What is it? "Flash" Robo cleaner

Never heard of that one. Can you find any other identifying labels? Maybe inside of it.

You are correct that you need a transformer ... but hard to find if we can not ID the manufacturer.
 
typically either a mesh bag or screen filter if you flip it over there is usually a pair of clips or tabs holding a plate on and the screen goes inside or its a bag that just attaches to the top outlet by a tie string but there should be some type of label or molded markings or numbers on the bot
 
Yup looks like an Aquabot Xpress.

Looks like the bottom cover and bag are missing as well. These things are not cheap ... it is $800 new. Although spending $200 for a power supply to see if it works is a bit harsh.

Might see if you can find a local dealer to have it checked out and see if it is worth the $200-$300 in parts to get up and running.
 

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