DailyReport (Claude Code) - Rationality: leaderboard

Metric: Rationality (0-1 scaled to %), rubric scores of 0, 0.5 or 1 for logically sound analysis, counted only where the instruction-following rubric holds; open-ended daily search tasks on trending topics decomposed into subtasks with cascade rubrics, judged by Gemini 3 Flash; LLMs as backends of the Claude Code agent with Serper search and Jina Reader over MCP, extended thinking enabled; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScore
1GPT-5.4 (Medium)93.3
2Gemini 3.1 Pro (Preview)82.1
3GLM-580.9
4Claude Opus 4.6 (Thinking)80.9
5Kimi K2.579.6

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