RRepoGEO

REPOGEO REPORT · LITE

SimWorld-AI/SimWorld

Default branch main · commit 1f588ec9 · scanned 6/17/2026, 6:31:54 AM

GitHub: 709 stars · 72 forks

AI VISIBILITY SCORE
40 /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
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 SimWorld-AI/SimWorld, 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
  • hightopics#1
    Add specific topics for LLM/VLM and social agent simulation

    Why:

    CURRENT
    agent, navigation, robotics, simulator
    COPY-PASTE FIX
    agent, navigation, robotics, simulator, llm-agents, vlm-agents, multi-agent, social-simulation, unreal-engine
  • mediumabout#2
    Refine the 'About' description to emphasize LLM/VLM agents

    Why:

    CURRENT
    SimWorld: An Open-ended Realistic Simulator for Autonomous Agents in Physical and Social Worlds
    COPY-PASTE FIX
    SimWorld: An open-ended, realistic simulator for LLM/VLM AI agents in complex physical and social worlds, supporting multi-agent research and emergent behaviors.
  • lowcomparison#3
    Add a 'Comparison with other simulators' section to README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison with other simulators' or 'Why SimWorld?' to the README, detailing how SimWorld differentiates itself, especially for LLM/VLM agents and complex social scenarios, compared to platforms like Habitat, CARLA, AirSim, and Isaac Sim.

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 SimWorld-AI/SimWorld
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Unity-Technologies/ml-agents · recommended 2×
  2. facebookresearch/habitat-lab · recommended 1×
  3. deepmind/lab · recommended 1×
  4. microsoft/AirSim · recommended 1×
  5. Farama-Foundation/Gymnasium · recommended 1×
  • CATEGORY QUERY
    What are good simulation platforms for developing and evaluating LLM/VLM agents in complex environments?
    you: not recommended
    AI recommended (in order):
    1. Habitat (facebookresearch/habitat-lab)
    2. DeepMind Lab (deepmind/lab)
    3. AirSim (microsoft/AirSim)
    4. Gymnasium (Farama-Foundation/Gymnasium)
    5. PyBullet (bulletphysics/bullet3)
    6. MuJoCo (deepmind/mujoco)
    7. Unity 3D (with ML-Agents Toolkit) (Unity-Technologies/ml-agents)
    8. RoboSuite (robosuite/robosuite)

    AI recommended 8 alternatives but never named SimWorld-AI/SimWorld. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a realistic simulator to test autonomous agents in diverse physical and social scenarios.
    you: not recommended
    AI recommended (in order):
    1. CARLA (carla-simulator/carla)
    2. AirSim (microsoft/airsim)
    3. Isaac Sim
    4. Unity 3D with ML-Agents (Unity-Technologies/ml-agents)
    5. Gazebo (osrf/gazebo)
    6. Webots (cyberbotics/webots)

    AI recommended 6 alternatives but never named SimWorld-AI/SimWorld. 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 SimWorld-AI/SimWorld?
    pass
    AI named SimWorld-AI/SimWorld explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of SimWorld-AI/SimWorld. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/SimWorld-AI/SimWorld.svg)](https://repogeo.com/en/r/SimWorld-AI/SimWorld)
HTML
<a href="https://repogeo.com/en/r/SimWorld-AI/SimWorld"><img src="https://repogeo.com/badge/SimWorld-AI/SimWorld.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

SimWorld-AI/SimWorld — 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