If you really need a tight hold then a two part epoxy sparingly. I use JB Weld for repairs that need strength and the joint is stronger than the parts. Model glue would be a good start. Never even though of that.
I have been using a very light touch of acetone on both halfs before I join them.
not to much so it drips- it will run and dissolve everything. but its been holding bits for 10 years.