AcademiClaw: leaderboard
Benchmarks within the OpenClaw ecosystem have thus far evaluated exclusively assistant-level tasks, leaving the academic-level capabilities of OpenClaw largely unexamined. We introduce AcademiClaw, a bilingual benchmark of 80 complex, long-horizon tasks sourced directly from university students' real academic workflows -- homework, research projects, competitions, and personal projects -- that the
Metric: Pass Rate (imported). Source: benchmarklist.com. Saturation forecast: Around July 2027. 7 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Sonnet 4.6 | 55 | #90 |
| 2 | Claude Opus 4.6 | 55 | #63 |
| 3 | Gemini 3.1 Pro (Preview) | 43.8 | #58 |
| 4 | GPT-5.4 | 42.5 | #79 |
| 5 | Qwen 3.5 397B A17B | 40 | #146 |
| 6 | MiniMax-M2.7 | 37.5 | #258 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=academiclaw · How It Works · Data refreshed daily, snapshot 2026-10-20.