They should be fine, I've got a number of values from similar Chinese sources and they haven't been an issue. It's worth noting that 100 1% resistors of the same value through digikey is only like $2.50, if you really were worried about part sourcing.
I'd agree that 100 ohm is a bit small for an LED off a USB power supply. If you're looking for an indicator lamp, I'd go with 680 or 1k in most cases, a little brighter would be 470, and especially if your LED is a 3mm smaller one... I probably wouldn't go much below that. If you want a lot of current and are using a 5mm, maybe a 330.... but for prolonged use I wouldn't push the LED too hard - you shorten their lifespan when running closer to maximum rated current, and if you don't have the datasheet for the LED, I'd stay away from much over 10mA to be sure.
They're cheap and you'll run into this problem in the future, though, so why not get a couple values. Especially if you have several colors, to get approximately matched brightnesses, you'll need different values anyways.