memoflow-openai 0.1.0

Durable OpenAI Responses adapter for the MemoFlow Python SDK

MemoFlow OpenAI adapter for Python

This optional package connects an injected asynchronous OpenAI Responses client to MemoFlow's durable AI invocation, budget, tool-effect, and recorded-replay contracts. It deliberately does not install or pin the OpenAI package.

from memoflow_openai import OpenAIResponsesAdapter, OpenAIResponsesRun

adapter = OpenAIResponsesAdapter(openai_client)
response = await adapter.run(OpenAIResponsesRun(
    request={"model": "your-approved-model", "input": "hello"},
    budget=estimate,
    recorded_replay_key="primary-model-turn",
))

Call the adapter only inside a server-backed MemoFlow activity. Provider exceptions or cancellation after request dispatch are recorded as uncertain outcomes and retain budget liability for reconciliation. Completed replay envelopes are bound to the complete initial Responses request and registered executor names/versions. Reusing a logical key for changed inputs fails before budget admission or provider dispatch.