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understand-chat

Query a JSON knowledge graph for codebase architecture and dependency mapping.

Updated Mar 26, 2026
Search Tags:#architecture#knowledge graph#codebase#dependency analysis#code navigation#grep
One-click install
npx skills add https://github.com/tedtv1007-ctrl/milk-skills-library --skill understand-chat-tedtv1007-ctrl
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: understand-chat
Source: https://github.com/tedtv1007-ctrl/milk-skills-library/tree/main/understand-chat
Command: npx skills add https://github.com/tedtv1007-ctrl/milk-skills-library --skill understand-chat-tedtv1007-ctrl

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the difficulty of understanding large, complex codebases by providing a structured, graph-based interface to explore relationships between files, functions, and architectural layers.

Core Features & Use Cases

  • Knowledge Graph Querying: Search for specific code nodes, summaries, and tags within a pre-generated knowledge graph.
  • Dependency Mapping: Visualize upstream and downstream connections, including imports and function calls, to understand the impact of changes.
  • Use Case: When onboarding to a new project, use this skill to identify which files belong to the authentication layer and how they interact with the database module.

Quick Start

Use the understand-chat skill to explain how the user authentication function connects to the database layer in this project.

Frequently Asked Questions about understand-chat

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

FAQPage Schema
How do I map code dependencies across files and functions in a large codebase?▼

To map code dependencies in a large codebase, query a JSON-based knowledge graph to navigate file, function, and class relationships. This reveals upstream and downstream connections like imports and calls to identify architectural logic flow.

Do I need a pre-generated knowledge graph to analyze code architecture?▼

Yes, you need a pre-generated .understand-anything/knowledge-graph.json file to analyze code architecture. The Skill queries this existing JSON file to perform semantic searches and edge analysis for mapping dependencies.

What is a knowledge graph used for in codebase navigation?▼

A knowledge graph is used in codebase navigation to provide a structured, graph-based interface for exploring relationships between files, functions, and architectural layers. It stores code nodes, summaries, and tags for semantic searching.

Can I visualize the impact of changes to an authentication layer and database module?▼

You can visualize the impact of changes to an authentication layer and database module by mapping upstream and downstream dependency connections within the knowledge graph. This identifies how specific files interact and affect connected architectural layers.

Does code navigation via a knowledge graph work better than grep for understanding project structure?▼

Code navigation via a knowledge graph provides structured architectural insights and dependency mapping by querying specific code nodes and edges. Unlike grep, it maps file, function, and class relationships to identify logic flow rather than matching text patterns.

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