Update README.md

README.md

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   data_files:
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     path: "tasks/tasks.json"
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+---
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+<a id="readme-top"></a>
+
+<!-- PROJECT -->
+<br />
+<div align="center">
+  <h3 align="center">LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools?</h3>
+
+  <p align="center">
+    Benchmarking the agent in real-world tasks within a large-scale MCP toolset.
+  </p>
+</div>
+
+<p align="center">
+  🌐 <a href="https://icip-cas.github.io/LiveMCPBench" target="_blank">Website</a> &nbsp; | &nbsp;
+  📄 <a href="https://arxiv.org/abs/2508.01780" target="_blank">Paper</a> &nbsp; | &nbsp;
+  💻 <a href="https://github.com/icip-cas/LiveMCPBench" target="_blank">Code</a> &nbsp; | &nbsp;
+  🏆 <a href="https://docs.google.com/spreadsheets/d/1EXpgXq1VKw5A7l7-N2E9xt3w0eLJ2YPVPT-VrRxKZBw/edit?usp=sharing" target="_blank">Leaderboard</a> 
+  &nbsp; | &nbsp;
+  🙏 <a href="#citation" target="_blank">Citation</a>
+</p>
+
+## Dataset Description
+LiveMCPBench is a benchmark for evaluating the ability of agents to navigate and utilize a large-scale MCP toolset. 
+
+It provides a comprehensive set of tasks that challenge agents to effectively use various tools in daily scenarios.
+
+## Citation
+
+If you find this project helpful, please use the following to cite it:
+```bibtex
+@misc{mo2025livemcpbenchagentsnavigateocean,
+      title={LiveMCPBench: Can Agents Navigate an Ocean of MCP Tools?}, 
+      author={Guozhao Mo and Wenliang Zhong and Jiawei Chen and Xuanang Chen and Yaojie Lu and Hongyu Lin and Ben He and Xianpei Han and Le Sun},
+      year={2025},
+      eprint={2508.01780},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2508.01780}, 
+}