skills/smithery.ai/vector-databases

vector-databases

SKILL.md

Vector Databases

When to Use This Skill

Use this skill when:

  • Choosing between vector database options
  • Designing semantic/similarity search systems
  • Optimizing vector search performance
  • Understanding ANN algorithm trade-offs
  • Scaling vector search infrastructure
  • Implementing hybrid search (vectors + filters)

Keywords: vector database, embeddings, vector search, similarity search, ANN, approximate nearest neighbor, HNSW, IVF, FAISS, Pinecone, Weaviate, Milvus, Qdrant, Chroma, pgvector, cosine similarity, semantic search

Vector Database Comparison

Managed Services

Installs
3
First Seen
Mar 20, 2026