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Poly-k8s-mcp serves as a unified Model Context Protocol (MCP) server, exposing a comprehensive set of Kubernetes management capabilities. It integrates directly with standard CLI tools like `kubectl`, `Helm`, and `Kustomize`, allowing AI assistants and other MCP clients to programmatically interact with and control Kubernetes clusters. This enables powerful automation workflows, intelligent cluster operations, and streamlined management of applications and infrastructure, all through a standardized protocol, making complex Kubernetes tasks accessible and automatable.