RRepoGEO

REPOGEO REPORT · LITE

bobvibes/Awesome-Vibecoding-Guide

Default branch main · commit d9dd0e52 · scanned 6/23/2026, 6:31:46 PM

GitHub: 670 stars · 73 forks

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 bobvibes/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
  • highreadme#1
    Reposition the README's opening statement to emphasize monetization

    Why:

    CURRENT
    A comprehensive guide drawn from real commercial projects and hundreds of thousands of lines of AI-assisted code. This isn't a tool catalog — it's a monetization playbook.
    COPY-PASTE FIX
    This is a practitioner's playbook for leveraging AI-assisted coding to build profitable websites, automations, and Micro-SaaS for clients. It's a monetization guide, not a tool catalog, focused on generating revenue from commercial projects.
  • mediumtopics#2
    Refine 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-agents, awesome, guide, vibecoding, ai-monetization, freelancing, micro-saas, client-work, business-strategy, ai-consulting
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/bobvibes/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 bobvibes/Awesome-Vibecoding-Guide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Replit AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Replit AI · recommended 2×
  2. AWS CodeWhisperer · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. GitHub Copilot X · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    How can I use AI-assisted coding to build profitable websites and automations for clients?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Copilot X
    3. ChatGPT
    4. GPT-4 API
    5. Vercel AI SDK
    6. Next.js
    7. Zapier
    8. Make
    9. Integromat
    10. Replit AI
    11. AWS CodeWhisperer
    12. Google Cloud Codey APIs
    13. Vertex AI

    AI recommended 13 alternatives but never named bobvibes/Awesome-Vibecoding-Guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective techniques for professional AI code generation to deliver commercial projects?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. AWS CodeWhisperer
    3. Google Gemini for Developers
    4. Tabnine Enterprise
    5. CodiumAI
    6. Replit AI

    AI recommended 6 alternatives but never named bobvibes/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 bobvibes/Awesome-Vibecoding-Guide?
    pass
    AI did not name bobvibes/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 bobvibes/Awesome-Vibecoding-Guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bobvibes/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 bobvibes/Awesome-Vibecoding-Guide solve, and who is the primary audience?
    pass
    AI did not name bobvibes/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?

Embed your GEO score

Drop this badge into the README of bobvibes/Awesome-Vibecoding-Guide. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/bobvibes/Awesome-Vibecoding-Guide.svg)](https://repogeo.com/en/r/bobvibes/Awesome-Vibecoding-Guide)
HTML
<a href="https://repogeo.com/en/r/bobvibes/Awesome-Vibecoding-Guide"><img src="https://repogeo.com/badge/bobvibes/Awesome-Vibecoding-Guide.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

bobvibes/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