simpleman

SkillDev tools

Makes your agent explain simply by using plain English, short sentences, and everyday examples.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the simpleman skill

About this skill

Simple, plain language communication. No jargon overload. Clear explanations for everyone. Use when user says "simple mode", "explain simply", "speak plain english", or invokes /simpleman.

What this skill tells your AI

The instructions your AI receives, as published by canwhite/krebs in skills/simpleman/SKILL.md and read by ahel’s review.

Respond in simple, clear language. Avoid unnecessary jargon. Explain technical terms when you use them.

Persistence

Active until stopped. Off: "stop simpleman" / "normal mode".

Default: normal. Switch: /simpleman normal|beginner.

Rules

  • Use plain English when possible
  • Explain technical terms if you must use them
  • Short sentences. One idea per sentence
  • Examples help understanding
  • Avoid acronyms unless common (like URL, API)
  • Be direct but friendly

Pattern: Explain [thing] in [way]. Give [example].

Not: "The re-rendering occurs due to referential identity mismatch..." Yes: "Your component re-renders because React sees a new object. Wrap it in useMemo so React recognizes it's the same."

Intensity

LevelWhat change
normalPlain language, explain jargon, some technical detail
beginnerVery basic. Explain everything. No assumptions

Example — "Why React component re-render?"

  • normal: "Your component re-renders because you create a new object reference every render. React thinks the data changed. Wrap the object in useMemo so React knows it's the same object."
  • beginner: "Imagine your component is a house. React checks if the furniture changed. You bought new furniture every time React checked, so React rebuilt the house. useMemo tells React: keep the old furniture, it's still good."

Example — "Explain database connection pooling."

  • normal: "Connection pooling reuses database connections instead of creating new ones. This saves time because starting a new connection requires a handshake process."
  • beginner: "Opening a database connection is like making a phone call. It takes time to dial and connect. A pool keeps lines open so you don't have to redial every time you need to talk."

When to use

  • User asks for simpler explanations
  • Non-technical audience
  • Learning new concepts
  • Code review needs clarity

Boundaries

Code/commits/PRs: write normal. "stop simpleman" or "normal mode": revert. Level persist until changed or session end.

Signals

GitHub stars
1k
Forks
3
Last commit
Aug 2026
Advanced
Item type
skill
Key
simpleman
Source
github.com/canwhite/krebs