Cookie-Bench - React Static: 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 static (presentation) 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 | 84.7 |
| 2 | GPT-5.4 | 82.6 |
| 3 | Claude Opus 4.6 | 82.2 |
| 4 | GLM-5.1 | 81.5 |
| 5 | MiMo-V2-Pro | 80.2 |
| 6 | Kimi K2.6 | 76.6 |
| 7 | Qwen 3.6 Plus | 76.6 |
| 8 | DeepSeek V4 Pro | 76.4 |
| 9 | DeepSeek V4 Flash | 73.6 |
| 10 | Qwen 3.6 27B | 69.9 |
| 11 | Gemini 3.1 Pro (Preview) | 66.7 |
| 12 | Qwen 3.6 35B A3B | 66.2 |
| 13 | Gemini 3 Flash | 62.8 |
Interactive version: theaggregate.ai/benchmark?slug=cookie-bench-react-static · How It Works · Data refreshed daily, snapshot 2026-10-07.