@inproceedings{liu-etal-2026-mcpagentbench, title = "{MCPA}gent{B}ench: A Real-world Task Benchmark for Evaluating {LLM} Agent {MCP} Tool Use", author = "Liu, Zixiang and Liu, Wenrui and Dai, Elsie and Yu, Wenhan and Yu, Lei and Yang, Tong and Han, Yinjun and Gao, Hong", editor = "Kamalloo, Ehsan and Gontier, Nicolas and Rozanov, Nikolai and Hashemzadeh, Maryam and Arora, Akhil", booktitle = "Proceedings of the Second Workshop for {RE}search on Agent Language Models ({REALM} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.realm-1.51/", pages = "764--773", ISBN = "979-8-89176-485-9" }