By default, most systems don't respond to broadcast ping requests. However, there exist ways to explicitly allow responding to broadcast ICMP requests on multiple systems, such as Linux.
How can I enable responding to broadcast ping requests on Mikrotik?
Using /tool sniffer start
and /tool sniffer packet print
I was able to verify that the broadcast packets do indeed reach the Mikrotik routers, but a response is never sent.