kubectl-ai is a Kubernetes management CLI plugin that leverages AI to interpret user intent and execute cluster operations. It accepts natural language commands like ‘how’s nginx app doing in my cluster’ and translates them into appropriate kubectl operations. The tool supports MCP (Model Context Protocol) in both client and server modes, enabling integration with broader AI agent ecosystems.