> ## Documentation Index
> Fetch the complete documentation index at: https://praison.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Mongo DB Memory Adapter • AI Agent SDK

> MongoDBMemoryAdapter: Memory adapter that uses MongoDB to implement MemoryProtocol.

# MongoDBMemoryAdapter

> Defined in the [**factories**](../modules/factories) module.

<Badge color="blue">AI Agent</Badge>

Memory adapter that uses MongoDB to implement MemoryProtocol.

## Constructor

<ParamField query="pymongo" type="Any" required={true}>
  No description available.
</ParamField>

<ParamField query="mongo_client" type="Any" required={true}>
  No description available.
</ParamField>

## Methods

<CardGroup cols={2}>
  <Card title="store_short_term()" icon="function" href="../functions/MongoDBMemoryAdapter-store_short_term">
    Store in MongoDB short-term collection.
  </Card>

  <Card title="search_short_term()" icon="function" href="../functions/MongoDBMemoryAdapter-search_short_term">
    Search MongoDB short-term collection.
  </Card>

  <Card title="store_long_term()" icon="function" href="../functions/MongoDBMemoryAdapter-store_long_term">
    Store in MongoDB long-term collection.
  </Card>

  <Card title="search_long_term()" icon="function" href="../functions/MongoDBMemoryAdapter-search_long_term">
    Search MongoDB long-term collection.
  </Card>

  <Card title="get_all_memories()" icon="function" href="../functions/MongoDBMemoryAdapter-get_all_memories">
    Get all memories from both collections.
  </Card>

  <Card title="close()" icon="function" href="../functions/MongoDBMemoryAdapter-close">
    Clean up MongoDB resources.
  </Card>
</CardGroup>

## Source

<Card title="View on GitHub" icon="github" href="https://github.com/MervinPraison/PraisonAI/blob/main/src/praisonai-agents/praisonaiagents/memory/adapters/factories.py#L381">
  `praisonaiagents/memory/adapters/factories.py` at line 381
</Card>

***

## Related Documentation

<CardGroup cols={2}>
  <Card title="Memory Concept" icon="brain" href="/docs/docs/concepts/memory" />

  <Card title="Memory Overview" icon="database" href="/docs/docs/memory/overview" />

  <Card title="Memory Configuration" icon="gear" href="/docs/docs/configuration/memory-config" />

  <Card title="Session Resume" icon="rotate-right" href="/docs/docs/memory/session-resume" />
</CardGroup>