Trace Agno agents with Respan

The Respan Agno exporter captures Agno spans through OpenInference and OpenTelemetry, then sends them to the Respan tracing system. Monitor agent behavior, LLM interactions, and execution traces in the Respan dashboard.

The integration supports two routing modes: gateway routing where LLM calls pass through the Respan gateway, or direct provider calls where you bypass the gateway while maintaining trace exports.

Install agno, openinference-instrumentation-agno, and keywordsai-exporter-agno. Set the KEYWORDSAI_API_KEY environment variable.

Initialize an OpenTelemetry TracerProvider with a SpanProcessor and the KeywordsAIAgnoInstrumentor. Create and run your Agno agents - all spans are captured and exported automatically.