Cookie-Bench - React Dynamic: 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, on the dynamic (interactive-application) queries, React mode: the model works inside an agent scaffold with file, build, web and image tools and edits a React project through tool calls; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 82.9 |
| 2 | Claude Opus 4.6 | 79.4 |
| 3 | Kimi K2.6 | 78.9 |
| 4 | GPT-5.4 | 76.4 |
| 5 | MiMo-V2-Pro | 75.2 |
| 6 | Qwen 3.6 Plus | 74.8 |
| 7 | GLM-5.1 | 74.6 |
| 8 | DeepSeek V4 Pro | 72.1 |
| 9 | Qwen 3.6 27B | 66.3 |
| 10 | DeepSeek V4 Flash | 66.2 |
| 11 | Gemini 3.1 Pro (Preview) | 64.3 |
| 12 | Gemini 3 Flash | 63.5 |
| 13 | Qwen 3.6 35B A3B | 59.8 |
Interactive version: theaggregate.ai/benchmark?slug=cookie-bench-react-dynamic · How It Works · Data refreshed daily, snapshot 2026-10-07.