RRepoGEO

REPOGEO REPORT · LITE

LingyiChen-AI/vibe-coding

Default branch main · commit 8faf2e84 · scanned 5/29/2026, 2:37:45 PM

GitHub: 644 stars · 85 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 LingyiChen-AI/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
    Update README H1 to clarify project's specific application of Vibe Coding

    Why:

    CURRENT
    # vibe-coding
    COPY-PASTE FIX
    # Vibe Coding with Claude Code: A Journey to Build an AI Comic Generation Platform
  • hightopics#2
    Add specific topics for AI code generation and natural language programming

    Why:

    CURRENT
    vibe-coding, vibe-coding-assistant, vibe-coding-friendly, vibe-coding-tool
    COPY-PASTE FIX
    ai-code-generation, natural-language-programming, llm-development, claude-code, ai-comic-builder, prompt-engineering, ai-driven-development, vibe-coding
  • 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 in the repository root containing the text of your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 LingyiChen-AI/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. Microsoft Power Apps · recommended 1×
  3. Google Cloud's Duet AI · recommended 1×
  4. Replit AI · recommended 1×
  5. Tabnine · recommended 1×
  • CATEGORY QUERY
    What AI-driven development tools generate application code from natural language requirements?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot X
    2. Microsoft Power Apps
    3. Google Cloud's Duet AI
    4. Replit AI
    5. Tabnine
    6. Code Llama
    7. WizardCoder
    8. Phind-CodeLlama
    9. Mutable.ai

    AI recommended 9 alternatives but never named LingyiChen-AI/vibe-coding. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build applications using AI by defining features with structured specifications?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vertex AI
    2. Amazon SageMaker
    3. Microsoft Azure Machine Learning
    4. Tecton
    5. MLflow
    6. Feast
    7. Pandas
    8. NumPy
    9. Scikit-learn

    AI recommended 9 alternatives but never named LingyiChen-AI/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 LingyiChen-AI/vibe-coding?
    pass
    AI did not name LingyiChen-AI/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 LingyiChen-AI/vibe-coding in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LingyiChen-AI/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 LingyiChen-AI/vibe-coding solve, and who is the primary audience?
    pass
    AI named LingyiChen-AI/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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LingyiChen-AI/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