Upstash RedisUpstash VectorMastra/LangChain agent frameworksintermediate30 min
Upstash + Redis vector for agent memory
Persistent, context-aware AI agents with semantic long-term memory across sessions without managing infra
Prerequisites
- →Upstash account with Redis database and Vector index created in console. Node.js/Python env with @upstash/redis
- →upstash-vector
- →and agent framework (Mastra/LangChain). Embedding model (OpenAI/HuggingFace). Env vars: REST_URL/TOKEN for both services.
Further reading