repo-intake-and-plan — Skills

What it does

At the beginning of README-first reproduction work.

When the main skill needs a fast map of repo structure and documented commands.

When inference, evaluation, and training candidates must be classified conservatively.

When the user explicitly wants to inspect the repo first and not run anything yet.

When execution has already started and the task is now about running commands or writing outputs.

When the target is not a repository-backed reproduction task.

When the user only wants paper interpretation without repo inspection.

README-first repository scanner that extracts commands and classifies reproduction candidates without executing them.

Source

Repository: https://github.com/lllllllama/ai-paper-reproduction-skill

repo-intake-and-plan FAQ

What does the repo-intake-and-plan skill do?

Rigor Intake helper for README-first deep learning repo reproduction. Use when the task is specifically to scan a repository, read the README and common project files, extract documented commands, classify inference, evaluation, and training candidates, and return the smallest trustworthy reproduction plan to the main orchestrator. Do not use for environment setup, asset download, command execution, final reporting, paper lookup, or end-to-end orchestration. At the beginning of README-first reproduction work. When the main skill needs a fast map of repo structure and documented commands.

What does repo-intake-and-plan require?

When the main skill needs a fast map of repo structure and documented commands. When the user already has a selected documented command and only needs setup or execution.

How do I install repo-intake-and-plan?

Run: npx -y skills add https://github.com/lllllllama/ai-paper-reproduction-skill --skill repo-intake-and-plan --agent claude-code — the source lives at github.com/lllllllama/ai-paper-reproduction-skill.

Maintain repo-intake-and-plan?

Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.

[![repo-intake-and-plan on getagentictools](https://getagentictools.com/badge/skills/lllllllama-ai-paper-reproduction-skill-repo-intake-and-plan.svg)](https://getagentictools.com/skills/lllllllama-ai-paper-reproduction-skill-repo-intake-and-plan?ref=badge)

npx agentictools info skills/lllllllama-ai-paper-reproduction-skill-repo-intake-and-plan

The second line is the CLI lookup for this page — handy in READMEs and docs.