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MixedClaude Code · 15 Mar 2026

giving Amp/Claude Code the Grafana MCP + read-only kubectl has saved me days worth of debugging

bittermandel on Hacker News

saved me days worth of debugging

In the thread “The 100 hour gap between a vibecoded prototype and a working product”, replying to this comment

Helped: Grafana MCP and read-only kubectl for debugging.

Got in the way: LLM-proposed solutions like adding retries for jittery behavior.

… At this point we have to be even more careful with controlling the implementation of things in the hot path. I have to say though, giving Amp/Claude Code the Grafana MCP + read-only kubectl has saved me days worth of debugging. So there's definitely trade-offs!