Calculates mean,min and max of a data-frame in R

I have a data-frame with 20 columns. Now what I would like to do is to make a data frame where the first column is the feature name and the rest of the columns represent the corresponding min, max and mean value. How to go about this?

You can use the describe() function on the entire dataframe. It will give you statistics for all the columns.