This paper introduces an adaptation of the open source ReaderBench framework that now supports Russian multilevel analyses text characteristics, while integrating both textual complexity indices and state-of-the-art language models, namely Bidirectional Encoder Representations from Transformers (BERT). The evaluation proposed processing pipeline was conducted on a dataset containing texts two l...