Does this work with languages other than R?

No, this specific skill is built exclusively for the R ecosystem, focusing on R-specific tools like {targets}, {testthat}, {renv}, and R package structures.

Can this skill help me fix failed audit checks?

Yes, for every check that fails or is only partially met, the skill provides specific remediation steps, such as suggesting commands like 'renv::init()' or '/rap-test' to resolve the issues.

What are RAP maturity levels?

RAP (Reproducible Analytical Pipelines) levels are standards defined by the UK Government to ensure statistical production is reproducible. They range from Baseline (vcs and documentation) to Gold (fully packaged and automated).

How does the rap-check skill audit my project?

The skill scans your project directory for specific indicators like .git folders, DESCRIPTION files, renv.lock, and test folders to determine if your project meets the cumulative requirements for each RAP level.

RAP Compliance Auditor for R

Name: RAP Compliance Auditor for R
Author: ivyleavedtoadflax

byivyleavedtoadflax

0•

Data Science & ML

Audits R projects against UK Government Reproducible Analytical Pipelines (RAP) maturity standards to ensure code quality and transparency.

This skill automates the assessment of R projects based on the UK Government's Reproducible Analytical Pipelines (RAP) framework. It evaluates projects across three maturity levels—Baseline, Silver, and Gold—by analyzing directory structures, version control, documentation, and automated testing workflows. By providing a detailed report with specific remediation steps for every failed check, it empowers data scientists and analysts to improve the reproducibility, reliability, and transparency of their analytical outputs.

Key Features

01Actionable remediation guidance for failed compliance checks

02Automated multi-level auditing for Baseline, Silver, and Gold standards

030 GitHub stars

04Verification of dependency management, testing frameworks, and CI/CD pipelines

05Support for NHS and UK Government Analysis Function RAP standards

06Deep file system inspection for R-specific directory structures and files

Use Cases

01Preparing R projects for public release or government statistical publication

02Modernizing legacy R scripts into robust, automated analytical pipelines

03Standardizing code quality and reproducibility across data science teams

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ivyleavedtoadflax/rapskill rap-check

For use in Claude.ai and ChatGPT

Key Features

01Actionable remediation guidance for failed compliance checks

02Automated multi-level auditing for Baseline, Silver, and Gold standards

030 GitHub stars

04Verification of dependency management, testing frameworks, and CI/CD pipelines

05Support for NHS and UK Government Analysis Function RAP standards

06Deep file system inspection for R-specific directory structures and files

Use Cases

01Preparing R projects for public release or government statistical publication

02Modernizing legacy R scripts into robust, automated analytical pipelines

03Standardizing code quality and reproducibility across data science teams

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ivyleavedtoadflax/rapskill rap-check

For use in Claude.ai and ChatGPT