quick-stats 是做什麼的？
快速獲取數據並為某個交易標的的預設EMA交叉策略列印關鍵回測統計資料。無需建立檔案——可在筆記本儲存格中內聯執行或列印到主控台。
快速獲取數據並為某個交易標的的預設EMA交叉策略列印關鍵回測統計資料。無需建立檔案——可在筆記本儲存格中內聯執行或列印到主控台。
這個技能允許開發者或交易者無需手動建立腳本或策略檔案，就能快速獲取某個交易標的的歷史價格數據，並直接以默認的指數移動平均線（EMA）交叉策略執行回測。它會以簡潔格式輸出關鍵統計指標，例如總交易次數、勝率、最大回撤和夏普比率，方便用戶在筆記本環境（如 Jupyter）或終端機中快速評估策略表現。主要支援 Python 環境，依賴常見的金融數據庫（如 yfinance）和回測函式庫（如 backtrader 或自訂工具）。對於想要快速驗證交易想法的開發者和數據科學家來說，這是一個節省時間的效率工具。
npx skills add https://github.com/marketcalls/vectorbt-backtesting-skills/tree/main/skills/quick-statsInstalled? Explore more 程式設計與開發 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
快速獲取數據並為某個交易標的的預設EMA交叉策略列印關鍵回測統計資料。無需建立檔案——可在筆記本儲存格中內聯執行或列印到主控台。
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.