Coverage for src/lilbee/catalog/content.py: 100%

1"""Content flag for catalog rows, derived from HuggingFace repo tags.""" 

2 

3from collections.abc import Iterable 

4 

5# Tag stems marking a safety-stripped (abliterated/uncensored) model. 

6# Surveyed 2026-09-12 over 200 trending text-generation GGUF repos: uncensored 

7# (38) and abliterated (28) dominate; decensored, nsfw, and heretic cover the 

8# rest of the tag vocabulary, each a singleton-class tag in the sample. 

9STRIPPED_TAG_STEMS: tuple[str, ...] = ("uncensor", "abliter", "decensor", "nsfw", "heretic") 

10 

11 

12def is_safety_stripped(tags: Iterable[str]) -> bool: 

13 """True when any tag names safety-stripped content (case-insensitive).""" 

14 return any(stem in tag.lower() for tag in tags for stem in STRIPPED_TAG_STEMS)