RRepoGEO

REPOGEO REPORT · LITE

ai-hero-dev/ai-hero

Default branch main · commit 8a2ab404 · scanned 6/23/2026, 7:33:39 AM

GitHub: 1,533 stars · 292 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
27 /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
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 ai-hero-dev/ai-hero, 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 opening to explicitly state its purpose as a hands-on AI engineering course for developers

    Why:

    CURRENT
    # AI Hero

## Welcome!

AI Hero is the course I'm building to take you from **zero to fully-fledged AI engineer**.
    COPY-PASTE FIX
    # AI Hero: Hands-on AI Engineering Course for Developers

## Welcome!

AI Hero is the open-source course and practical examples I'm building to take full-stack developers from **zero to fully-fledged AI engineer**.
  • hightopics#2
    Add specific topics to improve categorization as a learning resource for AI engineering

    Why:

    CURRENT
    ai, typescript
    COPY-PASTE FIX
    ai, typescript, ai-engineering, learning, course, tutorials, full-stack-ai, nodejs, practical-examples, machine-learning-engineering
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for specific terms and conditions.

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 ai-hero-dev/ai-hero
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TensorFlow.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow.js · recommended 2×
  2. Hugging Face Transformers · recommended 1×
  3. Gradio · recommended 1×
  4. PyTorch Lightning · recommended 1×
  5. Keras · recommended 1×
  • CATEGORY QUERY
    How can a full-stack developer learn AI engineering with practical examples?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. Gradio
    3. TensorFlow.js
    4. PyTorch Lightning
    5. Keras
    6. FastAPI
    7. scikit-learn
    8. XGBoost
    9. LangChain

    AI recommended 9 alternatives but never named ai-hero-dev/ai-hero. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources offer hands-on AI development tutorials using TypeScript and Node.js?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js
    2. OpenAI API Node.js Library
    3. LangChain.js
    4. The Net Ninja
    5. FreeCodeCamp.org
    6. Manning Publications
    7. LogRocket Blog
    8. Medium

    AI recommended 8 alternatives but never named ai-hero-dev/ai-hero. 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 ai-hero-dev/ai-hero?
    pass
    AI did not name ai-hero-dev/ai-hero — 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 ai-hero-dev/ai-hero in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ai-hero-dev/ai-hero 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 ai-hero-dev/ai-hero solve, and who is the primary audience?
    pass
    AI did not name ai-hero-dev/ai-hero — 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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