$ sudo apt-get update
$ sudo apt-get install gdb-avr 

gdb-avr is installed in your system.

Make ensure the gdb-avr package were installed using the commands given below,

$ sudo dpkg-query -l | grep gdb-avr *

You will get with gdb-avr package name, version, architecture and description in a table

gdb-avr package basic information: