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Qdrant

High-performance vector database

★ 4.6

Open source vector similarity search engine with extended filtering support. Built in Rust for speed and reliability. Cloud and self-hosted options.

Funktionen

✓ Vector similarity search
✓ Extended filtering support
✓ Full-text search integration
✓ Distributed deployment
✓ Payload indexing
✓ HNSW algorithm optimization
✓ Sparse vectors support
✓ Quantization for efficiency
✓ Multi-tenancy support

Vorteile

  • + Open source and self-hostable
  • + Excellent performance in Rust
  • + Strong filtering capabilities
  • + Active development community
  • + Good documentation

Nachteile

  • − Newer than competitors
  • − Smaller ecosystem
  • − Less enterprise features than Pinecone
  • − No built-in reranking