persistence • AI Agents Framework

PraisonAI Persistence Layer

persistence

PraisonAI Persistence Layer

Provides database integrations for:

• Conversation history persistence (ConversationStore)
• Knowledge storage and retrieval (KnowledgeStore)
• Session/state management (StateStore)

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

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