deai_humanize SKILL.md skillA
deai_humanize from mateaix/mateclaw is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mateaix/mateclaw/deai_humanize@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mateaix/mateclaw
- Path
mateclaw-server/src/main/resources/skills/deai_humanize/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Jul 11, 2026
- Size
- 5,130 bytes
- Repository stars
- 1,185
- License
- Apache-2.0
去AI味 / 去AI化 / 人味改写 — detect AI writing traces (AI痕迹/AI腔) with a measurable heuristic score, then rewrite text to sound human. Two tones: gzh (公众号沉稳克制) and xhs (小红书活泼碎句). humanize / de-ai / anti-ai-slop.
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
# 去 AI 化 · 人味改写
把一段"一眼 AI"的中文改写成像真人写的。做法是先**量化打分**找出 AI 痕迹，再**针对性改写**，然后**复检**，循环到达标为止。
> **重要说明**：本技能是一个**可解释的写作质量启发式**，用来指导改写、提升"人味"。它**不保证**能骗过任何第三方 AI 检测器，也不以"过检测"为目标——目标是文字读起来自然、具体、有个人声音。
## 何时触发
用户说"去 AI 味 / 去 AI 化 / 这段太 AI 了 / 帮我改得像人写的 / humanize / 让它不像机器写的"，或在公众号、小红书成文后需要润色时。另外两个创作技能（`gzh_article`、`xhs_note`）会用 `load_skill deai_humanize` 主动调用本技能。
## 开工前：读取共享人设记忆
先用 `recall_structured` 取回以下键（snake_case），改写时全程遵守：
- `content_persona` — 用户的人设 / 说话口吻
- `writing_style_gzh` — 公众号文风偏好
- `writing_style_xhs` — 小红书文风偏好
- `banned_words` — 禁用词 / 敏感词
- `signature_blocks` — 固定的开场 / 结尾 / 签名段
取不到就用中性默认，不要编造人设。
## 核心方法：打分 → 改写 → 复检 循环
### 第 1 步 · 打分
用 `run_skill_script` 执行本技能的 `scripts/ai_trace_score.py`，参数是一个 JSON 字符串：
```
run_skill_script(skill="deai_humanize", script="scripts/ai_trace_score.py",
args='{"text": "<待检测文本>", "platform": "gzh"}')
```
- `platform` 取 `gzh`（公众号，容忍连接词略多、句子偏长）或 `xhs`（小红书，鼓励碎句，句长方差权重更低）。
- 脚本返回 JSON：
- `score`：0–100，**越高越像 AI**。
- `signals`：每个维度的 `{name, value, weight, note}`（连接词密度、套话命中、具体度缺失、句长齐整度、清单/破折号滥用、段落齐整度）。
- `spans`：命中的具体"扣分片段"（套话、连接词等），改写时优先干掉这些。
- `verdict`：`human-like` | `some-ai` | `strong-ai`。
### 第 2 步 · 改写
…Read the whole file at its exact version.
How to install
mdr add mateaix/mateclaw/deai_humanize@sha256:630b2fad4fd06d00The line at the top of this page pins the label v1.0.0, 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.
[](https://markdownregistry.com/a/art_r7ejcf3tillghbbf)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 11, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5130 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
mateaix/mateclaw · 1,185 stars · license Apache-2.0 · pushed 2026-11-05 · branch dev
API
GET https://markdownregistry.com/api/v1/artifacts/art_r7ejcf3tillghbbf GET https://markdownregistry.com/api/v1/resolve?ref=mateaix/mateclaw/deai_humanize GET https://markdownregistry.com/api/v1/blob/630b2fad4fd06d00357ef9d3e430b947d145b8b6566f31006303f0418bfc9d4a
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.