Color Scheme Designer is a tool I have been for a while now, but more recently I discovered Color Sphere. Both are very helpful when it comes to choosing an harmonious set of colors. Color Scheme Designer gives much more control over colors repartition and has more export options, while Color Sphere has more rules and a simpler interface. Both allow to test the color set against various kinds of color blindness.
Two online color picking tools