RRepoGEO

REPOGEO REPORT · LITE

qgallouedec/panda-gym

Default branch master · commit 10c4d8ad · scanned 6/10/2026, 8:02:00 PM

GitHub: 757 stars · 134 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
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 qgallouedec/panda-gym, 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 the README H1 to specify category and focus

    Why:

    CURRENT
    # panda-gym

Set of robotic environments based on PyBullet physics engine and gymnasium.
    COPY-PASTE FIX
    # panda-gym: Gymnasium Environments for Franka Emika Panda Robots (PyBullet-powered)

Set of robotic environments based on PyBullet physics engine and gymnasium.
  • mediumtopics#2
    Add 'gymnasium', 'pybullet', and 'simulation' to topics

    Why:

    CURRENT
    artificial-intelligence, deep-learning, franka-emika, machine-learning, python, reinforcement-learning, robotics
    COPY-PASTE FIX
    artificial-intelligence, deep-learning, franka-emika, gymnasium, machine-learning, python, pybullet, reinforcement-learning, robotics, simulation
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://qgallouedec.github.io/panda-gym/

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 qgallouedec/panda-gym
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyBullet
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PyBullet · recommended 2×
  2. MuJoCo · recommended 2×
  3. Gazebo · recommended 2×
  4. dm_control · recommended 1×
  5. Isaac Gym · recommended 1×
  • CATEGORY QUERY
    How can I simulate robotic arm environments for reinforcement learning research in Python?
    you: not recommended
    AI recommended (in order):
    1. PyBullet
    2. MuJoCo
    3. dm_control
    4. Isaac Gym
    5. Isaac Sim
    6. RoboSuite
    7. Gymnasium
    8. ROS
    9. Gazebo

    AI recommended 9 alternatives but never named qgallouedec/panda-gym. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a gymnasium-compatible physics simulation platform for training robotic agents effectively.
    you: not recommended
    AI recommended (in order):
    1. Isaac Gym / Isaac Sim
    2. MuJoCo
    3. PyBullet
    4. RoboSchool
    5. Gazebo

    AI recommended 5 alternatives but never named qgallouedec/panda-gym. 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 qgallouedec/panda-gym?
    pass
    AI named qgallouedec/panda-gym explicitly

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

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