Sarah, I use glue sticks for some things and a jug of PVC glue we apply with brushes for other things.
For multi-purpose paper my favorite is the watercolor paper from Molly Hawkins House. I use it for pastel, watercolor, collage, and printmaking. I save the discarded pieces & cut it into artist playing card size with the die-cut machine.