RRepoGEO

REPOGEO REPORT · LITE

SnowingFox/open-nof1.ai

Default branch master · commit 39226a68 · scanned 6/5/2026, 1:57:30 AM

GitHub: 803 stars · 190 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 SnowingFox/open-nof1.ai, 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
  • highreadme#1
    Add a direct clarification to the README's opening line

    Why:

    CURRENT
    > An open-source implementation of nof1.ai's Alpha Arena - A benchmark platform for evaluating AI models' cryptocurrency trading capabilities with real money in real markets.
    COPY-PASTE FIX
    > An open-source implementation of nof1.ai's Alpha Arena, a benchmark platform for evaluating AI models' cryptocurrency trading capabilities with real money in real markets. **Note: This project is focused on financial trading, not N-of-1 trials in health.**
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-trading, cryptocurrency, trading-bot, quantitative-finance, real-time-trading, machine-learning, deep-learning, finance, binance, ccxt
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals.

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 SnowingFox/open-nof1.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Backtrader
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Backtrader · recommended 2×
  2. Zipline · recommended 2×
  3. Apache Kafka · recommended 1×
  4. Apache Flink · recommended 1×
  5. CCXT · recommended 1×
  • CATEGORY QUERY
    How can I build an open-source AI platform for real-time cryptocurrency trading?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka
    2. Apache Flink
    3. CCXT
    4. PyTorch
    5. TensorFlow
    6. Scikit-learn
    7. Backtrader
    8. Zipline
    9. InfluxDB
    10. PostgreSQL
    11. Docker
    12. Kubernetes
    13. Streamlit
    14. Plotly Dash

    AI recommended 14 alternatives but never named SnowingFox/open-nof1.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source tools for evaluating AI trading models with live market data?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine)
    2. Zipline
    3. Backtrader
    4. Catalyst
    5. Freqtrade
    6. Jesse
    7. OpenBB Terminal (formerly Gamestonk Terminal)

    AI recommended 7 alternatives but never named SnowingFox/open-nof1.ai. 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 SnowingFox/open-nof1.ai?
    pass
    AI named SnowingFox/open-nof1.ai explicitly

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

  • If a team adopts SnowingFox/open-nof1.ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SnowingFox/open-nof1.ai 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 SnowingFox/open-nof1.ai solve, and who is the primary audience?
    pass
    AI named SnowingFox/open-nof1.ai explicitly

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

Embed your GEO score

Drop this badge into the README of SnowingFox/open-nof1.ai. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
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