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‎README.md‎

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# ClawBench
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<p align="center">
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<strong>The Benchmark for Agents on Everyday Online Tasks</strong><br>
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<a href="https://claw-bench.com">Read the Docs</a>
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&nbsp;·&nbsp;
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<a href="https://arxiv.org/abs/2604.08523">Read the Paper</a>
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&nbsp;·&nbsp;
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<a href="https://huggingface.co/datasets/NAIL-Group/ClawBench">Dataset</a>
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</p>
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<p align="center">
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<a href="https://github.com/reacher-z/ClawBench/blob/main/LICENSE"><img alt="License" src="https://img.shields.io/badge/License-Apache%202.0-181717?style=flat-square&labelColor=000" /></a>
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<a href="https://arxiv.org/abs/2604.08523"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2604.08523-B31B1B?style=flat-square&logo=arxiv&logoColor=white" /></a>
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<a href="https://github.com/reacher-z/ClawBench"><img alt="GitHub stars" src="https://img.shields.io/github/stars/reacher-z/ClawBench?style=flat-square&logo=github&color=181717&cacheSeconds=300" /></a>
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<a href="https://discord.gg/clawbench"><img alt="Discord" src="https://img.shields.io/badge/Discord-Join%20our%20community-00D26A?style=flat-square&logo=discord&logoColor=white&labelColor=000" /></a>
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</p>
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[![Star this repo](https://img.shields.io/badge/%E2%98%85%20Star%20this%20repo-181717?style=flat-square&logo=github&logoColor=white)](https://github.com/reacher-z/ClawBench)
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[![arXiv](https://img.shields.io/badge/arXiv-2604.08523-B31B1B?style=flat-square&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2604.08523)
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[![HF Daily Paper](https://img.shields.io/badge/Daily_Paper-FFD21E?style=flat-square&logo=huggingface&logoColor=000)](https://huggingface.co/papers/2604.08523)
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[![HF Dataset](https://img.shields.io/badge/Dataset-FFD21E?style=flat-square&logo=huggingface&logoColor=000)](https://huggingface.co/datasets/NAIL-Group/ClawBench)
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[![Project Page](https://img.shields.io/badge/claw--bench.com-4F46E5?style=flat-square&logo=googlechrome&logoColor=white)](https://claw-bench.com)
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[![GitHub stars](https://img.shields.io/github/stars/reacher-z/ClawBench?style=flat-square&logo=github&color=181717&cacheSeconds=300)](https://github.com/reacher-z/ClawBench)
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[![Discord](https://img.shields.io/badge/Discord-Join-5865F2?style=flat-square&logo=discord&logoColor=white)](https://discord.gg/clawbench)
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[![Open in GitHub Codespaces](https://img.shields.io/badge/Codespaces-Open-181717?style=flat-square&logo=github&logoColor=white)](https://codespaces.new/reacher-z/ClawBench?quickstart=1)
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<p align="center">
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<a href="https://huggingface.co/papers/2604.08523"><img src="https://img.shields.io/badge/%F0%9F%8F%86%20%233%20Paper%20of%20the%20Day-FFD21E?style=for-the-badge&labelColor=6C2BD9&color=FFD21E" alt="#3 Paper of the Day on Hugging Face" /></a>
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<a href="https://huggingface.co/papers/2604.08523"><img src="https://img.shields.io/badge/%233_Paper_of_the_Day-FFD21E?style=for-the-badge&logo=huggingface&logoColor=000" alt="#3 Paper of the Day"></a>
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</p>
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<p align="center">
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<a href="https://deepwiki.com/reacher-z/ClawBench"><img alt="Ask DeepWiki" src="https://deepwiki.com/badge.svg" /></a>
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</p>
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<p align="center">
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If you want to compare <i>harnesses</i> with a fixed base model, check out our sister project
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<a href="https://github.com/reacher-z/HarnessBench"><b>HarnessBench</b></a>
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&nbsp;—&nbsp; same pipeline, orthogonal axis.
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</p>
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<a href="#-human-quick-start"><img src="https://img.shields.io/badge/Run%20in%20one%20line%20of%20code-4F46E5?style=for-the-badge&labelColor=4F46E5&logoColor=white&logo=data:image/svg%2Bxml;base64,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" alt="Run in one line of code"></a>
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```bash

‎README.zh-CN.md‎

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# ClawBench
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<p align="center">
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<strong>评测 AI 智能体在日常在线任务上的表现</strong><br>
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<a href="https://claw-bench.com">阅读文档</a>
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&nbsp;·&nbsp;
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<a href="https://arxiv.org/abs/2604.08523">阅读论文</a>
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&nbsp;·&nbsp;
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<a href="https://huggingface.co/datasets/NAIL-Group/ClawBench">数据集</a>
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</p>
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<p align="center">
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<a href="https://github.com/reacher-z/ClawBench/blob/main/LICENSE"><img alt="License" src="https://img.shields.io/badge/License-Apache%202.0-181717?style=flat-square&labelColor=000" /></a>
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<a href="https://arxiv.org/abs/2604.08523"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2604.08523-B31B1B?style=flat-square&logo=arxiv&logoColor=white" /></a>
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<a href="https://github.com/reacher-z/ClawBench"><img alt="GitHub stars" src="https://img.shields.io/github/stars/reacher-z/ClawBench?style=flat-square&logo=github&color=181717&cacheSeconds=300" /></a>
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<a href="https://discord.gg/clawbench"><img alt="Discord" src="https://img.shields.io/badge/Discord-%E5%8A%A0%E5%85%A5%E7%A4%BE%E5%8C%BA-00D26A?style=flat-square&logo=discord&logoColor=white&labelColor=000" /></a>
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</p>
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[![Star this repo](https://img.shields.io/badge/%E2%98%85%20Star%20this%20repo-181717?style=flat-square&logo=github&logoColor=white)](https://github.com/reacher-z/ClawBench)
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[![arXiv](https://img.shields.io/badge/arXiv-2604.08523-B31B1B?style=flat-square&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2604.08523)
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[![HF Daily Paper](https://img.shields.io/badge/Daily_Paper-FFD21E?style=flat-square&logo=huggingface&logoColor=000)](https://huggingface.co/papers/2604.08523)
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[![HF Dataset](https://img.shields.io/badge/Dataset-FFD21E?style=flat-square&logo=huggingface&logoColor=000)](https://huggingface.co/datasets/NAIL-Group/ClawBench)
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[![Project Page](https://img.shields.io/badge/claw--bench.com-4F46E5?style=flat-square&logo=googlechrome&logoColor=white)](https://claw-bench.com)
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[![GitHub stars](https://img.shields.io/github/stars/reacher-z/ClawBench?style=flat-square&logo=github&color=181717&cacheSeconds=300)](https://github.com/reacher-z/ClawBench)
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[![Discord](https://img.shields.io/badge/Discord-%E5%8A%A0%E5%85%A5-5865F2?style=flat-square&logo=discord&logoColor=white)](https://discord.gg/clawbench)
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[![Codespaces](https://img.shields.io/badge/Codespaces-%E4%B8%80%E9%94%AE%E6%89%93%E5%BC%80-181717?style=flat-square&logo=github&logoColor=white)](https://codespaces.new/reacher-z/ClawBench?quickstart=1)
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<p align="center">
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<a href="https://huggingface.co/papers/2604.08523"><img src="https://img.shields.io/badge/%F0%9F%8F%86%20%233%20Paper%20of%20the%20Day-FFD21E?style=for-the-badge&labelColor=6C2BD9&color=FFD21E" alt="Hugging Face #3 Paper of the Day" /></a>
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<a href="https://huggingface.co/papers/2604.08523"><img src="https://img.shields.io/badge/%233_Paper_of_the_Day-FFD21E?style=for-the-badge&logo=huggingface&logoColor=000" alt="#3 Paper of the Day"></a>
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</p>
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<p align="center">
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<a href="https://deepwiki.com/reacher-z/ClawBench"><img alt="Ask DeepWiki" src="https://deepwiki.com/badge.svg" /></a>
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</p>
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<p align="center">
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想固定基础模型、比较不同 <i>Harness</i>？看看我们的姊妹项目
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<a href="https://github.com/reacher-z/HarnessBench"><b>HarnessBench</b></a>
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&nbsp;—&nbsp; 同一套评测流水线，正交维度。
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</p>
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<a href="#-手动快速开始"><img src="https://img.shields.io/badge/%E4%B8%80%E9%94%AE%E5%90%AF%E5%8A%A8-4F46E5?style=for-the-badge&labelColor=4F46E5&logoColor=white&logo=data:image/svg%2Bxml;base64,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" alt="一键启动"></a>
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```bash

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