What is the primary purpose of the Kaizen Improvement skill?

It automates the process of fixing recurring AI behavioral issues by turning analysis findings into actionable hooks, prompt updates, and automation scripts.

How does the skill prioritize improvements?

It uses a scoring system that multiplies the frequency of an issue by its impact, while also considering implementation cost and automation potential.

Can this skill automatically apply changes to my project?

In draft mode, it creates proposals for review. When using the --install flag, it can write hooks directly to settings, though other improvements remain as delegation prompts for safety.

Do I need another skill to use this effectively?

Yes, it requires analysis findings to exist in the .planning/kaizen/ directory, which are typically generated by a transcript-analysis skill.

What are 'hooks' in this context?

Hooks are configurations that intercept tool usage to prevent errors, redirect inputs to better tools, or inject context before an action is performed by the AI.

Kaizen Agent Improvement

Name: Kaizen Agent Improvement
Author: Jamie-BitFlight

byJamie-BitFlight

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Productivity & Workflow

Transforms transcript analysis into actionable agent improvements, hooks, and automation scripts to eliminate recurring anti-patterns.

The Kaizen Improvement skill implements the Autonomous Refinement Loop (ARL) by converting raw analysis findings from your coding sessions into structured enhancements for Claude. It prioritizes findings based on a frequency-impact matrix, generating specific outputs like PreToolUse hooks, agent prompt refinements, skill patches, and CLAUDE.md updates. By automating the transition from identifying a mistake to preventing it in the future, this skill ensures your AI development environment evolves and improves with every interaction, reducing technical debt and manual oversight.

Key Features

01Dual-mode operation supporting both reviewed drafts and automated installation

02Priority scoring based on frequency, impact, and automation potential

03Surgical agent prompt refinement via specialist delegation

04Automated hook generation for tool usage redirection and quality gates

05Project-wide behavioral rule updates through CLAUDE.md

0626 GitHub stars

Use Cases

01Preventing recurring tool misuse through automated redirection hooks

02Systematically patching knowledge gaps in AI skills based on failed tasks

03Converting repetitive manual workflows into automated scripts or skills

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jamie-bitflight/claude_skills kaizen-improvement

For use in Claude.ai and ChatGPT

Download Skill