> ## 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**](https://praison.ai/docs/sdk/reference/praisonaiagents/modules/factories.md) module.

AI Agent

Memory adapter that uses MongoDB to implement MemoryProtocol.

## Constructor

**pymongo** `Any` *required*

No description available.

**mongo\_client** `Any` *required*

No description available.

## Methods

> [card] [store\_short\_term()](https://praison.ai/docs/sdk/reference/praisonaiagents/functions/MongoDBMemoryAdapter-store_short_term.md)
>
> Store in MongoDB short-term collection.

> [card] [search\_short\_term()](https://praison.ai/docs/sdk/reference/praisonaiagents/functions/MongoDBMemoryAdapter-search_short_term.md)
>
> Search MongoDB short-term collection.

> [card] [store\_long\_term()](https://praison.ai/docs/sdk/reference/praisonaiagents/functions/MongoDBMemoryAdapter-store_long_term.md)
>
> Store in MongoDB long-term collection.

> [card] [search\_long\_term()](https://praison.ai/docs/sdk/reference/praisonaiagents/functions/MongoDBMemoryAdapter-search_long_term.md)
>
> Search MongoDB long-term collection.

> [card] [get\_all\_memories()](https://praison.ai/docs/sdk/reference/praisonaiagents/functions/MongoDBMemoryAdapter-get_all_memories.md)
>
> Get all memories from both collections.

> [card] [close()](https://praison.ai/docs/sdk/reference/praisonaiagents/functions/MongoDBMemoryAdapter-close.md)
>
> Clean up MongoDB resources.

## Source

> [card] [View on GitHub](https://github.com/MervinPraison/PraisonAI/blob/main/src/praisonai-agents/praisonaiagents/memory/adapters/factories.py#L430)
>
> `praisonaiagents/memory/adapters/factories.py` at line 430

***

## Related Documentation

> [card] [Memory Concept](https://praison.ai/docs/docs/concepts/memory)

> [card] [Memory Overview](https://praison.ai/docs/docs/memory/overview)

> [card] [Memory Configuration](https://praison.ai/docs/docs/configuration/memory-config)

> [card] [Session Resume](https://praison.ai/docs/docs/memory/session-resume)


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