Hi
Well, you could use some sort of polyurethane or other varnish.
I stain bases then use some old Microscale Flat varnish I have. It doesn't dry flat, but semi-gloss, and that looks good to me.
The last option is to get some wood polish, and polish rather than overcoat. More work, but the wood...