Plain Language

把繞口、術語堆疊、一句話塞三個概念的 AI 回覆或技術文字，改寫成人類一眼看懂的白話 —— 中文走中文的規則，英文走英文的規則，且都不改變原意。Rewrites convoluted AI output and technical writing into plain language a human gets on the first read; Chinese and English each have their own rule set. 當用戶說「白話」「翻成人話」「太繞口」「看不懂」，或說 "plain English"、"simplify this"、"too wordy"，或當你自己正要輸出一段密度過高的解釋時，載入這個 skill。

6 starsAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add olivervvvv/plain-language-skill --skill plain-language

Manual install

git clone --depth 1 https://github.com/olivervvvv/plain-language-skill.git /tmp/plain-language-skill
mkdir -p ~/.claude/skills
cp -r /tmp/plain-language-skill/. ~/.claude/skills/plain-language

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# plain-language：把 AI 話翻成人話 / Plain-language rewriting

> 目標讀者是**忙、聰明、但沒空解碼**的人。他要的是「看一遍就懂」，不是「讀三遍才懂」。
> The reader is busy, smart, and has no time to decode. They want to get it on the first read.

## 先選語言軌 / Pick the language track first

中文和英文的病灶不一樣，改法也不一樣。**不要把一種語言的規則套到另一種上。**
Chinese and English fail in different ways and need different fixes. **Do not port one language's rules onto the other.**

| 輸出語言 Output | 讀這份 Read |
| --- | --- |
| 繁體中文 Traditional Chinese | `references/zh-TW.md` |
| English | `references/en.md` |

舉例：中文的頭號病灶是「一句話塞三個概念、沒有斷點」；英文的頭號病灶是「被動語態藏掉主事者」和「名詞疊名詞」。兩者的解法沒有交集。
Example: Chinese's worst habit is cramming three ideas into one unbroken sentence; English's is agentless passive voice and noun stacking. The fixes don't overlap.

如果 `references/_private-examples.md` 存在，一併讀取 —— 那是本機專屬的真實案例，不會進版控。
If `references/_private-examples.md` exists, read it too — local-only real cases, never committed.

**本檔案是兩軌共用的部分** —— 紅線、長文結構、自檢、什麼時候不要用。語言層的診斷、改寫規則、範例都在 `references/` 裡。
**This file holds what both tracks share** — the red line, long-form structure, the checklist, and when not to apply this. Language-level diagnosis, rewrite rules, and examples live in `references/`.

## 0. 唯一紅線：可以變好懂，不可以變不對 / The one red line

白話化 **不等於** 簡化。以下一律原封保留，寧可句子長一點：
Plain language is **not** simplification. Preserve these verbatim, even at the cost of a longer sentence:

- 數字、單位、比較基準 / numbers, units, baselines（`+5.3%` 不能變「表現不錯」／not "solid results"）

Read the full skill on GitHub

Details

Skill name: plain-language
Repository: olivervvvv/plain-language-skill
License: MIT
Repo updated: 2 September 2026

FAQ

What does the Plain Language skill do?

How do I install the Plain Language skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add olivervvvv/plain-language-skill --skill plain-language. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Plain Language popular?

It lives in olivervvvv/plain-language-skill, which has 6 GitHub stars and 0 forks.

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