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Agent debugging just moved into the apm you already run. sentry's agent tracing, ga since september…

Yethikrishna ROriginal on Threads

agent debugging just moved into the apm you already run. sentry's agent tracing, ga since september 11, records every model call, tool run and sub-agent handoff with token cost as a span in your existing traces.

the agent is now just another service to profile.

Context

Sentry's changelog of 11 September 2026 says Agent Tracing is generally available and captures every step of an agent run, model calls, tool executions, sub-agent handoffs, token usage and cost, as spans inside existing Sentry traces, in the same hierarchy as HTTP, DB and queue spans. Adding conversation IDs lets you view the message exchange between agents and users, and new views show conversation titles, a cost and conversation overview chart, and timeline and transcript views. The docs say a model call span records model, input, output, token usage, cost and duration. Docs pages seen in snippets say head-based sampling applies to agent spans and the Model Cost widget shows estimated costs.

How it compares

GA on 11 September and the span contents are first-party and supported. Every depends on setup: sampling is decided at the root span and libraries without automatic support need manual instrumentation per the snippet, and cost is described as estimated. The changelog frames the feature around failures with linked traces, logs and errors, and no measurement of faster debugging was seen. That the agent is now just another service to profile is the author's opinion.

Related work

Watch next

  • Sampling and cost calculation details from the docs.

Sources

  1. Agent Tracing is now GA (Sentry changelog, 11 Sep 2026)sentry.io
  2. Agent tracing (Sentry docs)docs.sentry.io

Provenance

The note above is reproduced unedited from the original post, first published on Threads on 20 September 2026 at 19:56 IST. Sources are the papers and datasets the note draws on.

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