{"enrichment":{"faq":[{"a":"Quick Stats is a rapid statistical analysis tool designed to generate quick statistical summaries and metrics for data analysis. It runs a fast EMA 10/20 crossover backtest inline, fetching live data and printing key performance metrics like Sharpe ratio, drawdown, and win rate without file creation. Results include benchmark comparison and an equity curve plot for immediate strategy evaluation.","q":"What is Quick Stats and what does it do?"},{"a":"Yes, Quick Stats delivers instant statistical insights and computations. The tool calculates and displays statistics rapidly, enabling you to access instant statistics without delays. It processes live data on demand and outputs results immediately, making it ideal for quick data stats and fast statistical analysis workflows.","q":"Can Quick Stats provide instant statistics and computations?"},{"a":"Quick Stats generates comprehensive quick stats reports featuring key performance indicators including Sharpe ratio, drawdown, and win rate. Each quick stats report also incorporates benchmark comparison data and an equity curve plot, providing a complete picture of strategy performance in a single rapid output.","q":"What metrics does Quick Stats include in its reports?"},{"a":"Quick Stats functions as a fast stats analyzer by executing a fast EMA 10/20 crossover backtest inline with live data fetching. This rapid data statistics approach eliminates file creation overhead, enabling quick stat calculator functionality that delivers fast statistical analysis results instantly for immediate strategy evaluation.","q":"How does Quick Stats work as a fast stats analyzer?"},{"a":"Quick Stats offers several standout features: it runs backtests inline without creating files, fetches and processes live data automatically, calculates essential metrics (Sharpe ratio, drawdown, win rate), provides benchmark comparisons, and generates equity curve visualizations\u2014all designed for rapid stats analysis and instant stats tool performance.","q":"What are the key features of this statistics quick tool?"}],"shadow_tags":["data-summarization","metric-calculation","real-time-analytics","performance-metrics","instant-reporting","statistical-engine","quick-reference","analytics-helper"],"summary_rewrite":"Quick Stats runs a fast EMA 10/20 crossover backtest inline, fetching live data and printing key performance metrics like Sharpe ratio, drawdown, and win rate without file creation. Results include benchmark comparison and an equity curve plot for immediate strategy evaluation."},"gist":{"api_url":"https://skillfed.io/api/skills/marketcalls/vectorbt-backtesting-skills/quick-stats.json","as_of":"2026-07-12","description":"Quick Stats generates instant backtest statistics and performance metrics for any stock symbol using an EMA.","install":{"manual":["git clone https://github.com/marketcalls/vectorbt-backtesting-skills","cp -r vectorbt-backtesting-skills ~/.claude/skills/quick-stats"],"primary":"npx skillfed install marketcalls/vectorbt-backtesting-skills/quick-stats","version":"b03013a7"},"kind":"skill","mirror_url":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/quick-stats.md","similar":[{"id":"marketcalls/vectorbt-backtesting-skills/optimize","name":"Optimize","publisher":"marketcalls/vectorbt-backtesting-skills","url":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/optimize"},{"id":"marketcalls/vectorbt-backtesting-skills/vectorbt-expert","name":"Vectorbt Expert","publisher":"marketcalls/vectorbt-backtesting-skills","url":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/vectorbt-expert"},{"id":"marketcalls/vectorbt-backtesting-skills/strategy-compare","name":"Strategy Compare","publisher":"marketcalls/vectorbt-backtesting-skills","url":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/strategy-compare"},{"id":"marketcalls/openalgo-indicator-skills/indicator-expert","name":"Indicator Expert","publisher":"marketcalls/openalgo-indicator-skills","url":"https://skillfed.io/marketcalls/openalgo-indicator-skills/indicator-expert"},{"id":"marketcalls/openalgo-indicator-skills/live-feed","name":"Live Feed","publisher":"marketcalls/openalgo-indicator-skills","url":"https://skillfed.io/marketcalls/openalgo-indicator-skills/live-feed"}],"title":"Quick Stats by marketcalls: Generate quick statistical summaries and metrics \u2014 SkillFed","use":{"when":["Yes, Quick Stats delivers instant statistical insights and computations.","Quick Stats generates comprehensive quick stats reports featuring key performance indicators including Sharpe ratio, drawdown, and win rate."]},"what":{"lead":"Quick Stats generates instant backtest statistics and performance metrics for any stock symbol using an EMA crossover strategy.","rest":"Quick Stats runs a fast EMA 10/20 crossover backtest inline, fetching live data and printing key performance metrics like Sharpe ratio, drawdown, and win rate without file creation. Results include benchmark comparison and an equity curve plot for immediate strategy evaluation."}},"id":"marketcalls/vectorbt-backtesting-skills/quick-stats","install":{"mode":"external","repo":"https://github.com/marketcalls/vectorbt-backtesting-skills"},"links":{"html":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/quick-stats","md":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/quick-stats.md","repo":"https://github.com/marketcalls/vectorbt-backtesting-skills"},"meta":{"agents_supported":["claude-code"],"first_seen":"2026-07-28","forks":45,"language":"Python","last_updated":"2026-07-12","license":null,"name":"Quick Stats","publisher":"marketcalls","stars":179},"relations":{"similar":[{"id":"marketcalls/vectorbt-backtesting-skills/backtest"},{"id":"marketcalls/vectorbt-backtesting-skills/optimize"},{"id":"marketcalls/vectorbt-backtesting-skills/vectorbt-expert"},{"id":"marketcalls/vectorbt-backtesting-skills/strategy-compare"},{"id":"marketcalls/openalgo-indicator-skills/indicator-chart"},{"id":"marketcalls/openalgo-indicator-skills/indicator-expert"},{"id":"marketcalls/openalgo-indicator-skills/live-feed"},{"id":"marketcalls/vectorbt-backtesting-skills/setup"},{"id":"marketcalls/openalgo-indicator-skills/indicator-scanner"},{"id":"marketcalls/openalgo-indicator-skills/indicator-dashboard"}]},"slug":{"owner":"marketcalls","repo":"vectorbt-backtesting-skills","skill":"quick-stats"},"version":"b03013a7"}