Atlas / Skills / florianbruniaux / Explain

ExplainCAUTION

skills/florianbruniaux/explain

The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
CC-BY-SA-4.0
Stars
6,123
01

Overview

The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.

Read from source at commit d90170da4369OBSERVED · 2026-10-07
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: explain
description: Explain code, concepts, or system behavior with adjustable depth levels
argument-hint: <file_or_concept>
effort: low
when_to_use: "Use when asking Claude to explain code, a function, an algorithm, or a concept."
---

# Code explainer

Explain code, concepts, or system behavior with adjustable depth levels.

## Purpose

Get clear explanations of:
- How specific code works
- Why certain patterns are used
- What a system/module does
- Architectural decisions and trade-offs

## Instructions

### Step 1: Determine scope

Identify what needs explanation:
- **File**: Entire file structure and purpose
- **Function/Method**: Specific implementation details
- **Concept**: Architectural pattern or design decision
- **Flow**: How data/control moves through the system

### Step 2: Assess complexity

```
Simple (1-2 min read)     → Quick summary, key points only
Standard (3-5 min read)   → Purpose, how it works, key decisions
Deep (10+ min read)       → Full breakdown, alternatives, trade-offs
```

### Step 3: Gather context

```bash
# For file explanations
head -50 "$FILE"  # See imports and structure

# For function explanations
grep -A 30 "function $NAME\|def $NAME\|fn $NAME" "$FILE"

# For module explanations
ls -la "$DIR"
cat "$DIR/index.ts" 2>/dev/null || cat "$DIR/__init__.py" 2>/dev/null
```

### Step 4: Structure the explanation

## Output format

---

### 📖 Explanation: [Target]

**Scope**: [file/function/concept/flow]
**Depth**: [simple/standard/deep]

### What it does

[1-3 sentences describing the purpose]

### How it works

[Step-by-step breakdown appropriate to depth level]

### Key decisions

| Decision | Why | Alternative |
|----------|-----|-------------|
| [choice made] | [reasoning] | [what else could work] |

### Example usage

```typescript
// How to use this correctly
```

### Related code

- `path/to/related.ts` - [relationship]
- `path/to/dependency.ts` - [relationship]

### 💡 Learning Notes (if --learn flag)

[Additional context for understanding the broader pattern]

---

## Depth levels

### Simple (`/explain --simple`)

```markdown
**validateUser()** checks if the user object has required fields
(email, password) and returns a boolean. Uses regex for email format.
```

### Standard (`/explain` - default)

```markdown
**validateUser(user: User): ValidationResult**

**Purpose**: Validates user input before database operations.

**Flow**:
1. Check required fields exist (email, password)
2. Validate email format with regex
3. Check password meets requirements (8+ chars, special char)
4. Return { valid: boolean, errors: string[] }

**Used by**: signup(), updateProfile()
```

### Deep (`/explain --deep`)

```markdown
[All of standard, plus:]

**Design Decisions**:
- Returns ValidationResult instead of throwing to allow batch validation
- Regex chosen over library for zero dependencies
- Password rules configurable via config.ts

**Trade-offs**:
- Pro: Fast, no dependencies
- Con: Regex email validation isn't RFC-compliant

**Alternatives Considered**:
- Zod schema: More powerful but adds 50KB
- Class-validator: Better for decorators but OOP-heavy
```

## Usage examples

**Explain a file:**
```
/explain src/auth/middleware.ts
```

**Explain a function:**
```
/explain the handleWebhook function in payments.ts
```

**Explain a concept:**
```
/explain how our event sourcing works
```

**Explain with specific depth:**
```
/explain --deep the authentication flow
/explain --simple what useCallback does
```

**Explain for learning:**
```
/explain --learn the repository pattern used here
```

## Tips

1. **Be specific**: "Explain line 45-60" > "Explain this file"
2. **State your level**: "I'm new to TypeScript" helps calibrate
3. **Ask follow-ups**: "Why not use X instead?" deepens understanding
4. **Request analogies**: "Explain like I'm familiar with Python but not TS"

$ARGUMENTS
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (2)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
whitepapers/recap-cards/en/_extensions
whitepapers/recap-cards/en/_extensions
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
whitepapers/recap-cards/fr/_extensions
whitepapers/recap-cards/fr/_extensions
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha d90170da4369full audit observations/trust-audit/skill/florianbruniaux__explain.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-07d90170da4369CAUTIONB89first audit
05

Questions

What does the Explain skill do?

The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.

Is Explain safe to install?

With care. The audit graded it B (89/100) and found 2 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Explain access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (d90170da4369), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.

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