# Reproducibility checklist from README

Judges: one repository README paragraph. Questions: noul:install\_steps; noul:data\_download\_instructions; noul:random\_seed\_noted. Action: Score completeness in code; badge repo.

Grade: C — A clean typed decision with low volume or low value, or too vague to act on.. Score: 2.51.

Vertical: Research & science.

Function: Agents & dev.

Status: Idea.

Volume: occasional.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/research_science/)
- [Function](/functions/agents_dev/)
- [Dataset mention extractor gate](/use-cases/dataset-mention-extractor-gate/)
- [cairn-jev-lab](/use-cases/cairn-jev-lab/)
- [Jev-mice](/use-cases/jev-mice/)