upstash-vector-db-skills

Links

• Docs: https://upstash.com/docs/vector
• Getting Started: https://upstash.com/docs/vector/overall/getstarted
• Semantic Search Tutorial: https://upstash.com/docs/vector/tutorials/semantic_search
• Namespaces: https://upstash.com/docs/vector/features/namespaces
• Embedding Models: https://upstash.com/docs/vector/features/embeddingmodels
• MixBread AI: https://www.mixbread.ai/ (preferred embedding provider)

Quick Setup

1. Create Vector Index (Upstash Console)

• Go to Upstash Console
• Create Vector Index: name, region (closest to app), type (Dense for semantic search)
• Select embedding model: MixBread AI recommended (or use Upstash built-in models)
• Copy UPSTASH_VECTOR_REST_URL and UPSTASH_VECTOR_REST_TOKEN to .env

2. Install SDK