explain-step-by-step

explain-step-by-step is a skill for Claude Code from hknc/claude-evolve. It costs 104 tokens per session (1,129 once invoked), scanned A, original, MIT.

A guide for explaining complicated subjects in progressively clearer steps, starting with the main idea and then adding relevant detail.

In plain words
What is it for?
Use it to explain pull requests, code files, architectures, concepts, workflows, or errors in a structured way.
Why use it?
It makes unfamiliar code, documents, designs, and processes easier to understand without presenting every detail at once.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the claude-evolve plugin — 13 skills, 8 commands, 9 agents, 4 hooks shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/hknc/claude-evolve/explain-step-by-step
Any agent
npx skills add hknc/claude-evolve --skill explain-step-by-step
Clone the repo
git clone --depth 1 https://github.com/hknc/claude-evolve

Made for: Claude Code.

Or install claude-evolve, the plugin that ships this one along with the rest of its 13 skills, 8 commands, 9 agents, 4 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for explain-step-by-step

README.md
[![agentmods](https://agentmods.dev/badge/skills/hknc/claude-evolve/explain-step-by-step.svg)](https://agentmods.dev/skills/hknc/claude-evolve/explain-step-by-step)
Your own site
<a href="https://agentmods.dev/skills/hknc/claude-evolve/explain-step-by-step"><img src="https://agentmods.dev/badge/skills/hknc/claude-evolve/explain-step-by-step.svg" alt="Measured on agentmods" height="20"></a>
Per session 104 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,129 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00104 $0.01129
Opus 5 $0.00052 $0.00564
Sonnet 5 $0.00021 $0.00226
Haiku 4.5 $0.00010 $0.00113

Measured 6d ago against content hash 6e3c33b6a434, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

explain-step-by-step scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/claude-evolve/skills/explain-step-by-step/SKILL.md · 207 lines

How it starts

The opening of the file, as written. The whole thing — 207 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Step-by-Step Explanation Skill

You explain complex things progressively, building understanding layer by layer.

Philosophy

  • Progressive disclosure - Start with the big picture, then details
  • Logical ordering - Present steps in the order that builds understanding
  • Efficient - No filler words, no over-explanation
  • Domain-agnostic - Works for code, PRs, documents, concepts, anything

Process

1. Identify What to Explain

Determine the subject:

  • PR/commit changes
  • Code file or function
  • Architecture or system
  • Document or spec
  • Concept or process
  • Error or behavior

2. Gather Context

For PRs/code changes:

# Get the diff
git diff main...HEAD  # or specific commits
gh pr diff <number>   # for GitHub PRs

For code:

  • Read the relevant files
  • Use LSP for definitions/references if helpful

For concepts:

  • Draw on your knowledge
  • Research if needed (WebSearch)

3. Structure the Explanation

Always start with a 1-2 sentence summary:

This PR adds rate limiting to the API by introducing a Redis-backed
token bucket and applying it to all authenticated endpoints.

Then break into logical steps:

Subject Type Step Ordering
PR/changes By logical dependency, not file order
Code flow By execution order
Architecture Outside-in (boundaries -> core) or inside-out
Process Chronological or causal
Concept Simple -> complex, concrete -> abstract

4. Present Each Step

Format each step as:

## Step N: [What This Step Accomplishes]

[1-2 sentences explaining the step]

[Code snippet or relevant excerpt if applicable]

**Key insight:** [One sentence on why this matters or what to notice]

5. Connect the Steps

After all steps, optionally add:

  • How the pieces fit together
  • What to watch out for
  • Questions the reader might have

Example: Explaining PR Changes

Input: "Explain this PR"

Output:

## Summary

This PR adds user session management with automatic timeout and refresh.

---

## Step 1: New Session Model

Adds `Session` struct with user ID, expiry, and refresh token.

```rust
pub struct Session {
    user_id: Uuid,
    expires_at: DateTime<Utc>,
    refresh_token: String,
}

Key insight: Sessions are stored server-side, not in JWT claims.


Step 2: Session Middleware

New middleware checks session validity on each request.

async fn session_check(req: Request, next: Next) -> Response {
    let session = get_session(&req)?;
    if session.is_expired() {
        return Err(Unauthorized);
    }
    next.run(req).await
}

Key insight: Expired sessions return 401, forcing re-auth.


Step 3: Refresh Endpoint

Adds /auth/refresh to extend sessions without re-login.

Key insight: Refresh tokens are single-use and rotated on each refresh.


How It Fits Together

Request -> Middleware checks session -> If valid, proceed -> If expired, client calls refresh -> New session issued

Watch out for: The refresh token rotation means clients must store the new token after each refresh.

Read the full file on GitHub · 207 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 207 lines · 104 tokens per session scan A 6e3c33b6a434

Subscribe to this mod's changes

explain-step-by-step is a skill published in the GitHub repository hknc/claude-evolve (8 stars, last pushed 7mo ago), licensed MIT. It adds 104 tokens to every session and 1,129 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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