OpenTelemetry
Agno emits OpenTelemetry traces that integrate with popular tracing and monitoring platforms.
Observability helps us understand, debug, and improve AI agents. Agno supports observability through OpenTelemetry and integrates with popular tracing and monitoring platforms.
Key Benefits
- Trace: Visualize and analyze agent execution flows.
- Monitor: Track performance, errors, and usage.
- Debug: Quickly identify and resolve issues.
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.
Integrations are available for AgentOps, Arize Phoenix, LangDB, Langfuse, LangSmith, Langtrace, LangWatch, Latitude, Logfire, Maxim, MLflow, OpenLIT, The Context Company, Traceloop, and Weave. Install and initialize the instrumentation and exporter described in each integration guide. Installing Agno alone does not start external trace export.
Atla Insights is retained as a historical reference for the discontinued service.