RRepoGEO

REPOGEO REPORT · LITE

openai/safety-gym

Default branch master · commit f31042f2 · scanned 6/12/2026, 12:33:06 AM

GitHub: 601 stars · 145 forks

AI VISIBILITY SCORE
28 /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
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 openai/safety-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
  • hightopics#1
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    reinforcement-learning, ai-safety, safe-rl, robotics-simulation, gymnasium-environments, mujoco, research-toolkit, archived-project
  • highreadme#2
    Expand README's opening paragraph to clarify purpose and status

    Why:

    CURRENT
    Tools for accelerating safe exploration research.
    COPY-PASTE FIX
    Safety Gym provides a suite of simulated environments for reinforcement learning researchers to develop and test agents that adhere to safety constraints. This archived toolkit formalizes safety constraints as separate cost functions alongside primary reward functions, enabling the development of safety-critical AI.
  • mediumabout#3
    Update repository description for clarity and AI context

    Why:

    CURRENT
    Tools for accelerating safe exploration research.
    COPY-PASTE FIX
    Archived toolkit providing simulated environments for safe reinforcement learning research, formalizing safety constraints as distinct cost functions.

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 openai/safety-gym
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Safety Gym
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Safety Gym · recommended 2×
  2. Stable Baselines3 · recommended 2×
  3. Gymnasium · recommended 2×
  4. RLlib · recommended 1×
  5. DeepMind's Control Suite · recommended 1×
  • CATEGORY QUERY
    Looking for a research platform to develop safe reinforcement learning agents.
    you: not recommended
    AI recommended (in order):
    1. Safety Gym
    2. RLlib
    3. Stable Baselines3
    4. DeepMind's Control Suite
    5. Gymnasium

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

    Show full AI answer
  • CATEGORY QUERY
    How can I create AI environments that include safety constraints and hazards?
    you: not recommended
    AI recommended (in order):
    1. Gymnasium
    2. OpenAI Gym
    3. PyBullet
    4. MuJoCo
    5. Unity
    6. ML-Agents
    7. ROS (Robot Operating System)
    8. Gazebo
    9. Safety Gym
    10. Stable Baselines3
    11. Safety-Gymnasium
    12. CARLA

    AI recommended 12 alternatives but never named openai/safety-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 openai/safety-gym?
    pass
    AI did not name openai/safety-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 openai/safety-gym in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/safety-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 openai/safety-gym solve, and who is the primary audience?
    pass
    AI named openai/safety-gym explicitly

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

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openai/safety-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