quick-stats 是做什么的？
快速获取数据并打印指定标的的默认EMA交叉策略关键回测统计。无需创建文件——直接在笔记本单元格内运行或打印到控制台。
快速获取数据并打印指定标的的默认EMA交叉策略关键回测统计。无需创建文件——直接在笔记本单元格内运行或打印到控制台。
该技能允许用户快速获取金融标的的历史数据，并应用一个默认的指数移动平均线（EMA）交叉策略进行回测，最终直接在控制台或笔记本单元格中输出关键统计指标（如总收益率、最大回撤、胜率等）。它省去了编写完整回测脚本或创建文件的繁琐步骤，特别适合在Jupyter Notebook等交互式环境中进行快速策略评估。该技能支持任何提供OHLCV数据的标的，并可通过简单的命令行调用或API集成到Claude Code、Codex等AI编码助手中。用户无需深入了解回测库的细节即可获得直观的策略表现概览，是交易策略研究与原型验证的高效工具。
npx skills add https://github.com/marketcalls/vectorbt-backtesting-skills/tree/main/skills/quick-statsInstalled? Explore more 编程与开发 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
快速获取数据并打印指定标的的默认EMA交叉策略关键回测统计。无需创建文件——直接在笔记本单元格内运行或打印到控制台。
This repo contains 5 individual skills — each has its own dedicated page.
Quick backtest a strategy on a symbol. Creates a complete .py script with data fetch, signals, backtest, stats, and plots.
Optimize strategy parameters using VectorBT. Tests parameter combinations and generates heatmaps.
Set up the Python backtesting environment. Detects OS, creates virtual environment, installs dependencies (openalgo, ta-lib, vectorbt, plotly), and creates the backtesting folder structure.
Compare multiple strategies or directions (long vs short vs both) on the same symbol. Generates side-by-side stats table.
VectorBT backtesting expert. Use when user asks to backtest strategies, create entry/exit signals, analyze portfolio performance, optimize parameters, fetch historical data, use VectorBT/vectorbt, compare strategies, position sizing, equity curves, drawdown charts, or trade analysis. Also triggers for openalgo.ta helpers (exrem, crossover, crossunder, flip, donchian, supertrend).
Send and manage iMessages via BlueBubbles, including attachments, tapbacks, edits, replies, and groups.
Control Eight Sleep pods (status, temperature, alarms, schedules).
BluOS CLI (blu) for discovery, playback, grouping, and volume.
Create, search, and manage Bear notes via grizzly CLI.
Capture frames or clips from RTSP/ONVIF cameras.
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.