wangzhe3224/awesome-systematic-trading

• highreadme#1

  Reposition the README's opening to clearly state it's an "awesome list."

  原因：

  当前

  # Awesome Systematic Trading
  
  > or Quantitative Trading + a bit data science infra
  
  ... A curated list of awesome libraries, packages and resources for Systematic Trading (Quantitative Trading)

  复制粘贴的修复

  复制

  # Awesome Systematic Trading
  
  This is an **awesome list**: a curated collection of insanely awesome libraries, packages, and resources for systematic trading (also known as quantitative trading). It covers Crypto, Stock, Futures, Options, CFDs, FX, and more.

  待办完成忽略
• mediumabout#2

  Emphasize "awesome list" in the repository description.

  原因：

  当前

  A curated list of insanely awesome libraries, packages and resources for systematic trading. Crypto, Stock, Futures, Options, CFDs, FX, and more | 量化交易 | 量化投资

  复制粘贴的修复

  复制

  An **awesome list** of insanely awesome libraries, packages, and resources for systematic trading (quantitative trading). Covers Crypto, Stock, Futures, Options, CFDs, FX, and more | 量化交易 | 量化投资

  待办完成忽略
• lowreadme#3

  Clarify the dual licensing statement in the README.

  原因：

  当前

  Open access: all rights granted for use and re-use of any kind, by anyone, at no cost, under your choice of either the free MIT License or Creative Commons CC-BY International Public License.

  复制粘贴的修复

  复制

  This awesome list is openly accessible and licensed under your choice of either the free [MIT License](LICENSE) or the [Creative Commons CC-BY 4.0 International Public License](https://creativecommons.org/licenses/by/4.0/). All rights are granted for use and re-use of any kind, by anyone, at no cost.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  What are the best libraries for developing systematic trading strategies across multiple asset classes?

  你：未被推荐
  AI 推荐顺序：

  1. QuantConnect (Lean)
  2. Zipline
  3. Backtrader
  4. PyAlgoTrade
  5. Catalyst
  6. QuantLib

  AI 推荐了 6 个替代方案，却始终没点名 wangzhe3224/awesome-systematic-trading。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Where can I find resources and packages for quantitative trading and algorithmic finance?

  你：未被推荐
  AI 推荐顺序：

  1. QuantConnect (Lean) (QuantConnect/Lean)
  2. Zipline (quantopian/zipline)
  3. Backtrader (mementum/backtrader)
  4. PyAlgoTrade (gbeced/pyalgotrade)
  5. QuantLib (lballabio/quantlib)
  6. TA-Lib (TA-Lib/ta-lib)
  7. Alpaca API (alpacahq/alpaca-trade-api-python)

  AI 推荐了 7 个替代方案，却始终没点名 wangzhe3224/awesome-systematic-trading。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of wangzhe3224/awesome-systematic-trading?

  pass
  ⚠AI 未点名 wangzhe3224/awesome-systematic-trading —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts wangzhe3224/awesome-systematic-trading in production, what risks or prerequisites should they evaluate first?

  pass
  ⚠AI 未点名 wangzhe3224/awesome-systematic-trading —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo wangzhe3224/awesome-systematic-trading solve, and who is the primary audience?

  pass
  ⚠AI 未点名 wangzhe3224/awesome-systematic-trading —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？