Use when the user is designing a new HTTP or GraphQL endpoint, reviewing an API for consistency, or asking how to version, paginate, or error from a public interface. Produces a resource model, an endpoint table, and an OpenAPI 3.1 spec fragment (or a GraphQL SDL fragment) that follows REST best practice.
Use when the user asks for a README, API docs, an ADR, a changelog, a runbook, or any structured technical write-up. Generates the requested artifact from the codebase and git history, following widely-adopted conventions (Keep a Changelog, MADR ADRs, OpenAPI-driven API docs).
Use when rolling out a new version of a service to staging or production. Runs tests, builds and pushes a container, performs a blue/green or canary rollout with health gates, and rolls back automatically on SLO breach.
Use when a Kubernetes application needs a new Helm chart or a substantial revision to an existing one. Scaffolds Chart.yaml, values.yaml with sensible defaults, and templates for Deployment, Service, Ingress, ConfigMap, and HPA, then validates with helm lint and helm diff against the live cluster.
Use when a repository needs a new CI/CD pipeline or a major revision to an existing one. Generates GitHub Actions, Azure DevOps, or GitLab CI YAML tailored to the project stack (Node, Python, Go, container) with matrix builds, caching, artifact publishing, and environment-gated deploys.
Use when a merged PR needs to be shipped to production end-to-end. Chains CI verification, canary deploy, SLO-driven auto-rollback, and changelog generation into a single auditable release run.
Use when preparing for a release, a SOC2/PCI audit window, or any "sweep everything" security request. Chains secret-scanner, dependency-audit, security-audit, container-scan (if applicable), and pentest-report end-to-end and produces a single dated pentest report.
Use when the user asks to "write up a pentest report", "assemble a security assessment deliverable", or convert audit outputs into a client-ready document. Produces a structured report with executive summary, methodology, scope, findings (CVSS + CWE + remediation), risk matrix, and raw-evidence appendix from scanner JSON plus manual notes.