MobileForge - Navigation: leaderboard

Metric: Navigation pass rate (%; share of 701 page-existence, tab-navigation and parent-child navigation test specifications passed by the generated app under state-isolated execution; 29 real mobile apps given as 309 screenshots with page-relationship annotations, each turned into a React, TypeScript and Tailwind project by one tool-using agent in a fixed harness (up to 50 iterations, build errors fed back); one run per app; higher is better). Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.

Top models

#ModelScore
1Claude Opus 4.692
2GPT-589
3Claude Haiku 4.585
4Gemini 2.5 Pro82
5Gemini 2.5 Flash62
6GPT-5 Mini58

Interactive version: theaggregate.ai/benchmark?slug=mobileforge-navigation · How It Works · Data refreshed daily, snapshot 2026-09-29.