persistence

AI Agents Framework PraisonAI Persistence Layer Provides database integrations for:

All integrations use lazy loading to avoid importing unused dependencies. Supported Backends (22 total):

ConversationStore (6): postgres, mysql, sqlite, singlestore, supabase, surrealdb
KnowledgeStore (10): qdrant, pinecone, chroma, weaviate, lancedb, milvus, pgvector, redis, cassandra, clickhouse
StateStore (6): redis, dynamodb, firestore, mongodb, upstash, memory

Import

from praisonai import persistence