Skill Grafting

Call windags_skill_graft when your task requires domain expertise you don't have in context.

When to Graft

• Architecture decisions (caching strategies, API design, database schema)
• Framework-specific work (React Server Components, SwiftUI data flow, Terraform modules)
• DevOps and deployment (Docker multi-stage builds, Kubernetes manifests, CI/CD pipelines)
• Security implementation (OAuth flows, RBAC, encryption patterns)
• Specialized domains (data pipelines, ML model serving, real-time collaboration)

When NOT to Graft

• Simple code changes (rename, format, delete unused code)
• Tasks you can complete confidently from general knowledge
• When you've already grafted skills for this task

How to Use

1. Call windags_skill_graft with a clear task description and count (usually 2)
2. Read the returned skill bodies — they contain decision trees, failure modes, and worked examples
3. Check the referenceSummaries — these summarize deeper material available via windags_skill_reference
4. If you need the full content of a reference, call windags_skill_reference(skillId, path)
5. Apply the skill's quality gates to validate your work