Codex

By OpenAI · Available on HarnessRouter

OpenAI’s coding agent for building, reviewing, testing, and shipping software across local and cloud development environments.

30-day usageAug 14–Sep 12, 2026

Data as of September 13, 2026 · About the data

Rank#9#8 of 21 CLI agents · 7-day #8
Tokens3.8T
Requests53.6M

Capabilities and verification

Reviewed against the HarnessRouter capability catalog on August 24, 2026. Every verified row cites its public source; rule-derived rows apply HarnessRouter's published classification rules to documented behavior. A “No public evidence” badge marks a gap in the public record, not a statement that Codex lacks them.

Configuration & support

  • Other modelsDirectly verified
  • Custom instructionsDirectly verified
  • SkillsDirectly verified
  • Custom toolsNo public evidence
  • MCPDirectly verified
  • Sandbox & approvalsDirectly verified
  • SessionsDirectly verified
  • SubagentsDirectly verified

Execution & agency

  • Workspace filesDirectly verified
  • Structured actionsDirectly verified

Environment control

  • Browser controlDirectly verified
  • Computer controlDirectly verified

Observation & capture

  • Screen observationDirectly verified
  • Screenshot exportDirectly verified
  • Recording exportNo public evidence

Artifact outputs

  • DocumentsDirectly verified
  • SpreadsheetsDirectly verified
  • PresentationsDirectly verified
  • ImagesDirectly verified
  • VideoRule-derived
  • App deploymentDirectly verified

Sources: openai.com · developers.openai.com

Machine interfaces

  • Headless CLI · Stable

Benchmark evidence

Codex configurations from the HarnessRouter Care Prep benchmark, published August 10, 2026. One controlled synthetic-data task; results apply to this test, not universally.

ModelEnd-to-end latencyCost
gpt-5.24m 36s0.72 credits
gpt-5.52m 46s59.7 credits

Execution success and strict grounding pass rates for these configurations are published in the observed-history capture on the benchmark report.

See the full benchmark report

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