aws / aws/bedrock-agentcore-sdk-python

Port AgentCoreMemoryStore (MemoryStore interface) from TypeScript SDK to Python

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enhancement
Lingua principale
Python
Stelle
761
Fork
147
Merge medio
1g 23h
PR unite (30g)
7

Descrizione

### Problem Statement

The TypeScript `bedrock-agentcore` SDK (v0.4.1+) ships an `AgentCoreMemoryStore` that implements the Strands `MemoryStore` interface, enabling AgentCore Memory to plug into the `MemoryManager` pipeline with recall (search tool), injection (automatic prompt augmentation), and server-side extraction. It is documented on the Strands integrations page: https://strandsagents.com/docs/integrations/memory-stores/agentcore-memory-store/

The Python `bedrock-agentcore` SDK currently only integrates AgentCore Memory as a session manager (`AgentCoreMemorySessionManager`). There is no `MemoryStore` implementation, so Python developers cannot use AgentCore Memory with `MemoryManager`.

### Proposed Solution

Port the `AgentCoreMemoryStore` from the TypeScript SDK to Python. The integration lives at `bedrock-agentcore/memory/integrations/strands/` in the TS package and maps:

- `search` to AgentCore's `retrieveMemoryRecords`
- `add_messages` to conversation ingestion for server-side extraction
- Per-namespace store creation via a `create_agentcore_memory_stores` factory

Target usage:

```python
from strands import Agent
from strands.memory import MemoryManager
from bedrock_agentcore.memory.integrations.strands.memory_store import (
AgentCoreMemoryStore,
create_agentcore_memory_stores,
)

stores = create_agentcore_memory_stores(
memory_id="mem-abc",
actor_id="user-123",
session_id="session-1",
namespaces=[
{"namespace": "/facts/{actorId}", "writable": True},
{"namespace": "/preferences/{actorId}"},
],
extraction=True,
)

agent = Agent(memory_manager=MemoryManager(stores=stores))
```

### Use Case

Python agents that want to use AgentCore Memory as a long-term memory backend through the standard `MemoryManager` pipeline, with injection, recall tools, and extraction.

### Additional Context

- TypeScript implementation: https://github.com/aws/bedrock-agentcore-sdk-typescript/tree/main/src/memory/integrations/strands
- Strands integration page (TS only): https://strandsagents.com/docs/integrations/memory-stores/agentcore-memory-store/
- The existing Python `AgentCoreMemorySessionManager` would remain for session persistence use cases. The `MemoryStore` is complementary.

Guida per i contributori

Apri la guida per i contributori

Direzione di ricerca

Inizia leggendo l’implementazione TypeScript in bedrock-agentcore/memory/integrations/strands e confrontala con Python AgentCoreMemorySessionManager. Aggiungi gli entry point e la factory di Python memory_store.py descritti nell’issue, mappando search e add_messages su AgentCore Memory. Il lavoro è completo quando gli utenti Python possono passare gli store creati a Strands MemoryManager per recall, injection ed extraction.

Scritto dal modello di indicizzazione a partire dal testo della issue.

Valutazione

Stack tecnologico
aws, python, typescript
Ambito
ai, backend
Tipo di issue
Funzionalità
Difficoltà
4/5
Tempo stimato
3-5 giorni
Stato di attività
Attiva
Chiarezza
Abbastanza chiara
Idoneità per principianti
58/100

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