# ai-research-reproduction

> Claude/Codex skill by [@lllllllama](https://github.com/lllllllama) · 504 stars · 311k installs · Updated 2026-05-27

Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow that reads the repository first, selects the smallest documented inference or evaluation target, coordinates intake, setup, trusted execution, optional trusted training, optional repository analysis, and optional paper-gap resolution, enforces conservative patch rules, records evidence assumptions deviations and human decision points, and writes the standardized \`repro\_outputs/\` bundle. Do not use for paper summary, generic environment setup, isolated repo scanning, standalone command execution, silent protocol changes, score chasing, or broad research assistance outside repository-grounded reproduction.

## Install

```sh
git clone https://github.com/lllllllama/RigorPilot-Skills /tmp/RigorPilot-Skills && ln -s /tmp/RigorPilot-Skills/skills/ai-research-reproduction ~/.claude/skills/ai-research-reproduction
```

## Links

- HTML page: https://omgskills.com/skills/lllllllama/rigorpilot-skills/ai-research-reproduction/
- GitHub: https://github.com/lllllllama/RigorPilot-Skills
- Author: [@lllllllama](https://github.com/lllllllama)

## More from this repo

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