From lllllllama-ai-paper-reproduction-skill
Scans repositories to map structure, extract documented commands from READMEs/project files, classify inference/evaluation/training candidates, and plan minimal trustworthy AI reproduction.
npx claudepluginhub lllllllama/ai-research-workflow-skillsThis skill uses the workspace's default tool permissions.
- At the beginning of README-first reproduction work.
Orchestrates trustworthy, README-first reproduction of AI paper repositories: selects minimal inference/eval targets, coordinates intake/setup/execution/training/analysis, enforces conservative patches, records evidence/deviations, and generates standardized repro_outputs/ bundle.
Clones GitHub repos, analyzes source code architecture and principles, generates Markdown source interpretation and quick-start docs in working directory.
Performs first-pass strategic review of repositories, producing evidence-cited maps calibrated to reference classes to guide where to engage, tread carefully, or leave alone. Advisory only.
Share bugs, ideas, or general feedback.
Use references/repo-scan-rules.md and helper scripts under scripts/.