WebForge-Bench - Tool Usage: leaderboard

Metric: Accuracy (%) on the tool usage tasks of the 934 WebForge-Bench tasks on generated, self-contained websites with injected real-web noise, up to 50 browser actions in a Chromium GUI, final-state answer checking; multimodal setting: screenshot plus DOM; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.

Top models

#ModelScore
1Gemini 3 Pro76.6
2Claude Sonnet 4.567.4
3Gemini 3 Flash66
4GPT-5.263.1
5Kimi K2.561.7
6GPT-5 Mini58.2
7Qwen 3 VL 235B A22B48.2
8Gemini 2.5 Flash Lite33.3
9GPT-5 Nano29.8
10qwen3-omni-30B12.1

Interactive version: theaggregate.ai/benchmark?slug=webforge-bench-tool-usage · How It Works · Data refreshed daily, snapshot 2026-10-07.