I just went over the soon-to-be-released report of the Developer Advisory Team, where we sum up feedback from first-time contributors to Ubuntu Development and many noted that they found developer documentation easily and things generally worked out for them, but they struggled finding stuff to work on.
The Ubuntu Development team has always been good at creating new TODO lists (merges, Debian RC bugs, build failures, heaps of different bug lists and much much more), but you need to know what you are looking for.
Enter Harvest. We created it so it merely aggregates opportunities for Ubuntu developers in a simple web interface. You can select opportunity types and specific sets of packages to narrow down opportunities based on your interests.
If you got some spare time, are interested in Ubuntu development and would like to help, you would do the Ubuntu world a great favour by doing one of the following:
If you are an Ubuntu developer or would like to become one: trying it out and commenting below with your experience. (Bugs can be filed here.)
If you have a great idea on how it could be further simplified, extended or improved, write up your idea and link to it in the comments.
If you are a web developer: please get in touch. Harvest is written using Django and Python and it’s super-easy to extend, improve and fix it – so if you are looking for something to help out with, this might be a great opportunity for you.
Please consider helping out, your contributions will not only help you make better use of Harvest, but many other developers and new contributors as well. 
(If you tried it out and it works perfectly for you, let us know too. )