import TracingIntegrations from "@site/src/components/TracingIntegrations";

Auto Tracing Integrations

MLflow Tracing is integrated with 40+ popular LLM and AI agent libraries and frameworks, offering one-line automatic tracing experience. This allows you to gain immediate observability into your LLM applications and AI agents with minimal setup.

MLflow's automatic tracing provides:

• Zero code changes for basic observability
• Unified traces across multi-framework apps
• Rich metadata including inputs, outputs, and performance
• Production-ready scaling and monitoring

Click any integration below to get started with detailed setup instructions.

OpenTelemetry

<TracingIntegrations category="OpenTelemetry" cardGroupProps={{ isSmall: true, cols: 3 }} />

Agent Frameworks (Python)

<TracingIntegrations category="Agent Frameworks (Python)" cardGroupProps={{ isSmall: true, cols: 3 }} />

Agent Frameworks (TypeScript)

<TracingIntegrations category="Agent Frameworks (TypeScript)" cardGroupProps={{ isSmall: true, cols: 3 }} />

Agent Frameworks (Java)

<TracingIntegrations category="Agent Frameworks (Java)" cardGroupProps={{ isSmall: true, cols: 3 }} />

Coding Agents & Long-Running Agents

<TracingIntegrations category="Coding Agents & Long-Running Agents" cardGroupProps={{ isSmall: true, cols: 3 }} />

Model Providers

<TracingIntegrations category="Model Providers" cardGroupProps={{ isSmall: true, cols: 3 }} />

Tools

<TracingIntegrations category="Tools" cardGroupProps={{ isSmall: true, cols: 3 }} />

Gateways

<TracingIntegrations category="Gateways" cardGroupProps={{ isSmall: true, cols: 3 }} />

No-Code

<TracingIntegrations category="No-Code" cardGroupProps={{ isSmall: true, cols: 3 }} />

:::info[Missing an Integration?] Is your favorite library missing? Consider contributing or submitting a feature request. :::