RRepoGEO

REPOGEO REPORT · LITE

chadyi/AITradeGame

Default branch main · commit fb4e45ed · scanned 6/15/2026, 1:47:05 AM

GitHub: 906 stars · 271 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 chadyi/AITradeGame, 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
  • highabout#1
    Add a concise 'About' description for the repository

    Why:

    COPY-PASTE FIX
    An open-source AI trading simulator and game for building and testing multi-agent AI strategies, available as a private local desktop app or an online competitive platform.
  • highreadme#2
    Refine the README's opening sentence to emphasize 'game' and 'multi-agent'

    Why:

    CURRENT
    AITradeGame is an AI trading simulator that supports both local and online versions.
    COPY-PASTE FIX
    AITradeGame is an open-source AI trading simulator and game designed for building and testing multi-agent AI strategies, available in both local and online versions.

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 chadyi/AITradeGame
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. quantopian/zipline · recommended 2×
  4. OpenBB-finance/OpenBBTerminal · recommended 2×
  5. enigmampc/catalyst · recommended 1×
  • CATEGORY QUERY
    What are some open-source platforms for simulating AI-driven trading strategies with LLMs?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Backtrader (mementum/backtrader)
    3. Zipline (quantopian/zipline)
    4. Catalyst (enigmampc/catalyst)
    5. FinRL (AI4Finance-LLC/FinRL)
    6. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)

    AI recommended 6 alternatives but never named chadyi/AITradeGame. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a private, local stock market simulator that supports multiple AI model APIs.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect LEAN (QuantConnect/Lean)
    2. Backtrader (mementum/backtrader)
    3. Zipline (quantopian/zipline)
    4. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    5. MetaTrader 5 (MetaQuotes/MetaTrader-for-Python)
    6. TradingView

    AI recommended 6 alternatives but never named chadyi/AITradeGame. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 chadyi/AITradeGame?
    pass
    AI named chadyi/AITradeGame explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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<a href="https://repogeo.com/en/r/chadyi/AITradeGame"><img src="https://repogeo.com/badge/chadyi/AITradeGame.svg" alt="RepoGEO" /></a>
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chadyi/AITradeGame — 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