AppWorld Normal: leaderboard

Interactive coding agent benchmark simulating 9 everyday apps (email, calendar, Spotify, etc.) with 457 APIs and 750+ test scenarios. Normal difficulty split.

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

Top models

#ModelScoreOverall rank
1Claude Opus 4.691.1#63
2Claude Opus 4.788.7#49
3Qwen 3 14B86.9#537
4GPT-5.6 Luna85.1#68
5GPT-4.173.2#248
6Qwen 2.5 32B72.6#546
7GPT-4o68.5#343
8GPT-4.1 Mini61.9#355
9GPT-4 Turbo32.7#404
10Llama 3 70B24.4#631

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