Your coding agent already knows how you work. It's set up with your repo, tools, and skills. Asking you to move part of that workflow into our in-product agent, Loop, is a high bar, so we have to give you something meaningfully better in return. To keep ourselves honest, we ran both options through a sample of 5 production investigations. Loop was 39% faster, but the insight quality was nearly identical. You should make your decision based on where you want to work next. Use Loop when you want fast, cited (down to the span) production investigations, and you're already in the UI. Especially useful for PMs and subject matter experts. Use the MCP + your coding agent when you want to take your insights into your repo to make changes. Read the full report →