MageBench: leaderboard
Evaluates LLMs playing Magic: The Gathering via XMage engine. Elo-rated leaderboard measuring strategic card game play, blunder rate, and win rate.
Metric: Rating. Source: mage-bench.com. Status: saturation imminent. 35 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.2 (Medium) | 1737 |
| 2 | DeepSeek V3.2 | 1682 |
| 3 | GPT-5.4 (Medium) | 1658 |
| 4 | Llama 4 Maverick | 1636 |
| 5 | O3 (Medium) | 1628 |
| 6 | Qwen 3 235B A22B | 1617 |
| 7 | GPT-5.2 | 1616 |
| 8 | Kimi K2 0905 | 1616 |
| 9 | Gemini 3.1 Pro (Preview) (Medium) | 1602 |
| 10 | GPT-5 Mini | 1585 |
| 11 | GPT-5 Nano | 1583 |
| 12 | Gemini 3.1 Flash Lite | 1578 |
| 13 | Mistral Medium 3.1 | 1569 |
| 14 | GPT-5 (Medium) | 1536 |
| 15 | GPT-OSS-120B (Medium) | 1516 |
Interactive version: theaggregate.ai/benchmark?slug=magebench · How It Works · Data refreshed daily, snapshot 2026-09-05.