paper2code

Why we included this project

Turning an arxiv paper into working code usually means hunting through appendices for hyperparameters and reconciling prose that contradicts the equations. paper2code is a Claude Code skill that takes a paper URL and generates a minimal Python implementation, with each line of code citing the exact section and equation it comes from. Before generating anything, it audits the paper and marks every implementation choice as specified, partially specified, or unspecified, so you can tell at a glance what the paper actually defines and what the model had to guess. Unspecified details get flagged with [UNSPECIFIED] comments rather than silently invented, and the skill also writes reproduction notes alongside the code. That makes it a solid starting point for researchers, students, or engineers who want a verifiable baseline to build on instead of a plausible-looking implementation they can't trust.