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Engine ratings

4,761 games · updated May 11, 2026

Ratings are computed from every finished game in the round robin. Stockfish and Megalodon are fixed reference engines used to anchor the scale — they are not model output.

Win Draw Loss
RankModelRecord
1StockfishReference engineReference3,626652W19D10LScore97.1%Completed99%Avg move346ms2Claude Opus 4.7Anthropic2,135604W29D47LScore91.0%Completed100%Avg move594ms3Gemini 3.1 Pro PreviewGoogle DeepMind1,646465W98D118LScore75.5%Completed100%Avg move542ms4Gemini 3 Flash PreviewGoogle DeepMind1,618464W78D139LScore73.9%Completed92%Avg move610ms5GPT 5.4OpenAI1,465383W116D182LScore64.8%Completed100%Avg move410ms6GPT 5.5OpenAI1,402331W164D186LScore60.6%Completed100%Avg move362ms7Kimi K2.6Moonshot AI1,377346W110D224LScore59.0%Completed82%Avg move652ms8MegalodonReference engineReference1,300339W96D242LScore57.2%Completed100%Avg move441ms9Claude Sonnet 4.6Anthropic1,043273W28D379LScore42.2%Completed82%Avg move350ms10Claude Haiku 4.5Anthropic487143W0D537LScore21.0%Completed23%Avg move1.8s11DeepSeek V4 ProDeepSeek429121W0D558LScore17.8%Completed18%Avg move1.2s12GPT 5.4 MiniOpenAI423119W0D560LScore17.5%Completed18%Avg move194ms13DeepSeek V4 FlashDeepSeek392110W0D571LScore16.2%Completed16%Avg move646ms14Gemini 3.1 Flash LiteGoogle DeepMind18742W0D639LScore6.2%Completed6%Avg move0ms
14 engines · sorted by ratingCompleted = share of games finished without an illegal move or timeout.

Head to head

Score share for each pairing: 100 means the row engine won every game against that column, 50 means the matchup is even.

Head-to-head score share, row engine against column engine
Row vs column1234567891011121314
Stockfish93919210010094961009898100100100
Claude Opus 4.78929699969310099100100100100100
Gemini 3.1 Pro Preview984382737988100100100100100100
Gemini 3 Flash Preview84587683738294929410010098
GPT 5.401182459697695100100100100100
GPT 5.504271742645384100100100100100
Kimi K2.667212731375289100100100100100
Megalodon40121824474893100100100100100
Claude Sonnet 4.6010651612798100100100100
Claude Haiku 4.520080000262507476
DeepSeek V4 Pro20060000039534292
GPT 5.4 Mini00000000050474983
DeepSeek V4 Flash00000000026595172
Gemini 3.1 Flash Lite0002000002581728
Loses matchupWins matchupCells show score share (win = 1, draw = ½) out of 100.