Learn how to optimize Cloud Native MCP Server for predictable latency and higher throughput in real production workloads.

Cache and Response Strategy#

The server already includes internal cache and response shaping mechanisms. You can improve performance further by reducing response scope per call:

• Prefer namespace-scoped queries over cluster-wide queries.
• Use pagination parameters (for tools that support them) on large datasets.
• Query only the fields you actually need for the current decision.

Example: Limit payload size#

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{
  "method": "kubernetes-get-pods",
  "params": {
    "namespace": "default",
    "limit": 50
  }
}

Tune Kubernetes and Service Timeouts#

Use runtime variables that are supported by the current server: