Codex SDK

SDK production requirements

Codex SDK is used to embed agent capabilities into your own products, internal developer platforms, or automation pipelines. It is more flexible than the CLI and also requires you to be responsible for permissions, sessions, logs, costs, failure recovery, and user approvals.

• Input: Structure tasks, repositories, contexts, constraints and acceptance criteria.
• Permissions: Limit file, network, tool and external write scope.
• Observable: Record tool invocation, approval, output, time consumption and failure reasons.
• Control: supports cancellation, retry, timeout, manual takeover and rollback.

Don’t design the SDK process to be like “give the model a goal and then let it fly.” The production agent needs to be as controllable, auditable, and recoverable as the background task system.

Study Checklist

After reading this page, do not just remember the concept name. You should be able to place "Codex SDK" back into a real Codex engineering workflow: where the task starts, what context the system loads, which actions need approval, how the result is verified, and how to roll back when it fails.

If this is a concept page, be specific about how it affects the real task: does it change context, permissions, execution paths, validation methods, or changes the team collaboration process.

• Be able to describe in your own words the specific problem this page solves, rather than just reciting the title.
• Able to write a minimal example task with goals, scope, prohibitions, and acceptance criteria.
• Be able to determine which information should be put into the current prompt and which should be captured as project rules or configurations.
• Be able to explain which long-term rules should go into AGENTS.md, and which runtime behavior should be handled by config.toml, permission profile, skills and MCP.
• Ability to check diffs, command output, test results, screenshots or PR notes after a task is completed instead of just trusting the natural language summary.

If this page is used for team training, ask learners to complete a small task with Codex: read and explain first, submit a plan, make the smallest useful change, and close with real verification commands plus human diff review.

Codex Practical Notes

This page affects the default behavior of Codex. Before configuring, determine whether it will expand file writing, network access, tool invocation, or silent execution capabilities, and retain audit and rollback methods for the team.

When handling tasks related to "Codex SDK", always confirm the current Git status and working directory first. Codex can make changes quickly, but it does not automatically know which uncommitted edits came from the user, which files are off limits, or which commands may affect production.

• Prioritize using low-risk branches or working trees for local tasks, and review them with git diff after completion.
• When it comes to installation dependencies, networking, databases, deployment, push, deletion, and reset, Codex must first be asked to explain the impact before approval.
• Results generated by remote or collaborative portals must also be confirmed back to PR, CI, build logs and test evidence.
• Automated tasks must define failure output and exit conditions in advance to avoid Codex repeatedly trying in the wrong direction.

Think of Codex as an engineering teammate who can execute commands, rather than an assistant who can only write text. The closer you get to a real system, the greater the need for clear boundaries, evidence, and rollbacks.