Models Model details

OpenAI

OpenAI: GPT-5.1-Codex

openai/gpt-5.1-codex

GPT-5.1-Codex is a specialized version of GPT-5.1 optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks. The model supports building projects from scratch, feature development, debugging, large-scale refactoring, and code review. Compared to GPT-5.1, Codex is more steerable, adheres closely to developer instructions, and produces cleaner, higher-quality code outputs. Reasoning effort can be adjusted with the `reasoning.effort` parameter. Read the docs here Codex integrates into developer environments including the CLI, IDE extensions, GitHub, and cloud tasks. It adapts reasoning effort dynamically—providing fast responses for small tasks while sustaining extended multi-hour runs for large projects. The model is trained to perform structured code reviews, catching critical flaws by reasoning over dependencies and validating behavior against tests. It also supports multimodal inputs such as images or screenshots for UI development and integrates tool use for search, dependency installation, and environment setup. Codex is intended specifically for agentic coding applications.

Input
$1.25

/ 1M tokens

Output
$10

/ 1M tokens

Context window
400K

tokens

Limits

Context

400,000

tokens

Max output

128,000

32% of the context window

Model facts

Author

OpenAI

Tokenizer

GPT

Modality

Text + Image -> Text

Created

Nov 13, 2025

Reasoning

RequiredDefault MediumHighMediumLow

Publication status

Hugging Face: unavailableLicense: not publishedParameter count: not published

Modalities

Input · TextInput · ImageOutput · Text

Generation controls

Include reasoningMax completion tokensReasoningReasoning effortResponse formatSeedStructured outputsTool choiceToolsVerbosity

Capability scores

23.7
Intelligence index

Better than 57% of models compared

Agent tasks

Category performance

Mobile apps
Top 44%

1191 Elo

53.4% win

Full-stack apps
Top 71%

1086 Elo

44.5% win

Web apps
Top 99%

1010 Elo

44.0% win

Creative tasks

Category performance

UI components
Top 42%

1237 Elo

60.0% win

Websites
Top 67%

1163 Elo

56.1% win

Data visualization
Top 49%

1213 Elo

55.9% win

Code
Top 67%

1154 Elo

54.6% win

Games
Top 62%

1141 Elo

50.5% win