Script and automate repetitive tasks and workflows.
Helps with Morphir Go development including workspace setup, go.work management, branch/worktree handling, TDD/BDD workflow, and pre-commit checks. Use when setting up development environment or working on Morphir code.
Scan a repository to bootstrap new skills or audit and update existing ones
GitHub Spec-Kit integration for constitution-based spec-driven development. 7-phase workflow (constitution, specify, clarify, plan, tasks, analyze, implement). Use when working with spec-kit CLI, .specify/ directories, or creating specifications with constitution-driven development. Triggered by "spec-kit", "speckit", "constitution", "specify", references to .specify/ directory, or spec-kit commands.
Interactive feature development workflow from idea to implementation. Creates requirements (EARS format), design documents, and implementation task lists. Use when creating feature specs, requirements documents, design documents, or implementation plans. Triggered by "kiro" or references to .kiro/specs/ directory.
Use when work should be delegated to Claude Code CLI, especially headless `claude -p` runs, automation scripts, CI jobs, resumable sessions, or requests to use Claude/Claude Code for a task.
Create, generate, write, or scaffold bash/shell scripts (.sh), automation, or CLI tools.
Create, generate, or scaffold GitHub Actions workflows, action.yml, or .github/workflows CI/CD pipelines.
Create, generate, or scaffold .gitlab-ci.yml pipelines, stages, and jobs.
Generate/create/scaffold Jenkinsfile — declarative, scripted, shared library, CI/CD pipelines.
Create, generate, or scaffold Makefiles with .PHONY targets and build automation.
Validate, lint, audit, or check Jenkinsfiles and shared libraries.
Validate, lint, audit, or fix bash/shell/.sh scripts via ShellCheck.
Generate/create/scaffold azure-pipelines.yml, stages, jobs, steps, or reusable templates.
Validate, lint, audit, or review azure-pipelines.yml — syntax, security, best practices.
Create, generate, or write Dockerfiles and multi-stage Docker images. Containerize apps.
Validate, lint, audit, or scan a Dockerfile for security and best practices.
Validate, lint, audit, fix GitHub Actions workflows (.github/workflows).
Validate, lint, audit, or fix .gitlab-ci.yml pipelines, stages, and jobs.
Validate, lint, audit, or check Makefiles and .mk files for errors.
Guides dependency updates in `kaizen-design-system`
Autonomous iterative improvement loop. Agent modifies code, verifies against metrics, keeps improvements or reverts failures, and repeats. Uses git as memory — each change is committed, measured, and kept or discarded. Runs until a target metric is hit or max iterations reached. Triggers on: "autoresearch", "auto improve", "iterative improvement", "autonomous loop", "hill climb"
Post-AI-generation cleanup — remove single-use helpers, over-abstractions, generic naming, and unnecessary configurability. Use after dev-autopilot or any LLM-generated code burst.
