This is a list of projects which have curated tasks specifically for new contributors. These are a great way to get started with a project, or to help share the load of working on open source projects.

http://up-for-grabs.net/

If you want to start contributing to open start software, but don't know where to begin, just use the above site to help fix some low hanging fruit.