RRepoGEO

REPOGEO REPORT · LITE

loppety/Awesome-Vibecoding-Guide

Default branch main · commit d9dd0e52 · scanned 6/10/2026, 9:52:07 AM

GitHub: 656 stars · 71 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
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 loppety/Awesome-Vibecoding-Guide, 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
  • highabout#1
    Reposition the 'About' description to clarify the repo's purpose

    Why:

    CURRENT
    A compendium drawn from real commercial projects and hundreds of thousands of lines of AI‑assisted code. Read it end‑to‑end or feed this repo to your AI agent for summaries and Q&A. Stars and watches appreciated! ⭐
    COPY-PASTE FIX
    A practical playbook for making money with AI-assisted code, covering profitable strategies for client websites, automations, and Micro-SaaS. This is a monetization guide, not a tool or a list of resources.
  • hightopics#2
    Refine repository topics to emphasize monetization and business application

    Why:

    CURRENT
    ai-agents, awesome, coding-standards, guide, vibe-coded, vibe-coding, vibecoder, vibecoding
    COPY-PASTE FIX
    ai-assisted-development, monetization, business-playbook, client-work, micro-saas, automations, websites, guide, vibecoding
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/loppety/Awesome-Vibecoding-Guide

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 loppety/Awesome-Vibecoding-Guide
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. Zapier · recommended 2×
  3. Make · recommended 2×
  4. Google Cloud AI Platform / Vertex AI · recommended 1×
  5. Amazon SageMaker · recommended 1×
  • CATEGORY QUERY
    What are effective strategies for generating income with AI-assisted software development projects?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud AI Platform / Vertex AI
    2. Amazon SageMaker
    3. OpenAI API
    4. Streamlit
    5. Gradio
    6. Hugging Face Transformers
    7. TensorFlow
    8. PyTorch
    9. Databricks
    10. Weights & Biases
    11. Scikit-learn
    12. Zapier
    13. Make
    14. Microsoft Azure AI Services
    15. UiPath
    16. Automation Anywhere
    17. Python Package Index (PyPI)
    18. GitHub
    19. Docker

    AI recommended 19 alternatives but never named loppety/Awesome-Vibecoding-Guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a practical guide for building profitable client websites or automations using AI code.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Google Cloud Vertex AI
    4. Hugging Face
    5. AssemblyAI
    6. Midjourney
    7. DALL-E 3
    8. Zapier
    9. Make
    10. Next.js (vercel/next.js)
    11. React (facebook/react)
    12. Bubble
    13. WordPress (WordPress/WordPress)
    14. WPCode
    15. Advanced Custom Fields
    16. Python
    17. Flask (pallets/flask)
    18. Django (django/django)
    19. Node.js
    20. Express (expressjs/express)
    21. HubSpot
    22. Salesforce

    AI recommended 22 alternatives but never named loppety/Awesome-Vibecoding-Guide. 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 loppety/Awesome-Vibecoding-Guide?
    pass
    AI did not name loppety/Awesome-Vibecoding-Guide — 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 loppety/Awesome-Vibecoding-Guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named loppety/Awesome-Vibecoding-Guide 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 loppety/Awesome-Vibecoding-Guide solve, and who is the primary audience?
    pass
    AI did not name loppety/Awesome-Vibecoding-Guide — 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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loppety/Awesome-Vibecoding-Guide — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite