Qdrant vs Instructor

FeatureQdrantInstructor
CategoryData ToolsAI Development
PricingFree (open-source) + CloudFree (open-source)
GitHub Stars21,0009,000
PlatformsLinux, macOS, DockerLinux, macOS, Windows
Features
  • ✓ Vector search
  • ✓ Filtering
  • ✓ Distributed
  • ✓ REST/gRPC API
  • ✓ Rust-based
  • ✓ Structured output
  • ✓ Pydantic models
  • ✓ Retry logic
  • ✓ Streaming
  • ✓ Multi-provider
Tags
vector-dbrusthigh-performanceopen-source
structured-outputpydanticpythonopen-source