@article{mcpuniversebenchmarkinglargelanguagemode, title = {MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers}, author = {Ziyang Luo and Zhiqi Shen and Wenzhuo Yang and Zirui Zhao and Prathyusha Jwalapuram and Amrita Saha and Doyen Sahoo and Silvio Savarese and Caiming Xiong and Junnan Li}, year = {2025}, eprint = {2508.14704}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.14704}, }