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## What changed - Add a harness that runs the Codex executable against a pinned official MCP client conformance suite across shipping, intermediate, and modern protocol versions, HTTP and stdio transports, and OAuth scenarios. - Add a separate app-server regression matrix for transport, security, schema, pagination, SSE, multi-round request, and catalog-boundary behavior. - Check both suites against committed baselines so previously passing or required checks cannot disappear or newly fail, while keeping known failures visible in complete reports. - Run the fixture self-tests and both executable-level gates from the Python and TypeScript SDK test workflows. ## Testing - Add unit tests for the fixture server, official-suite adapter, conformance runner, baseline comparison, and reviewer regression runner. GitOrigin-RevId: de59f039294e34ed72873d9f6940b52e89172c0d
OpenAI Codex Python SDK
Build Python applications that start Codex threads, run turns, stream progress, and control workspace access.
Install
Install the SDK:
pip install openai-codex
Quickstart
The SDK reuses your existing Codex authentication when one is already available:
from openai_codex import Codex
with Codex() as codex:
thread = codex.thread_start()
result = thread.run("Explain this repository in three bullets.")
print(result.final_response)
thread.run(...) returns a TurnResult containing the final response,
collected items, and token usage.
Authentication
Existing Codex authentication is reused automatically. To start ChatGPT browser login explicitly:
from openai_codex import Codex
with Codex() as codex:
login = codex.login_chatgpt()
print(login.auth_url)
print(login.wait().success)
For device-code login:
with Codex() as codex:
login = codex.login_chatgpt_device_code()
print(login.verification_url, login.user_code)
login.wait()
For API-key login:
with Codex() as codex:
codex.login_api_key("sk-...")
Built-In Help
Use Python's standard help(openai_codex), help(Codex), or
python -m pydoc openai_codex documentation tools.
Documentation
The package is licensed under the repository Apache License 2.0.