RRepoGEO

REPOGEO REPORT · LITE

beatai-org/BeatAI

Default branch main · commit c6431e7f · scanned 5/8/2026, 9:02:39 PM

GitHub: 4,659 stars · 254 forks

AI VISIBILITY SCORE
35 /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
3 / 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 beatai-org/BeatAI, 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 to clearly state the project's purpose as an AI learning resource

    Why:

    CURRENT
    书籍正在创作中,大家可以先访问网站,相信你会喜欢的 : https://beatai.org
    COPY-PASTE FIX
    BeatAI is an accessible guide to Artificial Intelligence, designed for students and engineers alike. It covers everything from neural networks to large language models, from high-level design to microscopic principles, and from engineering implementation to algorithmic foundations. Our goal is to demystify AI and explain how next-token prediction can change the world. The book is currently under creation, please visit our website for more: https://beatai.org
  • mediumreadme#2
    Expand the README with key concepts and target audience

    Why:

    COPY-PASTE FIX
    BeatAI aims to be an AI learning bible, making complex concepts easy to grasp for everyone from students to engineers. It comprehensively covers:
    *   Neural Networks and Large Language Models (LLMs)
    *   Top-level design to microscopic principles
    *   Engineering implementation to algorithmic foundations
    Upon completion, you will understand why next-token prediction is so powerful and discover that AI is not as mysterious or unattainable as it seems.
  • lowreadme#3
    Add a dedicated 'What is BeatAI?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is BeatAI?
    BeatAI is your accessible guide to Artificial Intelligence, designed to be a comprehensive "AI learning bible" for everyone from students to engineers. We demystify AI, covering topics from the fundamentals of neural networks to the intricacies of large language models, and bridging the gap between theoretical principles and practical engineering implementations. Our goal is to empower you to understand the profound impact of AI and realize its accessibility.

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 beatai-org/BeatAI
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AI for Everyone
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AI for Everyone · recommended 1×
  2. The Hundred-Page Machine Learning Book · recommended 1×
  3. Deep Learning Specialization · recommended 1×
  4. Grokking Deep Learning · recommended 1×
  5. Neural Networks and Deep Learning · recommended 1×
  • CATEGORY QUERY
    Seeking an accessible explanation of AI principles, from basics to large language models.
    you: not recommended
    AI recommended (in order):
    1. AI for Everyone
    2. The Hundred-Page Machine Learning Book
    3. Deep Learning Specialization
    4. Grokking Deep Learning
    5. Neural Networks and Deep Learning
    6. Generative AI for Everyone
    7. Attention Is All You Need

    AI recommended 7 alternatives but never named beatai-org/BeatAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the core concepts behind neural networks and modern AI engineering?
    you: not recommended
    AI recommended (in order):
    1. SHAP
    2. LIME

    AI recommended 2 alternatives but never named beatai-org/BeatAI. 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
    warn

    Suggestion:

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 beatai-org/BeatAI?
    pass
    AI named beatai-org/BeatAI explicitly

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

  • If a team adopts beatai-org/BeatAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named beatai-org/BeatAI 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 beatai-org/BeatAI solve, and who is the primary audience?
    pass
    AI named beatai-org/BeatAI explicitly

    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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