GPT-5.1 Codex Max: benchmark results

OpenAI's higher-compute GPT-5.1 Codex variant for coding and software-agent tasks. Provider: OpenAI. Released 2025-11-19. Access: API.

Aggregate Rating 1763 ± 15, rank #100 of 1656 rated models, from 64 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
MERA Code0.54Total score100
MERA Code - stRuCom38.3chrF (%)100
SnakeBench38.2TrueSkill Rating100
MERA Code - CodeCorrectness91.33Accuracy (%)98.5
MERA Code - JavaTestGen55.95pass@1 (%)98.5
MERA Code - RealCode48.5pass@1 (%)98.5
MERA Code - UnitTests32.31CodeBLEU (%)96.9
MonitoringBench - Human Strategies - Malware Download100Catch rate (%) at a 1% false-positive-rate threshold calibra95.8
MERA Code - CodeLinterEval95.55pass@1 (%)95.4
MERA Code - ruCodeReviewer12.34Top-1 Accuracy (%)93.8
MonitoringBench - Human Strategies - Password Leak98.4Catch rate (%) at a 1% false-positive-rate threshold calibra91.7
MonitoringBench - Human Strategies - Sudo Escalation84Catch rate (%) at a 1% false-positive-rate threshold calibra91.7

Interactive version: theaggregate.ai/model?slug=gpt-5-1-codex-max · How It Works · Data refreshed daily, snapshot 2026-10-20.