When I find that I visit a site that often, I subscribe to the rss feed. I use keywords for searches: / for google, m-w for merriam-webster, and so on.
I use http://yubnub.org in the Firefox search bar for that. It has commands for nearly every search you could imagine. I'm a bit of a command-line-geek, so that likely factors into its appeal for me.