{"enrichment":{"faq":[{"a":"Optimize generates parameter optimization scripts for VectorBT trading strategies, testing multiple combinations to identify the best settings. The skill creates backtesting scripts that track returns, Sharpe ratio, drawdown, and trade counts, then visualizes results via Plotly heatmaps and compares performance against benchmarks.","q":"What does Optimize do for VectorBT trading strategies?"},{"a":"Optimize improves code performance by generating backtesting scripts that systematically test parameter combinations for your trading strategies. It analyzes execution speed and efficiency by measuring key metrics like returns and Sharpe ratio, helping you identify the fastest and most resource-efficient parameter settings.","q":"How can I optimize my code performance with this skill?"},{"a":"Optimize tracks returns, Sharpe ratio, drawdown, and trade counts across parameter combinations. These metrics help you profile your strategy's performance and identify bottlenecks in execution efficiency, enabling data-driven optimization decisions.","q":"What metrics does Optimize track during code profiling?"},{"a":"Yes, Optimize applies optimization techniques by testing multiple parameter combinations and visualizing results through Plotly heatmaps. This approach helps you optimize for efficiency by comparing performance against benchmarks and selecting settings that maximize resource usage and execution speed.","q":"Can Optimize help with optimization techniques for efficiency?"},{"a":"Optimize makes code faster by generating parameter optimization scripts that test various combinations and identify the best settings for your VectorBT strategies. The skill performs performance tuning by analyzing backtesting results and visualizing them, allowing you to refactor code with proven optimal parameters.","q":"How does Optimize make code faster through performance tuning?"}],"shadow_tags":["performance-tuning","code-efficiency","speed-improvement","resource-optimization","execution-enhancement"],"summary_rewrite":"Optimize generates parameter optimization scripts for VectorBT trading strategies, testing multiple combinations to identify the best settings. The skill creates backtesting scripts that track returns, Sharpe ratio, drawdown, and trade counts, then visualizes results via Plotly heatmaps and compares performance against benchmarks."},"gist":{"api_url":"https://skillfed.io/api/skills/marketcalls/vectorbt-backtesting-skills/optimize.json","as_of":"2026-07-12","description":"Optimize creates parameter optimization scripts that test VectorBT strategy combinations and visualize.","install":{"manual":["git clone https://github.com/marketcalls/vectorbt-backtesting-skills","cp -r vectorbt-backtesting-skills ~/.claude/skills/optimize"],"primary":"npx skillfed install marketcalls/vectorbt-backtesting-skills/optimize","version":"229f7f30"},"kind":"skill","mirror_url":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/optimize.md","similar":[{"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/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/quick-stats","name":"Quick Stats","publisher":"marketcalls/vectorbt-backtesting-skills","url":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/quick-stats"},{"id":"marketcalls/openalgo-indicator-skills/indicator-scanner","name":"Indicator Scanner","publisher":"marketcalls/openalgo-indicator-skills","url":"https://skillfed.io/marketcalls/openalgo-indicator-skills/indicator-scanner"},{"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"}],"title":"Optimize by marketcalls: Improve code performance and execution speed \u2014 SkillFed","use":{"when":["Optimize improves code performance by generating backtesting scripts that systematically test parameter combinations for your trading.","Optimize tracks returns, Sharpe ratio, drawdown, and trade counts across parameter combinations."]},"what":{"lead":"Optimize creates parameter optimization scripts that test VectorBT strategy combinations and visualize results.","rest":"Optimize generates parameter optimization scripts for VectorBT trading strategies, testing multiple combinations to identify the best settings. The skill creates backtesting scripts that track returns, Sharpe ratio, drawdown, and trade counts, then visualizes results via Plotly heatmaps and compares performance against benchmarks."}},"id":"marketcalls/vectorbt-backtesting-skills/optimize","install":{"mode":"external","repo":"https://github.com/marketcalls/vectorbt-backtesting-skills"},"links":{"html":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/optimize","md":"https://skillfed.io/marketcalls/vectorbt-backtesting-skills/optimize.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":"Optimize","publisher":"marketcalls","stars":179},"relations":{"similar":[{"id":"marketcalls/vectorbt-backtesting-skills/backtest"},{"id":"marketcalls/vectorbt-backtesting-skills/strategy-compare"},{"id":"marketcalls/vectorbt-backtesting-skills/vectorbt-expert"},{"id":"marketcalls/vectorbt-backtesting-skills/quick-stats"},{"id":"marketcalls/openalgo-indicator-skills/indicator-chart"},{"id":"marketcalls/openalgo-indicator-skills/indicator-scanner"},{"id":"marketcalls/openalgo-indicator-skills/indicator-expert"},{"id":"marketcalls/vectorbt-backtesting-skills/setup"},{"id":"marketcalls/openalgo-indicator-skills/live-feed"},{"id":"marketcalls/openalgo-indicator-skills/indicator-dashboard"}]},"slug":{"owner":"marketcalls","repo":"vectorbt-backtesting-skills","skill":"optimize"},"version":"229f7f30"}