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Add pgvector and hybrid text search skills

Open cevian opened this issue 1 week ago • 1 comments

Summary

  • Add pgvector-semantic-search skill: comprehensive guide for pgvector setup, HNSW indexes, quantization strategies, filtering, and troubleshooting
  • Add hybrid-text-search skill: combining pg_textsearch (BM25) with pgvector using RRF fusion, with Python and TypeScript examples

Skills Added

pgvector-semantic-search (323 lines)

  • Golden path defaults (halfvec, HNSW, cosine distance)
  • HNSW and IVFFlat index configuration
  • Binary quantization for large datasets
  • Filtering best practices (iterative scan, partial indexes, partitioning)
  • Monitoring, debugging, and common issues

hybrid-text-search (241 lines)

  • When to use hybrid vs semantic-only vs keyword-only
  • Parallel query pattern with client-side RRF fusion
  • Weighting and reranking with cross-encoders
  • Python and TypeScript code examples
  • BM25 configuration notes (k1/b tuning, partitioned tables)

🤖 Generated with Claude Code

cevian avatar Jan 06 '26 15:01 cevian