Pattern

Kubernetes / kubectl MCP

Inspect cluster state, read pod logs, apply manifests, manage deployments — the standard kubectl operations as agent tools.

Classification — Observe + Act. Tier 1–4.

Full entry

The complete treatment — problem, how it works, when to use it, sources, and examples — lives in the volume below.