Standalone
Adept Augmentations
A Python library aimed at dissecting and augmenting NER training data for a few-shot scenario.
Classy Classification
Have you ever struggled with needing a spaCy TextCategorizer but didn't have the time to train one from scratch? Classy Classification is the way to go!
Forte
Forte is a toolkit for building Natural Language Processing pipelines, featuring cross-task interaction, adaptable data-model interfaces and composable pipelines.
pic2phrase_bot: Photo Description Generator
A bot that generates descriptions to submitted photos, in a human-like manner.
Presidio Research
Toolbox for developing and evaluating PII detectors, NER models for PII and generating fake PII data
Found a mistake or something isn't working?
If you've come across a universe project that isn't working or is incompatible with the reported spaCy version, let us know by opening a discussion thread.
Submit your project
If you have a project that you want the spaCy community to make use of, you can suggest it by submitting a pull request to the spaCy website repository. The Universe database is open-source and collected in a simple JSON file. For more details on the formats and available fields, see the documentation. Looking for inspiration your own spaCy plugin or extension? Check out the project idea section in Discussions.