Material Design doesn't cover every component that developers need. Here is some non-official guidance on how to handle different situations.
Components
Pagination is a staple for applications with an abundance of data. It however is not specified by Material Design. Within some applications plain circles are used for each page. If you want to display page numbers or icons for the buttons, you can use this quick work-around to get pagination.
Setup
Use a standard button and add this styling:
.pagination .mdl-button {
border-radius:50%;
min-width: 20px;
}
Assuming a pagination class as a container to what holds the buttons.