# DevOps engineers and anyone using Kubernetes - how are you connecting your agents to your production clusters?

> Source: <https://dev.to/nadaverell/devops-engineers-and-anyone-using-kubernetes-how-are-you-connecting-your-agents-to-your-4pkf>
> Published: 2026-07-21 10:19:16+00:00

We benchmarked an AI agent on 52 broken clusters: kubectl vs a Kubernetes MCP server
Daria Dovzhikova
Daria Dovzhikova
Daria Dovzhikova
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Jul 21
We benchmarked an AI agent on 52 broken clusters: kubectl vs a Kubernetes MCP server
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kubernetes
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ai
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mcp
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devops
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