## TL;DR Bring the Python app-server SDK from `main-with-prs-13953-and-14232` onto current `main` as a standalone SDK-only PR. - adds the new `sdk/python` and `sdk/python-runtime` package trees - keeps the scope to the SDK payload only, without the unrelated branch-history or workflow changes from the source branch - regenerates `sdk/python/src/codex_app_server/generated/v2_all.py` against current `main` schema so the extracted SDK matches today's protocol definitions ## Validation - `PYTHONPATH=sdk/python/src python3 -m pytest sdk/python/tests` Co-authored-by: Codex <noreply@openai.com>
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FAQ
Thread vs turn
- A
Threadis conversation state. - A
Turnis one model execution inside that thread. - Multi-turn chat means multiple turns on the same
Thread.
run() vs stream()
Turn.run()is the easiest path. It consumes events until completion and returnsTurnResult.Turn.stream()yields raw notifications (Notification) so you can react event-by-event.
Choose run() for most apps. Choose stream() for progress UIs, custom timeout logic, or custom parsing.
Sync vs async clients
Codexis the minimal sync SDK and best default.AsyncAppServerClientwraps the sync transport withasyncio.to_thread(...)for async-friendly call sites.
If your app is not already async, stay with Codex.
thread(...) vs thread_resume(...)
codex.thread(thread_id)only binds a local helper to an existing thread ID.codex.thread_resume(thread_id, ...)performs athread/resumeRPC and can apply overrides (model, instructions, sandbox, etc.).
Use thread(...) for simple continuation. Use thread_resume(...) when you need explicit resume semantics or override fields.
Why does constructor fail?
Codex() is eager: it starts transport and calls initialize in __init__.
Common causes:
- published runtime package (
codex-cli-bin) is not installed - local
codex_binoverride points to a missing file - local auth/session is missing
- incompatible/old app-server
Maintainers stage releases by building the SDK once and the runtime once per
platform with the same pinned runtime version. Publish codex-cli-bin as
platform wheels only; do not publish an sdist:
cd sdk/python
python scripts/update_sdk_artifacts.py generate-types
python scripts/update_sdk_artifacts.py \
stage-sdk \
/tmp/codex-python-release/codex-app-server-sdk \
--runtime-version 1.2.3
python scripts/update_sdk_artifacts.py \
stage-runtime \
/tmp/codex-python-release/codex-cli-bin \
/path/to/codex \
--runtime-version 1.2.3
Why does a turn "hang"?
A turn is complete only when turn/completed arrives for that turn ID.
run()waits for this automatically.- With
stream(), make sure you keep consuming notifications until completion.
How do I retry safely?
Use retry_on_overload(...) for transient overload failures (ServerBusyError).
Do not blindly retry all errors. For InvalidParamsError or MethodNotFoundError, fix inputs/version compatibility instead.
Common pitfalls
- Starting a new thread for every prompt when you wanted continuity.
- Forgetting to
close()(or not usingwith Codex() as codex:). - Ignoring
TurnResult.statusandTurnResult.error. - Mixing SDK input classes with raw dicts incorrectly in minimal API paths.