I'd ask in a bewildered voice: "The kids and I went by to treat you to lunch so you could see them - but you weren't there??"
It might not be a great idea but I probably couldn't help myself...
On the other hand, they're his kids. He doesn't "watch them" for you. They are a shared responsibility. Maybe you need to suggest a separation agreement that includes a custody schedule, if he's going to bail out on them.
Or - you could tell him that then you'll ask the in-laws.
DISCLAIMER: I have no idea if any of this is DB-approved. It's just what I would consider.
M 16 yrs, WH62, P54 3 adult blended kids EA 11/13, BD1 6/14 PA fall 14, BD2 2/15 Piecing 2015, BD3 12/15 Separated 4/16 WH moved OW in 5/16 Divorced 6/15/17