I use stranded wire for wiring around the layout, it's much easier to route, and not nearly as fragile if you move it a few times.
For most accessories, #22 will be sufficient unless it's a really long run from the power source.
Here's a handy Wire Drop Calculator, use it to calculate the drop based on the current draw of the accessory and the length of the wire run.