How to delete mysql database through shell command

In general, you can pass any query to mysql from shell with -e option.

mysql -u username -p -D dbname -e "DROP DATABASE dbname"

Try the following command:

mysqladmin -h[hostname/localhost] -u[username] -p[password] drop [database]