Trace manually

Wrap critical steps with spans to capture timings, token usage, and intermediate outputs. Nest spans to reflect multi-step flows.

Add attributes like user ID, tool name, or request type to enable targeted querying later.

Use error spans to capture exceptions and correlate with user-reported issues.

Validate traces end-to-end in the UI and save frequent queries as reusable views.