Memory Layer

Give your agents
persistent memory

Stop rebuilding context every session. Store user preferences, decisions, and conversation history. Build AI agents that actually remember.

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Why agents need persistent memory

Without memory, every conversation starts from zero. Your users repeat themselves, agents make the same mistakes, and context is lost between sessions.

User Preferences

Remember how each user likes to be addressed, their communication style, and specific requirements across all interactions.

Session Continuity

Agents pick up where they left off. No need to re-explain context when returning to a conversation after hours or days.

Learning Over Time

Agents get smarter by remembering what worked, what didn't, and building on past interactions.

How RetainDB memory works

Step 1

Store memories

Use memory.add() to store facts, preferences, decisions, and context during agent execution. RetainDB handles async writes so your agents never block on storage.

await client.memory.add({
  project: "my-agent",
  user_id: "user_123",
  content: "Prefers detailed technical answers",
  memory_type: "preference"
})
Stored immediately
Versioned history
Temporal reasoning
Step 2

Retrieve context

Use memory.search() to fetch relevant memories before each LLM call. Hybrid search finds the most relevant context for the current query.

const memories = await client.memory.search({
  project: "my-agent",
  user_id: "user_123",
  query: "How should I answer this?",
  top_k: 5
})
Read-after-write consistency
Semantic search
Source citations

Works with your agent framework

LangChain

Use the RetainDB memory adapter to integrate persistent memory with LangChain agents.

View docs

LangGraph

Persist LangGraph checkpoints with RetainDB for stateful agent workflows.

View docs

OpenAI Agents SDK

Add memory to OpenAI Agents SDK with the built-in RetainDB integration.

View docs

Ready to add memory to your agents?

Start with 7 days free. No credit card required to start.

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