recursive-improve
Self-improving agent pipelines from execution trace analysis
All Skills in This Repository (1)
Pure Emerald Level IndicatorsFrequently Asked Questions
FAQPage SchemaHow to install recursive-improve?โผ
Run `npx skills add kayba-ai/recursive-improve --all -g -y` in your terminal to install all skills in this suite globally.
How to make my AI agent improve itself?โผ
Add two lines of tracing code to capture your agent's runs, then invoke the /recursive-improve skill. It analyzes the traces, finds failure patterns, and applies targeted code and prompt fixes on a separate branch.
Can my agent improve overnight without supervision?โผ
Yes. The /ratchet skill runs an autonomous loop that improves your agent, evaluates the results, and keeps or reverts each change. You review a summary of what improved when you return.
Does recursive-improve work with Claude Code and Codex?โผ
Yes. The skills run directly inside Claude Code or Codex, and the tracing library captures calls from OpenAI, Anthropic, and LiteLLM clients automatically.
How do I know if the improvements actually worked?โผ
Run the /benchmark skill to measure metric quality before and after each change. The dashboard visualizes every improvement cycle with before-and-after metrics so you can merge wins and discard regressions.
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