AppWorld Challenge: leaderboard

Challenge difficulty split of AppWorld: harder multi-app tasks requiring complex API orchestration across 9 simulated everyday applications.

Metric: Task Goal Completion (%). Source: appworld.dev. Source: appworld.dev. 12 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.785.6#49
2GPT-5.6 Luna73.4#68
3Claude Opus 4.672.4#63
4Qwen 3 14B67.6#537
5GPT-4.157.6#248
6Qwen 2.5 32B47.2#546
7GPT-4o38.9#343
8GPT-4.1 Mini37.6#355
9GPT-4 Turbo17.5#404
10Llama 3 70B7#631

Interactive version: theaggregate.ai/benchmark?slug=appworld-challenge · How It Works · Data refreshed daily, snapshot 2026-10-20.