redis

Add simple queue implementation

Generate test suite

Add pub/sub messaging for real-time features

Add caching layer with strategy selection

Configure Redis Cluster

Configure connection pooling

Add monitoring and metrics

Add RAG (Retrieval-Augmented Generation) pipeline with Google Gemini File API and Redis caching

Add rate limiting for APIs

Add RedisVL (Redis Vector Library) integration for vector similarity search with HNSW

Add AI query result caching with semantic similarity

Configure Redis Sentinel for HA

Add session management with Redis

Add AI embedding cache for cost optimization

Add vector search capabilities with KNN, range queries, and metadata filtering

Create vector index with FLAT or HNSW algorithm for similarity search

Production deployment

Initialize Redis in project with framework detection

Configure as Celery broker/backend

Integrate with Express

Integrate with FastAPI

Integrate LangChain vector store and memory with Redis

Integrate LlamaIndex VectorStoreIndex and query engines with Redis

Integrate with Next.js