Benchmark Almanac

SnakeBench

GPT-5.1-Codex-Max 38 leads since November 2025
Not in model cards

Two language models each steer a snake on a shared board in a turn-based game, and the one that survives longest wins. Ratings come from many head-to-head games.

ARC Prize launched it as an experimental side quest with 2.8K games on 50 models. The live site now uses TrueSkill ratings and listed GPT-5.1-Codex-Max first on November 1st, 2026.

Released
February 2025
Kind
Multi-agent games
Level
Everyday
Scored
Ranked by matches
Answers
Agent task
Tasks
All public
Strongest model tested
GPT-6 Astra #3 on the capability index
Last model added
September 2026
Scores refreshed
November 12th, 2026
310
Entries on its own leaderboard, 188 models we track

GPT-5.1-Codex-Max leads with 38 among models released by September 2026

Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Every run is in the next chart. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.

The newest model with a score here came out in September 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:

310 entries. Scroll sideways for the rest.

  1. 38 GPT-5.1-Codex-Max
  2. 38 Gemini 3 Pro
  3. 38 GPT-6 Astra
  4. 37 GPT-5.5
  5. 37 Gemini 3.1 Pro
  6. 37 GPT-5.1-Codex-mini
  7. 36 o3
  8. 35 Claude Opus 4.8
  9. 35 GPT-5
  10. 35 Gemini 1.0 Pro
  11. 35 o4-mini
  12. 34 OpenAI GPT Latest
  13. 34 Qwen3.7-Max
  14. 34 Gemini 3.5 Flash
  15. 33 GPT-5.3 Codex
  16. 33 GPT-5-Codex
  17. 33 Gemini 2.0 Flash
  18. 33 Grok 4 Fast
  19. 33 Claude Opus 4.6
  20. 33 Claude Sonnet 4.5
  21. 33 GPT-5.1
  22. 33 GPT-5.2
  23. 33 Qwen3.5-122B-A10B
  24. 33 Qwen3-VL-30B-A3B-Thinking
  25. 32 GPT-5.2 Codex
  26. 32 Qwen3.5-Flash
  27. 32 GPT-4.1
  28. 32 Claude Sonnet 4
  29. 32 GPT-5.1-Codex
  30. 32 Mercury
  31. 32 Gemini 3 Flash
  32. 31 Gemini 2.5 Flash [snapshot unspecified]
  33. 31 DeepSeek V3.1 Terminus (exacto)
  34. 31 gpt-oss-safeguard-20b
  35. 31 Gemini 3.1 Pro Preview Custom Tools
  36. 31 Qwen3.5-27B
  37. 31 Qwen 3.6 Max (Preview)
  38. 31 Qwen3-Max
  39. 31 Gemini 2.5 Flash
  40. 31 Gemini 3.1 Flash-Lite
  41. 31 GPT-5 Image
  42. 31 GLM-5
  43. 30 DeepSeek-R1-Distill-Llama-70B
  44. 30 Gemini 2.5 Flash Image Preview (nano-banana)
  45. 30 Kimi K2
  46. 30 Claude Opus 4.5
  47. 30 Claude Opus 4.7
  48. 30 GPT-5.6 Terra
  49. 30 OpenAI deep research
  50. 29 Qwen3-235B-A22B-Instruct
  51. 29 Claude Sonnet Latest
  52. 29 Gemini 2.5 Pro
  53. 29 Kimi K2 Thinking
  54. 29 GPT-5.4
  55. 29 GPT-5 Image Mini
  56. 29 Claude Opus Latest
  57. 29 Mercury Coder
  58. 29 Qwen3-VL-235B-A22B-Instruct
  59. 28 GPT Chat Latest
  60. 28 Codex Mini
  61. 28 Mercury 2
  62. 28 GLM-5V-Turbo
  63. 28 DeepSeek V4 Flash 0423
  64. 28 o3-mini
  65. 28 grok-code-fast-1
  66. 28 Qwen 3.6 Plus
  67. 28 GPT-5 nano
  68. 28 R1 Distill Qwen 14B
  69. 28 Qwen-VL-Max
  70. 28 Gemini 2.5 Pro [snapshot unspecified]
  71. 27 Mistral Small 3.2 24B
  72. 27 KAT-Coder-Pro V2
  73. 27 Qwen3-Next-80B-A3B-Instruct
  74. 27 MiMo-V2.5-Pro
  75. 27 Claude 3.7 Sonnet
  76. 27 MiniMax-M2.5
  77. 27 Qwen3.5-Plus
  78. 26 Claude Sonnet 4.6
  79. 26 Qwen-Turbo
  80. 26 Qwen3-Next-80B-A3B
  81. 26 GLM-5-Turbo
  82. 26 Qwen3 30B A3B Thinking 2507
  83. 26 GPT-5 Chat
  84. 26 R1 0528
  85. 26 GLM-4.6V
  86. 26 DeepSeek R1T Chimera
  87. 26 GLM-5.1
  88. 26 Qwen Plus
  89. 26 gpt-oss-120b
  90. 26 GLM-4.7
  91. 26 Llama-3.1-Nemotron-70B-Instruct
  92. 26 Magistral Medium 1.0
  93. 26 Sonar Pro Search
  94. 26 Tongyi DeepResearch 30B A3B
  95. 26 GPT-5 mini
  96. 26 Claude Haiku 4.5
  97. 26 GPT-5.2 Instant
  98. 25 Devstral Small 1.1
  99. 25 ERNIE 4.5 VL 424B A47B
  100. 25 GPT-4o-mini (2024-07-18)
  101. 25 Olmo 3 7B Think
  102. 25 GLM-4.6
  103. 25 Gemini 2.5 Flash Lite [snapshot unspecified]
  104. 25 R1T Chimera
  105. 25 Qwen3.5-35B-A3B
  106. 25 Qwen3-8B
  107. 25 Llama 3.2 90B
  108. 25 Mistral Small 3
  109. 25 GPT-4.1 mini
  110. 25 Doubao-Seed-1.6
  111. 25 Qwen3-Coder-Plus
  112. 25 Qwen3-VL-235B-A22B
  113. 25 Ling-2.6-1T
  114. 25 Claude Opus 4.8 (Fast)
  115. 25 MiniMax-M3
  116. 25 Devstral 2 2512
  117. 25 QwQ 32B RpR v1 (free)
  118. 25 Gemma 3 27B
  119. 25 Kimi K2.5
  120. 25 GPT-5.6 Sol
  121. 24 DeepSeek V3 0324 (free)
  122. 24 Nemotron 3 Ultra
  123. 24 MiniMax-M1-80k
  124. 24 MiniMax-M2
  125. 24 Qwen 3.6 35B-A3B
  126. 24 DeepSeek V3.1 Nex N1
  127. 24 Qwen3-32B
  128. 24 Tencent Hy3 preview
  129. 24 DeepSeek R1 0528 Qwen3 8B (free)
  130. 24 GLM 4 32B
  131. 24 GLM-4.5-Air
  132. 24 o4 Mini Deep Research
  133. 24 Gemma 4 26B A4B
  134. 24 gpt-oss-120b (exacto)
  135. 24 Seed2.0 Lite (0215)
  136. 23 Claude Haiku Latest
  137. 23 DeepSeek-V3.1
  138. 23 Step 3.5 Flash
  139. 23 Qwen3.7-Plus
  140. 23 GPT-5.1 Chat
  141. 23 Gemini 2.5 Flash-Lite
  142. 23 Aion-1.0
  143. 23 GPT-4o Search Preview
  144. 23 ERNIE-4.5-300B-A47B
  145. 23 Cydonia 24B V4.1
  146. 23 Llama 4 Maverick
  147. 23 Aion-1.0-Mini
  148. 23 Seed2.0 Mini
  149. 23 Qwen3-Coder-30B-A3B-Instruct
  150. 23 Ring-2.6-1T
  151. 23 Qwen Plus 0728 (thinking)
  152. 23 MiMo-V2-Flash
  153. 23 Qwen3.5 397B-A17B
  154. 22 Aion-2.0
  155. 22 MiniMax-M2.7
  156. 22 Olmo 3.1 32B Think
  157. 21 Mistral Small 3.1 24B
  158. 21 Mistral-7B-Instruct-v0.1
  159. 21 Qwen3 30B A3B Instruct 2507
  160. 21 Llama 3.3 70B Instruct
  161. 21 Gemini 2.0 Flash-Lite
  162. 21 Qwen3-Coder-480B-A35B
  163. 21 MiMo-V2.5
  164. 21 GPT-5.3 Instant
  165. 21 Step 3.7 Flash
  166. 21 Llama 3.3 Euryale 70B
  167. 21 Pixtral Large 2411
  168. 21 Palmyra X5
  169. 21 GLM-4.5V
  170. 21 DeepSeek-V3.1-Terminus
  171. 21 Hermes 3 405B Instruct
  172. 21 Llama 4 Scout
  173. 21 Qwen3-Coder-Next
  174. 21 MiMo-V2-Pro
  175. 21 GPT-5.6 Luna
  176. 21 DeepSeek-V3
  177. 21 Hermes 4 405B
  178. 21 Qwen3-VL-8B-Thinking
  179. 20 Qwen Plus 0728
  180. 20 Qwen3-235B-A22B
  181. 20 MiMo-V2-Omni
  182. 20 Hermes 4 70B
  183. 20 Llama 3 70B Instruct
  184. 20 Perceptron Mk1
  185. 20 Qwen-Max
  186. 20 Phi-4-multimodal
  187. 20 Gemini Flash Latest
  188. 20 LongCat-Flash-Chat
  189. 20 DeepSeek-V3.2
  190. 20 GPT Mini Latest
  191. 20 Qwen2.5-Coder-32B-Instruct
  192. 20 Qwen2.5-VL-72B
  193. 20 Qwen3-14B
  194. 20 MiniMax-M2.1
  195. 20 GPT-4o mini
  196. 20 Trinity Large Thinking
  197. 19 InternVL3-78B
  198. 19 Olmo 3 32B Think
  199. 19 Gemma 2 9B
  200. 19 Gemma 3 12B
  201. 19 Magistral Small 2506
  202. 19 Sonar Pro
  203. 19 Ministral 8B
  204. 19 LlamaGuard 2 8B
  205. 19 Gemma 3n 4B
  206. 18 Qwen3 Coder 480B A35B (exacto)
  207. 18 ERNIE-4.5-21B-A3B-Thinking
  208. 18 Qwen3.6 27B
  209. 18 INTELLECT-3
  210. 18 Llama 3.1 8B Instruct
  211. 18 Llama Guard 4 12B
  212. 18 Qwen3 Coder Flash
  213. 18 OLMo 2 32B Instruct
  214. 18 KAT-Coder-Pro V1
  215. 18 Nemotron Nano 9B V2
  216. 18 Llama 3.2 11B
  217. 18 Command A
  218. 18 Voxtral Small
  219. 18 glm-4.7-flash
  220. 18 Gemma 4 31B IT
  221. 18 Jamba Large 1.7
  222. 18 Qwen2.5-72B
  223. 18 Phi-4
  224. 18 Step 3
  225. 18 Llama 3 Euryale 70B v2.1
  226. 18 Qwen2.5 Coder 7B Instruct
  227. 17 Pixtral 12B
  228. 17 Nova Premier 1.0
  229. 17 deepseek-r1-0528-qwen3-8b
  230. 17 Qwen2.5-VL-32B
  231. 17 GLM-4.5
  232. 17 DeepSeek R1T2 Chimera
  233. 17 GPT-5.4 Image 2
  234. 17 Qwen3-235B-A22B-Thinking
  235. 17 Qwen 3.6 Flash
  236. 17 Virtuoso Large
  237. 16 Qwen3-4B
  238. 16 Kimi Latest
  239. 16 MAI DS R1
  240. 16 Seed 1.6 Flash
  241. 16 Qwen2.5 7B Instruct
  242. 16 WizardLM-2 8x22B
  243. 16 GPT-4.1 nano
  244. 16 Qwen3-30B-A3B
  245. 16 Nano Banana 2 (Gemini 3.1 Flash Image Preview)
  246. 16 Relace Apply 3
  247. 16 Ring-1T
  248. 16 MiniMax M2-her
  249. 15 Maestro Reasoning
  250. 15 Hunyuan-A13B-Instruct
  251. 15 LFM2-8B-A1B
  252. 15 Ling-1T
  253. 15 Skyfall 36B V2
  254. 15 Kimi-Dev-72B
  255. 15 GPT-5.4 Mini
  256. 15 Mistral NeMo
  257. 15 CodeLLaMa 7B Instruct Solidity
  258. 15 Kimi Linear 48B A3B Instruct
  259. 15 Mistral 7B Instruct v0.3
  260. 15 QwQ 32B RpR v1
  261. 15 Mistral-7B-Instruct-v0.2
  262. 14 Aion-RP 1.0 (8B)
  263. 14 Llama 3.2 3B Instruct
  264. 14 ERNIE 4.5 VL 28B A3B
  265. 14 Jamba Mini 1.7
  266. 14 Llama 3 8B Lunaris
  267. 14 UI-TARS 7B
  268. 14 Llama Guard 3 8B
  269. 14 Command R7B
  270. 13 Anubis 70B V1.1
  271. 13 GPT Audio
  272. 13 LFM2-2.6B
  273. 13 Mixtral 8x7B Instruct
  274. 13 Nova Lite 1.0
  275. 13 DeepHermes 3 Mistral 24B Preview
  276. 13 AFM-4.5B
  277. 13 GPT-4o Audio
  278. 13 MiniMax-01
  279. 13 MythoMax 13B
  280. 13 Qwen3-VL-8B-Instruct
  281. 13 GPT-5.4 Nano
  282. 13 Morph V3 Large
  283. 13 GLM-4.1V-9B-Thinking
  284. 13 R1 (free)
  285. 12 Phi-3-mini-128k-instruct
  286. 12 GPT-4o-mini Search Preview
  287. 12 Granite 4.1 8B
  288. 12 Qianfan-OCR-Fast
  289. 12 Hermes 2 Pro - Llama-3 8B
  290. 11 Reka Flash 3
  291. 11 Llama 3 8B Instruct
  292. 10 Olmo 3 7B Instruct
  293. 10 ERNIE 4.5 21B A3B
  294. 10 Phi-3.5 Mini 128K Instruct
  295. 10 Phi 4 Mini Instruct
  296. 9 Nova Micro 1.0
  297. 9 DeepSeek-V3.2-Speciale
  298. 9 Llama 3.2 1B Instruct
  299. 9 Ministral 3B
  300. 9 DeepSeek V4 Pro 0423
  301. 9 GPT-4o [snapshot unspecified]
  302. 9 Morph V3 Fast
  303. 9 Relace Search
  304. 8 Qwen2.5-VL-7B
  305. 8 GPT Audio Mini
  306. 8 Gemma 3 4B
  307. 8 Spotlight
  308. 4 Reka Edge
  309. 1 Ling-2.6-flash
  310. 1 granite-4.0-micro
  1. 1 GPT-5.1-Codex-Max 38
  2. 2 Gemini 3 Pro 38
  3. 3 GPT-6 Astra 38
  4. 4 GPT-5.5 37
  5. 5 Gemini 3.1 Pro 37
  6. 6 GPT-5.1-Codex-mini 37
  7. 7 o3 36
  8. 8 Claude Opus 4.8 35
  9. 9 GPT-5 35
  10. 10 Gemini 1.0 Pro 35
  11. 11 o4-mini 35
  12. 12 OpenAI GPT Latest 34
  13. 13 Qwen3.7-Max 34
  14. 14 Gemini 3.5 Flash 34
  15. 15 GPT-5.3 Codex 33
  16. 16 GPT-5-Codex 33
  17. 17 Gemini 2.0 Flash Feb 2025 33
  18. 18 Grok 4 Fast 33
  19. 19 Claude Opus 4.6 33
  20. 20 Claude Sonnet 4.5 33
  21. 21 GPT-5.1 33
  22. 22 GPT-5.2 33
  23. 23 Qwen3.5-122B-A10B 33
  24. 24 Qwen3-VL-30B-A3B-Thinking 33
  25. 25 GPT-5.2 Codex 32
  26. 26 Qwen3.5-Flash 32
  27. 27 GPT-4.1 32
  28. 28 Claude Sonnet 4 32
  29. 29 GPT-5.1-Codex 32
  30. 30 Mercury 32
  31. 31 Gemini 3 Flash 32
  32. 32 Gemini 2.5 Flash [snapshot unspecified] 31
  33. 33 DeepSeek V3.1 Terminus (exacto) 31
  34. 34 gpt-oss-safeguard-20b 31
  35. 35 Gemini 3.1 Pro Preview Custom Tools 31
  36. 36 Qwen3.5-27B 31
  37. 37 Qwen 3.6 Max (Preview) 31
  38. 38 Qwen3-Max 31
  39. 39 Gemini 2.5 Flash Sep 2025 31
  40. 40 Gemini 3.1 Flash-Lite 31
  41. 41 GPT-5 Image 31
  42. 42 GLM-5 31
  43. 43 DeepSeek-R1-Distill-Llama-70B 30
  44. 44 Gemini 2.5 Flash Image Preview (nano-banana) 30
  45. 45 Kimi K2 Sep 2025 30
  46. 46 Claude Opus 4.5 30
  47. 47 Claude Opus 4.7 30
  48. 48 GPT-5.6 Terra 30
  49. 49 OpenAI deep research 30
  50. 50 Qwen3-235B-A22B-Instruct Jul 2025 29
  51. 51 Claude Sonnet Latest 29
  52. 52 Gemini 2.5 Pro Jun 2025 29
  53. 53 Kimi K2 Thinking 29
  54. 54 GPT-5.4 29
  55. 55 GPT-5 Image Mini 29
  56. 56 Claude Opus Latest 29
  57. 57 Mercury Coder 29
  58. 58 Qwen3-VL-235B-A22B-Instruct 29
  59. 59 GPT Chat Latest 28
  60. 60 Codex Mini 28
  61. 61 Mercury 2 28
  62. 62 GLM-5V-Turbo 28
  63. 63 DeepSeek V4 Flash 0423 28
  64. 64 o3-mini 28
  65. 65 grok-code-fast-1 28
  66. 66 Qwen 3.6 Plus 28
  67. 67 GPT-5 nano 28
  68. 68 R1 Distill Qwen 14B 28
  69. 69 Qwen-VL-Max 28
  70. 70 Gemini 2.5 Pro [snapshot unspecified] 28
  71. 71 Mistral Small 3.2 24B 27
  72. 72 KAT-Coder-Pro V2 27
  73. 73 Qwen3-Next-80B-A3B-Instruct 27
  74. 74 MiMo-V2.5-Pro 27
  75. 75 Claude 3.7 Sonnet thinking 27
  76. 76 MiniMax-M2.5 27
  77. 77 Qwen3.5-Plus 27
  78. 78 Claude Sonnet 4.6 26
  79. 79 Qwen-Turbo 26
  80. 80 Qwen3-Next-80B-A3B thinking 26
  81. 81 GLM-5-Turbo 26
  82. 82 Qwen3 30B A3B Thinking 2507 26
  83. 83 GPT-5 Chat 26
  84. 84 R1 0528 26
  85. 85 GLM-4.6V 26
  86. 86 DeepSeek R1T Chimera 26
  87. 87 GLM-5.1 26
  88. 88 Qwen Plus Apr 2025 26
  89. 89 gpt-oss-120b 26
  90. 90 GLM-4.7 26
  91. 91 Llama-3.1-Nemotron-70B-Instruct 26
  92. 92 Magistral Medium 1.0 26
  93. 93 Sonar Pro Search 26
  94. 94 Tongyi DeepResearch 30B A3B 26
  95. 95 GPT-5 mini 26
  96. 96 Claude Haiku 4.5 26
  97. 97 GPT-5.2 Instant 26
  98. 98 Devstral Small 1.1 25
  99. 99 ERNIE 4.5 VL 424B A47B 25
  100. 100 GPT-4o-mini (2024-07-18) 25
  101. 101 Olmo 3 7B Think 25
  102. 102 GLM-4.6 25
  103. 103 Gemini 2.5 Flash Lite [snapshot unspecified] 25
  104. 104 R1T Chimera 25
  105. 105 Qwen3.5-35B-A3B 25
  106. 106 Qwen3-8B 25
  107. 107 Llama 3.2 90B 25
  108. 108 Mistral Small 3 25
  109. 109 GPT-4.1 mini 25
  110. 110 Doubao-Seed-1.6 25
  111. 111 Qwen3-Coder-Plus 25
  112. 112 Qwen3-VL-235B-A22B thinking 25
  113. 113 Ling-2.6-1T 25
  114. 114 Claude Opus 4.8 (Fast) 25
  115. 115 MiniMax-M3 25
  116. 116 Devstral 2 2512 25
  117. 117 QwQ 32B RpR v1 (free) 25
  118. 118 Gemma 3 27B 25
  119. 119 Kimi K2.5 25
  120. 120 GPT-5.6 Sol 25
  121. 121 DeepSeek V3 0324 (free) 24
  122. 122 Nemotron 3 Ultra 24
  123. 123 MiniMax-M1-80k 24
  124. 124 MiniMax-M2 24
  125. 125 Qwen 3.6 35B-A3B 24
  126. 126 DeepSeek V3.1 Nex N1 24
  127. 127 Qwen3-32B 24
  128. 128 Tencent Hy3 preview 24
  129. 129 DeepSeek R1 0528 Qwen3 8B (free) 24
  130. 130 GLM 4 32B 24
  131. 131 GLM-4.5-Air 24
  132. 132 o4 Mini Deep Research 24
  133. 133 Gemma 4 26B A4B 24
  134. 134 gpt-oss-120b (exacto) 24
  135. 135 Seed2.0 Lite (0215) 24
  136. 136 Claude Haiku Latest 23
  137. 137 DeepSeek-V3.1 23
  138. 138 Step 3.5 Flash 23
  139. 139 Qwen3.7-Plus 23
  140. 140 GPT-5.1 Chat 23
  141. 141 Gemini 2.5 Flash-Lite Sep 2025 23
  142. 142 Aion-1.0 23
  143. 143 GPT-4o Search Preview 23
  144. 144 ERNIE-4.5-300B-A47B 23
  145. 145 Cydonia 24B V4.1 23
  146. 146 Llama 4 Maverick 23
  147. 147 Aion-1.0-Mini 23
  148. 148 Seed2.0 Mini 23
  149. 149 Qwen3-Coder-30B-A3B-Instruct 23
  150. 150 Ring-2.6-1T 23
  151. 151 Qwen Plus 0728 (thinking) 23
  152. 152 MiMo-V2-Flash 23
  153. 153 Qwen3.5 397B-A17B 23
  154. 154 Aion-2.0 22
  155. 155 MiniMax-M2.7 22
  156. 156 Olmo 3.1 32B Think 22
  157. 157 Mistral Small 3.1 24B 21
  158. 158 Mistral-7B-Instruct-v0.1 21
  159. 159 Qwen3 30B A3B Instruct 2507 21
  160. 160 Llama 3.3 70B Instruct 21
  161. 161 Gemini 2.0 Flash-Lite 21
  162. 162 Qwen3-Coder-480B-A35B 21
  163. 163 MiMo-V2.5 21
  164. 164 GPT-5.3 Instant 21
  165. 165 Step 3.7 Flash 21
  166. 166 Llama 3.3 Euryale 70B 21
  167. 167 Pixtral Large 2411 21
  168. 168 Palmyra X5 21
  169. 169 GLM-4.5V 21
  170. 170 DeepSeek-V3.1-Terminus 21
  171. 171 Hermes 3 405B Instruct 21
  172. 172 Llama 4 Scout 21
  173. 173 Qwen3-Coder-Next 21
  174. 174 MiMo-V2-Pro 21
  175. 175 GPT-5.6 Luna 21
  176. 176 DeepSeek-V3 Mar 2025 21
  177. 177 Hermes 4 405B 21
  178. 178 Qwen3-VL-8B-Thinking 21
  179. 179 Qwen Plus 0728 20
  180. 180 Qwen3-235B-A22B 20
  181. 181 MiMo-V2-Omni 20
  182. 182 Hermes 4 70B 20
  183. 183 Llama 3 70B Instruct 20
  184. 184 Perceptron Mk1 20
  185. 185 Qwen-Max 20
  186. 186 Phi-4-multimodal 20
  187. 187 Gemini Flash Latest 20
  188. 188 LongCat-Flash-Chat 20
  189. 189 DeepSeek-V3.2 20
  190. 190 GPT Mini Latest 20
  191. 191 Qwen2.5-Coder-32B-Instruct 20
  192. 192 Qwen2.5-VL-72B 20
  193. 193 Qwen3-14B 20
  194. 194 MiniMax-M2.1 20
  195. 195 GPT-4o mini 20
  196. 196 Trinity Large Thinking 20
  197. 197 InternVL3-78B 19
  198. 198 Olmo 3 32B Think 19
  199. 199 Gemma 2 9B 19
  200. 200 Gemma 3 12B 19
  201. 201 Magistral Small 2506 19
  202. 202 Sonar Pro 19
  203. 203 Ministral 8B 19
  204. 204 LlamaGuard 2 8B 19
  205. 205 Gemma 3n 4B 19
  206. 206 Qwen3 Coder 480B A35B (exacto) 18
  207. 207 ERNIE-4.5-21B-A3B-Thinking 18
  208. 208 Qwen3.6 27B 18
  209. 209 INTELLECT-3 18
  210. 210 Llama 3.1 8B Instruct 18
  211. 211 Llama Guard 4 12B 18
  212. 212 Qwen3 Coder Flash 18
  213. 213 OLMo 2 32B Instruct 18
  214. 214 KAT-Coder-Pro V1 18
  215. 215 Nemotron Nano 9B V2 18
  216. 216 Llama 3.2 11B 18
  217. 217 Command A 18
  218. 218 Voxtral Small 18
  219. 219 glm-4.7-flash 18
  220. 220 Gemma 4 31B IT 18
  221. 221 Jamba Large 1.7 18
  222. 222 Qwen2.5-72B 18
  223. 223 Phi-4 18
  224. 224 Step 3 18
  225. 225 Llama 3 Euryale 70B v2.1 18
  226. 226 Qwen2.5 Coder 7B Instruct 18
  227. 227 Pixtral 12B 17
  228. 228 Nova Premier 1.0 17
  229. 229 deepseek-r1-0528-qwen3-8b 17
  230. 230 Qwen2.5-VL-32B 17
  231. 231 GLM-4.5 17
  232. 232 DeepSeek R1T2 Chimera 17
  233. 233 GPT-5.4 Image 2 17
  234. 234 Qwen3-235B-A22B-Thinking Jul 2025 17
  235. 235 Qwen 3.6 Flash 17
  236. 236 Virtuoso Large 17
  237. 237 Qwen3-4B 16
  238. 238 Kimi Latest 16
  239. 239 MAI DS R1 16
  240. 240 Seed 1.6 Flash 16
  241. 241 Qwen2.5 7B Instruct 16
  242. 242 WizardLM-2 8x22B 16
  243. 243 GPT-4.1 nano 16
  244. 244 Qwen3-30B-A3B 16
  245. 245 Nano Banana 2 (Gemini 3.1 Flash Image Preview) 16
  246. 246 Relace Apply 3 16
  247. 247 Ring-1T 16
  248. 248 MiniMax M2-her 16
  249. 249 Maestro Reasoning 15
  250. 250 Hunyuan-A13B-Instruct 15
  251. 251 LFM2-8B-A1B 15
  252. 252 Ling-1T 15
  253. 253 Skyfall 36B V2 15
  254. 254 Kimi-Dev-72B 15
  255. 255 GPT-5.4 Mini 15
  256. 256 Mistral NeMo 15
  257. 257 CodeLLaMa 7B Instruct Solidity 15
  258. 258 Kimi Linear 48B A3B Instruct 15
  259. 259 Mistral 7B Instruct v0.3 15
  260. 260 QwQ 32B RpR v1 15
  261. 261 Mistral-7B-Instruct-v0.2 15
  262. 262 Aion-RP 1.0 (8B) 14
  263. 263 Llama 3.2 3B Instruct 14
  264. 264 ERNIE 4.5 VL 28B A3B 14
  265. 265 Jamba Mini 1.7 14
  266. 266 Llama 3 8B Lunaris 14
  267. 267 UI-TARS 7B 14
  268. 268 Llama Guard 3 8B 14
  269. 269 Command R7B 14
  270. 270 Anubis 70B V1.1 13
  271. 271 GPT Audio 13
  272. 272 LFM2-2.6B 13
  273. 273 Mixtral 8x7B Instruct 13
  274. 274 Nova Lite 1.0 13
  275. 275 DeepHermes 3 Mistral 24B Preview 13
  276. 276 AFM-4.5B 13
  277. 277 GPT-4o Audio 13
  278. 278 MiniMax-01 13
  279. 279 MythoMax 13B 13
  280. 280 Qwen3-VL-8B-Instruct 13
  281. 281 GPT-5.4 Nano 13
  282. 282 Morph V3 Large 13
  283. 283 GLM-4.1V-9B-Thinking 13
  284. 284 R1 (free) 13
  285. 285 Phi-3-mini-128k-instruct 12
  286. 286 GPT-4o-mini Search Preview 12
  287. 287 Granite 4.1 8B 12
  288. 288 Qianfan-OCR-Fast 12
  289. 289 Hermes 2 Pro - Llama-3 8B 12
  290. 290 Reka Flash 3 11
  291. 291 Llama 3 8B Instruct 11
  292. 292 Olmo 3 7B Instruct 10
  293. 293 ERNIE 4.5 21B A3B 10
  294. 294 Phi-3.5 Mini 128K Instruct 10
  295. 295 Phi 4 Mini Instruct 10
  296. 296 Nova Micro 1.0 9
  297. 297 DeepSeek-V3.2-Speciale 9
  298. 298 Llama 3.2 1B Instruct 9
  299. 299 Ministral 3B 9
  300. 300 DeepSeek V4 Pro 0423 9
  301. 301 GPT-4o [snapshot unspecified] 9
  302. 302 Morph V3 Fast 9
  303. 303 Relace Search 9
  304. 304 Qwen2.5-VL-7B 8
  305. 305 GPT Audio Mini 8
  306. 306 Gemma 3 4B 8
  307. 307 Spotlight 8
  308. 308 Reka Edge 4
  309. 309 Ling-2.6-flash 1
  310. 310 granite-4.0-micro 1

Source: Official SnakeBench leaderboard

#EntryScoreSettingDateSource
1 GPT-5.1-Codex-Max 38 Nov 2025 Official leaderboard
2 Gemini 3 Pro 38 Nov 2025 Official leaderboard
3 GPT-6 Astra 38 Sep 2026 Official leaderboard
4 GPT-5.5 37 Apr 2026 Official leaderboard
5 Gemini 3.1 Pro 37 Feb 2026 Official leaderboard
6 GPT-5.1-Codex-mini 37 Nov 2025 Official leaderboard
7 o3 36 Apr 2025 Official leaderboard
8 Claude Opus 4.8 35 May 2026 Official leaderboard
9 GPT-5 35 Aug 2025 Official leaderboard
10 Gemini 1.0 Pro 35 Dec 2023 Official leaderboard
11 o4-mini 35 Apr 2025 Official leaderboard
12 OpenAI GPT Latest 34 Official leaderboard
13 Qwen3.7-Max 34 May 2026 Official leaderboard
14 Gemini 3.5 Flash 34 May 2026 Official leaderboard
15 GPT-5.3 Codex 33 Feb 2026 Official leaderboard
16 GPT-5-Codex 33 Sep 2025 Official leaderboard
17 Gemini 2.0 Flash Feb 2025 33 Feb 2025 Official leaderboard
18 Grok 4 Fast 33 Sep 2025 Official leaderboard
19 Claude Opus 4.6 33 Feb 2026 Official leaderboard
20 Claude Sonnet 4.5 33 Sep 2025 Official leaderboard
21 GPT-5.1 33 Nov 2025 Official leaderboard
22 GPT-5.2 33 Dec 2025 Official leaderboard
23 Qwen3.5-122B-A10B 33 Feb 2026 Official leaderboard
24 Qwen3-VL-30B-A3B-Thinking 33 Oct 2025 Official leaderboard
25 GPT-5.2 Codex 32 Dec 2025 Official leaderboard
26 Qwen3.5-Flash 32 Feb 2026 Official leaderboard
27 GPT-4.1 32 Apr 2025 Official leaderboard
28 Claude Sonnet 4 32 May 2025 Official leaderboard
29 GPT-5.1-Codex 32 Nov 2025 Official leaderboard
30 Mercury 32 Jun 2025 Official leaderboard
31 Gemini 3 Flash 32 Dec 2025 Official leaderboard
32 Gemini 2.5 Flash [snapshot unspecified] 31 Official leaderboard
33 DeepSeek V3.1 Terminus (exacto) 31 Official leaderboard
34 gpt-oss-safeguard-20b 31 Official leaderboard
35 Gemini 3.1 Pro Preview Custom Tools 31 Official leaderboard
36 Qwen3.5-27B 31 Feb 2026 Official leaderboard
37 Qwen 3.6 Max (Preview) 31 Apr 2026 Official leaderboard
38 Qwen3-Max 31 Sep 2025 Official leaderboard
39 Gemini 2.5 Flash Sep 2025 31 Sep 2025 Official leaderboard
40 Gemini 3.1 Flash-Lite 31 Mar 2026 Official leaderboard
41 GPT-5 Image 31 Official leaderboard
42 GLM-5 31 Feb 2026 Official leaderboard
43 DeepSeek-R1-Distill-Llama-70B 30 Jan 2025 Official leaderboard
44 Gemini 2.5 Flash Image Preview (nano-banana) 30 Official leaderboard
45 Kimi K2 Sep 2025 30 Sep 2025 Official leaderboard
46 Claude Opus 4.5 30 Nov 2025 Official leaderboard
47 Claude Opus 4.7 30 Apr 2026 Official leaderboard
48 GPT-5.6 Terra 30 Jul 2026 Official leaderboard
49 OpenAI deep research 30 Feb 2025 Official leaderboard
50 Qwen3-235B-A22B-Instruct Jul 2025 29 Jul 2025 Official leaderboard
51 Claude Sonnet Latest 29 Official leaderboard
52 Gemini 2.5 Pro Jun 2025 29 Jun 2025 Official leaderboard
53 Kimi K2 Thinking 29 Nov 2025 Official leaderboard
54 GPT-5.4 29 Mar 2026 Official leaderboard
55 GPT-5 Image Mini 29 Official leaderboard
56 Claude Opus Latest 29 Official leaderboard
57 Mercury Coder 29 Official leaderboard
58 Qwen3-VL-235B-A22B-Instruct 29 Sep 2025 Official leaderboard
59 GPT Chat Latest 28 Official leaderboard
60 Codex Mini 28 Official leaderboard
61 Mercury 2 28 Feb 2026 Official leaderboard
62 GLM-5V-Turbo 28 Apr 2026 Official leaderboard
63 DeepSeek V4 Flash 0423 28 Official leaderboard
64 o3-mini 28 Jan 2025 Official leaderboard
65 grok-code-fast-1 28 Aug 2025 Official leaderboard
66 Qwen 3.6 Plus 28 Mar 2026 Official leaderboard
67 GPT-5 nano 28 Aug 2025 Official leaderboard
68 R1 Distill Qwen 14B 28 Official leaderboard
69 Qwen-VL-Max 28 Jan 2024 Official leaderboard
70 Gemini 2.5 Pro [snapshot unspecified] 28 Official leaderboard
71 Mistral Small 3.2 24B 27 Official leaderboard
72 KAT-Coder-Pro V2 27 Official leaderboard
73 Qwen3-Next-80B-A3B-Instruct 27 Sep 2025 Official leaderboard
74 MiMo-V2.5-Pro 27 Apr 2026 Official leaderboard
75 Claude 3.7 Sonnet 27 thinking Feb 2025 Official leaderboard
76 MiniMax-M2.5 27 Feb 2026 Official leaderboard
77 Qwen3.5-Plus 27 Feb 2026 Official leaderboard
78 Claude Sonnet 4.6 26 Feb 2026 Official leaderboard
79 Qwen-Turbo 26 Nov 2024 Official leaderboard
80 Qwen3-Next-80B-A3B 26 thinking Sep 2025 Official leaderboard
81 GLM-5-Turbo 26 Mar 2026 Official leaderboard
82 Qwen3 30B A3B Thinking 2507 26 Official leaderboard
83 GPT-5 Chat 26 Aug 2025 Official leaderboard
84 R1 0528 26 Official leaderboard
85 GLM-4.6V 26 Dec 2025 Official leaderboard
86 DeepSeek R1T Chimera 26 Official leaderboard
87 GLM-5.1 26 Apr 2026 Official leaderboard
88 Qwen Plus Apr 2025 26 Apr 2025 Official leaderboard
89 gpt-oss-120b 26 Aug 2025 Official leaderboard
90 GLM-4.7 26 Dec 2025 Official leaderboard
91 Llama-3.1-Nemotron-70B-Instruct 26 Oct 2024 Official leaderboard
92 Magistral Medium 1.0 26 Jun 2025 Official leaderboard
93 Sonar Pro Search 26 Official leaderboard
94 Tongyi DeepResearch 30B A3B 26 Official leaderboard
95 GPT-5 mini 26 Aug 2025 Official leaderboard
96 Claude Haiku 4.5 26 Oct 2025 Official leaderboard
97 GPT-5.2 Instant 26 Dec 2025 Official leaderboard
98 Devstral Small 1.1 25 Jul 2025 Official leaderboard
99 ERNIE 4.5 VL 424B A47B 25 Official leaderboard
100 GPT-4o-mini (2024-07-18) 25 Official leaderboard
101 Olmo 3 7B Think 25 Official leaderboard
102 GLM-4.6 25 Sep 2025 Official leaderboard
103 Gemini 2.5 Flash Lite [snapshot unspecified] 25 Official leaderboard
104 R1T Chimera 25 Official leaderboard
105 Qwen3.5-35B-A3B 25 Feb 2026 Official leaderboard
106 Qwen3-8B 25 Apr 2025 Official leaderboard
107 Llama 3.2 90B 25 Sep 2024 Official leaderboard
108 Mistral Small 3 25 Jan 2025 Official leaderboard
109 GPT-4.1 mini 25 Apr 2025 Official leaderboard
110 Doubao-Seed-1.6 25 Jun 2025 Official leaderboard
111 Qwen3-Coder-Plus 25 Sep 2025 Official leaderboard
112 Qwen3-VL-235B-A22B 25 thinking Sep 2025 Official leaderboard
113 Ling-2.6-1T 25 Apr 2026 Official leaderboard
114 Claude Opus 4.8 (Fast) 25 Official leaderboard
115 MiniMax-M3 25 Jun 2026 Official leaderboard
116 Devstral 2 2512 25 Official leaderboard
117 QwQ 32B RpR v1 (free) 25 Official leaderboard
118 Gemma 3 27B 25 Mar 2025 Official leaderboard
119 Kimi K2.5 25 Jan 2026 Official leaderboard
120 GPT-5.6 Sol 25 Jul 2026 Official leaderboard
121 DeepSeek V3 0324 (free) 24 Official leaderboard
122 Nemotron 3 Ultra 24 Jun 2026 Official leaderboard
123 MiniMax-M1-80k 24 Jun 2025 Official leaderboard
124 MiniMax-M2 24 Oct 2025 Official leaderboard
125 Qwen 3.6 35B-A3B 24 Apr 2026 Official leaderboard
126 DeepSeek V3.1 Nex N1 24 Official leaderboard
127 Qwen3-32B 24 Apr 2025 Official leaderboard
128 Tencent Hy3 preview 24 Apr 2026 Official leaderboard
129 DeepSeek R1 0528 Qwen3 8B (free) 24 Official leaderboard
130 GLM 4 32B 24 Official leaderboard
131 GLM-4.5-Air 24 Jul 2025 Official leaderboard
132 o4 Mini Deep Research 24 Official leaderboard
133 Gemma 4 26B A4B 24 Apr 2026 Official leaderboard
134 gpt-oss-120b (exacto) 24 Official leaderboard
135 Seed2.0 Lite (0215) 24 Feb 2026 Official leaderboard
136 Claude Haiku Latest 23 Official leaderboard
137 DeepSeek-V3.1 23 Aug 2025 Official leaderboard
138 Step 3.5 Flash 23 Feb 2026 Official leaderboard
139 Qwen3.7-Plus 23 Jun 2026 Official leaderboard
140 GPT-5.1 Chat 23 Official leaderboard
141 Gemini 2.5 Flash-Lite Sep 2025 23 Sep 2025 Official leaderboard
142 Aion-1.0 23 Official leaderboard
143 GPT-4o Search Preview 23 Official leaderboard
144 ERNIE-4.5-300B-A47B 23 Jun 2025 Official leaderboard
145 Cydonia 24B V4.1 23 Official leaderboard
146 Llama 4 Maverick 23 Apr 2025 Official leaderboard
147 Aion-1.0-Mini 23 Official leaderboard
148 Seed2.0 Mini 23 Feb 2026 Official leaderboard
149 Qwen3-Coder-30B-A3B-Instruct 23 Jul 2025 Official leaderboard
150 Ring-2.6-1T 23 May 2026 Official leaderboard
151 Qwen Plus 0728 (thinking) 23 Official leaderboard
152 MiMo-V2-Flash 23 Dec 2025 Official leaderboard
153 Qwen3.5 397B-A17B 23 Feb 2026 Official leaderboard
154 Aion-2.0 22 Official leaderboard
155 MiniMax-M2.7 22 Mar 2026 Official leaderboard
156 Olmo 3.1 32B Think 22 Dec 2025 Official leaderboard
157 Mistral Small 3.1 24B 21 Official leaderboard
158 Mistral-7B-Instruct-v0.1 21 Sep 2023 Official leaderboard
159 Qwen3 30B A3B Instruct 2507 21 Official leaderboard
160 Llama 3.3 70B Instruct 21 Dec 2024 Official leaderboard
161 Gemini 2.0 Flash-Lite 21 Feb 2025 Official leaderboard
162 Qwen3-Coder-480B-A35B 21 Jul 2025 Official leaderboard
163 MiMo-V2.5 21 Apr 2026 Official leaderboard
164 GPT-5.3 Instant 21 Mar 2026 Official leaderboard
165 Step 3.7 Flash 21 May 2026 Official leaderboard
166 Llama 3.3 Euryale 70B 21 Official leaderboard
167 Pixtral Large 2411 21 Official leaderboard
168 Palmyra X5 21 Apr 2025 Official leaderboard
169 GLM-4.5V 21 Aug 2025 Official leaderboard
170 DeepSeek-V3.1-Terminus 21 Sep 2025 Official leaderboard
171 Hermes 3 405B Instruct 21 Official leaderboard
172 Llama 4 Scout 21 Apr 2025 Official leaderboard
173 Qwen3-Coder-Next 21 Feb 2026 Official leaderboard
174 MiMo-V2-Pro 21 Mar 2026 Official leaderboard
175 GPT-5.6 Luna 21 Jul 2026 Official leaderboard
176 DeepSeek-V3 Mar 2025 21 Mar 2025 Official leaderboard
177 Hermes 4 405B 21 Aug 2025 Official leaderboard
178 Qwen3-VL-8B-Thinking 21 Oct 2025 Official leaderboard
179 Qwen Plus 0728 20 Official leaderboard
180 Qwen3-235B-A22B 20 Apr 2025 Official leaderboard
181 MiMo-V2-Omni 20 Mar 2026 Official leaderboard
182 Hermes 4 70B 20 Official leaderboard
183 Llama 3 70B Instruct 20 Official leaderboard
184 Perceptron Mk1 20 Official leaderboard
185 Qwen-Max 20 Official leaderboard
186 Phi-4-multimodal 20 Feb 2025 Official leaderboard
187 Gemini Flash Latest 20 Official leaderboard
188 LongCat-Flash-Chat 20 Aug 2025 Official leaderboard
189 DeepSeek-V3.2 20 Dec 2025 Official leaderboard
190 GPT Mini Latest 20 Official leaderboard
191 Qwen2.5-Coder-32B-Instruct 20 Nov 2024 Official leaderboard
192 Qwen2.5-VL-72B 20 Jan 2025 Official leaderboard
193 Qwen3-14B 20 Apr 2025 Official leaderboard
194 MiniMax-M2.1 20 Dec 2025 Official leaderboard
195 GPT-4o mini 20 Jul 2024 Official leaderboard
196 Trinity Large Thinking 20 Apr 2026 Official leaderboard
197 InternVL3-78B 19 Apr 2025 Official leaderboard
198 Olmo 3 32B Think 19 Nov 2025 Official leaderboard
199 Gemma 2 9B 19 Jun 2024 Official leaderboard
200 Gemma 3 12B 19 Mar 2025 Official leaderboard
201 Magistral Small 2506 19 Official leaderboard
202 Sonar Pro 19 Jan 2025 Official leaderboard
203 Ministral 8B 19 Oct 2024 Official leaderboard
204 LlamaGuard 2 8B 19 Official leaderboard
205 Gemma 3n 4B 19 Official leaderboard
206 Qwen3 Coder 480B A35B (exacto) 18 Official leaderboard
207 ERNIE-4.5-21B-A3B-Thinking 18 Sep 2025 Official leaderboard
208 Qwen3.6 27B 18 Apr 2026 Official leaderboard
209 INTELLECT-3 18 Nov 2025 Official leaderboard
210 Llama 3.1 8B Instruct 18 Official leaderboard
211 Llama Guard 4 12B 18 Official leaderboard
212 Qwen3 Coder Flash 18 Official leaderboard
213 OLMo 2 32B Instruct 18 Mar 2025 Official leaderboard
214 KAT-Coder-Pro V1 18 Official leaderboard
215 Nemotron Nano 9B V2 18 Official leaderboard
216 Llama 3.2 11B 18 Sep 2024 Official leaderboard
217 Command A 18 Official leaderboard
218 Voxtral Small 18 Jul 2025 Official leaderboard
219 glm-4.7-flash 18 Jan 2026 Official leaderboard
220 Gemma 4 31B IT 18 Apr 2026 Official leaderboard
221 Jamba Large 1.7 18 Official leaderboard
222 Qwen2.5-72B 18 Sep 2024 Official leaderboard
223 Phi-4 18 Dec 2024 Official leaderboard
224 Step 3 18 Jul 2025 Official leaderboard
225 Llama 3 Euryale 70B v2.1 18 Official leaderboard
226 Qwen2.5 Coder 7B Instruct 18 Official leaderboard
227 Pixtral 12B 17 Sep 2024 Official leaderboard
228 Nova Premier 1.0 17 Official leaderboard
229 deepseek-r1-0528-qwen3-8b 17 May 2025 Official leaderboard
230 Qwen2.5-VL-32B 17 Mar 2025 Official leaderboard
231 GLM-4.5 17 Aug 2025 Official leaderboard
232 DeepSeek R1T2 Chimera 17 Official leaderboard
233 GPT-5.4 Image 2 17 Official leaderboard
234 Qwen3-235B-A22B-Thinking Jul 2025 17 Jul 2025 Official leaderboard
235 Qwen 3.6 Flash 17 Apr 2026 Official leaderboard
236 Virtuoso Large 17 Official leaderboard
237 Qwen3-4B 16 Apr 2025 Official leaderboard
238 Kimi Latest 16 Official leaderboard
239 MAI DS R1 16 Official leaderboard
240 Seed 1.6 Flash 16 Official leaderboard
241 Qwen2.5 7B Instruct 16 Official leaderboard
242 WizardLM-2 8x22B 16 Apr 2024 Official leaderboard
243 GPT-4.1 nano 16 Apr 2025 Official leaderboard
244 Qwen3-30B-A3B 16 Apr 2025 Official leaderboard
245 Nano Banana 2 (Gemini 3.1 Flash Image Preview) 16 Official leaderboard
246 Relace Apply 3 16 Official leaderboard
247 Ring-1T 16 Oct 2025 Official leaderboard
248 MiniMax M2-her 16 Official leaderboard
249 Maestro Reasoning 15 Official leaderboard
250 Hunyuan-A13B-Instruct 15 Jun 2025 Official leaderboard
251 LFM2-8B-A1B 15 Oct 2025 Official leaderboard
252 Ling-1T 15 Official leaderboard
253 Skyfall 36B V2 15 Official leaderboard
254 Kimi-Dev-72B 15 Jun 2025 Official leaderboard
255 GPT-5.4 Mini 15 Mar 2026 Official leaderboard
256 Mistral NeMo 15 Jul 2024 Official leaderboard
257 CodeLLaMa 7B Instruct Solidity 15 Official leaderboard
258 Kimi Linear 48B A3B Instruct 15 Official leaderboard
259 Mistral 7B Instruct v0.3 15 Official leaderboard
260 QwQ 32B RpR v1 15 Official leaderboard
261 Mistral-7B-Instruct-v0.2 15 Dec 2023 Official leaderboard
262 Aion-RP 1.0 (8B) 14 Official leaderboard
263 Llama 3.2 3B Instruct 14 Official leaderboard
264 ERNIE 4.5 VL 28B A3B 14 Official leaderboard
265 Jamba Mini 1.7 14 Official leaderboard
266 Llama 3 8B Lunaris 14 Official leaderboard
267 UI-TARS 7B 14 Official leaderboard
268 Llama Guard 3 8B 14 Official leaderboard
269 Command R7B 14 Dec 2024 Official leaderboard
270 Anubis 70B V1.1 13 Official leaderboard
271 GPT Audio 13 Official leaderboard
272 LFM2-2.6B 13 Official leaderboard
273 Mixtral 8x7B Instruct 13 Official leaderboard
274 Nova Lite 1.0 13 Official leaderboard
275 DeepHermes 3 Mistral 24B Preview 13 Official leaderboard
276 AFM-4.5B 13 Jul 2025 Official leaderboard
277 GPT-4o Audio 13 Official leaderboard
278 MiniMax-01 13 Official leaderboard
279 MythoMax 13B 13 Official leaderboard
280 Qwen3-VL-8B-Instruct 13 Oct 2025 Official leaderboard
281 GPT-5.4 Nano 13 Mar 2026 Official leaderboard
282 Morph V3 Large 13 Official leaderboard
283 GLM-4.1V-9B-Thinking 13 Jul 2025 Official leaderboard
284 R1 (free) 13 Official leaderboard
285 Phi-3-mini-128k-instruct 12 Apr 2024 Official leaderboard
286 GPT-4o-mini Search Preview 12 Official leaderboard
287 Granite 4.1 8B 12 Apr 2026 Official leaderboard
288 Qianfan-OCR-Fast 12 Official leaderboard
289 Hermes 2 Pro - Llama-3 8B 12 Official leaderboard
290 Reka Flash 3 11 Mar 2025 Official leaderboard
291 Llama 3 8B Instruct 11 Official leaderboard
292 Olmo 3 7B Instruct 10 Official leaderboard
293 ERNIE 4.5 21B A3B 10 Official leaderboard
294 Phi-3.5 Mini 128K Instruct 10 Official leaderboard
295 Phi 4 Mini Instruct 10 Official leaderboard
296 Nova Micro 1.0 9 Official leaderboard
297 DeepSeek-V3.2-Speciale 9 Dec 2025 Official leaderboard
298 Llama 3.2 1B Instruct 9 Official leaderboard
299 Ministral 3B 9 Oct 2024 Official leaderboard
300 DeepSeek V4 Pro 0423 9 Official leaderboard
301 GPT-4o [snapshot unspecified] 9 Official leaderboard
302 Morph V3 Fast 9 Official leaderboard
303 Relace Search 9 Official leaderboard
304 Qwen2.5-VL-7B 8 Jan 2025 Official leaderboard
305 GPT Audio Mini 8 Official leaderboard
306 Gemma 3 4B 8 Mar 2025 Official leaderboard
307 Spotlight 8 Official leaderboard
308 Reka Edge 4 Mar 2026 Official leaderboard
309 Ling-2.6-flash 1 Official leaderboard
310 granite-4.0-micro 1 Oct 2025 Official leaderboard

Scores at each effort level

Models the leaderboard ran at two or more effort levels. We don’t have enough cost data here to say what the extra effort costs.

Lowest effort to highest, light to dark
o4-mini
high
35
Claude 3.7 Sonnet
thinking
27
Magistral Medium 1.0
thinking
26

Source: Official SnakeBench leaderboard

ModelEffortHarnessScoreCost per taskOutput tokens
GPT-5.1-Codex-Max 38
Gemini 3 Pro 38
GPT-6 Astra 38
GPT-5.5 37
Gemini 3.1 Pro 37
GPT-5.1-Codex-mini 37
o3 36
Claude Opus 4.8 35
GPT-5 35
Gemini 1.0 Pro 35
o4-mini 35
Qwen3.7-Max 34
Gemini 3.5 Flash 34
o4-mini high 34
GPT-5.3 Codex 33
GPT-5-Codex 33
Gemini 2.0 Flash Feb 2025 33
Grok 4 Fast 33
Claude Opus 4.6 33
Claude Sonnet 4.5 33
GPT-5.1 33
GPT-5.2 33
Qwen3.5-122B-A10B 33
Qwen3-VL-30B-A3B-Thinking 33
GPT-5.2 Codex 32
Qwen3.5-Flash 32
GPT-4.1 32
Claude Sonnet 4 32
GPT-5.1-Codex 32
Mercury 32
Gemini 3 Flash 32
Qwen3.5-27B 31
Qwen 3.6 Max (Preview) 31
Qwen3-Max 31
Gemini 2.5 Flash Sep 2025 31
Gemini 3.1 Flash-Lite 31
GLM-5 31
DeepSeek-R1-Distill-Llama-70B 30
Gemini 2.5 Flash Image Preview (nano-banana) 30
Kimi K2 Sep 2025 30
Claude Opus 4.5 30
Claude Opus 4.7 30
GPT-5.6 Terra 30
OpenAI deep research 30
Qwen3-235B-A22B-Instruct Jul 2025 29
Gemini 2.5 Pro Jun 2025 29
Kimi K2 Thinking 29
GPT-5.4 29
Qwen3-VL-235B-A22B-Instruct 29
Gemini 2.5 Pro Jun 2025 28
Gemini 3.1 Flash-Lite 28
Mercury 2 28
GLM-5V-Turbo 28
o3-mini 28
grok-code-fast-1 28
Qwen 3.6 Plus 28
GPT-5 nano 28
Qwen-VL-Max 28
Qwen3-Next-80B-A3B-Instruct 27
MiMo-V2.5-Pro 27
Claude 3.7 Sonnet thinking 27
MiniMax-M2.5 27
Qwen3.5-Plus 27
Claude Sonnet 4.6 26
Gemini 2.5 Flash Image Preview (nano-banana) 26
Qwen-Turbo 26
Qwen3-Next-80B-A3B thinking 26
GLM-5-Turbo 26
GPT-5 Chat 26
GLM-4.6V 26
o3-mini 26
GLM-5.1 26
Qwen Plus Apr 2025 26
gpt-oss-120b 26
GLM-4.7 26
Llama-3.1-Nemotron-70B-Instruct 26
Magistral Medium 1.0 26
GPT-5 mini 26
Claude Haiku 4.5 26
GPT-5.2 Instant 26
Devstral Small 1.1 25
GLM-4.6 25
Qwen3.5-35B-A3B 25
Claude 3.7 Sonnet 25
Qwen3-8B 25
Llama 3.2 90B 25
Mistral Small 3 25
GPT-4.1 mini 25
Doubao-Seed-1.6 25
Qwen3-Coder-Plus 25
Qwen3-VL-235B-A22B thinking 25
Ling-2.6-1T 25
MiniMax-M3 25
Gemma 3 27B 25
Kimi K2.5 25
GPT-5.6 Sol 25
Nemotron 3 Ultra 24
MiniMax-M1-80k 24
MiniMax-M2 24
Qwen 3.6 35B-A3B 24
Qwen3-32B 24
Tencent Hy3 preview 24
GLM-4.5-Air 24
Gemma 4 26B A4B 24
Seed2.0 Lite (0215) 24
DeepSeek-V3.1 23
Step 3.5 Flash 23
Qwen3.7-Plus 23
Gemini 2.5 Flash-Lite Sep 2025 23
ERNIE-4.5-300B-A47B 23
Llama 4 Maverick 23
Seed2.0 Mini 23
Qwen3-Coder-30B-A3B-Instruct 23
Ring-2.6-1T 23
MiMo-V2-Flash 23
Qwen3.5 397B-A17B 23
MiniMax-M2.7 22
Olmo 3.1 32B Think 22
Mistral-7B-Instruct-v0.1 21
Llama 3.3 70B Instruct 21
Gemini 2.0 Flash-Lite 21
Qwen3-Coder-480B-A35B 21
MiMo-V2.5 21
GPT-5.3 Instant 21
Step 3.7 Flash 21
Palmyra X5 21
GLM-4.5V 21
DeepSeek-V3.1-Terminus 21
Llama 4 Scout 21
Magistral Medium 1.0 thinking 21
Qwen3-Coder-Next 21
MiMo-V2-Pro 21
GPT-5.6 Luna 21
DeepSeek-V3 Mar 2025 21
Hermes 4 405B 21
Qwen3-VL-8B-Thinking 21
Qwen3-235B-A22B 20
MiMo-V2-Omni 20
Phi-4-multimodal 20
LongCat-Flash-Chat 20
DeepSeek-V3.2 20
Qwen2.5-Coder-32B-Instruct 20
Qwen2.5-VL-72B 20
Qwen3-14B 20
MiniMax-M2.1 20
GPT-4o mini 20
Trinity Large Thinking 20
InternVL3-78B 19
Olmo 3 32B Think 19
Gemma 2 9B 19
Gemma 3 12B 19
Sonar Pro 19
Ministral 8B 19
ERNIE-4.5-21B-A3B-Thinking 18
Qwen3.6 27B 18
INTELLECT-3 18
OLMo 2 32B Instruct 18
Llama 3.2 11B 18
Voxtral Small 18
glm-4.7-flash 18
Gemma 4 31B IT 18
Qwen2.5-72B 18
Phi-4 18
Step 3 18
Qwen3-Max 18
Qwen3.5-Plus 17
Pixtral 12B 17
deepseek-r1-0528-qwen3-8b 17
DeepSeek-V3 Mar 2025 17
Qwen2.5-VL-32B 17
GLM-4.5 17
Qwen3-235B-A22B-Thinking Jul 2025 17
Qwen 3.6 Flash 17
Qwen3-4B 16
WizardLM-2 8x22B 16
GPT-4.1 nano 16
Qwen3-30B-A3B 16
Gemini 2.5 Flash-Lite Sep 2025 16
Ring-1T 16
Hunyuan-A13B-Instruct 15
LFM2-8B-A1B 15
Kimi-Dev-72B 15
GPT-5.4 Mini 15
Mistral NeMo 15
Mistral-7B-Instruct-v0.2 15
Command R7B 14
AFM-4.5B 13
Qwen3-VL-8B-Instruct 13
GPT-5.4 Nano 13
GLM-4.1V-9B-Thinking 13
Phi-3-mini-128k-instruct 12
Granite 4.1 8B 12
Reka Flash 3 11
DeepSeek-V3.2-Speciale 9
Ministral 3B 9
Qwen2.5-VL-7B 8
Gemma 3 4B 8
Mistral-7B-Instruct-v0.1 8
Reka Edge 4
granite-4.0-micro 1

5 models have held number one on the official leaderboard since its release in February 2025

Lab claims count from the day the card came out, independent runs from the model’s release.

Google DeepMind OpenAI
Own leaderboard Not tested since Sep 2026
GPT-5.1-Codex-Max 38

Source: Official SnakeBench leaderboard

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

On the benchmark’s own leaderboard
0 10 20 30 40 2024 2025 2026 0 10 20 30 40 2024 2025 2026

Source: Official SnakeBench leaderboard

No lab model card reports it yet

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.

More in Games and long tasks

All 82 in Games and long tasks
  • ARC-AGI-3 In use Interactive game environments where agents must explore, infer goals and rules, and act efficiently without instructions. GPT-6 Astra 99.95%
  • Orak Fading LLM agents play 12 popular video games across most genres through an MCP interface. Each game scores in-game progress or outcomes, and the board ranks models by their average rank across the games. Gemini 2.5 Pro 3.90
  • MineDojo Fading Agents complete open-ended tasks in Minecraft, such as mining blocks and fighting mobs, from a large simulation suite. Programmatic checks score many tasks. Seed2.0 Pro 49%
  • TextQuests Only in system cards Agents play 25 classic interactive fiction games. The score is harmful actions per 100 steps, where lower is better. The board also reports game progress. Llama 4 Scout 7.00
  • GameWorld Only in system cards Multimodal game agents play 34 browser games across 170 tasks. Outcomes are checked from the game state. GPT-6.1 Terra 76.8%
  • Swarm Bench Only in system cards Models orchestrate agent swarms on complex tasks that benefit from coordinated decomposition and parallel execution. Kimi K3 76.3%