The parser takes a Charme program string as input and produces a nested list as output that represents the structure of the program. It first breaks the string into tokens, then constructs a parse tree from the tokens by matching parentheses. The parse procedure uses recursion and pop to iterate through the tokens, building up the tree structure and checking for matching parentheses. It returns a list that encodes the program structure without the parentheses.