---
title: "Claude Code: creating Kubernetes debugging AI Agent for VictoriaMetrics"
url: https://daily.dev/posts/claude-code-creating-kubernetes-debugging-ai-agent-for-victoriametrics-rq567181m
source_url: https://itnext.io/claude-code-creating-kubernetes-debugging-ai-agent-for-victoriametrics-486a6cc1806e
type: article
source: "ITNEXT"
published: 2026-06-30T09:05:47.993Z
updated: 2026-06-30T09:06:15.833Z
tags: ["kubernetes", "ai-agents", "observability", "claude-code"]
reading_time: 41
upvotes: 0
comments: 0
language: en
---

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# Claude Code: creating Kubernetes debugging AI Agent for VictoriaMetrics

**[ITNEXT](https://daily.dev/sources/itnext)** · 41 min read · 0 upvotes · 0 comments

## Summary

A hands-on walkthrough of building a read-only Kubernetes debugging AI agent using Claude Code, packaged as a Claude Code Plugin within a custom Marketplace. The agent integrates VictoriaMetrics, VictoriaLogs, and Alertmanager via Skills (rather than MCP) to diagnose Pod failures like CrashLoopBackOff, OOMKilled, and ImagePullBackOff. The post covers the full project structure: marketplace.json, plugin.json, agent frontmatter with allowed/deny-tools enforcing least privilege, a reusable SKILL.md with MetricsQL/LogsQL query templates, and a cross-platform bootstrap script for environment setup.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://itnext.io/claude-code-creating-kubernetes-debugging-ai-agent-for-victoriametrics-486a6cc1806e>

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---

Tags: [#kubernetes](https://daily.dev/tags/kubernetes), [#ai-agents](https://daily.dev/tags/ai-agents), [#observability](https://daily.dev/tags/observability), [#claude-code](https://daily.dev/tags/claude-code)

[View this post on daily.dev](https://daily.dev/posts/claude-code-creating-kubernetes-debugging-ai-agent-for-victoriametrics-rq567181m)