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Coding agent comparison

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OpenAI Agents API vs OpenAI Codex: Complete Comparison

OpenAI Agents API is the public-beta API that exposes the Codex harness as a managed cloud runtime.

Featured · Updated today · Last verified: September 2026 · Score 96

Choose OpenAI Agents API when

App-owned durable agents that need OpenAI to run the Codex loop.

Choose OpenAI Codex when

Developers who want OpenAI's first-party coding agent in CLI, IDE, or ChatGPT.

Short verdict

Same vendor, different product. API harness vs coding app.

Key differences

Who starts the session and who provisions the environment.

Best for

Match the caller: your backend or a developer.

Reasoning fit

Pin the model ID in both. Do not mix product names in evals.

Coding workflow fit

Codex for diffs a human reviews. Agents API for work your app continues.

Multimodal fit

Neither is ChatGPT Images.

Enterprise fit

Agents API residency is US-only today. Confirm Codex workspace controls separately.

Who should not choose this?

  • Do not pick Agents API expecting the Codex CLI UX.
  • Do not pick Codex expecting a public session API.
  • Do not invent a ZDR path for Agents API.

Cost considerations

Agents API has no extra harness fee. Sandbox containers and tools still bill.

Limitations

Verified September 13, 2026.

Final recommendation

If you are embedding an agent, start with Agents API. If you are writing code yourself, start with Codex.

This page is based on publicly available documentation, benchmarks, and real-world usage patterns. Last reviewed for accuracy recently.