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Observability helps us understand, debug, and improve AI agents. Agno supports observability through OpenTelemetry and integrates with popular tracing and monitoring platforms.

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Key Benefits

  • Trace: Visualize and analyze agent execution flows.
  • Monitor: Track performance, errors, and usage.
  • Debug: Quickly identify and resolve issues.

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OpenTelemetry Support

Agno offers first-class support for OpenTelemetry, the industry standard for distributed tracing and observability.
  • Auto-Instrumentation: Automatically instrument your agents and tools.
  • Flexible Export: Send traces to any OpenTelemetry-compatible backend.
  • Custom Tracing: Extend or customize tracing as needed.
OpenTelemetry-compatible backends including AgentOps, Arize Phoenix, Atla, LangDB, Langfuse, LangSmith, Langtrace, LangWatch, Latitude, Logfire, Maxim, MLflow, OpenLIT, The Context Company, Traceloop, and Weave are supported by Agno out of the box.