RRepoGEO

REPOGEO REPORT · LITE

51bitquant/ai-hedge-fund-crypto

Default branch main · commit c6750e00 · scanned 6/12/2026, 3:43:05 PM

GitHub: 593 stars · 152 forks

AI VISIBILITY SCORE
22 /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
1 / 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 51bitquant/ai-hedge-fund-crypto, 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
  • highabout#1
    Clarify the 'About' description to emphasize it's a comprehensive framework

    Why:

    CURRENT
    AI-Hedge-Fund for Crypto 🚀 AI-powered hedge fund for cryptocurrency trading, leveraging LLM agents for intelligent decision-making.
    COPY-PASTE FIX
    AI-Hedge-Fund for Crypto 🚀 A comprehensive AI-powered framework for building and deploying cryptocurrency trading strategies, leveraging LLM agents for intelligent decision-making.
  • mediumreadme#2
    Add a 'Why Choose This?' section to the README highlighting LLM integration

    Why:

    COPY-PASTE FIX
    ## Why Choose AI Hedge Fund Crypto?
    Unlike traditional algorithmic trading frameworks that focus solely on technical indicators, AI Hedge Fund Crypto integrates advanced LLM agents for sophisticated decision-making, risk management, and portfolio optimization, offering a truly intelligent approach to crypto trading.
  • lowhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/51bitquant/ai-hedge-fund-crypto

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 51bitquant/ai-hedge-fund-crypto
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Binance API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Binance API · recommended 1×
  2. CoinAPI · recommended 1×
  3. Kaiko · recommended 1×
  4. NewsAPI.org · recommended 1×
  5. Google News API · recommended 1×
  • CATEGORY QUERY
    How to build an AI-driven crypto trading bot using large language models?
    you: not recommended
    AI recommended (in order):
    1. Binance API
    2. CoinAPI
    3. Kaiko
    4. NewsAPI.org
    5. Google News API
    6. Twitter API
    7. PostgreSQL
    8. InfluxDB
    9. OpenAI GPT-4
    10. GPT-3.5 Turbo
    11. Anthropic Claude 3
    12. Google Gemini Pro
    13. Hugging Face Transformers
    14. BERT
    15. RoBERTa
    16. FinBERT
    17. Python
    18. Pandas
    19. NumPy
    20. TA-Lib
    21. Scikit-learn
    22. XGBoost
    23. Backtrader
    24. QuantConnect (Lean Engine)
    25. Zipline
    26. Coinbase Advanced Trade API
    27. Kraken API
    28. CCXT (CryptoCurrency eXchange Trading Library)
    29. Freqtrade
    30. Hummingbot
    31. Python's `logging` module
    32. ELK Stack
    33. Elasticsearch
    34. Logstash
    35. Kibana
    36. Telegram Bot API
    37. Twilio
    38. Docker
    39. AWS EC2
    40. Google Cloud Compute Engine
    41. Azure Virtual Machines
    42. Kubernetes

    AI recommended 42 alternatives but never named 51bitquant/ai-hedge-fund-crypto. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an algorithmic trading framework for crypto with multi-timeframe analysis and strategy ensembling.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (QuantConnect/Lean)
    2. Backtrader (mementum/backtrader)
    3. Freqtrade (freqtrade/freqtrade)
    4. Catalyst (quantopian/catalyst)
    5. Jesse (jesse-ai/jesse)

    AI recommended 5 alternatives but never named 51bitquant/ai-hedge-fund-crypto. 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 51bitquant/ai-hedge-fund-crypto?
    pass
    AI did not name 51bitquant/ai-hedge-fund-crypto — likely talking about a different project

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

  • If a team adopts 51bitquant/ai-hedge-fund-crypto in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 51bitquant/ai-hedge-fund-crypto 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 51bitquant/ai-hedge-fund-crypto solve, and who is the primary audience?
    pass
    AI did not name 51bitquant/ai-hedge-fund-crypto — likely talking about a different project

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

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51bitquant/ai-hedge-fund-crypto — 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