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GPT-5.1-Codex

by OpenAI

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](https://openrouter.ai/docs/use-cases/reasoning-tokens#reasoning-effort-level) 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.

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Capabilities

Vision

Pricing

Input Tokens
Per 1M tokens
Free
Output Tokens
Per 1M tokens
Free
Image Processing
Per 1M tokens
$0.00/1M tokens

Supported Modalities

Input

text
image

Output

text

Performance Benchmarks

Intelligence Index
Overall intelligence score
41.6
Coding Index
Programming capability
35.1
Math Index
Mathematical reasoning
95.7
GPQA
Graduate-level questions
86.0%
MMLU Pro
Multitask language understanding
86.0%
HLE
Human-like evaluation
23.4%
LiveCodeBench
Real-world coding tasks
84.9%
AIME 2025
Advanced mathematics
95.7%

Specifications

Context Length
400K tokens
Provider
OpenAI
Throughput
236.082 tokens/s
Released
Nov 13, 2025
Model ID
openai/gpt-5.1-codex

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