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| Rank | Base | Model | Reasoning | Score | Playable | Best | Std. price | Codegen | Game stripe |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 |  Claude Fable 5 | XHigh | 73.7 | 73.7 | 100 | $1.58Standard list-price estimate | 63%37%0%n 8 | |
| 2 | 2 |  GPT-5.6 Sol | XHigh | 72.4 | 72.4 | 100 × 2 | $10.06Standard list-price estimate | 100%0%0%n 8 | |
| 3 | 3 | Claude Fable 5 | Medium | 69.8 | 72.2 | 86.6 | $0.50Standard list-price estimate | 88%0%12%n 8 | |
| 4 | 4 | Claude Opus 4.8 | XHigh | 68.6 | 70.9 | 90.5 | $0.93Standard list-price estimate | 75%13%12%n 8 | |
| 5 | 5 | GPT-5.5 | XHigh | 67.6 | 69.9 | 99.7 | $2.74Standard list-price estimate | 88%0%12%n 8 | |
| 6 | 6 | GPT-5.4 | XHigh | 66.7 | 66.7 | 100 × 3 | $2.64Standard list-price estimate | 88%12%0%n 8 | |
| 7 | 7 | GPT-5.6 Luna | XHigh | 55.0 | 56.6 | 86.2 | $3.16Standard list-price estimate | 78%11%11%n 9 | |
| 8 | 8 | GPT-5.6 Sol | Medium | 53.9 | 55.5 | 80.8 | $0.47Standard list-price estimate | 78%11%11%n 9 | |
| 9 | 9 | GPT-5.6 Terra | XHigh | 51.8 | 51.8 | 79.7 | $8.17Standard list-price estimate | 63%37%0%n 8 | |
| 10 | 10 |  Gemini 3.5 Flash | Medium | 50.3 | 50.3 | 92.4 | $0.35Provider-reported | 0%100%0%n 8 | |
| 11 | 11 | GPT-5.4 | None | 49.3 | 49.3 | 93.9 | $0.09Standard list-price estimate | 75%25%0%n 8 | |
| 12 | 12 | GPT-5.4 | Medium | 49.1 | 49.1 | 100 | $0.50Standard list-price estimate | 88%12%0%n 8 | |
| 13 | 13 | GPT-5.4 Mini | XHigh | 47.6 | 47.6 | 83.6 | $1.02Standard list-price estimate | 83%17%0%n 12 | |
| 14 | 14 | GPT-5.5 | Medium | 47.2 | 47.2 | 85.9 | $0.44Standard list-price estimate | 88%12%0%n 8 | |
| 15 | 15 | Claude Opus 4.5 | None | 45.9 | 45.9 | 78.9 | $0.12Standard list-price estimate | 100%0%0%n 8 | |
| 16 | 16 | GPT-5.4 Nano | XHigh | 45.6 | 47.0 | 95.1 | $0.29Standard list-price estimate | 59%29%12%n 17 | |
| 17 | 17 | GPT 5 | XHigh | 44.4 | 44.4 | 82.3 | $0.28Standard list-price estimate | 75%25%0%n 8 | |
| 18 | 18 | Claude Sonnet 5 | XHigh | 43.9 | 43.9 | 70.3 | $0.37Standard list-price estimate | 100%0%0%n 8 | |
| 19 | 19 | Claude Opus 4.8 | None | 43.3 | 44.8 | 80.9 | $0.16Standard list-price estimate | 88%0%12%n 8 | |
| 20 | 20 | O3 | Medium | 42.7 | 45.9 | 71.3 | $0.05Standard list-price estimate | 75%0%25%n 8 | |
| 21 | 21 | Claude Opus 4.5 | XHigh | 42.4 | 43.8 | 71.3 | $0.27Standard list-price estimate | 75%13%12%n 8 | |
| 22 | 22 |  DeepSeek V4 Pro | XHigh | 42.3 | 45.4 | 85.7 | $0.08Provider-reported | 13%62%25%n 8 | |
| 23 | 23 | Claude Opus 4.8 | Medium | 41.5 | 41.5 | 91.7 | $0.22Standard list-price estimate | 100%0%0%n 8 | |
| 24 | 24 |  MiMo-V2.5-Pro | Medium | 40.5 | 43.5 | 70.9 | $0.13Provider-reported | 0%75%25%n 8 | |
| 25 | 25 | GPT 5 | Medium | 40.2 | 41.5 | 68.1 | $0.18Standard list-price estimate | 75%13%12%n 8 | |
| 26 | 26 |  Qwen3.7 Plus | Medium | 39.6 | 42.5 | 81.9 | $0.05Provider-reported | 13%62%25%n 8 | |
| 27 | 27 |  Kimi K2.7 Code | Medium | 39.2 | 42.1 | 59.6 | $0.16Provider-reported | 0%75%25%n 8 | |
| 28 | 28 | Claude Sonnet 5 | None | 38.9 | 38.9 | 62.7 | $0.06Standard list-price estimate | 100%0%0%n 8 | |
| 29 | 29 | Gemini 3.5 Flash | XHigh | 38.8 | 41.7 | 88.6 | $0.49Provider-reported | 0%75%25%n 8 | |
| 30 | 30 |  Minimax M3 | None | 38.4 | 41.3 | 60.3 | $0.03Provider-reported | 50%25%25%n 8 | |
| 31 | 31 | GPT-5.6 Terra | Medium | 37.8 | 37.8 | 66.3 | $0.17Standard list-price estimate | 63%37%0%n 8 | |
| 32 | 32 | DeepSeek V4 Pro | None | 37.4 | 38.6 | 75.9 | $0.02Provider-reported | 50%38%12%n 8 | |
| 33 | 33 | Claude Opus 4.5 | Medium | 37.2 | 37.2 | 59.5 | $0.24Standard list-price estimate | 100%0%0%n 8 | |
| 34 | 34 | GPT-5.6 Sol | None | 37.2 | 38.3 | 61.6 | $0.12Standard list-price estimate | 89%0%11%n 9 | |
| 35 | 35 |  GLM-5.2 | XHigh | 36.9 | 40.1 | 64.9 | $0.21Provider-reported | 4%68%28%n 25 | |
| 36 | 36 | GLM-5.2 | Medium | 36.6 | 40.5 | 63.6 | $0.12Provider-reported | 13%54%33%n 24 | |
| 37 | 37 | Claude Sonnet 5 | Medium | 36.5 | 37.8 | 64.7 | $0.08Standard list-price estimate | 75%13%12%n 8 | |
| 38 | 38 | GPT 4.1 | None | 36.5 | 36.5 | 58.4 | $0.06Standard list-price estimate | 63%37%0%n 8 | |
| 39 | 39 | MiMo-V2.5 | None | 36.5 | 39.7 | 44.5 | $0.0029Provider-reported | 50%21%29%n 24 | |
| 40 | 40 | GLM-5.2 | None | 36.3 | 37.6 | 49.1 | $0.02Mixed: Provider-reported + Standard list-price estimate | 50%38%12%n 32 | |
| 41 | 41 | Qwen3.7 Max | Medium | 36.1 | 37.3 | 79.2 | $0.09Provider-reported | 13%75%12%n 8 | |
| 42 | 42 | Qwen3.7 Max | None | 33.7 | 34.8 | 68.3 | $0.02Provider-reported | 88%0%12%n 8 | |
| 43 | 43 | GPT-5.4 Nano | Medium | 33.6 | 35.7 | 52.7 | $0.02Standard list-price estimate | 41%37%22%n 32 | |
| 44 | 44 | MiMo-V2.5-Pro | None | 33.1 | 34.4 | 55.0 | $0.03Provider-reported | 57%29%14%n 7 | |
| 45 | 45 | GPT-5.6 Terra | None | 33.1 | 34.1 | 54.9 | $0.07Standard list-price estimate | 78%11%11%n 9 | |
| 46 | 46 | GPT-5.4 Mini | Medium | 32.7 | 33.0 | 45.7 | $0.24Standard list-price estimate | 92%4%4%n 24 | |
| 47 | 47 | GPT-5.5 | None | 31.8 | 32.9 | 54.8 | $0.14Standard list-price estimate | 88%0%12%n 8 | |
| 48 | 48 |  Grok Build 0.1 | Medium | 31.7 | 31.7 | 61.1 | $0.06Provider-reported | 0%100%0%n 8 | |
| 49 | 49 |  Nemotron 3 Ultra 550B A55B | None | 31.4 | 33.5 | 64.1 | $0.03Provider-reported | 56%22%22%n 9 | |
| 50 | 50 | GPT-5.6 Luna | Medium | 30.2 | 31.1 | 70.5 | $0.04Standard list-price estimate | 89%0%11%n 9 | |
| 51 | 51 |  Hy3 Preview | XHigh | 28.6 | 30.4 | 65.1 | $0.0032Provider-reported | 56%22%22%n 9 | |
| 52 | 52 | Hy3 Preview | None | 28.6 | 30.7 | 78.9 | $0.0013Provider-reported | 50%25%25%n 8 | |
| 53 | 53 | Gemma 4 31B | Medium | 28.3 | 32.6 | 54.5 | $0.0066Provider-reported | 0%57%43%n 7 | |
| 54 | 54 | DeepSeek V4 Flash | XHigh | 28.0 | 30.2 | 63.1 | $0.01Provider-reported | 33%40%27%n 15 | |
| 55 | 55 | GPT-OSS 120B | XHigh | 27.7 | 31.1 | 76.9 | $0.0088Provider-reported | 0%63%37%n 8 | |
| 56 | 56 |  North Mini Code | Medium | 27.5 | 29.6 | 46.7 | $0.00Provider-reported | 38%37%25%n 8 | |
| 57 | 57 | Nemotron 3 Ultra 550B A55B | Medium | 26.9 | 31.2 | 65.2 | $0.04Provider-reported | 0%56%44%n 9 | |
| 58 | 58 |  Step 3.7 Flash | XHigh | 25.9 | 29.1 | 50.0 | $0.06Provider-reported | 0%63%37%n 8 | |
| 59 | 59 | GPT-5.4 Mini | None | 25.6 | 25.6 | 45.4 | $0.02Standard list-price estimate | 79%21%0%n 24 | |
| 60 | 60 | MiMo-V2.5 | Medium | 24.5 | 26.7 | 41.8 | $0.02Provider-reported | 5%67%28%n 21 | |
| 61 | 61 | GPT-5.4 Nano | None | 23.0 | 24.5 | 35.0 | $0.0090Standard list-price estimate | 31%47%22%n 32 | |
| 62 | 62 | MiMo-V2.5 | XHigh | 22.1 | 24.9 | 52.8 | $0.02Provider-reported | 0%63%37%n 8 | |
| 63 | 63 | Gemini 3.1 Flash Lite | XHigh | 21.7 | 24.4 | 51.6 | $0.03Provider-reported | 0%63%37%n 8 | |
| 64 | 64 | DeepSeek V4 Flash | None | 21.6 | 22.9 | 34.2 | $0.0022Provider-reported | 58%21%21%n 24 | |
| 65 | 65 |  Nex N2 Pro | Medium | 21.3 | 24.0 | 41.1 | $0.10Provider-reported | 0%63%37%n 8 | |
| 66 | 66 | DeepSeek V4 Flash | Medium | 21.0 | 21.7 | 40.6 | $0.0032Provider-reported | 63%25%12%n 16 | |
| 67 | 67 | Gemma 4 31B | None | 20.8 | 21.6 | 38.2 | $0.0024Provider-reported | 72%14%14%n 7 | |
| 68 | 68 | Minimax M3 | Medium | 19.7 | 20.4 | 55.6 | $0.07Provider-reported | 0%88%12%n 8 | |
| 69 | 69 | Gemini 3.1 Flash Lite | Medium | 19.3 | 20.8 | 35.4 | $0.01Provider-reported | 25%50%25%n 8 | |
| 70 | 70 | GPT-OSS 120B | Medium | 19.3 | 19.9 | 34.6 | $0.0025Provider-reported | 13%75%12%n 8 | |
| 71 | 71 | Nemotron 3 Ultra 550B A55B | XHigh | 18.9 | 21.8 | 39.5 | $0.03Provider-reported | 12%44%44%n 16 | |
| 72 | 72 | Qwen3.7 Plus | None | 18.4 | 20.4 | 39.8 | $0.0087Provider-reported | 45%22%33%n 9 | |
| 73 | 73 | GPT-5.6 Luna | None | 11.6 | 11.6 | 21.5 | $0.02Standard list-price estimate | 88%12%0%n 8 | |
| 74 | 74 | Gemini 3.1 Flash Lite | None | 10.1 | 11.3 | 26.3 | $0.0059Provider-reported | 38%25%37%n 8 | |
| P | P | O3 Provisional | XHigh | 57.0 | 67.8 | 75.2 | $0.05Standard list-price estimate | 50%0%50%n 8 | |
| P | P | Nex N2 Pro Provisional | None | 31.6 | 38.9 | 77.0 | $0.16Provider-reported | 0%44%56%n 16 | |
| P | P | Step 3.7 Flash Provisional | Medium | 22.3 | 26.6 | 43.2 | $0.04Provider-reported | 0%50%50%n 8 | |
| P | P | North Mini Code Provisional | None | 18.0 | 24.0 | 25.0 | $0.00Provider-reported | 19%12%69%n 16 | |
| P | P |  Mistral Medium 3.5 Provisional | None | 15.5 | 18.5 | 25.4 | $0.04Provider-reported | 25%25%50%n 8 | |
| P | P | Mistral Medium 3.5 Provisional | XHigh | 15.1 | 18.5 | 23.9 | $0.19Provider-reported | 22%22%56%n 9 |
Scoring method
How this is scored
1. Generate players
Each model is asked to create a program that can play every benchmark game.
2. Play matches
The generated programs compete head-to-head, with both players receiving comparable opportunities.
3. Score each game
Results and how certain they are produce a score from 0 to 100 for each game.
4. Combine games
Game scores are combined into the main leaderboard score. A known failure to create a usable player contributes zero.
5. Keep settings clear
Each model and reasoning setting keeps its own row in the standings.
6. Add context
Detailed tables provide uncertainty, match records, and other clues for careful comparison.