I don't use the autorouter myself but at a glance it looks like your dimension layer outline is not being correctly picked up. All your pads are off the board according to Eagle's assessment so the autorouter can't do anything with them.
I'd also suggest that even that board contains enough to be worth drawing a schematic but that's a separate issue.