RRepoGEO

REPOGEO REPORT · LITE

XiaoLuoLYG/GOD

Default branch main · commit 776c22d4 · scanned 6/11/2026, 3:06:43 PM

GitHub: 625 stars · 90 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 XiaoLuoLYG/GOD, 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
    Clarify the repository's 'About' description for better AI categorization

    Why:

    CURRENT
    Govern, Observe, Direct - a real-time control room for agent societies
    COPY-PASTE FIX
    A real-time control room and interactive platform for governing, observing, and directing LLM agent societies and multi-agent AI simulations.
  • highreadme#2
    Add a direct, technical positioning statement to the README's opening

    Why:

    CURRENT
    <h1 align="center">
  
  &nbsp;GOD · Govern · Observe · Direct
</h1>

<p align="center">
  
</p>
<p align="center">
  <b>🌩️ Be like a god to a town of agents.</b><br/>
  Pause time. Whisper to a soul. Bend the next step. Reset the world — all from a single click.
</p>
    COPY-PASTE FIX
    <h1 align="center">
  
  &nbsp;GOD · Govern · Observe · Direct
</h1>

<p align="center">
  
</p>
<p align="center">
  <b>The real-time control room for LLM agent societies and multi-agent AI simulations.</b><br/>
  <b>🌩️ Be like a god to a town of agents.</b><br/>
  Pause time. Whisper to a soul. Bend the next step. Reset the world — all from a single click.
</p>
  • mediumtopics#3
    Add 'real-time' and 'simulation-platform' to repository topics

    Why:

    CURRENT
    agent, agent-control-room, agent-society, ai-agents, generative-agents, human-in-the-loop, llm-agents, multi-agent-simulation, openai-compatible, pixel-replay, python, react, social-simulation
    COPY-PASTE FIX
    agent, agent-control-room, agent-society, ai-agents, generative-agents, human-in-the-loop, llm-agents, multi-agent-simulation, openai-compatible, pixel-replay, python, react, social-simulation, real-time, simulation-platform

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 XiaoLuoLYG/GOD
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Unity-Technologies/ml-agents
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity-Technologies/ml-agents · recommended 1×
  2. projectmesa/mesa · recommended 1×
  3. NetLogo · recommended 1×
  4. deepmind/open_spiel · recommended 1×
  5. Farama-Foundation/Gymnasium · recommended 1×
  • CATEGORY QUERY
    How can I actively govern and direct a multi-agent AI simulation in real-time?
    you: not recommended
    AI recommended (in order):
    1. Unity ML-Agents Toolkit (Unity-Technologies/ml-agents)
    2. Mesa (projectmesa/mesa)
    3. NetLogo
    4. OpenSpiel (deepmind/open_spiel)
    5. Gymnasium (Farama-Foundation/Gymnasium)
    6. GAMA Platform (gama-platform/gama)

    AI recommended 6 alternatives but never named XiaoLuoLYG/GOD. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for human-in-the-loop control and observation of generative LLM agent societies?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangSmith
    3. OpenAI Evals
    4. W&B Prompts
    5. Humanloop
    6. MLflow

    AI recommended 6 alternatives but never named XiaoLuoLYG/GOD. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 XiaoLuoLYG/GOD?
    pass
    AI named XiaoLuoLYG/GOD explicitly

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

  • If a team adopts XiaoLuoLYG/GOD in production, what risks or prerequisites should they evaluate first?
    pass
    AI named XiaoLuoLYG/GOD 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 XiaoLuoLYG/GOD solve, and who is the primary audience?
    pass
    AI did not name XiaoLuoLYG/GOD — 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?

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XiaoLuoLYG/GOD — 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