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zeptillionairplex
zeptillionairplexCOMMUNITY
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explore

Navigate codebases by reading _NODE.md files and generating exploration plans.

1|Updated Apr 1, 2026
Search Tags:#project structure#dependency analysis#navigation#code exploration#file planning
One-click install
npx skills add https://github.com/zeptillionairplex/karpathy-claude-code-prompt-principle --skill explore-zeptillionairplex
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: explore
Source: https://github.com/zeptillionairplex/karpathy-claude-code-prompt-principle/tree/main/.claude/skills/explore
Command: npx skills add https://github.com/zeptillionairplex/karpathy-claude-code-prompt-principle --skill explore-zeptillionairplex

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps developers quickly identify relevant project areas and files needed for tasks, reducing time spent manual exploration.

Core Features & Use Cases

  • Contextual Scoping: Determines the target domain or folder based on user requests to focus exploration.
  • Intelligent Reading: Reads _NODE.md files for structure and dependencies to facilitate focused understanding.
  • Plan Generation: Produces a detailed exploration plan specifying which files to modify, exclude, and verify, minimizing unnecessary file access. Use this for onboarding new codebases or efficient refactoring.

Quick Start

Use the explore skill to determine the key files and folders for a new code review or feature addition in your project.

Frequently Asked Questions about explore

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

FAQPage Schema
What is the best way to navigate a large codebase for a targeted edit?▼

Codebase navigation is streamlined by determining the contextual scope of your request, reading structural metadata, and generating a plan to minimize unnecessary file access.

How do I plan code exploration for onboarding new projects?▼

Plan code exploration for new projects by analyzing project structure and dependencies, which isolates relevant files and folders for focused system understanding.

Does dependency analysis help reduce unnecessary file access during system architecture reviews?▼

Dependency analysis reduces unnecessary file access during system architecture reviews by leveraging project structure data to exclude irrelevant files and verify only modified dependencies.

Can I use file planning to scope refactoring tasks without reading the entire repository?▼

File planning scopes refactoring tasks without reading the entire repository by producing a detailed exploration plan that specifies exactly which files to modify, exclude, and verify.

What are the limitations of automated code exploration when project structure metadata is missing?▼

Automated code exploration is limited when project structure metadata is missing, because the workflow relies on reading structural data files to determine target domains and facilitate focused understanding.

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