VibeSearchBench - Daily: leaderboard
The 100 everyday-scenario tasks of VibeSearchBench (Xiaohongshu, 2026), such as filtering products or games by changing requirements, where an agent searches over a multi-turn session with a simulated user and extracts a knowledge graph of its findings. Triplet F1 in percent against the annotated graph, judged by an LLM, mean of 3 runs, under the OpenClaw agent harness; higher is better.
Metric: Triplet F1 (%; an LLM judge matches the knowledge graph the agent extracts after a multi-turn session with a progressive-disclosure user simulator against the annotated ground-truth graph; OpenClaw agent harness; 100 everyday VibeSearch-Daily tasks; mean of 3 runs per task). Source: arxiv.org. Saturation forecast: Around March 2028. 7 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.6 | 28.04 | #100 |
| 2 | DeepSeek V4 Pro | 26.16 | #181 |
| 3 | Gemini 3.1 Pro (Preview) | 25.54 | #91 |
| 4 | Kimi K2.6 | 24.93 | #173 |
| 5 | Seed 2.0 Pro | 24.64 | #209 |
| 6 | Qwen 3.5 397B A17B | 21.77 | #242 |
| 7 | GPT-5.4 | 21.05 | #121 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=vibesearchbench-daily · How It Works · Data refreshed daily, snapshot 2026-11-12.