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. 22 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V3.2 | 1660 |
| 2 | Qwen 3 235B A22B | 1633 |
| 3 | Kimi K2 0905 | 1617 |
| 4 | GPT-4.1 Mini | 1599 |
| 5 | GPT-5 Mini | 1586 |
| 6 | GPT-5 Nano | 1585 |
| 7 | Llama 4 Maverick | 1571 |
Interactive version: theaggregate.ai/benchmark?slug=magebench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.