MacAgentBench: leaderboard
macOS desktop automation on MacAgentBench (Fu et al., 2026): 676 tasks in 25 applications, most mixing GUI and command-line work, run in a containerized macOS Tahoe environment and scored by deterministic rule-based checks of the final system state. Pass@1 in percent with the benchmark baseline pure-GUI agent (screenshots and mouse and keyboard actions), at most 50 steps per task; higher is better.
Metric: Pass@1 (%; share of the 676 macOS desktop tasks in 25 applications solved on a single attempt, judged by deterministic rule-based state checks; the benchmark's baseline pure-GUI agent (screenshots and mouse/keyboard actions only), at most 50 steps). Source: arxiv.org. Saturation forecast: Around February 2027. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.4 | 58.4 | #121 |
| 2 | Claude Opus 4.6 | 39.2 | #100 |
| 3 | Gemini 3.1 Pro (Preview) | 34.2 | #91 |
| 4 | Qwen 3 VL 235B A22B | 21.6 | #477 |
| 5 | Qwen 3 VL 32B (Thinking) | 21.3 | #557 |
| 6 | Qwen 3 VL 8B (Thinking) | 14.5 | #887 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=macagentbench · How It Works · Data refreshed daily, snapshot 2026-11-12.