RRepoGEO

REPOGEO REPORT · LITE

knmcguire/best-of-robot-simulators

Default branch main · commit 0b4e8604 · scanned 5/13/2026, 12:01:45 AM

GitHub: 1,319 stars · 93 forks

AI VISIBILITY SCORE
22 /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
1 / 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 knmcguire/best-of-robot-simulators, 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 relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    robotics-simulators, awesome-list, comparison, ranking, curated-list, best-of
  • highreadme#2
    Clarify README H1 to emphasize 'comparison list'

    Why:

    CURRENT
    <h1 align="center">best-of-robot-simulators<br></h1>
    COPY-PASTE FIX
    <h1 align="center">🏆 Best-of-Robot-Simulators: A Ranked Comparison List<br></h1>
  • mediumhomepage#3
    Add homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://best-of.org

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 knmcguire/best-of-robot-simulators
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
gazebosim/gz-sim
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. gazebosim/gz-sim · recommended 1×
  2. NVIDIA-Omniverse/IsaacSim-Samples · recommended 1×
  3. cyberbotics/webots · recommended 1×
  4. CoppeliaRobotics/CoppeliaSim · recommended 1×
  5. microsoft/airsim · recommended 1×
  • CATEGORY QUERY
    What are the top-rated robot simulation platforms for developing autonomous systems?
    you: not recommended
    AI recommended (in order):
    1. Gazebo (gazebosim/gz-sim)
    2. NVIDIA Isaac Sim (NVIDIA-Omniverse/IsaacSim-Samples)
    3. Webots (cyberbotics/webots)
    4. CoppeliaSim (CoppeliaRobotics/CoppeliaSim)
    5. AirSim (microsoft/airsim)
    6. MuJoCo (google-deepmind/mujoco)
    7. PyBullet (bulletphysics/bullet3)

    AI recommended 7 alternatives but never named knmcguire/best-of-robot-simulators. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a ranked comparison of popular robotics simulation environments?
    you: not recommended
    AI recommended (in order):
    1. Gazebo
    2. CoppeliaSim
    3. Webots
    4. Isaac Sim
    5. MuJoCo
    6. PyBullet
    7. RoboDK

    AI recommended 7 alternatives but never named knmcguire/best-of-robot-simulators. 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 knmcguire/best-of-robot-simulators?
    pass
    AI did not name knmcguire/best-of-robot-simulators — 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 knmcguire/best-of-robot-simulators in production, what risks or prerequisites should they evaluate first?
    pass
    AI named knmcguire/best-of-robot-simulators 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 knmcguire/best-of-robot-simulators solve, and who is the primary audience?
    pass
    AI did not name knmcguire/best-of-robot-simulators — 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?

Embed your GEO score

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knmcguire/best-of-robot-simulators — 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