Doc Polish

Organization

etherfunlab

doc-polish

Use when a document for people to read has passed fact-check and its wording needs a pass before publishing — the prose reads like model output, corporate or marketing tone, or the user asks to polish it (润稿). Not for drafts whose facts are still moving.

Overview

Publisher	etherfunlab
Repository	`workflow`
Skill name	`doc-polish`
Stars	75
Forks	17
Bundled files	Instructions only
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
Self-contained
Everything the model needs lives in the instructions — no extra files to sync.
Open source
Published by etherfunlab on GitHub. Read the source before you install it.

Installation

Install the Doc Polish AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/etherfunlab/workflow/tree/main/modules/publish/agent/skills/doc-polish
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/etherfunlab/workflow/tree/main/modules/publish/agent/skills/doc-polish

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/etherfunlab/workflow.git /tmp/workflow
mkdir -p .claude/skills
cp -r /tmp/workflow/modules/publish/agent/skills/doc-polish .claude/skills/doc-polish

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Doc Polish in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Doc Polish on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Doc Polish is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

doc-polish

Stage 2 of the finishing pipeline. Change wording, never facts.

Prerequisite: doc-fact-check has run and its findings are fixed.

Who runs it

The current session. The finished context is already here; sending the whole document elsewhere gains nothing.

Chinese prose → human-writing skill. English prose → humanizer skill.
The writing rules in this repo win over the skill's own bans (keep 「——」 and colons in technical documents; full-width commas in Chinese).
Conservative mode for technical content: code, commands, paths, tables, English terms and parallel list items are not rewritten for variety.

Commit the draft first

The polish diff must be reviewable on its own, separate from fact changes.

Read sentence by sentence

Read the body from start to end and judge each sentence on its own. No search-and-replace, no replace-all: the cut lists are criteria, not a dictionary, and the same word is a term in one sentence and a violation in the next. The precheck's mechanical checks are the only pattern-based ones.

Contrast constructions: flag, don't fix

List every "not A, but B" with its location and hand the list back to the author. Judging one needs to know whether anyone actually read A that way; that fact is outside the sentence. doc-review is the gate.

Tone

Plain and restrained. No hype, no slogans, no filler. Plans for the future stay, marked as plans. Whether numbers are right is fact-check's job.

Afterwards

Run {{PRECHECK_PATH}} <file.md>, then doc-review. Never run polish and review in parallel.

Frequently asked questions

What does the Doc Polish AI skill do?

Why use Doc Polish on TypingMind?

Because you install it once and use it with any model. Doc Polish is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Doc Polish in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/etherfunlab/workflow/tree/main/modules/publish/agent/skills/doc-polish. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Doc Polish?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Doc Polish?

As many as you like. As long as a model supports skills, you can use Doc Polish with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Doc Polish AI skill free?

Yes. It is published on GitHub by etherfunlab under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

doc-polish

Who runs it

Commit the draft first

Read sentence by sentence

Contrast constructions: flag, don't fix

Tone

Afterwards

Frequently asked questions

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