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lllllllamarepo-intake-and-plan

Mechanism

When It Triggers · How It Works · What It Produces

Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.

Trigger Timing

At the start of README-first deep learning repo reproduction, when the orchestrator needs a fast repo map and documented commands before any execution.

Working Mechanism

  • Scan repo structure and read README plus common project files
  • Use scripts/scan_repo.py and scripts/extract_commands.py to extract documented commands
  • Classify candidates into inference, evaluation, training, other per references/repo-scan-rules.md
  • Return smallest trustworthy reproduction plan with ambiguity/risk list

Outcome

A concise repo summary, command inventory, candidate categories, and minimal reproduction recommendation for the orchestrator to consume.

Use Cases

Two Typical Use Cases

Scenario 01

Pre-reproduction repo scan for safe planning

A researcher receives a new deep learning repo and wants to reproduce its inference result. Before setting up environments or running code, they invoke this skill to scan structure, extract README commands, and classify candidates. The skill returns a minimal trustworthy plan and risk list, helping the researcher avoid premature execution and choose the smallest safe target.

Scenario 02

Orchestrator repo intake before delegation

An orchestrator skill coordinating reproduction needs a fast repo map. It calls repo-intake-and-plan to read files, extract commands via scripts, and classify inference/eval/training candidates. The returned concise summary and minimal plan let the orchestrator delegate setup and run to other skills without blind decisions or heavy upfront work.

Skill Relationships

Which Skills I Use · Which Skills Use Me

Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.

Tier 1 · These Skills Use Me

Tier 2 · Current Skill

  • repo-intake-and-planWorkflow

Tier 3 · I Use These Skills

  • No explicit dependency on other Skills

Full Relationship Graph

Browse this skill's relationships within its skillset. Click a node to switch the side panel; use the search box to jump to any skill.

Skill File

SKILL.md

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