One tool that can seriously lighten the load is a lawn sweeper, such as the Earthwise 21-Inch Width Leaf & Grass Push Lawn ...
If the issue isn't thick thatch, it's still a good idea to clean debris from your lawn to give it a fresh start before summer ...