How to find more colors?

Might be a dumb question but where can I find all colors? I spend a lot of time looking for the right material and color and a lot of colors don't exist on my app? Say for example, I want purple or pink to see how it looks on my design but I can't find the colors? Is there a way to download all colors easily?