GameWorld Generalist — leaderboard
Generalist multimodal agents playing 34 browser games (170 tasks). Measures overall progress percentage using state-verifiable evaluation across runner, arcade, platformer, puzzle, and simulation genres.
Metric: Progress (%). Source: gameworld-project.github.io. Status: saturation imminent. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Median Human | 64.1 |
| 2 | Gemini 3 Flash (Preview) | 41.9 |
| 3 | GPT-5.2 | 40.6 |
| 4 | Claude Sonnet 4.6 | 39.3 |
| 5 | Seed 1.8 | 39 |
| 6 | Kimi K2.5 | 37.4 |
| 7 | Grok 4.1 Fast (Reasoning) | 36 |
| 8 | GLM-4.6V | 30.8 |
| 9 | Qwen 3 VL 235B A22B | 30.8 |
Interactive version: theaggregate.ai/benchmark?slug=gameworld-generalist · How the rankings work · Data refreshed daily, snapshot 2026-07-22.