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feat(memory): add AgentCoreMemoryStore Strands integration #588

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feat(memory): add AgentCoreMemoryStore Strands integration #588

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8a9543e
feat(memory): port AgentCoreMemoryStore to Python
strandly Jul 21, 2026
bac5ffe
refactor(memory): address AgentCoreMemoryStore port review
strandly Jul 23, 2026
56dcff8
fix(memory): preserve overfetch parity on overflow
strandly Jul 23, 2026
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6 changes: 3 additions & 3 deletions .github/workflows/integration-testing.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -124,8 +124,8 @@ jobs:
ignore: ""

@arielnabavian arielnabavian Jul 22, 2026

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General high level.

We missed a lot of the existing inline code comments from the typescript package during the port.

Make sure we are bringing over any comments that are relevant to the python version

# TODO: expand to full tests_integ/memory once test stability is addressed
- group: memory
path: tests_integ/memory/test_controlplane.py tests_integ/memory/test_memory_client.py tests_integ/memory/integrations/test_session_manager.py
timeout: 15
path: tests_integ/memory/test_controlplane.py tests_integ/memory/test_memory_client.py tests_integ/memory/integrations/strands/memorysessionmanager/test_session_manager.py tests_integ/memory/integrations/strands/memorystore/test_memory_store.py
timeout: 30
extra-deps: ""
ignore: ""
- group: evaluation
Expand Down Expand Up @@ -189,7 +189,7 @@ jobs:
EXTRA_DEPS: ${{ matrix.extra-deps }}
run: |
pip install -e .
pip install --no-cache-dir pytest pytest-xdist pytest-order pytest-rerunfailures requests strands-agents uvicorn httpx starlette websockets $EXTRA_DEPS
pip install --no-cache-dir pytest pytest-asyncio pytest-xdist pytest-order pytest-rerunfailures requests strands-agents uvicorn httpx starlette websockets $EXTRA_DEPS

- name: Run integration tests
env:
Expand Down
8 changes: 4 additions & 4 deletions pyproject.toml
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Expand Up @@ -26,8 +26,8 @@ classifiers = [
"Topic :: Software Development :: Libraries :: Python Modules",
]
dependencies = [
"boto3>=1.43.31",
"botocore>=1.43.31",
"boto3>=1.43.35",
"botocore>=1.43.35",
"pydantic>=2.0.0,<2.41.3",
"urllib3>=1.26.0",
"starlette>=0.46.2",
Expand Down Expand Up @@ -149,7 +149,7 @@ dev = [
"ruff>=0.12.0",
"websockets>=14.1",
"wheel>=0.45.1",
"strands-agents>=1.20.0",
"strands-agents>=1.46.0",
"strands-agents-evals>=0.1.0",
"langchain>=1.0.0",
"langgraph>=1.0.0",
Expand All @@ -163,7 +163,7 @@ dev = [
a2a = ["a2a-sdk[http-server]>=0.3,<1.0"]
ag-ui = ["ag-ui-protocol>=0.1.10"]
strands-agents = [
"strands-agents>=1.20.0",
"strands-agents>=1.46.0",
"mcp>=1.23.0,<2.0.0",
]
langgraph = [
Expand Down
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