ai-core-tools

Confirmation-gated git/GitHub procedure (branch, stage, commit, push, PR) used by orchestrating commands. Pauses for explicit user approval before every commit, push, and PR.

Best-practice rubric for production readiness in Mattin AI — concurrency, fault tolerance/resilience, isolation, observability, and operations. Background reference for reliability-auditor, production-readiness-analyst, and implementation experts.

Audit protocol for the self-correction loop — severity rubric, auditor selection by file type, finding format, and convergence criteria. Background knowledge for /review, /implement, /production-audit.

Templates and conventions for spec-driven development under .claude/specs/ (spec.md, plan.md, status.yaml, index.yaml). Background knowledge for planning and execution commands.