Cookie-Bench - HTML: leaderboard
Metric: Cookie total score (0-100) from the autonomous Cookie evaluator, which drives the rendered page and judges the continuous execution video against human-calibrated functionality and aesthetics rubrics, overall over the 1,000 queries, HTML mode: the model receives only the query and returns one self-contained HTML file, with no scaffold or tools; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 84.2 |
| 2 | Claude Opus 4.6 | 78.9 |
| 3 | Kimi K2.6 | 78.9 |
| 4 | GPT-5.4 | 78.6 |
| 5 | GLM-5.1 | 76.1 |
| 6 | DeepSeek V4 Pro | 74.6 |
| 7 | Qwen 3.6 Plus | 74.4 |
| 8 | MiMo-V2-Pro | 73.9 |
| 9 | Gemini 3.1 Pro (Preview) | 73.5 |
| 10 | DeepSeek V4 Flash | 72.6 |
| 11 | Qwen 3.6 27B | 70.7 |
| 12 | Gemini 3 Flash | 66.1 |
| 13 | Qwen 3.6 35B A3B | 63.1 |
Interactive version: theaggregate.ai/benchmark?slug=cookie-bench-html · How It Works · Data refreshed daily, snapshot 2026-10-07.