RRepoGEO

REPOGEO REPORT · LITE

AmadeusGB/alpha-arena

Default branch main · commit 56e4f65b · scanned 6/5/2026, 8:18:25 AM

GitHub: 626 stars · 133 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 AmadeusGB/alpha-arena, 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
    Refine the README's opening tagline to emphasize AI agent comparison

    Why:

    CURRENT
    > 一个让 AI 模型在真实市场中进行实盘交易与对抗的实验平台。
> "让智能体在不确定性中生存，并最终学会盈利。"
    COPY-PASTE FIX
    > 一个**专为 AI 智能体设计**的**真实市场交易实验与对抗平台**。在这里，你可以**比较和迭代**不同 AI 模型的实盘交易策略，目标是让智能体学会在不确定市场中生存和盈利。
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/AmadeusGB/alpha-arena

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 AmadeusGB/alpha-arena
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. Quantopian · recommended 2×
  3. Alpaca Markets · recommended 2×
  4. MetaTrader 5 · recommended 2×
  5. Interactive Brokers · recommended 2×
  • CATEGORY QUERY
    Platform to test and compare AI trading agents using real-time market data.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Quantopian
    3. Alpaca Markets
    4. MetaTrader 5
    5. Interactive Brokers
    6. Backtrader (mementum/backtrader)
    7. TradingView

    AI recommended 7 alternatives but never named AmadeusGB/alpha-arena. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an experimental environment for AI agents to learn and trade in live financial markets.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (QuantConnect/Lean)
    2. Quantopian
    3. Alpaca Markets
    4. Interactive Brokers
    5. MetaTrader 5
    6. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    7. Zipline (quantopian/zipline)

    AI recommended 7 alternatives but never named AmadeusGB/alpha-arena. 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 AmadeusGB/alpha-arena?
    pass
    AI named AmadeusGB/alpha-arena explicitly

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

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