The code for the MCP implementation is here: https://github.com/CanineHQ/canine/blob/main/app/controllers... for anyone curious.

Sticking with standard Kubernetes API patterns, the model has a pretty good intuition about how to traverse and debug applications, fetch logs, scale services, debug networking, etc.