scilintr – collection of scientific linting tools

scilintr is a collection of scientific linting tools for R and Python analysis projects, together with a companion LaTeX report linter.

It’s designed to flag code and write-up patterns that can hide scientific assumptions, introduce analysis drift, or make results harder to audit, with particular attention to agent-assisted coding workflows and reproducible research.

This is free and open source software.

Key Features

  • Lints R and Python analysis code for patterns that may indicate hidden scientific commitments.
  • Checks LaTeX scientific reports for drift between written claims and registered analysis outputs.
  • Supports structured ANALYSIS_OK waivers to document accepted findings.
  • Provides command-line tools for linting files, directories, and report sources.
  • Includes rule sets covering issues such as silent error handling, label leakage, magic thresholds, unchecked merges, and numeric drift.

Website: github.com/arjunrajlaboratory/scilintr
Support:
Developer: Arjun Raj Laboratory
License: MIT License

scilintr is written in Python and R. Learn Python with our recommended free books and free tutorials. Learn R with our recommended free books and free tutorials.


Related Software

R Linters
lintrProvides static code analysis for R
jarlFast linter for R
flirParse and rewrite R code

Read our verdict in the software roundup.


Best Free and Open Source Software Explore our comprehensive directory of recommended free and open source software. Our carefully curated collection spans every major software category.

This directory is part of our ongoing series of informative articles for Linux enthusiasts. It features hundreds of detailed reviews, along with open source alternatives to proprietary solutions from major corporations such as Google, Microsoft, Apple, Adobe, IBM, Cisco, Oracle, and Autodesk.

You’ll also find interesting projects to try, hardware coverage, free programming books and tutorials, and much more.

Discovered a useful open source Linux program that we haven’t covered yet? Let us know by completing this form.
Subscribe
Notify of
guest
0 Comments
Oldest
Newest Most Voted