RRepoGEO

REPOGEO REPORT · LITE

Kautenja/gym-super-mario-bros

Default branch master · commit cbbae307 · scanned 5/31/2026, 12:46:51 AM

GitHub: 859 stars · 170 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 Kautenja/gym-super-mario-bros, 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
  • highabout#1
    Update repository description to reflect Gymnasium

    Why:

    CURRENT
    An OpenAI Gym interface to Super Mario Bros. & Super Mario Bros. 2 (Lost Levels) on The NES
    COPY-PASTE FIX
    A Gymnasium environment for Super Mario Bros. & Super Mario Bros. 2 (Lost Levels) on The NES
  • hightopics#2
    Update and expand repository topics

    Why:

    CURRENT
    nes-py, openai-gym, super-mario-bros, super-mario-bros-2-lost-levels
    COPY-PASTE FIX
    nes-py, gymnasium, super-mario-bros, super-mario-bros-2-lost-levels, reinforcement-learning, retro-gaming
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://pypi.org/project/gym-super-mario-bros/

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 Kautenja/gym-super-mario-bros
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gym Retro
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gym Retro · recommended 2×
  2. OpenAI Gym · recommended 2×
  3. Arcade Learning Environment (ALE) · recommended 1×
  4. PyGame Learning Environment (PLE) · recommended 1×
  5. Minigrid · recommended 1×
  • CATEGORY QUERY
    What are good Python environments for reinforcement learning with retro platformer games?
    you: not recommended
    AI recommended (in order):
    1. Gym Retro
    2. Arcade Learning Environment (ALE)
    3. OpenAI Gym
    4. PyGame Learning Environment (PLE)
    5. Minigrid
    6. Procgen Benchmark

    AI recommended 6 alternatives but never named Kautenja/gym-super-mario-bros. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to develop AI agents that can learn to play classic 8-bit side-scrolling video games?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Stable Baselines3
    3. PettingZoo
    4. RLlib
    5. ViZDoom
    6. TensorFlow Agents (TF-Agents)
    7. PyTorch Lightning
    8. TorchRL
    9. Gym Retro

    AI recommended 9 alternatives but never named Kautenja/gym-super-mario-bros. 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 Kautenja/gym-super-mario-bros?
    pass
    AI named Kautenja/gym-super-mario-bros explicitly

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

  • If a team adopts Kautenja/gym-super-mario-bros in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Kautenja/gym-super-mario-bros 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 Kautenja/gym-super-mario-bros solve, and who is the primary audience?
    pass
    AI did not name Kautenja/gym-super-mario-bros — 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?

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  • Brand-free category queries5 vs 2 in Lite
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Kautenja/gym-super-mario-bros — RepoGEO report