It is worth noting that these contributors on GitHub aren't necessarily programmers and each contribution could be very different from others. For example if you fix a typo in readme text through a commit you become a contributor (which is still a valuable thing) and yet you may not know anything about coding.
Someone who creates a new issue in the repository also receives the contributor tag but won't appear in that list.