understand-explain

Analyzes code components using a pre-existing knowledge graph to map dependencies and function chains.

Updated Mar 26, 2026
One-click install
npx skills add https://github.com/tedtv1007-ctrl/milk-skills-library --skill understand-explain-tedtv1007-ctrl
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: understand-explain
Source: https://github.com/tedtv1007-ctrl/milk-skills-library/tree/main/understand-explain
Command: npx skills add https://github.com/tedtv1007-ctrl/milk-skills-library --skill understand-explain-tedtv1007-ctrl

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the difficulty of navigating complex codebases by providing a structured, graph-based explanation of how specific files, functions, or modules interact within the larger system.

Core Features & Use Cases

  • Knowledge Graph Navigation: Leverages a pre-generated knowledge graph to map dependencies, imports, and architectural layers.
  • Contextual Analysis: Provides clear explanations of code components, including their role, internal structure, and external connections.
  • Use Case: When you encounter an unfamiliar module in a large project, use this skill to identify its dependencies, understand its purpose in the architectural layer, and trace its data flow without reading the entire repository.

Quick Start

Use the understand-explain skill to provide a deep-dive analysis of the function verifyToken located in the src/auth/login.ts file.

Frequently Asked Questions about understand-explain

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

FAQPage Schema
How do I understand a specific function in a large codebase without reading the whole project?

Codebase architecture analysis works by mapping file dependencies, function call chains, and module roles using a knowledge graph. It leverages pre-generated nodes, edges, and architectural layers to provide contextual explanations of how specific files and modules interact within the larger system.

How do I analyze file dependencies and module layers for code refactoring?

To analyze file dependencies and module layers for code refactoring, you trace imports and call chains using a knowledge graph. This maps the structural connections between modules, clarifying their architectural roles and external connections to guide safe refactoring decisions.

Do I need a knowledge-graph.json file to map code architecture?

Yes, a pre-existing knowledge-graph.json file is required to perform codebase architecture analysis. This file supplies the mapped nodes, edges, and layers needed to accurately trace function call chains, map file dependencies, and explain the contextual role of specific components.

What is the best way to trace function call chains in an unfamiliar module?

The best way to trace function call chains in an unfamiliar module is by leveraging a knowledge graph to navigate the architecture. This method identifies the module's dependencies, its architectural layer, and its data flow without requiring manual reading of the entire codebase.

What are the limitations of using a knowledge graph for code analysis?

A limitation of using a knowledge graph for code analysis is the strict requirement for a pre-generated knowledge-graph.json file. Without this pre-existing map of nodes, edges, and architectural layers, the skill cannot accurately trace dependencies or provide contextual explanations of the codebase.