There have been efforts undertaken to apply the grammar engine technique instead (Byamugisha et al., 2016a;<cite> Byamugisha et al., 2016b</cite>; Byamugisha et al., 2016c) , which resulted in theoretical advances in verbalization rules for ontologies, pluralization of nouns, and verb conjugation that address the text generation needs for Runyankore. We present our implementation of these algorithms and required linguistic annotations as a Protégé 5.x plugin.