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Agent Skill · 研究检索

transcription-to-content(转录为内容)

用于辅助文档、README、Markdown、说明文和内容稿件的整理与改写。它适合让 Agent 提炼结构、补齐章节、统一术语、检查链接或把零散材料整理成可读文档。使用时应保留项目已有事实、命令和路径,不要把未确认的信息写成确定结论;涉及对外文案时,还需要控制语气,避免过度营销或夸大能力。

transcription-to-content 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 35,670。

总安装 2,046周安装 87GitHub Stars 85下载 717核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:transcription-to-content(转录为内容)
来源仓库:https://github.com/guia-matthieu/clawfu-skills
仓库路径:skills/transcription-to-content
安装命令:
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill transcription-to-content
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill transcription-to-content

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于辅助文档、README、Markdown 和内容稿件的整理与改写。适合让 Agent 提炼结构、补齐章节、统一术语或检查链接。使用时需保留项目已有事实,避免将未确认信息写成确定结论。涉及对外文案时应控制语气,避免过度营销或夸大能力。通过 npx skills add 命令从指定 GitHub 仓库安装并使用。

来源仓库内路径:skills/transcription-to-content

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill transcript…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

transcription-to-content 怎么安装?

在终端执行 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill transcription-to-con…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

transcription-to-content 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

transcription-to-content 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

transcription-to-content 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

transcription-to-content 用的人多吗?

公开数据是累计安装 2,046 次,近一周安装 87 次,下载 717 次,GitHub 85 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

transcription-to-content 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
transcription-to-content

转录为内容 · 本页

2,04685只读未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Transcription to Content

Transform podcast transcripts into multiple content assets—blog posts, social snippets, newsletters, and SEO-optimized landing pages—using systematic repurposing workflows.

When to Use This Skill

  • Maximizing ROI from podcast episodes
  • Creating blog content from audio/video
  • Generating social media posts from long-form content
  • Building newsletter content from transcripts
  • Extracting quotes and highlights for promotion
  • Creating SEO-friendly show notes

Methodology Foundation

Source: Content Repurposing Best Practices + This American Life SEO Case Study

Core Principle: "One piece of content should become ten." Every podcast episode contains multiple blog posts, dozens of social snippets, newsletter content, and SEO opportunities. Systematic extraction turns expensive audio production into a content engine.

Why This Matters: This American Life saw 4.36% increase in unique visitors after adding transcripts—and that's just passive benefit. Active repurposing multiplies content output 10x without additional recording time, making podcast production economically viable for smaller teams.

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures production workflowFinal creative direction
Suggests technical approachesEquipment and tool choices
Creates templates and checklistsQuality standards
Identifies best practicesBrand/voice decisions
Generates script outlinesFinal script approval

What This Skill Does

  1. Structures transcript extraction - Systematic process for finding content nuggets
  2. Formats for multiple platforms - Blog, social, newsletter, SEO
  3. Maintains voice consistency - Preserves speaker personality in written form
  4. Optimizes for search - Keywords, structure, and formatting for SEO
  5. Creates content calendars - Extends one episode into weeks of content

How to Use

Repurpose Episode Transcript

Help me repurpose this podcast transcript into multiple content pieces.
Episode topic: [topic]
Guest: [if applicable]
Key themes: [main topics covered]
[paste transcript or key sections]

Create Show Notes

Create SEO-optimized show notes for this episode:
Title: [episode title]
Summary: [brief description]
[paste transcript highlights]

Extract Social Content

Extract social media content from this transcript.
Platform focus: [LinkedIn/Twitter/Instagram]
Episode: [title]
[paste transcript section]

Instructions

When repurposing transcripts, follow this methodology:

Step 1: Content Mining Process

Systematically identify extractable content.

## Transcript Mining Checklist

### High-Value Content Types

**Quotable Moments** (Social gold)
- Surprising statements
- Contrarian takes
- Emotional revelations
- Memorable phrases
- Expert predictions

**Story Beats** (Blog post seeds)
- Origin stories
- Failure stories
- Transformation moments
- "That's when I realized..." moments
- Specific examples with details

**Frameworks & Lists** (Newsletter content)
- Step-by-step processes
- "Three things I wish I knew..."
- Comparison lists
- Decision frameworks
- Checklists mentioned

**Data Points** (Authority builders)
- Statistics cited
- Research mentioned
- Specific numbers
- Results achieved
- Benchmarks shared

**Questions Asked** (FAQ content)
- Listener questions answered
- "The question I get most often..."
- Implied questions in discussion
- Questions that were debated

### Mining Process

1. Read full transcript once (don't extract yet)
2. Second pass: Highlight with color codes
   - 🟡 Yellow: Quotes
   - 🟢 Green: Stories
   - 🔵 Blue: Frameworks/lists
   - 🟠 Orange: Data points
3. Third pass: Copy highlights to extraction doc
4. Categorize by content type

Step 2: Content Transformation Templates

Convert raw transcript into formatted content.

## Blog Post from Transcript

### Template

# [Compelling Title Based on Key Insight]

**Introduction** (150 words)
- Hook with surprising insight from episode
- Brief context on guest/topic
- Promise of what reader will learn
- Link to full episode

**Section 1: [First Key Theme]** (300-500 words)
- Introduce the concept
- Include direct quote (attributed)
- Expand with context/examples
- Actionable takeaway

**Section 2: [Second Key Theme]** (300-500 words)
[Same structure]

**Section 3: [Third Key Theme]** (300-500 words)
[Same structure]

**Conclusion** (100 words)
- Summary of key insights
- Call to action (listen to full episode)
- Related episodes/content

**Resources Mentioned**
[Links from episode]

---

### Formatting Rules

- Never use transcript verbatim (edit for readability)
- Add subheadings every 200-300 words
- Include pull quotes
- Break up with bullet points
- Add images/graphics where relevant
- Link to episode multiple times
## Social Media Snippets

### LinkedIn Format

[Attention-grabbing first line, ideally with hook or controversy]

[Key insight or story from episode in 2-3 sentences]

[Quote from guest, attributed]

[Personal reflection or connection - 1-2 sentences]

[Call to action: link or question]

#Hashtags #RelevantTags

### Twitter/X Thread Format

🧵 [Compelling hook about topic]

1/ [First key insight, abbreviated]

2/ [Second insight, can include quote]

3/ [Data point or surprising stat]

4/ [Story highlight, condensed]

5/ [Actionable takeaway]

6/ Full conversation: [link]

### Instagram Caption

[Hook in first line - must capture attention before "more"]

[3-4 sentences on key insight]

[Quote formatted for readability]

[Personal take or CTA]

• Listen: Link in bio • Save this for later! 🔖

#Hashtags


Step 3: Create Show Notes

SEO-optimized episode landing pages.

## Show Notes Template

### Page Structure

**Title Tag**: [Guest Name] on [Key Topic] | [Podcast Name] Episode [#]

**Meta Description**: [Guest] shares [3 key insights] including [hook]. Learn [benefit] in this [duration] episode of [Podcast].

---

# [Episode Title]

**Episode [#] | [Date] | [Duration]**

[Hero image or episode artwork]

## Quick Take
> [One-sentence compelling summary that hooks reader]

## In This Episode
[2-3 paragraph summary with keywords naturally integrated]

## Key Takeaways
1. **[Takeaway 1]**: [Brief explanation]
2. **[Takeaway 2]**: [Brief explanation]
3. **[Takeaway 3]**: [Brief explanation]

## Timestamps
- [00:00] Introduction
- [03:15] [Topic discussed]
- [12:45] [Topic discussed]
- [25:30] [Topic discussed]
- [38:00] [Topic discussed]
- [45:15] Closing thoughts

## Notable Quotes
> "[Compelling quote 1]" — [Guest Name]

> "[Compelling quote 2]" — [Guest Name]

## About [Guest Name]
[2-3 sentences about guest with links to their work]

## Resources Mentioned
- [Resource 1](link)
- [Resource 2](link)
- [Book/Tool/Service mentioned](link)

## Full Transcript
[Collapsed/expandable section OR link to separate page]

## Related Episodes
- [Similar Episode 1](link)
- [Similar Episode 2](link)

## Subscribe
[Apple] [Spotify] [Google] [RSS]

Step 4: Build Content Calendar

Extend one episode into weeks of content.

## Content Calendar: Single Episode

### Week of Release

| Day | Content | Platform |
|-----|---------|----------|
| Mon | Teaser clip | Instagram Stories |
| Tue | Episode drops + show notes | All podcast platforms + Blog |
| Wed | Thread with key insights | Twitter/X |
| Thu | Quote card #1 | LinkedIn, Instagram |
| Fri | Audiogram/video clip | YouTube Shorts, TikTok |

### Week After Release

| Day | Content | Platform |
|-----|---------|----------|
| Mon | Quote card #2 | LinkedIn, Instagram |
| Tue | Newsletter feature | Email |
| Wed | Blog post (deep dive on theme 1) | Website |
| Thu | Carousel (3-5 key learnings) | Instagram, LinkedIn |
| Fri | Quote card #3 + engagement post | Twitter/X |

### Week 3+

| Content | Platform |
|---------|----------|
| Blog post (theme 2) | Website |
| "In case you missed it" | Email |
| Compilation posts | Social |
| SEO refresh | Show notes |

### Content Asset Count

From ONE episode:
- 1 show notes page
- 2-3 blog posts
- 5-10 quote cards
- 2-3 audiograms
- 1 Twitter thread
- 2 carousels
- 2-3 newsletter features
- **Total: 15-25 pieces of content**

Step 5: SEO Optimization

Structure transcripts for search visibility.

## Transcript SEO Checklist

### Keyword Integration
□ Identify 1 primary keyword per episode
□ Include in: title, URL, H1, first paragraph
□ 3-5 secondary keywords throughout
□ Natural placement (not stuffed)

### Technical Structure
□ Proper heading hierarchy (H1 → H2 → H3)
□ Alt text on images
□ Internal links to related episodes
□ External links to resources mentioned
□ Schema markup for podcast episode

### Content Enhancements
□ Table of contents with jump links
□ Timestamps linked to player
□ Summary/TL;DR section
□ FAQ section (questions from episode)
□ Related content sidebar

### Performance Metrics to Track
- Organic traffic to episode pages
- Time on page (indicates engagement)
- Scroll depth (did they read transcript?)
- Conversion (email signup, listen, etc.)

Examples

Example 1: Marketing Podcast Episode Repurpose

Context: Extracting content from a 45-minute marketing strategy episode.

Input:

Help me repurpose this podcast transcript. Episode: "Why Most Marketing Fails" with guest Sarah Chen. Key themes: positioning mistakes, message testing, customer research.

Output:

Content Extraction: "Why Most Marketing Fails"

Quote Cards (Social Media)

Quote 1 (Contrarian/Surprising):

"The biggest positioning mistake I see? Companies try to appeal to everyone and end up appealing to no one." — Sarah Chen

Quote 2 (Tactical/Actionable):

"Before you write a single line of copy, talk to five customers who almost didn't buy. Their objections are your marketing roadmap." — Sarah Chen

Quote 3 (Data-Driven):

"We tested 47 different headlines. The winner outperformed our original by 312%. Most companies test zero." — Sarah Chen

Blog Posts to Create

Post 1: "The #1 Positioning Mistake That's Killing Your Marketing"

  • Hook: Sarah's "appeal to everyone" quote
  • Framework: Her 3-question positioning test
  • Examples from the episode
  • CTA: Listen for full framework

Post 2: "How to Talk to Customers (The Questions That Actually Matter)"

  • Hook: "almost didn't buy" research technique
  • 5 questions she recommends asking
  • How to analyze and apply findings
  • CTA: Episode + free question template

Post 3: "Why You Need to Test 10x More Headlines"

  • Hook: 312% improvement stat
  • Her headline testing framework
  • Tools she recommends
  • CTA: Episode link

Twitter Thread

🧵 Why most marketing fails (according to @sarahchen who's driven $50M+ in revenue)

1/ The "everyone" trap: Trying to appeal to everyone = appealing to no one. Narrow positioning → stronger messaging → better results.

2/ The research shortcut: Talk to 5 customers who almost DIDN'T buy. Their objections = your copy gold mine.

3/ The testing gap: Most companies test 0 headlines. Sarah tested 47 → found a 312% winner. "Best practices" are just untested assumptions.

4/ The positioning test: Ask yourself: "If my competitor said this, would it still be true?" If yes → it's not positioning.

5/ Full conversation with @sarahchen: [Link to episode]

She shares her exact framework for fixing broken marketing.

Newsletter Section

Subject line options:

  • Why "appeal to everyone" is killing your marketing
  • The 5 customers you should've talked to first
  • 312% improvement. One headline change.

Newsletter block:


🎙️ THIS WEEK'S EPISODE

Why Most Marketing Fails with Sarah Chen

Sarah has driven $50M+ in revenue and she told me something I can't stop thinking about:

*"Talk to five customers who almost didn't buy. Their objections are your marketing roadmap."*

Not your biggest fans. Not churned customers. The ones who almost said no.

In this episode, she breaks down: • The positioning test that reveals weak messaging • Her 47-headline testing framework (312% lift!) • Why "best practices" are just untested assumptions

→ [Listen to the full episode]



Example 2: Show Notes Optimization

Context: Creating SEO-optimized show notes for a podcast episode.

Input:

Create optimized show notes for: Episode 45 - "Building a Content Engine" with Mark Johnson, Content Director at TechCorp. 52 minutes.

Output:

Show Notes: Episode 45


Building a Content Engine That Scales | Mark Johnson

Episode 45 | January 26, 2026 | 52 min

[Episode artwork]

[Apple Podcasts] [Spotify] [YouTube] [RSS]


Quick Take

Mark Johnson built a content operation that produces 200+ pieces monthly with a team of 5. Here's his exact playbook.

In This Episode

Content marketing doesn't scale—until it does. Mark Johnson, Content Director at TechCorp, joins us to reveal how his team went from publishing sporadic blog posts to operating a full content engine producing 200+ pieces monthly.

The secret? It's not more writers or bigger budgets. It's systems, templates, and ruthless prioritization. Mark shares the exact frameworks his team uses, including their "Content Pillar" approach and their controversial decision to stop creating certain content types entirely.

Whether you're a solo content marketer or leading a team, Mark's insights will change how you think about content production.

Key Takeaways

  1. The 80/20 of Content: Focus 80% of effort on 20% of content types that drive results. Mark cut 6 content formats to focus on 2.
  2. Templates Are Freedom: His team has templates for everything. "Creativity happens within constraints, not despite them."
  3. Repurposing Is the Strategy: Every piece of "hero" content becomes 10+ derivative assets. Production isn't the bottleneck—extraction is.

Timestamps

  • [00:00] Introduction and Mark's background
  • [04:30] The "before" picture: chaos and burnout
  • [12:15] Auditing content: what to cut
  • [18:45] The Content Pillar system explained
  • [28:00] Building templates that scale
  • [35:20] Repurposing workflow and tools
  • [42:30] Measuring what matters
  • [48:15] Rapid fire questions
  • [51:00] Where to find Mark

Notable Quotes

"We killed our newsletter, our weekly roundup, and our industry news posts. Hardest decision I made. Best decision I made."
"I tell my team: if it doesn't have a template, it doesn't get created. That one rule changed everything."

About Mark Johnson

Mark Johnson leads content at TechCorp, where he built a content operation producing 200+ monthly assets with a team of 5. Previously at Content Inc. and HubSpot. Connect on [LinkedIn] and [Twitter].

Resources Mentioned

Full Transcript

[Expand to read full transcript ↓]

[Searchable, properly formatted transcript...]

Related Episodes


Subscribe for new episodes every Tuesday

[Email signup form]


*Keywords for SEO: content marketing strategy, content operations, content scaling, content templates, content repurposing, editorial calendar*

Checklists & Templates

Episode Repurposing Checklist

## Extraction Phase
□ Full transcript obtained
□ First read-through complete
□ Quotes highlighted (5-10)
□ Story beats marked
□ Frameworks/lists identified
□ Data points captured

## Content Creation
□ Show notes drafted
□ Blog post 1 outlined
□ Quote cards created (5-10)
□ Twitter thread drafted
□ Newsletter section written
□ Audiogram clips selected

## Publishing Schedule
□ Content calendar updated
□ Show notes published
□ Social posts scheduled
□ Blog posts scheduled
□ Newsletter integration set
□ Cross-promotion planned

## Optimization
□ SEO review complete
□ Internal links added
□ CTAs included
□ Tracking parameters set

Quote Card Template

## Quote Card Specifications

**Size**: 1080x1080 (Instagram/LinkedIn) or 1200x675 (Twitter)

**Elements**:
- Background: Brand color or relevant image
- Quote: 15-30 words max
- Attribution: "— [Name], [Title/Company]"
- Podcast name/logo: Bottom corner
- Episode #: Optional

**Text Hierarchy**:
1. Quote (largest, central)
2. Attribution (smaller, below quote)
3. Podcast branding (smallest, corner)

**Variations to Create**:
- Dark mode version
- Light mode version
- With guest photo
- Without guest photo

Skill Boundaries

What This Skill Does Well

  • Structuring audio production workflows
  • Providing technical guidance
  • Creating quality checklists
  • Suggesting creative approaches

What This Skill Cannot Do

  • Replace audio engineering expertise
  • Make subjective creative decisions
  • Access or edit audio files directly
  • Guarantee commercial success

References

  • This American Life. SEO Transcript Case Study - 4.36% traffic increase
  • Brafton. "Content Repurposing Guide" - Industry benchmarks
  • CoSchedule. "The Complete Guide to Content Repurposing"
  • Verity Sangan. "Podcast Transcripts for SEO" - Methodology

Related Skills


Skill Metadata (Internal Use)

name: transcription-to-content
category: audio
subcategory: repurposing
version: 1.0
author: MKTG Skills
source_expert: Content Repurposing Best Practices
source_work: Industry Methodologies
difficulty: beginner
estimated_value: 10x content output from same production effort
tags: [repurposing, transcription, content, blog, social-media]
created: 2026-01-26
updated: 2026-01-26

平台分布

Codex

35.22%
按下载量换算253

Claude

27.92%
按下载量换算200

Cursor

18.38%
按下载量换算132

Gemini CLI

8.85%
按下载量换算63

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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