Asuka-Bench (Claude Code): leaderboard
Metric: Cumulative weighted task pass rate (%) after three feedback rounds under the Claude Code agent framework, on 50 web-app tasks from underspecified queries verified by a browser UI agent; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 89.4 |
| 2 | GPT-5.4 (Medium) | 88.1 |
| 3 | GLM-5 | 76.6 |
| 4 | MiniMax-M2.7 | 76.4 |
| 5 | Qwen 3.5 Plus | 70.1 |
| 6 | Seed 2.0 Pro | 51.8 |
Interactive version: theaggregate.ai/benchmark?slug=asuka-bench-claude-code · How It Works · Data refreshed daily, snapshot 2026-09-29.