repo-intake-and-plan
Installation
Summary
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
SKILL.md
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.
Installs
139.7K
Repository
lllllllama/ai-paper-reproduction-skillGitHub Stars
412
First Seen
Mar 30, 2026
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