Since other people are recommending home-brewed solutions, I will mention my platform WebWidgets.io, which allows you to create lightweight webapps using vanilla JS and sync the data to SQLite DBs. It would be very easy to create a simple contact DB that has all the features you need and none of the bells+whistles that you don't care about.