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Skills/AI & Agent Building
jimliu avatar

Interview Analysis

jimliu/illustrated-agent-skills

This takes podcast or video interview transcripts and turns them into structured writing material. It pulls out exclusive insights, counterintuitive claims, and quotable moments, then tags them by novelty and credibility. Beyond just extracting quotes, it analyzes the dialogue itself: which follow-up questions made the guest hesitate or pivot, where they dodged questions, where the conversation actually got deep versus stayed surface level. The output includes a chapter-by-chapter outline with key questions preserved and notes on what background info needs fact-checking. It's comprehensive to the point of being almost exhaustive, which is the right call when you're trying to turn a two-hour conversation into longform content.

GitHub stars
375
last updated
Jun 3, 2026
View on GitHubSave

Install

$ npx -y skills add jimliu/illustrated-agent-skills --skill interview-analysis --agent claude-code

Installs into .claude/skills of the current project.

Files

访谈内容分析

将播客/视频访谈转化为结构化的写作素材包和提纲。

分析框架

1. 核心信息点提取

按主题分类,列出所有有价值的信息点,使用标签标注类型:

  • 【独家/仅此人】 首次披露的内部信息、未公开细节,或只有该受访者的 身份、经历、资源才能给出的信息(不一定是首次披露,但普通人无从得知)
  • 【反常识】 与公众认知不同的观点或事实
  • 【具体数字】 可量化的细节(时间、金额、比例等)
  • 【预测】 关于未来的判断或时间线

对每个关键论点,额外标注:

  • 新颖度:已知常识 / 旧观点新角度 / 全新观点
  • 可信度:有数据或案例支撑 / 纯个人推测 / 有明显利益相关性
  • 逻辑强度:论证链条是否完整,薄弱环节在哪里

2. 金句收集

提取可直接引用的原话,筛选标准:

  • 有画面感或情绪张力
  • 能独立传播(脱离上下文仍有冲击力)
  • 体现受访者独特视角或性格

每条金句标注:原话内容、所属主题、使用建议(适合做标题/开头/论据等)

3. 叙事素材提取

除金句外,单独提取以下写作素材:

  • 类比和比喻:受访者用来解释复杂概念的比方,标注原文位置和可用于 解释什么概念
  • 故事和案例:受访者讲述的亲身经历、决策内幕、具体场景,标注叙事 完整度(完整故事 / 片段 / 仅提及)
  • 情绪高点:受访者明显兴奋、激动、严肃或犹豫的段落,标注情绪类型 和触发话题

4. 对话动态分析

分析访谈的对话结构,而非仅提取嘉宾观点:

  • 关键追问:主持人的哪些追问让嘉宾停顿、改口、深入展开或给出意外 回答?摘录问题原文
  • 回避与转移:嘉宾对哪些问题明显回避、模糊处理或转移话题?标注 被回避的问题和可能原因
  • 对话转折点:话题突然深入或方向变化的时刻(往往是最有价值的信息 出现的地方)
  • 互动质量:主持人是在引导深入思考,还是仅在铺陈已知信息?

5. 待补充背景

列出需要搜索验证或补充的信息:

  • 受访者提到的事件/数据的准确性
  • 可交叉验证的相关信源
  • 与业内其他人判断不同的观点(标注分歧点)

6. 值得深挖的点

指出访谈中点到为止但值得追问的地方:

  • 判断依据缺失:受访者下了结论但没解释为什么
  • 潜在推论:这个观点如果成立,意味着什么
  • 言外之意:有什么没说出口但可以推断的信息
  • 矛盾或存疑:与公开信息或常识冲突的地方

7. 访谈实录提纲

按访谈原始章节顺序生成写作提纲。每个章节包含:

  • 章节标题:概括该段讨论的核心话题
  • 采访者提问:保留引出该话题的关键问题原文
  • 回复要点:被采访者在该话题下的核心观点(3-5 个要点)
  • 可用金句:该章节中可直接引用的原话
  • 背景补充标记:标注哪些术语、事件需要添加编者注
    • 标注格式:[需补充: XXX的背景]
章节合并与拆分建议
  • 某个话题讨论过于零散(多次跳回),建议合并到一个章节
  • 某个话题讨论过长(超过访谈时长 20%),建议拆分为子章节

输出要求

  • 宁可过度提取,不要遗漏有价值的信息
  • 判断和事实分开标注("受访者认为..."vs"数据显示...")
  • 如有明显矛盾或存疑之处,明确指出
  • 分析完成后询问用户:提纲是否需要调整?是否需要补充搜索背景资料?
SKILL.md on GitHub

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Details

Repository
github.com/jimliu/illustrated-agent-skills
Category
AI & Agent Building
First seen
Jun 11, 2026

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