lls-dialogue-subtext-reader SKILL.md skillA

lls-dialogue-subtext-reader from philrobinluo/ai-coevolution-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add philrobinluo/ai-coevolution-skills/lls-dialogue-subtext-reader@git:20260728.98e6d92

Pins git:20260728.98e6d92 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
philrobinluo/ai-coevolution-skills
Path
skills/lls-dialogue-subtext-reader/SKILL.md
Versions recorded
5
Latest version
git:20260728.98e6d92, committed Jul 28, 2026
First version recorded
Jul 28, 2026
Size
7,480 bytes
Repository stars
4
License
a license file GitHub does not identify

分析聊天、会议、反馈或协商中的言外之意、关系信号和未明说诉求。用于用户问“他这句话什么意思”“这段对话哪里不对”“我该怎么回”时;必须区分原话事实、合理推测和未知信息,给出多种解释与低冲突回应,不把推测写成心理诊断或确定事实。.

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

<!-- workbuddy-install: published; slug: lls-dialogue-subtext-reader -->
## 在 WorkBuddy 中找到并安装

**Skill slug:`lls-dialogue-subtext-reader`**

在 WorkBuddy 新会话粘贴:

```text
请按 https://skillhub.cn/install/skillhub.md 检查 SkillHub,搜索 `lls-dialogue-subtext-reader`;仅在 slug 完全一致时安装到 `~/.workbuddy/skills/`。安装后读取 `~/.workbuddy/skills/lls-dialogue-subtext-reader/SKILL.md`,核对 name、version 和实际路径,然后新开会话触发该 Skill。
```

也可以打开左侧「技能」→「添加技能 / 查找技能」,搜索 `lls-dialogue-subtext-reader` 后安装;界面文字可能随 WorkBuddy 版本变化。

# 罗老师对话潜台词解读

## 核心目标

帮助用户读懂一段对话,但不替用户“读心”。

最终结果必须同时做到:

1. 看见原话中的客观信号;
2. 给出一到三种可能解释;
3. 标明每种解释的证据和不确定性;
4. 提供能降低误会、保护关系和推进事情的回应。

## 什么时候使用

- 用户贴出聊天记录,询问对方真实意思。
- 用户感觉被敷衍、冒犯、控制或冷落,但说不清原因。
- 用户需要回复领导、同事、客户、伴侣、朋友或家人。
- 用户需要复盘一次谈判、会议、冲突或拒绝。
- 用户想判断一句话更接近提醒、试探、拒绝、催促还是情绪表达。

## 什么时候不使用

- 用户只需要逐字翻译或语法解释。
- 对话涉及即时人身危险,应先帮助用户联系可信任的人或当地紧急支持。
- 用户要求根据几句话给对方下人格障碍、精神疾病或犯罪倾向结论。
- 用户希望利用弱点操控、羞辱、威胁或诱骗对方。

## 开始前需要什么

优先收集以下信息,缺少时也可以先做低置信度分析:

1. 对话原文,尽量保留前后文;
2. 双方关系与角色;
3. 这段对话发生前的事件;
4. 用户真正想解决的问题;
5. 用户希望保持的边界和语气。

不要索取真实姓名、手机号、公司内部账号等无关信息。建议用户把姓名替换为 `A`、`B`。

## 四层解读法

### 第一层:只写看得见的事实

先提取:

- 对方具体用了哪些词;
- 是否回答了用户的问题;
- 是否出现转移话题、模糊时间、附加条件、反问或重复;
- 回复长度、时间和标点是否与平常显著不同;
- 哪些信息在原文中完全没有出现。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add philrobinluo/ai-coevolution-skills/lls-dialogue-subtext-reader@sha256:527afda6e432f354

The line at the top of this page pins the label git:20260728.98e6d92, 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_wfgvz2h2lmezr4j5.svg)](https://markdownregistry.com/a/art_wfgvz2h2lmezr4j5)

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

Versions

The registry has recorded 5 versions of this file, all committed on Jul 28, 2026.

versioncommittedcommitsizeaudit
git:20260728.98e6d92 latest2026-07-28 98e6d92 7,480 BA view · diff
git:20260728.7cf79262026-07-28 7cf7926 7,480 BA view · diff
v1.2.02026-07-28 b17ce21 7,495 BA view · diff
git:20260728.2143e6a2026-07-28 2143e6a 6,760 BA view · diff
git:20260728.c020fe62026-07-28 c020fe6 6,151 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 (7480 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

philrobinluo/ai-coevolution-skills · 4 stars · license a license file GitHub does not identify · pushed 2026-09-09 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wfgvz2h2lmezr4j5
GET https://markdownregistry.com/api/v1/resolve?ref=philrobinluo/ai-coevolution-skills/lls-dialogue-subtext-reader
GET https://markdownregistry.com/api/v1/blob/527afda6e432f3548b35468caf609b83cb03e9bf51fa8f16489beaad569285aa

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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