But the thing is I like the idea and should like to see it executed (by me ideally)
Then show it here :) .
The risk of it "getting stolen" exists, of course.. but if you don´t do it it´s exactly the same. If you aren´t convinced, you think someone else will have the time and commitment to do it? Unless they were already planning on it.
My recommendation: go ahead and do it. Maybe you need some structured help, join a hackathon?
Thanks for the tips!