Toolathlon Pass^3 (Anthropic Internal Harness): leaderboard

Toolathlon: 108 real-world tool-use tasks across 32 applications, graded by execution-based checkers, run on Anthropic's internal harness with adaptive thinking at max effort. Pass^3 is the percentage of tasks solved in all three trials, a consistency measure (higher is better). From Table 8.11.5.A of the Claude Sonnet 5 System Card (June 2026), original task set.

Metric: Pass^3 (%). Source: www-cdn.anthropic.com. Saturation forecast: Around March 2028. 9 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5 (Max)55.6#20 (Claude Fable 5)
2Claude Opus 4.7 (Max)52.8#51 (Claude Opus 4.7)
3Claude Opus 4.8 (Max)48.1#39 (Claude Opus 4.8)
4Claude Opus 4.6 (Max)47.2#67 (Claude Opus 4.6)
5Claude Sonnet 5 (Max)40.7#65 (Claude Sonnet 5)
6Claude Sonnet 4.6 (Max)38#94 (Claude Sonnet 4.6)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=toolathlon-pass-pow-3-anthropic-internal-harness · How It Works · Data refreshed daily, snapshot 2026-11-05.