I don't know really - non toxic for humans might not be the same as non toxic for hamsters. I did find a good one - it was recommended on a German forum. It wasn't cheap but it's great stuff and a big bottle, easy to use, glues wood really well and doesn't smell of anything - I've used it for all sorts over the last year. I used it to glue legs onto wood houses and they set hard.
https://www.amazon.co.uk/gp/product/...?ie=UTF8&psc=1