Well, the obvious answer is everything ever recorded by Arab Strap as they're clearly the best band ever.
But what else?
Other answers will be Mogwai related I suspect but it's a label I adore and which has been on the up again for the last couple of years...
Currently, I am loving Alun Woodwards' solo record as Lord Cut Glass, digging the second De Rosa album, revisiting Cha Cha Cohen and reminding myself regularly how great that Phantom Band LP is...
Also, I forgot how much I love The Delgado's 'Peloton'