Leveraging Model Context Protocol (MCP) to transform Claude into a powerful Kubernetes troubleshooting assistant that rapidly identifies cluster issues and provides actionable solutions, dramatically reducing the time and cognitive load of DevOps work.

This post chronicles my journey from a 40% error rate to a functional classifier with 92% accuracy that actually helped me buy the right pears.