You have to install a MySQL server locally as well, if you want to work with MySQL Workbench locally. You can download an installation package (eg for OSX) from here: http://dev.mysql.com/downloads/mysql/ .
Once you have that server installed verify that it is running by eg:
ps aux | grep mysql
which will list all processes that have "mysql" in their command line (including the grep command itself). So, you should see at least one additional entry like this:
root 10605 0,0 0,0 2448748 616 ?? S 21Jul16 0:00.02 /bin/sh /usr/local/mysql/bin/mysqld_safe --datadir=/usr/local/mysql/data --pid-file=/usr/local/mysql/data/xxxxxxxx.pid
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