Can anyone help me on how to build and deploy touchdesigner application on a production server.
I mean how we serve TD app in production? Just curious to know. 
is it just .toe file that we need to run on server with touchdesigner installed there?
Yes you need to run a .toe file but one option is you can use TouchPlayer instead of TouchDesigner. It runs the toe file simply in Perform Mode without an editor.