Comet Lab Atlas

An open-source platform for tracing, evaluating, and monitoring LLM and agent applications.

Langfuse gives an AI system the observability that ordinary software takes for granted: every call, prompt, tool use, and agent step is traced, with cost and latency attached.

On top of tracing it adds evaluation and prompt management, and it is open-source and self-hostable — so the record of what your AI did can stay inside your perimeter.

Where it's ideally used

A strong default whenever an AI system reaches production and you need to see what it actually did, call by call.

Where it doesn't fit

More than a one-off script or a quick prototype needs — instrument once the system is real.