Similarity Search Patterns Skill 🧠

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Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance. Covers distance metrics (cosine, L2, dot product), index types (flat, HNSW, IVF+PQ), and implementations with Pinecone, Qdrant, pgvector, and Weaviate.

Source
wshobson/agents
Added
2024-12-24

How to Use This Skill

  1. Click "View SKILL.md" to see the full skill definition
  2. Copy the contents of the SKILL.md file
  3. In Claude, go to Project Knowledge and paste the skill
  4. Start a new conversation and Claude will use the skill automatically

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