dumb-it-down
Skill8 starsChanged 6 months agoMITView on GitHub
Explain confusing ideas in extremely plain language, using simple references, analogies, examples, and step-by-step breakdowns. Use when the user asks to dumb something down, simplify, explain like they are new to the topic, make a problem easier to understand, turn dense writing into plain English, unpack jargon, or create beginner-friendly explanations for technical, business, academic, legal, medical, financial, or code-related material.
1 other project uses a version of this.
Adopted by
Most recently taken up by
- breadoncee/dumb-it-downtheir own version, first seen Oct 13, 2026
Other versions1 project uses a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 1
- breadoncee/dumb-it-down★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository12 other files it gives its agents.
- create-issueSkill
- falsify-projectSkill
- from-issueSkill
- github-repo-hygieneSkill
- new-featureSkill
- overengineering-reviewSkill
- project-doc-scaffolderSkill
- system-diagrammerSkill
- test-writerSkill
- to-adrSkill
- verify-projectSkill
- zero-techdebtSkill
The file
We split this skill into the rules it gives an agent
9 rules. About 0 are common, 9 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈9
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 18
Use a concrete reference: an everyday analogy, a mini story, a small worked example, a diagram-like list, or a comparison to something …
- Distinctive: line 23
Default to this structure unless the user asks for another format:
- Distinctive: line 29
Tiny recap: only if needed.
- Distinctive: line 33
Use references in two ways:
- Distinctive: line 35
Source references: use the user's source text, local files, docs, official pages, or other reliable material to keep the simplified …
- Distinctive: line 36
Understanding references: use everyday comparisons, small examples, or familiar mental models to make the idea stick.
- Distinctive: line 38
Read references/simplification-patterns.md when choosing how to simplify a dense or unfamiliar topic.
- Distinctive: line 44
Avoid condescension. "Simple" should feel respectful, not childish.
- Distinctive: line 45
Keep accuracy ahead of simplicity.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Dumb It Down
Overview
Turn hard material into an explanation that feels easy to hold in the user's head. Prefer concrete references, tiny examples, and plain words over cleverness.
Workflow
- Identify the thing being explained, the likely audience, and what the user is trying to do with the explanation.
- Preserve the correct meaning before simplifying. If the topic is high-stakes, current, niche, or source-dependent, consult reliable references before explaining.
- Split the idea into the fewest useful parts. Start with the core point, then add details in layers.
- Replace jargon with ordinary words. If a technical term must remain, define it in one short sentence.
- Use a concrete reference: an everyday analogy, a mini story, a small worked example, a diagram-like list, or a comparison to something familiar.
- End with a quick recap or "what to remember" section when the topic has multiple moving pieces.
Output Shape
Default to this structure unless the user asks for another format:
- One-sentence version: the simplest truthful summary.
- Plain-English breakdown: 3-7 short points in logical order.
- Simple reference: an analogy, example, or comparison that makes the idea easier to picture.
- Why it matters: the practical consequence or decision the user can make from it.
- Tiny recap: only if needed.
Reference Use
Use references in two ways:
- Source references: use the user's source text, local files, docs, official pages, or other reliable material to keep the simplified explanation accurate.
- Understanding references: use everyday comparisons, small examples, or familiar mental models to make the idea stick.
Read references/simplification-patterns.md when choosing how to simplify a dense or unfamiliar topic.
Style Rules
- Use short sentences.
- Prefer common words.
- Avoid condescension. "Simple" should feel respectful, not childish.
- Keep accuracy ahead of simplicity. Do not erase important exceptions when they change the meaning.
- State uncertainty clearly when the source material is incomplete.
- For high-stakes topics, include a brief note that the explanation is simplified and should not replace expert advice.
Examples
User: "Dumb down vector databases."
Response pattern:
- One-sentence version: "A vector database helps computers find things by meaning, not just exact words."
- Plain-English breakdown: explain embeddings, similarity search, storage, and retrieval.
- Simple reference: compare it to finding songs with a similar vibe instead of the exact same title.
User: "Explain this contract clause like I'm new to contracts."
Response pattern: explain what the clause lets each party do, what risk it creates, and what question the user might ask a lawyer.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

