RRepoGEO

REPOGEO REPORT · LITE

ai-for-developers/awesome-vibe-coding

Default branch main · commit 6540aa36 · scanned 6/15/2026, 5:27:25 AM

GitHub: 747 stars · 157 forks

AI VISIBILITY SCORE
28 /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
2 / 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-for-developers/awesome-vibe-coding, 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 README H1 and description to clarify 'Vibe Coding' as AI-driven development

    Why:

    CURRENT
    # Awesome Vibe Coding [](https://awesome.re)

> A hand-picked collection of tools and references for building software with the help of AI—through prompts, iterations, and exploration.
    COPY-PASTE FIX
    # Awesome Vibe Coding: AI-Driven Development Tools & Resources [](https://awesome.re)

> A hand-picked collection of tools and references for building software with the help of AI—through prompts, iterations, and exploration. This list focuses on AI-first development workflows, not aesthetic coding environments.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the repository root, containing the full license text.
  • mediumreadme#3
    Add a sentence to the README clarifying this is a curated list, not a deployable tool

    Why:

    CURRENT
    This list focuses on tools and workflows where AI plays a central role in the development process. Instead of traditional coding, this approach emphasizes describing ideas, iterating quickly, and trusting the process—even when you’re not sure where it’s headed.
    COPY-PASTE FIX
    This list focuses on tools and workflows where AI plays a central role in the development process. Instead of traditional coding, this approach emphasizes describing ideas, iterating quickly, and trusting the process—even when you’re not sure where it’s headed. Please note: This repository is a curated list of tools and resources, not a software library or application intended for direct production adoption.

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-for-developers/awesome-vibe-coding
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot X
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot X · recommended 1×
  2. GitHub Copilot · recommended 1×
  3. ChatGPT · recommended 1×
  4. Google Gemini · recommended 1×
  5. Bard · recommended 1×
  • CATEGORY QUERY
    How can I find tools for building software by describing ideas to an AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot X
    2. GitHub Copilot
    3. ChatGPT
    4. Google Gemini
    5. Bard
    6. Replit AI
    7. Microsoft Power Apps
    8. Power Automate
    9. AppGyver
    10. Bubble.io
    11. Cursor

    AI recommended 11 alternatives but never named ai-for-developers/awesome-vibe-coding. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered development environments for rapid prototyping and exploration?
    you: not recommended
    AI recommended (in order):
    1. Google Colaboratory (Colab)
    2. JupyterLab
    3. GitHub Codespaces
    4. Deepnote
    5. Kaggle Notebooks
    6. Visual Studio Code

    AI recommended 6 alternatives but never named ai-for-developers/awesome-vibe-coding. 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 ai-for-developers/awesome-vibe-coding?
    pass
    AI did not name ai-for-developers/awesome-vibe-coding — 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-for-developers/awesome-vibe-coding in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ai-for-developers/awesome-vibe-coding 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-for-developers/awesome-vibe-coding solve, and who is the primary audience?
    pass
    AI named ai-for-developers/awesome-vibe-coding explicitly

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

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