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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.