RRepoGEO

REPOGEO REPORT · LITE

knmcguire/best-of-robot-simulators

Default branch main · commit ad6da4ed · scanned 6/23/2026, 8:47:13 AM

GitHub: 1,347 stars · 101 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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

2 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:

    COPY-PASTE FIX
    robotics, simulator, awesome-list, curated-list, comparison, guide, resource
  • highreadme#2
    Reposition README opening to clarify purpose as a guide

    Why:

    CURRENT
    <p align="center">
    <strong>🏆&nbsp; A ranked list of awesome projects. Updated weekly.</strong>
</p>
    COPY-PASTE FIX
    <p align="center">
    <strong>🏆&nbsp; Your definitive guide to the best robot simulators for research and development. Updated weekly.</strong>
</p>

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
Gazebo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gazebo · recommended 2×
  2. Webots · recommended 2×
  3. CoppeliaSim · recommended 2×
  4. PyBullet · recommended 2×
  5. MuJoCo · recommended 2×
  • CATEGORY QUERY
    What are the top-rated open-source robotics simulation platforms for research and development?
    you: not recommended
    AI recommended (in order):
    1. Gazebo
    2. Webots
    3. CoppeliaSim
    4. PyBullet
    5. MuJoCo
    6. ROS 2
    7. Rviz
    8. URDF/SDF

    AI recommended 8 alternatives but never named knmcguire/best-of-robot-simulators. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need to evaluate different virtual environments for simulating robotic systems; what are my options?
    you: not recommended
    AI recommended (in order):
    1. Gazebo
    2. Isaac Sim
    3. Webots
    4. CoppeliaSim
    5. MuJoCo
    6. PyBullet

    AI recommended 6 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

Drop this badge into the README of knmcguire/best-of-robot-simulators. 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/knmcguire/best-of-robot-simulators.svg)](https://repogeo.com/en/r/knmcguire/best-of-robot-simulators)
HTML
<a href="https://repogeo.com/en/r/knmcguire/best-of-robot-simulators"><img src="https://repogeo.com/badge/knmcguire/best-of-robot-simulators.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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