lieflat-less-ai-tone SKILL.md skillA
lieflat-less-ai-tone from larashero3-dotcom/lieflat-less-ai-tone is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add larashero3-dotcom/lieflat-less-ai-tone/lieflat-less-ai-tone@git:20261027.4da0082Pins git:20261027.4da0082 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- larashero3-dotcom/lieflat-less-ai-tone
- Path
SKILL.md- Versions recorded
- 5
- Latest version
- git:20261027.4da0082, committed Oct 27, 2026
- First version recorded
- Aug 20, 2026
- Size
- 27,856 bytes
- Repository stars
- 6,812
- License
- a license file GitHub does not identify
三层去 AI 味：脚本检测出分级报告（A 机械改/B 建议改/C 只报告/X 已否决/F 指纹）+ 语义层判读（同义重命名/衔接连环/结论冒号/同构三连），先向用户交付专业、可读的改前报告，列出本篇指标、研究显著性、原文例句和具体改法；收到用户回复后按白名单规则改写，复测并生成前后对比报告（默认 Markdown，与文稿同格式）。规则基于两轮实测（629 篇对照 + 270 对同题同事实配对复测）整理。适用于写作完成后的成稿清理。.
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味 v2 识别并改写文本中的 AI 写作痕迹。工作顺序是**先检测、用指标与例句讲清发现和改法、等待用户回复、再改写与复测交付**。报告要专业且容易读懂：说明哪些特征在研究语料中显著，本篇实际命中了多少，以及为什么这些位置值得改。模型负责逐条筛选，不把几十个候选和比喻清单交给用户逐项决策。用户回复「按建议改」即可继续，也可以一句话调整范围。规则基于两轮实测：第一轮 629 篇对照语料，第二轮 270 对同题同事实配对复测 + 43 万次语义判断。配对复测推翻了 v1 的三条规则（见「X 级清单」），这部分规则只出现在检测报告里，永不执行。 检测分三层分工：**数得出符号的归脚本**（detect.py 正则/结构指标），**要理解句意的归语义层**（本会话模型按 [references/semantic-criteria.md](./references/semantic-criteria.md) 的封闭判据逐条判断），**机器间共识不够的归人审**（比喻贴切度、暗喻、拟人化喻体——报告里只列人审区，模型不判）。 ## 工作流（必须按顺序） ### 第一步：脚本检测 ```bash python3 scripts/detect.py <文件或目录> [--max-hits 5] [--json] ``` 拿到分级报告。各级含义和判级依据见 [DETECT.md](./DETECT.md)。**改前这次务必带 `--json` 存档**（第四步对比报告要用）。 ### 第 1.5 步：语义层判读（单篇必跑，目录批量可选） ```bash python3 scripts/detect.py <文件> --candidates --out /tmp/candidates.json ``` 对抽出的四类候选（同义重命名段 / 段间衔接接口 / 冒号句 / 三连同构组），按 [references/semantic-criteria.md](./references/semantic-criteria.md) 的判据逐条给出 `label`/`confidence`/`reason`，写回 JSON。判断纪律（43 万次打标的教训）：只按判据判不按整体感觉、每条独立判断不看全文、拿不准选兜底标签、禁止自造标签。 单篇 3000 字约 40-80 条候选，会话内直接判，token 开销可忽略。判完按判据文件末尾的汇总口径算四个数：重命名 次/段、最长连环、结论冒号占比、高度同构三连数。 ### 第二步：给用户看检测结果和建议，等待回复 读完脚本报告和语义层四项汇总后，向用户交付一份**专业、可读的改前检测报告**，并在此结束本轮。篇幅随文章和问题数量而定；不能只给一句感想，也不能把原始脚本输出原样贴给用户。报告至少包含： …
Read the whole file at its exact version.
How to install
mdr add larashero3-dotcom/lieflat-less-ai-tone/lieflat-less-ai-tone@sha256:fae729fd94273517The line at the top of this page pins the label git:20261027.4da0082, 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_m5surnld2zqkeapr)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 20, 2026 and Oct 27, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.4da0082 latest | 2026-10-27 | 4da0082 | 27,856 B | A | view · diff |
| git:20261027.78ade64 | 2026-10-27 | 78ade64 | 27,940 B | A | view · diff |
| git:20261027.22cc4cc | 2026-10-27 | 22cc4cc | 27,921 B | A | view · diff |
| git:20260824.27d2923 | 2026-08-24 | 27d2923 | 28,382 B | A | view · diff |
| git:20260820.4cfdcec | 2026-08-20 | 4cfdcec | 26,877 B | A | view |
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 (27856 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
larashero3-dotcom/lieflat-less-ai-tone · 6,812 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_m5surnld2zqkeapr GET https://markdownregistry.com/api/v1/resolve?ref=larashero3-dotcom/lieflat-less-ai-tone/lieflat-less-ai-tone GET https://markdownregistry.com/api/v1/blob/fae729fd94273517d793e6c4c31b05a66b39b962bf4bb146459020c84c3e7c8f
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.