RRepoGEO

REPOGEO REPORT · LITE

benelot/pybullet-gym

Default branch master · commit bc68201c · scanned 6/1/2026, 2:12:40 AM

GitHub: 880 stars · 125 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 benelot/pybullet-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's opening statement to highlight unique value

    Why:

    CURRENT
    PyBullet Gymperium is an open-source implementation of the OpenAI Gym MuJoCo environments for use with the OpenAI Gym Reinforcement Learning Research Platform in support of open research.
    COPY-PASTE FIX
    PyBullet Gymperium provides open-source, OpenAI Gym-compatible continuous control environments, powered by the free PyBullet physics engine. It serves as a direct, license-free alternative to the original MuJoCo-based Gym environments, supporting open reinforcement learning research.
  • mediumtopics#2
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    openai-gym, pybullet, python
    COPY-PASTE FIX
    openai-gym, pybullet, python, reinforcement-learning, robotics-simulation, continuous-control, mujoco-alternative
  • mediumreadme#3
    Clarify the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms specified in the included LICENSE file. Please refer to the LICENSE file for full details on applicable licenses and terms of use.

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 benelot/pybullet-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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PyBullet · recommended 1×
  2. MuJoCo · recommended 1×
  3. ODE · recommended 1×
  4. DART · recommended 1×
  5. Box2D · recommended 1×
  • CATEGORY QUERY
    Need open-source physics engine for OpenAI Gym continuous control tasks without commercial license.
    you: not recommended
    AI recommended (in order):
    1. PyBullet
    2. MuJoCo
    3. ODE
    4. DART
    5. Box2D

    AI recommended 5 alternatives but never named benelot/pybullet-gym. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking Python reinforcement learning environments for robotics simulation with a free physics engine.
    you: not recommended
    AI recommended (in order):
    1. Gymnasium (Farama-Foundation/Gymnasium)
    2. MuJoCo (deepmind/mujoco)
    3. dm_control (deepmind/dm_control)
    4. mujoco-py (openai/mujoco-py)
    5. PyBullet (bulletphysics/bullet3)
    6. Isaac Gym
    7. RoboSchool (openai/roboschool)
    8. Gazebo (osrf/gazebo)
    9. Webots (cyberbotics/webots)
    10. CoppeliaSim (CoppeliaRobotics/CoppeliaSim)

    AI recommended 10 alternatives but never named benelot/pybullet-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
    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 benelot/pybullet-gym?
    pass
    AI did not name benelot/pybullet-gym — 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 benelot/pybullet-gym in production, what risks or prerequisites should they evaluate first?
    pass
    AI named benelot/pybullet-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 benelot/pybullet-gym solve, and who is the primary audience?
    pass
    AI named benelot/pybullet-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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HTML
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  • Brand-free category queries5 vs 2 in Lite
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