RRepoGEO

REPOGEO REPORT · LITE

charliedream1/ai_quant_trade

Default branch master · commit 679bfc0d · scanned 5/14/2026, 12:07:32 PM

GitHub: 5,606 stars · 1,078 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 charliedream1/ai_quant_trade, 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
    Reposition the core value proposition in the README

    Why:

    CURRENT
    # AI量化交易操盘手
    
    **ENGLISH VERSION**
    
    [](https://opensource.org/licenses/Apache-2.0)
    [](https://github.com/charliedream1/ai_quant_trade)
    
    **AI量化教程**
    | **本地策略**
    | **辅助操盘**
    | **因子挖掘**
    | **文本分析**
    | **大模型**
    | **数据处理**
    | **在线投研平台**
    | **使用文档如果喜欢本项目,或希望随时关注动态,请给我点个赞吧 (页面右上角的小星星),欢迎分享到社区!**
    COPY-PASTE FIX
    # AI量化交易操盘手
    
    这是一个股票AI操盘手的一站式平台,旨在帮助用户从学习、模拟到实盘交易。它涵盖了股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等,为AI量化交易提供全面的学习、模拟及实盘交易支持。
    
    **ENGLISH VERSION**
    
    [](https://opensource.org/licenses/Apache-2.0)
    [](https://github.com/charliedream1/ai_quant_trade)
    
    **AI量化教程**
    | **本地策略**
    | **辅助操盘**
    | **因子挖掘**
    | **文本分析**
    | **大模型**
    | **数据处理**
    | **在线投研平台**
    | **使用文档如果喜欢本项目,或希望随时关注动态,请给我点个赞吧 (页面右上角的小星星),欢迎分享到社区!**
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/charliedream1/ai_quant_trade
  • mediumreadme#3
    Add a concise 'What problem does this solve?' section to the README

    Why:

    COPY-PASTE FIX
    ## 核心价值 / Why Use This Platform?
    
    本平台旨在解决AI量化交易学习和实践中的碎片化问题,提供一个集成的环境,让用户能够系统地学习前沿AI策略(如大模型、深度学习、强化学习),通过模拟交易验证策略,并最终实现实盘部署。我们致力于降低AI量化交易的门槛,并提供从理论到实践的全链路支持。

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 charliedream1/ai_quant_trade
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. quantopian/zipline · recommended 2×
  4. mementum/backtrader · recommended 2×
  5. MetaTrader 5 · recommended 2×
  • CATEGORY QUERY
    Looking for a comprehensive platform to learn and implement AI quantitative trading strategies.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (QuantConnect/Lean)
    2. Quantopian
    3. WorldQuant University
    4. Alpaca Markets
    5. zipline (quantopian/zipline)
    6. backtrader (mementum/backtrader)
    7. Interactive Brokers
    8. Kaggle
    9. MetaTrader 5
    10. MetaTrader5

    AI recommended 10 alternatives but never named charliedream1/ai_quant_trade. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework for developing and deploying machine learning based trading bots.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Zipline (quantopian/zipline)
    3. Backtrader (mementum/backtrader)
    4. Alpaca Trade API
    5. scikit-learn (scikit-learn/scikit-learn)
    6. TensorFlow (tensorflow/tensorflow)
    7. PyTorch (pytorch/pytorch)
    8. Quantopian
    9. MetaTrader 5
    10. MetaTrader5 (package) (MetaQuotes/MetaTrader5)
    11. PyAlgoTrade (gbeced/pyalgotrade)

    AI recommended 11 alternatives but never named charliedream1/ai_quant_trade. 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 charliedream1/ai_quant_trade?
    pass
    AI did not name charliedream1/ai_quant_trade — 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 charliedream1/ai_quant_trade in production, what risks or prerequisites should they evaluate first?
    pass
    AI named charliedream1/ai_quant_trade 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 charliedream1/ai_quant_trade solve, and who is the primary audience?
    pass
    AI did not name charliedream1/ai_quant_trade — 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?

Embed your GEO score

Drop this badge into the README of charliedream1/ai_quant_trade. 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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MARKDOWN (README)
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charliedream1/ai_quant_trade — 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