Use when creating new spec or resuming incomplete spec - detects current phase, routes to appropriate phase skill (initialization, requirements, spec-writing, tasks-planning, verification), and manages phase transitions with validation checkpoints
Use when you have a spec or requirements for a multi-step task, before touching code
Multi-stage builds for optimized, minimal production images with build/runtime separation
Orchestrates Shannon's complete workflow: prime โ spec โ wave. Automates session preparation, specification analysis, and wave execution in one command. Interactive by default with validation gates, --auto for full automation, --plan-only for estimation. Use when: user provides complete task specification and wants end-to-end Shannon workflow.
Propose a safe rollout/migration plan with monitoring and rollback steps.
Activate emergency failsafe chassis when primary systems fail.
Fast-forward through OpenSpec artifact creation. Use when the user wants to quickly create all artifacts needed for implementation without stepping through each one individually.
**Docker/SSH ๊ธฐ๋ฐ** ๋ง์ดํฌ๋ก์๋น์ค ์ง์ ๋ฐฐํฌ. ๋ก์ปฌ ๋น๋ โ SSH ์ ์ก โ PM2 ์ฌ์์. Use when: (1) ms-* ์๋น์ค ๋ฐฐํฌ (ms-notifier, ms-scheduler ๋ฑ), (2) Docker ๋น๋/์ด๋ฏธ์ง ์์ฑ, (3) PM2 ์ฌ์์/๋กค๋ฐฑ, (4) SSH ์ ๊ทผ ํ์ํ ์ง์ ๋ฐฐํฌ. โ ๏ธ GitHub Actions/Milestone ๊ธฐ๋ฐ ๋ฐฐํฌ๋ deployer ์ฌ์ฉ.
Phase 3 of disciplined development. Executes approved implementation plans step by step. Each step includes tests, follows the design exactly, and produces reviewable commits.
Use when partner provides a complete implementation plan to execute in controlled batches with review checkpoints - loads plan, reviews critically, executes tasks in batches, reports for review between batches
ๅ จ้ข็DevOpsๅไบๅ็ไธๅฎถ๏ผ็ฒพ้CI/CDๆตๆฐด็บฟใๅฎนๅจๅใKubernetes้จ็ฝฒๅๅบ็ก่ฎพๆฝ่ชๅจๅใๅธฎๅฉไผไธๅฎ็ฐ็ฐไปฃๅ่ฟ็ปดๅๆ็ปญไบคไปใ
Rollback a deployment to its previous revision. Use when a new deployment causes issues and needs to be reverted quickly. Keywords: rollback, revert, deployment, previous version, undo deployment.
Spawn and coordinate Claude agents for parallel work
Deploy the application to production. Guides through Convex and Vercel deployment.
SEMO ํจํค์ง ๋ฒ์ ์ฒดํฌ ๋ฐ ์ ๋ฐ์ดํธ ์๋ฆผ. Use when: (1) ์ ์ธ์ ์์ ์ ์๋ ์ฒดํฌ, (2) ์๋ ๋ฒ์ ํ์ธ ์์ฒญ, (3) SEMO ์ ๋ฐ์ดํธ ์คํ.
Master Maven and Gradle - build configuration, dependencies, plugins, CI/CD
DevOps and CI/CD expert. Use when setting up pipelines, containerizing applications, deploying to Kubernetes, or implementing release strategies. Covers GitHub Actions, Docker, K8s, Terraform, and GitOps.
Validates and coordinates batch study guide operations (both separate and merge modes). Ensures file availability, template compatibility, and source-only policy before launching agents. **CRITICAL AUTOMATION**: Prevents batch processing errors by validating all prerequisites.
Use when managing npm workspaces monorepos - package dependencies, build ordering, cross-package development, and publishing workflows
Initialize projects with AI Dev Flow framework using domain-aware setup
Run the Ralph loop for a single iteration in WSL (pt-study-sop worktree).
