We have developed a GUI-based JSequitur, based on string compression algorithms, to examine grammatical traits of biological sequences. On top of compression capacity, a string compression algorithm is appealing for studying biological sequences, because it can give insights into the structure of these sequences. Precisely constructed models for linguistic structure can play a vital role in the process of discovery itself.