RRepoGEO

REPOGEO REPORT · LITE

notadamking/RLTrader

Default branch master · commit c5c85db5 · scanned 5/10/2026, 2:12:15 PM

GitHub: 1,856 stars · 547 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 notadamking/RLTrader, 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
    Reposition the README's opening to clearly state RLTrader's purpose

    Why:

    CURRENT
    # RLTrader — The Predecessor to TensorTrade
    
    [](https://travis-ci.org/notadamking/RLTrader)
    [](http://makeapullrequest.com)
    [](https://opensource.org/licenses/GPL-3.0/)
    [](https://discord.gg/ZZ7BGWh)
    [](https://www.python.org/downloads/release/python-360/)
    [](https://github.com/notadamking/RLTrader)
    
    Development on this library has slowed down, in favor of working on TensorTrade - a framework for trading with RL: https://github.com/notadamking/tensortrade
    COPY-PASTE FIX
    # RLTrader: A Deep Reinforcement Learning Environment for Cryptocurrency Trading
    
    RLTrader provides a comprehensive environment for developing and testing deep reinforcement learning strategies for algorithmic cryptocurrency trading, built with OpenAI's Gym. While development on this library has slowed in favor of TensorTrade (a more advanced framework for trading with RL: https://github.com/notadamking/tensortrade), RLTrader remains a valuable resource for understanding foundational concepts and exploring early approaches.
  • mediumreadme#2
    Add a section clarifying RLTrader's continued value or use cases

    Why:

    COPY-PASTE FIX
    ## Why Use RLTrader?
    
    Although TensorTrade is its successor, RLTrader offers a simpler, focused environment ideal for:
    - **Learning Fundamentals:** Grasping the core concepts of applying deep reinforcement learning to financial markets without the added complexity of a full-fledged framework.
    - **Historical Context:** Understanding the evolution of reinforcement learning in algorithmic trading, as detailed in our Medium articles.
    - **Specific Research:** Exploring the original implementations and methodologies that led to later optimizations.

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 notadamking/RLTrader
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Python · recommended 1×
  2. Keras · recommended 1×
  3. TensorFlow · recommended 1×
  4. OpenAI Gym · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    How can I build an automated cryptocurrency trading bot using deep reinforcement learning?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. Keras
    3. TensorFlow
    4. OpenAI Gym
    5. PyTorch
    6. Stable Baselines3
    7. QuantConnect
    8. Lean Engine
    9. RLlib
    10. Ray
    11. FinRL

    AI recommended 11 alternatives but never named notadamking/RLTrader. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to simulate financial markets for reinforcement learning agents.
    you: not recommended
    AI recommended (in order):
    1. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    2. FinRL (AI4Finance-Foundation/FinRL)
    3. Gym-Trading-Env (AminHP/gym-trading-env)
    4. Backtrader (mementum/backtrader)
    5. Lean Engine (QuantConnect/Lean)
    6. Zipline (quantopian/zipline)
    7. PyFolio (quantopian/pyfolio)

    AI recommended 7 alternatives but never named notadamking/RLTrader. 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 notadamking/RLTrader?
    pass
    AI named notadamking/RLTrader explicitly

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

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

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

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