Kimi K3.1 Pro (High): benchmark results

Provider: Moonshot. Released 2026-10-23. Access: Open.

Aggregate Rating 1858 ± 20, rank #72 of 2170 rated models, from 19 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
Maze-Bench73.09Mean Score90.7
AI Coding Daily (OpenCode) - Total58.46Total points (max 70)90.5
Creative Writing (Lechmazur)2.72Mean Score88.1
Lech Mazur Writing2.72Comparison Score (points)88.1
DuelLab GameBench 2 - Reasoning Variants71.54GameBench2 normalized score (0–100)85.1
DeepsecBench28.71Recall-weighted F2 score (%)79.2
Multi-turn Debate (Lechmazur)1602.6Bradley-Terry Rating76.7
AI Coding Daily (OpenCode) - Laravel Code Quality17.7Laravel Code Quality (max 20) points, LLM-judged rubric scor76.2
NonoBench76.67Standard accuracy (%), correct / non-failed attempts; versio58.2
AI Coding Daily (OpenCode) - React-TS Code Quality17.33React-TS Code Quality (max 20) points, LLM-judged rubric sco57.1
ASCIIBench1441Bradley–Terry score (Elo scale)50
HLE-Diamond - Knowledge25.4Accuracy (%, 500 knowledge questions, no tools)41.9

Interactive version: theaggregate.ai/model?slug=kimi-k3-1-pro-high · How It Works · Data refreshed daily, snapshot 2026-11-05.