repo-intake-and-plan

Scans READMEs and project files to extract documented commands and classify them into inference, evaluation, or training categories.

515|11|Updated Mar 30, 2026
One-click install
npx skills add https://github.com/lllllllama/ai-research-workflow-skills --skill repo-intake-and-plan
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: repo-intake-and-plan
Source: https://github.com/lllllllama/ai-research-workflow-skills/tree/main/skills/repo-intake-and-plan
Command: npx skills add https://github.com/lllllllama/ai-research-workflow-skills --skill repo-intake-and-plan

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Narrow helper for README-first AI repo reproduction: quickly scan a repository's README and common project files to extract documented commands, classify inference/evaluation/training candidates, and present the smallest trustworthy reproduction plan to the orchestrator.

Core Features & Use Cases

  • Read README and project files to inventory documented commands.
  • Classify commands into inference, evaluation, and training categories with conservative discipline.
  • Produce a minimal, auditable reproduction plan for orchestration teams and researchers.

Quick Start

Scan a repository's README and common project files to extract documented commands and return the smallest trustworthy reproduction plan.

Frequently Asked Questions about repo-intake-and-plan

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract documented commands from a README to reproduce an AI repository?

To extract documented commands from a README for AI repository reproduction, this Skill scans project files and README-driven signals to inventory commands and return a structured reproduction plan. It identifies explicit execution instructions for inference, evaluation, and training scenarios.

What is the best way to classify repo commands into inference, evaluation, or training tasks?

Classifying repo commands into inference, evaluation, or training tasks is handled by scanning README evidence and config files. The Skill applies conservative classification discipline, relying strictly on explicit documentation to categorize potential execution candidates.

How do I generate a minimal reproducible plan for an AI repository?

Generating a minimal reproducible plan for an AI repository involves mapping documented commands and proposing the smallest trustworthy target. The Skill outputs an auditable reproduction plan based on README workflows and project scripts suitable for orchestration.

Can I use this to scan project files for reproducible work without running the code?

Yes, you can use this to scan project files for reproducible work without running code. It safely reads README files and project configurations to extract static command signals and generate a reproduction plan without executing the actual repository scripts.

Does the repository reproduction planner require explicit README evidence for command classification?

Yes, the repository reproduction planner requires explicit README evidence for command classification. It enforces conservative classifications by relying strictly on documented signals in README files and common project workflows rather than inferring commands from source code.