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Install

Setup

OpenAI Agents traces can include prompts, completions, handoffs, guardrails, and tool payloads. Review Data Governance before enabling production traffic.
You get agent / handoff / guardrail spans plus the underlying LLM call spans with full message and tool data (llm.input_messages.*, llm.output_messages.*, tool.name, tool.parameters, llm.token_count.*).

Caveats

Without set_tracing_disabled(True), traces also flow to OpenAI’s hosted dashboard.

Verify

Run one Runner.run call, then open Raw logs in Agnost. Confirm agent, handoff, guardrail, and LLM spans are present.

Troubleshooting

  • Call set_tracing_disabled(True) if you do not want dual-send to OpenAI’s hosted trace backend.
  • Confirm OTEL_EXPORTER_OTLP_HEADERS contains X-Agnost-Org-ID=<your-org-id>.
  • Confirm using_attributes wraps the call you want grouped.

References