ICMP (Internet Control Message Protocol) message types are used for error reporting and operational information exchange in network devices, facilitating the management of IP networks. These messages help diagnose network communication issues by indicating problems like unreachable hosts or network congestion and are crucial for maintaining network reliability and performance.