In Spanish, some words are stressed depending on their function in the sentence, hence the need for a proper part of speech (PoS) tagger. AnCora, the corpus spaCy is trained on for PoS tagging of Spanish texts, splits most affixes thus causing some failures in the tags it assigns. To circumvent this limitation and to ensure clitics were handled properly, we integrated Freeling’s affixes rules via a custom built pipeline for spaCy. The resulting package, spacy-affixes, splits words with affixes before assigning PoS, and can be plugged in to a regular spaCy pipeline loading one of the statistical models for Spanish.