RRepoGEO

REPOGEO REPORT · LITE

thedimlebowski/Trading-Gym

Default branch master · commit d4b36a6a · scanned 6/12/2026, 3:23:43 AM

GitHub: 566 stars · 154 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 thedimlebowski/Trading-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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README opening to highlight OpenAI Gym compatibility

    Why:

    CURRENT
    # Trading Gym

Trading Gym is an open-source project for the development of reinforcement learning algorithms in the context of trading.
    COPY-PASTE FIX
    # Trading Gym

Trading Gym is an open-source project providing an OpenAI Gym-compatible environment for the development and testing of reinforcement learning algorithms in the context of financial trading.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/thedimlebowski/Trading-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 thedimlebowski/Trading-Gym
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym · recommended 2×
  2. FinRL · recommended 2×
  3. Backtrader · recommended 2×
  4. QuantConnect (Lean Engine) · recommended 1×
  5. Stable Baselines3 · recommended 1×
  • CATEGORY QUERY
    What tools are available for developing and testing RL algorithms in trading?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. FinRL
    3. QuantConnect (Lean Engine)
    4. Stable Baselines3
    5. Ray RLLib
    6. Backtrader

    AI recommended 6 alternatives but never named thedimlebowski/Trading-Gym. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a custom financial trading environment for reinforcement learning models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Backtrader
    3. QuantConnect
    4. FinRL
    5. TensorTrade
    6. Custom Python Script

    AI recommended 6 alternatives but never named thedimlebowski/Trading-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 thedimlebowski/Trading-Gym?
    pass
    AI did not name thedimlebowski/Trading-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 thedimlebowski/Trading-Gym in production, what risks or prerequisites should they evaluate first?
    pass
    AI named thedimlebowski/Trading-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 thedimlebowski/Trading-Gym solve, and who is the primary audience?
    pass
    AI named thedimlebowski/Trading-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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MARKDOWN (README)
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thedimlebowski/Trading-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