reproduce-papers

What problem does it solve?

This Skill helps researchers and practitioners turn scholarly papers into traceable, reproducible experiments by guiding them from initial reading to artifact inventory, runnable drafts, gap tracking, and result validation.

Core Features & Use Cases

• Paper reading to capture problem definition, inputs and outputs, core pipeline, interfaces, and evaluation setup.
• Artifact and environment inventory to pin down data, code, dependencies, hardware, and runtimes.
• Runnable draft construction to produce the smallest end-to-end path that verifies the main claim without requiring full fidelity.
• Gap tracking to log missing details, deviations, and supporting evidence for auditability.
• Result comparison to align reproduced results with the paper's claims and metrics.

Quick Start

Start from the paper, inventory artifacts and environments, build a minimal runnable draft, and record gaps with evidence for auditability.