What is a Runbook in Claude Code?

A Runbook is a specialized markdown file that stores learnings, patterns, and anti-patterns to guide AI agents in specific development tasks.

Can I manually edit the runbooks?

Yes, manual entries are encouraged and take precedence over auto-generated content to ensure that human-verified expertise is always preserved.

How does the auto-promotion feature work?

The learning engine analyzes session findings and automatically adds patterns to runbooks if they occur at least 3 times with a confidence score of 0.6 or higher.

What does the /evolve command do?

The /evolve command triggers the learning engine to analyze your session findings, calculate confidence scores, and update runbooks with new trends.

Where are the runbook files stored in my project?

They are stored within your repository at .claude/skills/runbooks/ and are organized into subdirectories for specific agents or services.

Agent Learning Runbooks

Name: Agent Learning Runbooks
Author: datum-cloud

bydatum-cloud

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학습 및 문서화

Manages a persistent knowledge base of coding patterns, anti-patterns, and service-specific guidance to improve AI agent performance over time.

Agent Learning Runbooks provides a structured framework for Claude to capture and reuse institutional knowledge directly within your codebase. By tracking successful patterns and common mistakes across development sessions, it enables agents to evolve based on real-world outcomes. The skill automates the discovery of high-confidence patterns through a learning engine while allowing manual overrides, ensuring that your AI assistant becomes more specialized and effective with every task it completes. It bridges the gap between individual coding sessions by creating a repository-wide 'memory' of best practices.

주요 기능

01Structured runbook organization for service-specific guidance

02Anti-pattern tracking to prevent recurring architectural mistakes

03Automated pattern discovery and confidence scoring via the learning engine

04Manual documentation support for human-verified engineering standards

052 GitHub stars

06Auto-promotion of high-confidence coding trends into documentation

사용 사례

01Providing service-specific context and constraints to AI agents during development

02Capturing architectural patterns discovered during feature development for future reuse

03Preventing repeated bugs by documenting anti-patterns and their impact

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add datum-cloud/claude-code-plugins runbooks

For use in Claude.ai and ChatGPT

주요 기능

01Structured runbook organization for service-specific guidance

02Anti-pattern tracking to prevent recurring architectural mistakes

03Automated pattern discovery and confidence scoring via the learning engine

04Manual documentation support for human-verified engineering standards

052 GitHub stars

06Auto-promotion of high-confidence coding trends into documentation

사용 사례

01Providing service-specific context and constraints to AI agents during development

02Capturing architectural patterns discovered during feature development for future reuse

03Preventing repeated bugs by documenting anti-patterns and their impact