RRepoGEO

REPOGEO REPORT · LITE

etrobot/open-alpha-arena

Default branch main · commit f316fe49 · scanned 5/29/2026, 4:52:44 AM

GitHub: 590 stars · 148 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 etrobot/open-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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root and ensure its content is a standard SPDX template.
  • mediumreadme#2
    Strengthen the README's opening sentence to clarify its core purpose

    Why:

    CURRENT
    # Open Alpha Arena
    
    This is a project inspired by nof1 Alpha Arena, you can setup AI trading bot on crypto market.
    COPY-PASTE FIX
    # Open Alpha Arena
    
    Open Alpha Arena is an open-source platform for developing, backtesting, and paper trading AI-driven cryptocurrency bots, inspired by nof1 Alpha Arena. It features OpenAI API compatibility and leverage support.

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 etrobot/open-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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. QuantConnect (Lean) · recommended 1×
  2. Backtrader · recommended 1×
  3. Freqtrade · recommended 1×
  4. Catalyst (Quantopian's Zipline for crypto) · recommended 1×
  5. Jesse · recommended 1×
  • CATEGORY QUERY
    Open-source platform for developing and backtesting AI-driven cryptocurrency trading strategies?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean)
    2. Backtrader
    3. Freqtrade
    4. Catalyst (Quantopian's Zipline for crypto)
    5. Jesse
    6. Gekko

    AI recommended 6 alternatives but never named etrobot/open-alpha-arena. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for building crypto paper trading bots with OpenAI API integration and leverage?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Freqtrade (freqtrade/freqtrade)
    3. Backtrader (mementum/backtrader)
    4. Alpaca (Paper Trading API)
    5. CCXT (CryptoCurrency eXchange Trading Library) (ccxt/ccxt)

    AI recommended 5 alternatives but never named etrobot/open-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 etrobot/open-alpha-arena?
    pass
    AI named etrobot/open-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 etrobot/open-alpha-arena in production, what risks or prerequisites should they evaluate first?
    pass
    AI named etrobot/open-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 etrobot/open-alpha-arena solve, and who is the primary audience?
    pass
    AI named etrobot/open-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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