Get complete end-to-end agent trace visibility with MLflow

Production agent systems demand visibility. Agno now integrates with MLflow to deliver complete, end-to-end trace observability across every model call, tool invocation, and agent step—without custom instrumentation or additional configuration overhead.

With a single call to mlflow.agno.autolog() at startup, all agent activity is automatically captured and surfaced in the MLflow UI. This applies to both individual agents and full AgentOS deployments.

‍

Details:

Full trace capture across model calls, tool use, and agent steps — out of the box
Works with self-hosted and managed MLflow servers (AWS, Azure, GCP)
Supports AgentOS applications with no additional setup beyond the single autolog call
Traces are OpenTelemetry-native, making them compatible with existing observability pipelines

‍

View the MLflow docs for more.