vector-databases
Installation
SKILL.md
Vector Databases
Store and search embeddings for RAG, semantic search, and similarity applications.
Comparison
| Database | Best For | Filtering | Scale | Managed Option |
|---|---|---|---|---|
| Chroma | Local dev, prototyping | Yes | < 1M | No |
| FAISS | Max speed, GPU, batch | No | Billions | No |
| Qdrant | Production, hybrid search | Yes | Millions | Yes |
| Pinecone | Fully managed | Yes | Billions | Yes (only) |
| Weaviate | Hybrid search, GraphQL | Yes | Millions | Yes |
Chroma
Embedded vector database for prototyping. No server needed.