text-polisher SKILL.md skillA
text-polisher from zju-real/easel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zju-real/easel/text-polisher@git:20261012.0d53744Pins git:20261012.0d53744 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zju-real/easel
- Path
skills/builtin/text-polisher/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261012.0d53744, committed Oct 12, 2026
- Size
- 4,664 bytes
- Repository stars
- 4,469
- License
- Apache-2.0
文本润色打磨：七轮聚焦扫描（清晰度/语气/价值感/证据/具体性/情感/风险） + 去 AI 感改写（砍填充短语、打破公式化结构、主动语态、变化节奏）。 当用户说"帮我改一下"、"润色"、"文案打磨"、"编辑文案"、 "去 AI 感"、"太像 AI 了"、"改自然"、"校对"、"文案优化"时使用。 合并了原 copy-editing（系统化编辑）和 stop-slop（去 AI 感）的能力。.
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
# 文本润色 > 两刀流打磨：系统化编辑提升质量 + 去 AI 感让文字像人写的。 ## 输入 用户提供待编辑的文案文本。可选附加信息： 1. **文案目标** — 品牌认知 / 转化 / 留存 2. **侧重** — 全面打磨 / 只去 AI 感 / 只改语法风格 3. **语言** — 中文 / 英文 / 双语 4. **证据素材** — 可用的数字、评价、案例 ## 输出 ``` === 修改后文案 === （完整修改后文本） === 评分 === | 维度 | 分数 (1-10) | 说明 | |------|------------|------| | 清晰度 | X | 是否直接明了？ | | 节奏感 | X | 长短句变化？ | | 真实感 | X | 像人写的还是 AI？ | | 价值密度 | X | 还有可以删的吗？ | | 语气匹配 | X | 与目标受众/品牌一致？ | | 总分 | XX/50 | | === 主要修改 === - 修改点 1 - 修改点 2 ... ``` **两道门（顺序固定，都过才交付）：** 1. **AI 味专项自检（前置门）** — 中文用 `references/zh-ai-markers.md` 五维（直接性/节奏/信任度/活人感/精炼度），阈值 **≥45/50**；不过先改到过，别急着评综合。 2. **通用润色五维（综合质量门）** — 上表五维，阈值 **≥35/50**；不过继续改。 先过 AI 味门，再过综合门——两者量纲相同但把关维度不同，不要混用。 ## 执行步骤 ### 第一阶段：七轮聚焦扫描 每轮只关注一个维度，不做全面修改： | 轮次 | 维度 | 检查什么 | |------|------|---------| | 1 | 清晰度 | 主旨是否 5 秒内可抓取？有没有模糊语句？ | | 2 | 语气 | 是否匹配目标受众？品牌一致性？ | | 3 | 价值感 | 每段是否提供具体价值？能否加数字/案例？ | | 4 | 证据 | 论点有没有支撑？数字是否准确？ | | 5 | 具体性 | "节省时间"→"每周报告从 4 小时缩短到 15 分钟" | | 6 | 情感 | 是否与读者建立连接？有没有共鸣点？ | | 7 | 风险 | 是否有歧义、冒犯、法律风险？ | ### 第二阶段：去 AI 感改写 加载清除清单 → `references/phrases-to-remove.md` 加载回避结构 → `references/structures-to-avoid.md` 中文文本 → `references/zh-ai-markers.md`（中文禁用词/标点/句式/活人感，含小红书平台特化） **8 条核心规则：** …
Read the whole file at its exact version.
How to install
mdr add zju-real/easel/text-polisher@sha256:6576f47f0176d6d5The line at the top of this page pins the label git:20261012.0d53744, 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_4rikbdacwuajgfud)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 12, 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 (4664 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
zju-real/easel · 4,469 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4rikbdacwuajgfud GET https://markdownregistry.com/api/v1/resolve?ref=zju-real/easel/text-polisher GET https://markdownregistry.com/api/v1/blob/6576f47f0176d6d5f86fe176138bd7b36f956b84d3799174d35abeae15b72fcb
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.