Best MCP servers for Kubernetes and containers

Operating containers means constantly answering small, urgent questions: which pods are crash-looping, what do the logs say, is this deployment synced, what is running on the cluster right now. An agent with direct access to the orchestration layer can list resources, read logs, and explain failures in plain language, far faster than chaining kubectl and docker commands by hand. The right server depends on where you sit, a native Kubernetes API client for cluster operations, a container gateway for running and aggregating workloads, or a GitOps controller for reconciling declared state against what is actually deployed. The servers below cover the common container surface, each a real MCP server with a verified, current install config.