MiniAppBench - Tools: leaderboard
Metric: Pass rate (%) on the 57 Tools tasks, MiniAppBench's 500 interactive-HTML MiniApp tasks distilled from real user queries; the model writes a self-contained HTML/JS app in one generation under its official decoding settings, and the MiniAppEval browser agent (Gemini-3-Pro-Preview driving Playwright) scores Intention, Static and Dynamic fidelity from 0 to 1; a task passes when the minimum of the three scores is at least 0.8; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.2 | 50.17 | #105 |
| 2 | Claude Opus 4.5 | 47.5 | #79 |
| 3 | GPT-5.1 | 33.33 | #131 |
| 4 | Claude Sonnet 4.5 | 29.27 | #138 |
| 5 | MiniMax-M2.1 | 23.33 | #283 |
| 6 | GLM-4.7 | 20 | #185 |
| 7 | Grok 4.1 Fast (Reasoning) | 20 | #208 (Grok 4.1 Fast) |
| 8 | Gemini 3 Flash | 17.95 | #93 |
| 9 | Gemini 3 Pro (Preview) | 13.64 | #64 |
| 10 | MiMo-V2-Flash | 10.87 | #359 |
| 11 | GLM 4.5 Air | 6.98 | #377 |
| 12 | Kimi K2 | 4.08 | #236 |
| 13 | Qwen 3 235B A22B | 4 | #304 |
| 14 | Qwen 3 32B | 0 | #424 |
| 15 | Qwen 3 Coder 480B A35B Instruct | 0 | #302 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=miniappbench-tools · How It Works · Data refreshed daily, snapshot 2026-10-11.