RRepoGEO

REPOGEO REPORT · LITE

EnzeD/vibe-coding

Default branch main · commit ebfded6f · scanned 5/17/2026, 1:07:57 AM

GitHub: 4,492 stars · 1,780 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
3 / 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 EnzeD/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
  • highabout#1
    Add a clear repository description

    Why:

    COPY-PASTE FIX
    An ultimate guide and methodology for 'vibe coding' — leveraging advanced AI models like Claude Opus and OpenAI GPT-5.4 for efficient game and application development.
  • hightopics#2
    Add relevant topics for AI development guides

    Why:

    COPY-PASTE FIX
    ["ai-development", "ai-coding", "game-development", "app-development", "claude-opus", "openai-gpt", "coding-guide", "methodology"]
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) in the root of the repository to clearly state the terms of use.

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 EnzeD/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
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Tabnine · recommended 2×
  3. CodeWhisperer · recommended 1×
  4. Midjourney · recommended 1×
  5. Stable Diffusion · recommended 1×
  • CATEGORY QUERY
    How can I leverage advanced AI models for efficient game and application development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. CodeWhisperer
    4. Midjourney
    5. Stable Diffusion
    6. ChatGPT
    7. GPT-4
    8. ElevenLabs
    9. AIVA
    10. Inworld AI
    11. DeepMind's AlphaZero
    12. OpenAI Gym
    13. Baselines
    14. TensorFlow
    15. PyTorch
    16. Morpheus
    17. Pylint
    18. ESLint
    19. TensorFlow Recommenders
    20. AWS Personalize

    AI recommended 20 alternatives but never named EnzeD/vibe-coding. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective strategies for integrating powerful AI coding tools into a development workflow?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Amazon CodeWhisperer
    3. Tabnine
    4. DeepSource
    5. SonarQube
    6. Snyk Code
    7. Mintlify
    8. Documatic
    9. CodiumAI
    10. Symflower
    11. Sourcery AI

    AI recommended 11 alternatives but never named EnzeD/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
    fail

    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 EnzeD/vibe-coding?
    pass
    AI named EnzeD/vibe-coding explicitly

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

  • If a team adopts EnzeD/vibe-coding in production, what risks or prerequisites should they evaluate first?
    pass
    AI named EnzeD/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 EnzeD/vibe-coding solve, and who is the primary audience?
    pass
    AI named EnzeD/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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EnzeD/vibe-coding — 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