Claude Code: Creating Kubernetes Debugging AI Agent for VictoriaMetrics
The article describes the development of a custom AI agent for debugging Kubernetes Pods in the context of VictoriaMetrics, integrated into the Claude Code environment. The agent is packaged as a plugin within a private marketplace, allowing developers to diagnose issues like pod crashes using natural language queries. While inspired by existing tools, this solution emphasizes reusable skills and a modular architecture for easier deployment and maintenance.
- ▪The AI agent is designed to help developers diagnose Kubernetes Pod crashes using natural language queries in the Claude Code environment.
- ▪The agent uses VictoriaMetrics' official skills and includes a custom skill for troubleshooting Kubernetes Pods, stored in a structured plugin format.
- ▪The entire solution is packaged in a GitHub repository with a marketplace structure, enabling one-command installation and reuse across the development team.
- ▪The agent operates as a proof of concept and will be refined over time, but the core architecture of marketplace, plugin, and skills remains fixed.
- ▪Instead of using MCP servers, the agent relies on direct API calls via the Bash tool, simplifying installation and reducing dependency overhead.
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Claude Code: creating Kubernetes debugging AI Agent for VictoriaMetrics0 (0) By setevoy | 04/30/2026 0 Comment Click to rate this post! [Total: 0 Average: 0]While I’m working on a series of posts about setting up and using Claude Code, here’s a quick example of building my own AI Agent for VictoriaMetrics and Kubernetes, “wrapping” it into a Claude Code Plugin, and creating my own Claude Code Marketplace where similar plugins for developers on my project will live. The general idea: have an agent that developers can plug into their Claude Code (and 95% of our project uses it), and ask it “why the hell did that Kubernetes Pod crash“.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at RTFM: Linux, DevOps, and system administration | DevOps-engineering, and system administration. Cases from practice..
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