lls-video-digester SKILL.md skillA

lls-video-digester 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-video-digester@git:20260728.d70cfb2

Pins git:20260728.d70cfb2 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-video-digester/SKILL.md
Versions recorded
4
Latest version
git:20260728.d70cfb2, committed Jul 28, 2026
First version recorded
Jul 28, 2026
Size
4,885 bytes
Repository stars
4
License
a license file GitHub does not identify

把用户提供或公开可用的字幕整理成带时间证据的观点、质疑点和行动清单。 当用户要处理相关材料并需要可验证交付物时使用。.

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-video-digester -->
## 在 WorkBuddy 中找到并安装

**Skill slug:`lls-video-digester`**

在 WorkBuddy 新会话粘贴:

```text
请按 https://skillhub.cn/install/skillhub.md 检查 SkillHub,搜索 `lls-video-digester`;仅在 slug 完全一致时安装到 `~/.workbuddy/skills/`。安装后读取 `~/.workbuddy/skills/lls-video-digester/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-video-digester` 后安装;界面文字可能随 WorkBuddy 版本变化。

# 罗老师视频消化助手

> 类型:LLS Original  
> 当前版本:1.1.0
## 一句话用途

不是只写一段“视频大意”,而是把字幕变成可回看、可核验的时间证据索引,再判断哪些内容值得看、值得信、值得行动。

## 输入边界

使用用户提供的 SRT/VTT、平台公开字幕,或用户在其正常访问权限内导出的字幕。记录视频标题、作者、URL、发布日期、字幕语言和取得方式。遇到付费墙、访问控制或无授权素材时,停在元数据和用户已提供材料,不尝试绕过限制。

## 3 分钟上手

```text
请用 lls-video-digester 处理这份字幕:先建立时间证据索引,再给核心观点、说话者主张、你的分析、最值得回看的 3 段和行动清单;每条重要结论标时间戳。
```

建立证据索引:

```bash
python3 scripts/index_transcript.py input.srt --output evidence.json
```

脚本解析 SRT/VTT 并输出带起止时间的 JSON 段落;它不下载视频,也不读取浏览器凭证。

## 标准工作流

1. **登记来源**:标题、作者、链接、日期、时长、字幕语言、字幕来源。
2. **检查字幕质量**:缺段、自动转写错误、多人混淆、术语误识别要先标出。
3. **建立证据索引**:保留时间戳,合并过碎句子但不打乱先后顺序。
4. **按主题切块**:以论点转折为边界,而不是机械每 5 分钟切一段。
5. **分三层写结论**:`视频事实`、`说话者主张`、`分析判断`;三者不混写。
6. **找关键片段**:选能代表论证、反例或操作演示的时间段,并说明为什么值得回看。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add philrobinluo/ai-coevolution-skills/lls-video-digester@sha256:5ef3ef954b6da376

The line at the top of this page pins the label git:20260728.d70cfb2, 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_ij4uyvfh3o4cazhc.svg)](https://markdownregistry.com/a/art_ij4uyvfh3o4cazhc)

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

Versions

The registry has recorded 4 versions of this file, all committed on Jul 28, 2026.

versioncommittedcommitsizeaudit
git:20260728.d70cfb2 latest2026-07-28 d70cfb2 4,885 BA view · diff
git:20260728.7cf79262026-07-28 7cf7926 3,522 BA view · diff
v1.1.02026-07-28 b17ce21 3,703 BA view · diff
v1.0.02026-07-28 540ced8 3,042 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 (4885 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_ij4uyvfh3o4cazhc
GET https://markdownregistry.com/api/v1/resolve?ref=philrobinluo/ai-coevolution-skills/lls-video-digester
GET https://markdownregistry.com/api/v1/blob/5ef3ef954b6da3766acd8c422d9d185a69c63655167c1ece2b477eff99aca0aa

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.

More from philrobinluo/ai-coevolution-skills

AGENTS.md AGENTS.md file
philrobinluo/ai-coevolution-skills · AGENTS.md
git:20260728.3d3a455 · audit A · 4 stars
lls-best-minds-consultation SKILL.md skill
philrobinluo/ai-coevolution-skills · adapted/lls-best-minds-consultation/SKILL.md · 为高不确定决策选择少量相关专家视角,分别论证后汇总共识、冲突、行动和反证条件。 当用户面对相应复杂任务并需要可验证结果时使用。
git:20260728.f8dcb06 · audit A · 4 stars
bilingual-reader-maker SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/bilingual-reader-maker/SKILL.md · Use when the user asks to make bilingual reading materials, bilingual PDFs, Chinese-English study editions…
git:20260728.7cf7926 · audit A · 4 stars
concept-explainer SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/concept-explainer/SKILL.md · Plain-language concept explainer and task knowledge-card generator. Use when a task contains tools, commands, files…
git:20260728.7cf7926 · audit A · 4 stars
lls-ai-data-analysis-starter SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-ai-data-analysis-starter/SKILL.md · 带普通用户把 Excel、CSV 或表格问题转成可复核的数据分析。用于第一次做数据清洗、描述统计、分组比较、趋势、异常检查、图表和结论汇报时;必须先明确业务问题、字段含义、时间范围与统计口径,再检查数据质量并生成可重复步骤,不把相关性写成因…
git:20260728.7cf7926 · audit A · 4 stars
lls-ai-drawing-prompt-coach SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-ai-drawing-prompt-coach/SKILL.md · 把用户的模糊画面想法整理成可测试、可迭代的文生图提示词和视觉方案。用于角色、场景、商品氛围图、插画、封面素材或概念图创作时;必须先明确画面用途、主体、叙事瞬间、构图、光线、色彩与限制,一次只调整一个变量并记录结果,不堆砌互相冲突的风格词。
git:20260728.7cf7926 · audit A · 4 stars
lls-ai-microdrama-planner SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-ai-microdrama-planner/SKILL.md · 把一个题材想法发展成可连续生产的 AI 漫剧或短剧方案。用于确定受众承诺、人物欲望、冲突引擎、单集节拍、悬念钩子、分镜资产与连续性规则时;必须区分故事设定、已发生事实和待验证假设,不用随机反转、旁白堆积或视觉奇观代替因果推进。
git:20260728.7cf7926 · audit A · 4 stars
lls-ai-novel-prompt-engineer SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-ai-novel-prompt-engineer/SKILL.md · 为中长篇小说建立可持续迭代的提示词与状态管理系统。用于从故事承诺、人物弧线、世界规则和情节因果生成大纲、场景、续写或修订时;必须把固定事实、当前状态、创作意图和本轮任务分层管理,先规划再生成、生成后更新账本,避免模型遗忘、设定漂移、万能文风…
git:20260728.7cf7926 · audit A · 4 stars
lls-ai-poster-design-coach SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-ai-poster-design-coach/SKILL.md · 把活动、课程、产品或品牌信息整理成可执行的海报内容与版式方案。用于需要明确传播目标、信息优先级、文案、尺寸、安全区、视觉方向、生成素材和导出验收时;必须先建立信息层级,再设计版式和图像,不把全部文字塞进画面,也不依赖图像模型生成准确正文。
git:20260728.7cf7926 · audit A · 4 stars
lls-ai-video-script-planner SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-ai-video-script-planner/SKILL.md · 把主题、受众、素材和制作条件规划成可拍摄或可由视频生成工具执行的分镜脚本。用于知识视频、产品演示、品牌故事、教程或 AI 辅助视频制作,需要故事节拍、旁白、镜头、画面提示、素材清单和制作验收时;必须先锁定传播目标与真实证据,再设计镜头,不用…
git:20260728.7cf7926 · audit A · 4 stars
lls-aida-marketing-copywriter SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-aida-marketing-copywriter/SKILL.md · 用 AIDA 结构把真实产品、课程、活动或服务材料写成可验证的营销文案。用于广告、落地页、私域消息、海报文案和短视频转化段落时;必须先明确受众处境、产品事实、可信证据、渠道和行动成本,再组织注意、兴趣、渴望与行动,不制造虚假稀缺、伪造评价、…
git:20260728.7cf7926 · audit A · 4 stars
lls-article-screenshot SKILL.md skill
philrobinluo/ai-coevolution-skills · skills/lls-article-screenshot/SKILL.md · 为教程、产品复盘和操作说明规划并采集能证明关键步骤的真实界面截图。用于决定截图证据点、清理演示环境、在 macOS 选择区域/窗口/全屏模式、规范命名、生成 Markdown…
git:20260728.436c346 · audit A · 4 stars

Every file in philrobinluo/ai-coevolution-skills

Browse by kind, by grade A, or by owner.