Non permanent glue for cabochons

Trying to find a relatively ‘safe’ way to display these cabochons and I like this - for now at least.

I’d like to glue these temporarily. Something that just kinda keeps them in place but doesn’t leave permanent glue damage or residue.

Thoughts?