MLflow vs Instructor

FeatureMLflowInstructor
CategoryMLOpsAI Development
PricingFree (open-source)Free (open-source)
GitHub Stars19,0009,000
PlatformsLinux, macOS, WindowsLinux, macOS, Windows
Features
  • ✓ Experiment tracking
  • ✓ Model registry
  • ✓ Deployment
  • ✓ Projects
  • ✓ Recipes
  • ✓ Structured output
  • ✓ Pydantic models
  • ✓ Retry logic
  • ✓ Streaming
  • ✓ Multi-provider
Tags
mlopstrackingdeploymentopen-source
structured-outputpydanticpythonopen-source