explain

Generate Mermaid dependency diagrams and role descriptions from codebases.

161|21|Updated Mar 26, 2026
One-click install
npx skills add https://github.com/softspark/ai-toolkit --skill explain-softspark
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: explain
Source: https://github.com/softspark/ai-toolkit/tree/main/app/skills/explain
Command: npx skills add https://github.com/softspark/ai-toolkit --skill explain-softspark

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Explain code, architectures, and concepts by producing visual diagrams that reveal structure and relationships.

Core Features & Use Cases

  • Generate a dependency graph (Mermaid) from source code to visualize imports and connections.
  • Produce high-level role descriptions and sequence-like flows to illustrate interactions.
  • Use cases include onboarding new engineers, documenting architecture, and explaining complex systems to non-developers.

Quick Start

Provide the path to your codebase and generate a Mermaid dependency diagram showing imports and interactions.

Frequently Asked Questions about explain

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

FAQPage Schema
How do I generate a dependency diagram from source code?

To generate a dependency diagram, provide the path to your codebase. The tool analyzes imports and outputs a Mermaid-compatible visualization showing component connections and interactions.

How do I visualize software architecture for onboarding new engineers?

You can visualize software architecture by producing Mermaid diagrams and high-level role descriptions from your codebase. This illustrates component relationships and data flows, making complex systems easier for new engineers to grasp.

Can I document code interactions and data flows using Mermaid diagrams?

Yes, you can document code interactions by generating sequence-like flows and dependency graphs. The tool outputs Mermaid-compatible diagrams that illustrate how different parts of your software interact.

What is the best way to explain complex codebases to non-developers?

The best way to explain complex codebases to non-developers is by generating visual diagrams. This tool produces Mermaid visualizations and high-level role descriptions that reveal system structure without requiring code knowledge.

Does this architecture visualization approach work for projects of any size?

Yes, this architecture visualization approach works for software projects of any size. It analyzes the provided codebase to map dependencies and component relationships regardless of the overall project scale.

What format are the code structure diagrams output in?

The code structure diagrams are output in Mermaid format. This allows you to render the generated dependency graphs and sequence-like flows directly in markdown files or documentation platforms.