RRepoGEO

REPOGEO REPORT · LITE

AminHP/gym-mtsim

Default branch main · commit 1131a4be · scanned 6/2/2026, 11:51:51 PM

GitHub: 518 stars · 122 forks

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 AminHP/gym-mtsim, 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 the repository description to highlight multi-asset RL simulation

    Why:

    CURRENT
    A general-purpose, flexible, and easy-to-use simulator alongside an OpenAI Gym trading environment for MetaTrader 5 trading platform (Approved by OpenAI Gym)
    COPY-PASTE FIX
    A general-purpose, flexible, and easy-to-use **multi-asset** simulator and OpenAI Gym trading environment for MetaTrader 5 (Forex, Stocks, Crypto, Futures), ideal for reinforcement learning and detailed backtesting.
  • mediumreadme#2
    Refine the README's first sentence for stronger keyword density

    Why:

    CURRENT
    `MtSim` is a simulator for the MetaTrader 5 trading platform alongside an OpenAI Gym environment for reinforcement learning-based trading algorithms.
    COPY-PASTE FIX
    `gym-mtsim` is a powerful, general-purpose **multi-asset simulator** and **OpenAI Gym environment** for MetaTrader 5, specifically designed for developing and backtesting **reinforcement learning algorithms** across **Forex, Stocks, Crypto**, and Futures.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/AminHP/gym-mtsim

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 AminHP/gym-mtsim
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
QuantConnect/Lean
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect/Lean · recommended 2×
  2. mementum/backtrader · recommended 2×
  3. OpenBB-finance/OpenBBTerminal · recommended 1×
  4. AminHP/gym-trading-env · recommended 1×
  5. AI4Finance-LLC/FinRL · recommended 1×
  • CATEGORY QUERY
    How to simulate multi-asset trading environments for developing reinforcement learning algorithms?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    3. Backtrader (mementum/backtrader)
    4. Gym-Trading-Env (AminHP/gym-trading-env)
    5. FinRL (AI4Finance-LLC/FinRL)
    6. Pandas (pandas-dev/pandas)
    7. NumPy (numpy/numpy)
    8. Polygon.io
    9. Alpaca Markets

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

    Show full AI answer
  • CATEGORY QUERY
    What tools offer detailed backtesting and simulation for various trading assets like crypto and forex?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean) (QuantConnect/Lean)
    2. MetaTrader 5 (MT5) Strategy Tester
    3. TradingView (Pine Script)
    4. Backtrader (mementum/backtrader)
    5. Amibroker
    6. NinjaTrader

    AI recommended 6 alternatives but never named AminHP/gym-mtsim. 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 AminHP/gym-mtsim?
    pass
    AI named AminHP/gym-mtsim explicitly

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

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

    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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