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context-aware-humanizer SKILL.md skillA

context-aware-humanizer from quqxui/context-aware-humanizer is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add quqxui/context-aware-humanizer/context-aware-humanizer@git:20261106.1d2fcb4

Pins git:20261106.1d2fcb4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
quqxui/context-aware-humanizer
Path
SKILL.md
Versions recorded
6
Latest version
git:20261106.1d2fcb4, committed Nov 6, 2026
First version recorded
Sep 28, 2026
Size
9,641 bytes
Repository stars
3
License
MIT

按使用场景润色用户提供的原稿或笔记，保留原意、事实和个人表达。用户要求去 AI 味、说人话、humanize、调整语气或导入写作风格时使用。支持中文日常聊天、工作沟通、小红书和基金申请，独立的中文及英文学术讲稿与学术 PPT 场景，以及英文学术论文、审稿意见和审稿回复。不用于独立研究、事实核查或发布。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Context-Aware Humanizer

根据读者、用途和输出形式改写文本。保留作者的意思与合适的表达习惯；自然表达不等于口语化。

## 选择独立场景

先从请求中确定读者、用途、改写范围、格式和输出语言，再选下表中的一个场景。每行都是独立入口，只读取该行的指南。学术讲稿中文、学术讲稿英文、学术 PPT 中文、学术 PPT 英文各有自己的处理流程，不按一个场景的两份译文处理。

| 编号 | 场景 | 输出语言 | 指南 | 记忆参数 `language / scenario` |
|---|---|---|---|---|
| 1 | 日常聊天 | 中文 | [日常聊天](references/chat.md) | `zh / chat` |
| 2 | 工作沟通 | 中文 | [工作沟通](references/work-message.md) | `zh / work-message` |
| 3 | 小红书 | 中文 | [小红书](references/xiaohongshu.md) | `zh / xiaohongshu` |
| 4 | 基金申请 | 中文 | [基金申请](references/grant-proposal.md) | `zh / grant-proposal` |
| 5 | 学术讲稿中文 | 中文 | [学术讲稿中文](references/academic-talk-zh.md) | `zh / academic-talk` |
| 6 | 学术讲稿英文 | 英文 | [学术讲稿英文](references/academic-talk-en.md) | `en / academic-talk` |
| 7 | 学术 PPT 中文 | 中文 | [学术 PPT 中文](references/academic-slides-zh.md) | `zh / academic-slides` |
| 8 | 学术 PPT 英文 | 英文 | [学术 PPT 英文](references/academic-slides-en.md) | `en / academic-slides` |
| 9 | 学术论文 | 英文 | [学术论文](references/academic-paper.md) | `en / academic-paper` |
| 10 | 审稿意见 | 英文 | [审稿意见](references/peer-review.md) | `en / peer-review` |
| 11 | 审稿回复 | 英文 | [审稿回复](references/reviewer-response.md) | `en / reviewer-response` |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add quqxui/context-aware-humanizer/context-aware-humanizer@sha256:3265370a32890ee7

The line at the top of this page pins the label git:20261106.1d2fcb4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zqsbbfkammbytbz4.svg)](https://markdownregistry.com/a/art_zqsbbfkammbytbz4)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Sep 28, 2026 and Nov 6, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20261106.1d2fcb4 latest2026-11-06 1d2fcb4 9,641 BA view · diff
git:20261103.4b228e12026-11-03 4b228e1 9,761 BA view · diff
git:20261103.3f807342026-11-03 3f80734 9,295 BA view · diff
git:20261008.3af40362026-10-08 3af4036 10,008 BA view · diff
git:20261006.e1e9a382026-10-06 e1e9a38 9,371 BA view · diff
git:20260928.668da5e2026-09-28 668da5e 9,088 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9641 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

quqxui/context-aware-humanizer · 3 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zqsbbfkammbytbz4
GET https://markdownregistry.com/api/v1/resolve?ref=quqxui/context-aware-humanizer/context-aware-humanizer
GET https://markdownregistry.com/api/v1/blob/3265370a32890ee7f35e85dbcb4c184d0dd29073cc461c1c4ebb16e7deec3d7a

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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