audit-reproducibility
CommunityVerify manuscript numbers against analysis outputs.
Authorgroundnuty
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Audit reproducibility: verify that numeric claims in a manuscript align with the actual outputs of the analysis pipeline, preventing drift between manuscript text and results.
Core Features & Use Cases
- Extracts numeric claims from manuscripts (point estimates, SEs, p-values, sample sizes) and compares them to results produced by R, Stata, or Python pipelines.
- Generates a structured audit report detailing PASS/FAIL per claim against predefined tolerances, and highlights mismatches for review.
- Helps pre-submission and pre-release checks by ensuring consistency between reported results and computations.
Quick Start
Run the audit-reproducibility skill on a manuscript and its outputs directory to produce a reproducibility audit report.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: audit-reproducibility Download link: https://github.com/groundnuty/macf-devops-toolkit/archive/main.zip#audit-reproducibility Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.