-resources-x. 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 CelaDaniel/free-ai-resources-x?
    pass
    AI named CelaDaniel/free-ai-resources-x explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts CelaDaniel/free-ai-resources-x in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CelaDaniel/free-ai-resources-x 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 CelaDaniel/free-ai-resources-x solve, and who is the primary audience?
    pass
    AI did not name CelaDaniel/free-ai-resources-x — 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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CelaDaniel/free-ai-resources-x — RepoGEO report