Why are key agents sometimes preferred over configuration files?

Some programs seem to prefer to use an SSH key agent, rather than specifying the key file in some configuration file somewhere.

Examples:

What is the reasoning for using a key agent, rather than pointing each application at a file containing your key? Is there a security difference, or is it just for convenience?