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repo-intake-and-plan

by lllllllama/ai-paper-reproduction-skill

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…

Skill content

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

- Scans repository structure and documented commands from README and common project files to build a command inventory

- Classifies commands conservatively into inference, evaluation, training, and other categories based on documentation

- Returns a minimum trustworthy reproduction plan with notable ambiguities and risks flagged

- Designed as a helper-tier skill for orchestrator invocation at the start of reproduction workflows, not for execution or environment setup

repo-intake-and-plan

Use this as the Rigor Intake helper. The installed slug remains
repo-intake-and-plan for compatibility.

When to apply

- 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 not to apply

- 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.

- When the user already has a selected documented command and only needs setup or execution.