Get you started with what? What project are you building? If you're just looking for a random starter kit...
1. You're going to need more than one breadboard if you plan on doing more than one thing at a time.
2. What about green, yellow and blue LEDs, in case you need to signal other things?
3. Diodes
4. LCD display
5. Piezo
6. Temperature sensor
7. Tilt sensor
8. Optocouplers
9. You'll need more than 5 tact switches.
I'm assuming those are female to female jumper wires? Personally, I've found them a little useless for any breadboard projects I'm doing. I have needed a couple female to male jumper wires before, though. There are some uses for them, but I haven't needed them yet.
I'm assuming the breadboard connectors come in assorted colors... It's always good to get 2-3 packs of those at least, so that you can have a lot of every color. Some times I use a ton of wires on my experiments, and running out of a specific color was a serious pain. You need to keep things color coded.
How are you powering the projects? The USB cable works, but sometimes you need more than one power source. So I use a RECHARGEABLE 9V battery, and a charger for the 9v battery, as they won't last very long. But I guess it's really not needed, if you are planning on just starting with the USB cable.
If you use a 9v battery, you'll also need a battery snap, because it's the simplest way to connect the battery to the breadboard.
I wouldn't short yourself on resistors. I never had enough when I first started.
You might want to get a few zero ohm resistors, just because I found them to be fun. But they really aren't needed.
You might want to look at the starter kit that Arduino sells and try to get most of the components that are listed in there. Those all came in very hand to me.
http://arduino.cc/en/Main/ArduinoStarterKit#.UxcYAPldViZThere's always going to be something you forgot. I found myself ordering, and reordering several times as I wanted to try new projects. But I order all my parts online.