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/explain

Explains code/architecture with Mermaid diagrams and sequence flows. Triggers: what does X do, how does Y work, explain code, sequence diagram.

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ai-toolkit
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Install
$ npx -y skills add softspark/ai-toolkit --skill explain --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/explain

Context preview

The summary Claude sees to decide when to auto-load this skill.

Explains code/architecture with Mermaid diagrams and sequence flows. Triggers: what does X do, how does Y work, explain code, sequence diagram.

SKILL.md

explain.SKILL.md
name: explain
description: "Explains code/architecture with Mermaid diagrams and sequence flows. Triggers: what does X do, how does Y work, explain code, sequence diagram."
user-invocable: true
effort: medium
argument-hint: "[file or module path]"
agent: code-archaeologist
context: fork
allowed-tools: Read, Grep, Glob

Explain

$ARGUMENTS

Generates visual architecture explanations.

Output Format

1. High-Level Role

"This module handles [Responsibility]. It interacts with [Dependencies]."

2. Dependency Graph (Mermaid)

Generate a graph showing imports/exports.

graph TD
    A[AuthService] -->|uses| B[UserRepo]
    A -->|validates| C[Schema]
    D[Controller] -->|calls| A

3. Key Flows (Sequence)

If logical flows are detected:

sequenceDiagram
    User->>Controller: Login
    Controller->>Service: Validate
    Service->>DB: Check Creds
    DB-->>Service: Result
    Service-->>Controller: Token

Protocol

1. **Scan**: Read file contents to identify classes and functions. 2. **Link**: Identify imports to find collaborators. 3. **Visualize**: Generate standard Mermaid syntax.

Automated Dependency Graph

Run the bundled script to extract imports and generate a Mermaid diagram:

python3 ${CLAUDE_SKILL_DIR}/scripts/dependency-graph.py src/auth.py

Rules

  • **MUST** start from what the user already knows — if it is unclear, ask one question before explaining
  • **MUST** ground the explanation in the actual code (file:line references), not in generic framework theory
  • **NEVER** use an analogy when a direct definition is clearer — analogies add a translation step for the reader
  • **NEVER** produce a diagram that the text does not already justify — diagrams illustrate, they do not replace the explanation
  • **CRITICAL**: when the code base is large, scope the explanation to one entry point plus its immediate collaborators. Explaining "the whole system" in one pass fails for any non-trivial project.
  • **MANDATORY**: if the user asks for a short answer, give a one-paragraph summary without diagrams — not every request needs a Mermaid graph

Gotchas

  • Mermaid renders differently across GitHub, VS Code preview, and static generators. Features added post-2023 (e.g., class diagram relations, `accTitle`) may render as raw text on older renderers. Stick to the basic subset unless you know the target.
  • `dependency-graph.py` parses imports statically; dynamic imports (`__import__`, `importlib.import_module`, JavaScript `await import()`) are invisible. Note explicitly when the generated graph is likely incomplete.
  • Sequence diagrams have no notion of async vs sync. Two parallel calls render as sequential; distinguish with a `par` block or a note.
  • Architectural explanations that name "the service layer" or "the controller" leak framework jargon. If the project does not use those terms, use the project's own names — otherwise the reader is translating twice.
  • Long Mermaid graphs wrap awkwardly on narrow screens. For >20 nodes, split into a high-level graph and drill-down graphs rather than one giant diagram.

When NOT to Use

  • To critique or improve the code — use `/review` or `/refactor`
  • To find a specific function across the codebase — use `/explore` or `Grep`
  • To write the documentation that the explanation turns into — use `/docs`
  • For a full architecture audit or redesign — use `/architecture-audit`
  • When the user asks "why is this broken" — use `/debug`, not `/explain`
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