SpaCy-FineTuner.is a user-friendly PyQt5 application designed to help users create JSON files necessary for fine-tuning the Named Entity Recognition (NER) component of a SpaCy model. This tool provides an intuitive interface for manual tagging, bulk tagging, and managing annotations, making it easier to prepare training data for NER model customization.