RRepoGEO

REPOGEO REPORT · LITE

YGYOOO/WorldX

Default branch main · commit 7ffce140 · scanned 6/5/2026, 3:58:20 AM

GitHub: 1,031 stars · 165 forks

AI VISIBILITY SCORE
35 /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
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 YGYOOO/WorldX, 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's opening statement to clarify platform scope

    Why:

    CURRENT
    The current README starts with decorative elements and a general tagline, potentially obscuring the core value proposition for AI.
    COPY-PASTE FIX
    Add a prominent, direct English statement at the very top of the `README_EN.md` (or main README if it's the primary entry point) like: 'WorldX is a complete, open-source platform for generating and simulating AI-driven virtual worlds, where autonomous agents create emergent stories from a single prompt.'
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the project's primary website or demo link (e.g., `https://worldx.ai` or `https://demo.worldx.ai`) to the repository's homepage field in the About section.
  • mediumreadme#3
    Streamline README's initial content for clarity

    Why:

    CURRENT
    <p align="center"> ... </p> blocks with empty content or badges before the main descriptive text.
    COPY-PASTE FIX
    Move all badges, decorative elements, and language links to appear *after* the primary, concise English value proposition statement at the top of the README.

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 YGYOOO/WorldX
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unity
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity · recommended 1×
  2. Unreal Engine · recommended 1×
  3. OpenAI GPT-3.5/GPT-4 · recommended 1×
  4. LangChain · recommended 1×
  5. FaunaDB · recommended 1×
  • CATEGORY QUERY
    How to build a virtual world with autonomous AI agents and emergent storytelling?
    you: not recommended
    AI recommended (in order):
    1. Unity
    2. Unreal Engine
    3. OpenAI GPT-3.5/GPT-4
    4. LangChain
    5. FaunaDB
    6. MongoDB Atlas
    7. Python
    8. Mirror
    9. Photon Unity Networking

    AI recommended 9 alternatives but never named YGYOOO/WorldX. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for generating dynamic game worlds and characters using large language models?
    you: not recommended
    AI recommended (in order):
    1. Inworld AI
    2. Latitude (Voyage)
    3. OpenAI API
    4. Cohere API
    5. Hugging Face Transformers (huggingface/transformers)
    6. Google Cloud Vertex AI

    AI recommended 6 alternatives but never named YGYOOO/WorldX. 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 YGYOOO/WorldX?
    pass
    AI named YGYOOO/WorldX explicitly

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

  • If a team adopts YGYOOO/WorldX in production, what risks or prerequisites should they evaluate first?
    pass
    AI named YGYOOO/WorldX 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 YGYOOO/WorldX solve, and who is the primary audience?
    pass
    AI named YGYOOO/WorldX explicitly

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

Embed your GEO score

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MARKDOWN (README)
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YGYOOO/WorldX — 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