RRepoGEO

REPOGEO REPORT · LITE

XiaomingX/ai-money-maker-handbook

Default branch main · commit 1c0475f8 · scanned 5/26/2026, 12:33:42 PM

GitHub: 2,527 stars · 271 forks

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 XiaomingX/ai-money-maker-handbook, 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
  • hightopics#1
    Add specific topics for AI side hustles and making money with AI

    Why:

    CURRENT
    awesome, jobleap
    COPY-PASTE FIX
    ai-side-hustle, make-money-with-ai, ai-business-ideas, passive-income, entrepreneurship, side-hustle, ai-tools, ai-prompts, business-ideas, startup-guide
  • mediumreadme#2
    Add a 'What This Handbook Is (and Isn't)' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example:

## What This Handbook Is (and Isn't)
This repository is a comprehensive guide and collection of strategies for leveraging AI to generate income through side hustles and business ventures. It is *not* an AI tool, API, or software framework itself (like OpenAI API, TensorFlow, or PyTorch), but rather a resource on how to effectively *use* such tools and concepts for financial gain.
  • lowreadme#3
    Clarify the scope of the 'Startup Partners' section in the README

    Why:

    CURRENT
    The section `# 写给 0-1 岁的初创公司合伙人 系列文章汇总` appears directly after the AI side hustle content.
    COPY-PASTE FIX
    Add a brief introductory sentence before `# 写给 0-1 岁的初创公司合伙人 系列文章汇总` such as: 'Beyond AI-specific strategies, this handbook also includes foundational business insights for early-stage entrepreneurs, applicable to many side hustles and startups:'

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 XiaomingX/ai-money-maker-handbook
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. tensorflow/tensorflow · recommended 2×
  3. pytorch/pytorch · recommended 2×
  4. GPT-4 · recommended 1×
  5. DALL-E 3 · recommended 1×
  • CATEGORY QUERY
    How can I use artificial intelligence to generate additional income streams?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-4
    3. DALL-E 3
    4. Midjourney
    5. Stable Diffusion
    6. Synthesys AI Studio
    7. Descript
    8. Zapier
    9. Make
    10. TensorFlow (tensorflow/tensorflow)
    11. PyTorch (pytorch/pytorch)
    12. Canva's Magic Studio
    13. Adobe Firefly
    14. Jasper
    15. Copy.ai

    AI recommended 15 alternatives but never named XiaomingX/ai-money-maker-handbook. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are practical strategies and tools for starting AI-driven side businesses?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Reddit
    4. Quora
    5. OpenAI API
    6. Anthropic Claude API
    7. Hugging Face
    8. Google Cloud AI Platform
    9. AWS SageMaker
    10. RunwayML
    11. TensorFlow (tensorflow/tensorflow)
    12. PyTorch (pytorch/pytorch)
    13. Google Colaboratory
    14. Streamlit (streamlit/streamlit)
    15. Gradio (gradio-app/gradio)
    16. Bubble
    17. Webflow
    18. Python
    19. Flask (pallets/flask)
    20. Django (django/django)
    21. Vercel
    22. Netlify
    23. Product Hunt
    24. Twitter
    25. LinkedIn
    26. Mailchimp
    27. ConvertKit
    28. Stripe
    29. Google Analytics
    30. Hotjar
    31. Typeform
    32. Google Forms

    AI recommended 32 alternatives but never named XiaomingX/ai-money-maker-handbook. 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 XiaomingX/ai-money-maker-handbook?
    pass
    AI did not name XiaomingX/ai-money-maker-handbook — 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 XiaomingX/ai-money-maker-handbook in production, what risks or prerequisites should they evaluate first?
    pass
    AI named XiaomingX/ai-money-maker-handbook 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 XiaomingX/ai-money-maker-handbook solve, and who is the primary audience?
    pass
    AI did not name XiaomingX/ai-money-maker-handbook — 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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