Most apps in the Mac App Store tend to lend themselves to being downloaded for either the sheer novelty of the app, or to fill a one-time need.
The long list of purchased apps (free or paid) you have uninstalled from your Mac and never intend on using again do nothing more than clutter your purchased list. The good news is you can hide these types of apps from your purchased list with the click of a mouse.
While viewing your purchased items in the Mac App Store, as your mouse moves down the list you will see an X show up next to the Install button. Clicking on it will remove, or hide, the app from your purchased list.
The bad news is you can't easily find the apps you have previously hidden, should you change your mind and want to reinstall an app. Granted, you can just look up the app in the App Store again and reinstall from there, but what if you just can't remember the name of the app?
Here's how to view the list of the apps you have hidden: