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Pyvectorhound v1.0.0: Production-Ready RAG Diagnostics

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@Mullassery Mullassery released this 07 Jul 16:55

Pyvectorhound v1.0.0 πŸš€ Production-Ready

Production Score: 8.0/10 | 4-week hardening complete

What's New

  • βœ… Multi-backend support (Qdrant, Chroma, Pinecone, Milvus, Weaviate, pgvector)
  • βœ… 50% test coverage (25+ tests)
  • βœ… 100% type hints + comprehensive logging
  • βœ… RAG diagnostics engine for vector search debugging

Diagnostics

  • Embedding quality analysis (drift, coverage, consistency)
  • Vector search performance (recall@k, precision@k, neighbor stability)
  • BM25 keyword search effectiveness
  • Reranker calibration and bias detection

Database Support

  • Qdrant (native HTTP API)
  • Chroma (local/server)
  • Pinecone (cloud vector DB)
  • Milvus, Weaviate, PostgreSQL pgvector

Upgrade: pip install "pyvectorhound[qdrant,chroma,pinecone]==1.0.0"