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Python

Install the official Python SDK: 
pip install memorose
Basic retrieval flow: 
from memorose import MemoroseClient
from memorose.types import IngestRequest, RetrieveRequest

client = MemoroseClient("http://127.0.0.1:3000", "your_api_key")
stream_id = "11111111-1111-1111-1111-111111111111"

client.ingest_event(
    "user_123",
    stream_id,
    IngestRequest(content="Dylan prefers concise summaries.", org_id="default"),
)

response = client.retrieve_memory(
    "user_123",
    stream_id,
    RetrieveRequest(query="What does Dylan prefer?", limit=5, org_id="default"),
)

print(response.results)
Server-side reranker mode, including arbitrator, is configured when the Memorose server starts. SDK requests do not select the reranker model.