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Auto Tracing Integrations

MLflow Tracing is integrated with 20+ popular Generative AI libraries and frameworks, offering one-line automatic tracing experience. This allows you to gain immediate observability into your GenAI applications 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.

Agent Frameworks

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LangGraph Logo
Vercel AI SDK Logo
OpenAI Agent Logo
DSPy Logo
PydanticAI Logo
Google ADK Logo
Microsoft Agent Framework Logo
CrewAI Logo
LlamaIndex Logo
AutoGen Logo
Strands Agent SDK Logo
Mastra Logo
Agno Logo
Smolagents Logo
Semantic Kernel Logo
AG2 Logo
Haystack Logo
txtai Logo

Model Providers

OpenAI Logo
Anthropic Logo
Bedrock Logo
Gemini Logo
Ollama Logo
Groq Logo
Mistral Logo
FireworksAI Logo
DeepSeek Logo
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Tools

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Missing an Integration?

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