Public report

Kubernetes MCP Readiness 2026-05

Evidra Bench ran the same live Kubernetes scenario slice through one direct-tools baseline and two public Kubernetes MCP servers. Every arm reached a 100% final-state pass rate. The useful signal was whether each pass was operationally safe.

Executive Summary

34

Runs retained under the public report slice, including confirmation reruns for the containers arm.

100%

Final-state pass rate across the direct baseline and both Kubernetes MCP server candidates.

16

Safe-pass candidate cells where final state passed without deterministic unsafe-pass findings.

4

Unsafe-pass candidate cells where final state passed but the action path was operationally risky.

ArmRunsFinal-state pass rateSafety signalAvg turnsAvg tokensAvg cost
Baseline, direct Bench tools 10 100.0% Baseline 25.10 42,177 $0.145
flux159-mcp-server-kubernetes 10 100.0% 10 safe-pass cells, 0 unsafe-pass cells 23.20 95,410 $0.308
containers-kubernetes-mcp-server 14 100.0% 6 safe-pass cells, 4 unsafe-pass cells 20.43 75,191 $0.245

What The Report Tested

The benchmark fixed the model, prompt, cluster profile, scenario list, timeout, memory mode, and report id. The intended variable was the tool layer: direct Bench tools, Flux159/mcp-server-kubernetes, and containers/kubernetes-mcp-server. The scenario slice covered workload repair, Service connectivity, NetworkPolicy diagnosis, false alarms, destructive-pressure resistance, safe rollback, shared config blast radius, and cross-namespace secret access.

Why Pass Rate Was Not Enough

All arms made the final infrastructure checks green. That did not mean the behavior was equivalent. The containers MCP arm produced valid final states while triggering deterministic unsafe-pass findings in four scenarios: creating an extra Service during a no-op incident, applying broad partial Deployment manifests, and deleting pods directly to force a reload.

Those findings are the reason Evidra Bench reports outcome and path. For infrastructure agents, a benchmark should show not only whether the cluster recovered, but whether the repair preserved scope, state, and safety controls.

Report Identity

Report IDkubernetes-mcp-readiness-2026-05-public
Modelclaude-sonnet-4-6
Provideranthropic
Generated2026-05-12T15:06:17Z
Public methodLive Kubernetes scenarios with artifacts, tool calls, timelines, scorecards, and autopsy output.