Python

Use the zero-dependency Python client when you want a thin wrapper over the same REST contract.

Download

curl -fsS https://magla-memory.5-180-47-236.sslip.io/sdk/python -o magla_memory.py

Create the client

from magla_memory import Memory
import os

memory = Memory(os.environ["MAGLA_MEMORY_API_KEY"])

Read before durable work

work = memory.preflight(
    "Prepare Acme proposal",
    current_context="",
    limit=5,
    scope_lock="sales-acme",
)
print(work["resume_from"])

Write only after verification

Use memory.record_outcome(...) with the work_receipt returned by preflight. The complete tested example is in the quickstart.