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
Agent Frameworks (Python)
Agent Frameworks (TypeScript)
Agent Frameworks (Java)
Coding Agents & Long-Running Agents
Model Providers
Tools
Gateways
No-Code
:::info Missing an Integration? Is your favorite library missing? Consider contributing or submitting a feature request. :::