Use when writing, reviewing, or debugging Ansible playbooks, roles, collections, inventory, Vault, Molecule, execution environments, or CI; diagnoses failure modes with explicit idempotency, blast-radius, secret exposure, variable precedence, inventory correctness, handler ordering, check-mode, supply-chain, and runtime risk framing.
2026-05-08