@article{mcpshieldasecuritycognitionlayerforadapt, title = {MCPShield: A Security Cognition Layer for Adaptive Trust Calibration in Model Context Protocol Agents}, author = {Zhenhong Zhou and Yuanhe Zhang and Hongwei Cai and Moayad Aloqaily and Ouns Bouachir and Linsey Pang and Prakhar Mehrotra and Kun Wang and Qingsong Wen}, year = {2026}, eprint = {2602.14281}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.14281}, }