This paper presents recent advances in an established treebank annotation framework comprising of an abstract XML-based data format, fully customizable editor of tree-based annotations, a toolkit for all kinds of automated data processing with support for cluster computing, and a work-in-progress database-driven search engine with a graphical user interface built into the tree editor.