The Algolia Jekyll Plugin is a gem that has been deprecated in favor of jekyll-algolia. The plugin allows users to integrate Algolia's search functionality into their Jekyll websites. However, the gem is no longer being actively developed, and users are encouraged to transition to the new jekyll-algolia gem, which is officially supported by Algolia and comes with comprehensive documentation.