auditing-notebook-narrative

What problem does it solve?

This Skill checks whether the written story in a Jupyter notebook still matches the figures, tables, and printed outputs, so stale or reversed claims are caught before sharing, grading, or publication.

Core Features & Use Cases

• Compares markdown claims about increases, decreases, best or worst results, and convergence against the nearest rendered output.
• Flags mismatches with cell indices, and separates clear numeric disagreements from cases that need human review.
• Use it when a notebook was rerun after the writeup was drafted, when a teammate asks whether the narrative still matches the analysis, or when a report is headed into a model card, paper, or class submission.

Quick Start

Ask the skill to audit the notebook for narrative versus output consistency and report every claim that no longer matches the rendered results.