youtube-content-creator

name: youtube-content-creator description: Transforms video concepts into production-ready scripts with exact spoken lines, forward-pulling hooks between every beat, and a demo-first structure. Takes a concepts.md file and applies the ideal-mechanics.md playbook.

YouTube Content Creator

Turn a video concept into a record-from script with exact spoken lines for every beat.

When to Use This Skill

• User says "create the video", "write the script", "produce the video", "build the script"
• User runs /youtube-content-creator with a path to a concepts.md file or a topic slug
• User wants to turn a gap-finder concept into a full video script
• User has a concepts.md and wants it formatted into a production script

Inputs

This skill requires two files:

1. concepts.md — The video concept with summary and insights. Located at:

   workspace/group/youtube/{date}/recommended/{topic-slug}/concepts.md
   

   If the user doesn't specify a path, look for the most recent date folder and list available concepts for them to choose.

2. ideal-mechanics.md — The consolidated viral mechanics playbook. Located at:

   workspace/group/youtube/ideal-mechanics.md
   

   This file contains the best-of-breed patterns from the top-performing videos: hook types, structural blueprints, retention mechanics, emotional arcs, linguistic patterns, algorithm signals, CTA architecture, and implementation playbook.

Workflow

Phase 1: Load Context

1. Read the concepts.md file for the selected video concept
2. Read workspace/group/youtube/ideal-mechanics.md for the viral mechanics playbook
3. Understand the concept's thesis, key insights, and what makes it novel

Phase 2: Select Mechanics

Based on the concept's content, select the best-fit mechanics from ideal-mechanics.md:

• Hook type: Which of the 5 hook types (collision, show-the-result, chiasmus, cascade, dual-outcome) best fits THIS concept's thesis?
• Structural framework: Which beat map best serves the argument? (comparison -> framework -> application, thesis -> evidence -> implications -> action, etc.)
• Emotional arc: Which arc shape matches the concept? (controlled fear -> empowerment, sustained awe, envy -> confidence, etc.)
• Retention devices: Which pattern interrupts, open loops, and curiosity gaps fit the content?
• Linguistic patterns: Which power phrase structures, contrast pairs, and rhythm patterns serve the material?
• CTA approach: Which CTA style (content-as-CTA, diagnosis -> prescription, behavioral, serialized promise) fits?

Phase 3: Design the Structure

Decide on the video's macro structure. Two patterns:

Pattern A: Demo-First (for tool/system/process videos) Hook (2-3 sentences) -> Live Demo (1-2 min showing the result) -> Beats explaining how it works -> CTA

Pattern B: Framework-First (for thesis/argument videos) Hook (2-3 sentences) -> Framework setup -> Beats building the argument -> CTA

The hook should always be 3 sentences max — a claim, a result, and a pull into the next section. No long monologues. Get to the proof or framework immediately.

Phase 4: Write the Script

CRITICAL: Every bullet in every beat must be an exact spoken line in quotation marks. The creator should be able to read the script top to bottom and record directly from it. No meta-descriptions like "explain the concept" or "show the viewer." Write the actual words.

Exceptions to the quotes-only rule:

• [Screen recording: description] — production direction in brackets
• **-> HOOK INTO NEXT**: — the forward-pulling transition (still in quotes)

Produce the script following this structure:

# [VIDEO TITLE — Working Title]

## Metadata
- **Target length**: [minutes]
- **Primary gap exploited**: [which gap type + 1 sentence]
- **Insight sources**: [which source videos/materials' insights are synthesized]
- **Why this wins**: [net information gain — what the viewer learns that they can't learn anywhere else]
- **Mechanics applied**: [which patterns from ideal-mechanics.md are used, with source video refs]

## The Story Arc
- **At 0:00**: [What the viewer believes]
- **At the end**: [What the viewer now understands + what they have (tool, framework, etc.)]

---

## Hook (0:00-0:XX)
- **Type**: [from ideal-mechanics.md]
- **Delivery**: [pacing note — fast/slow, confident/vulnerable, etc.]
- **Lines**:
  > "[Exact spoken words. 2-3 sentences max. Claim + result + pull.]"
- **Why it works**: [1 sentence — which mechanic and why]
- **Emotion**: [what fires first -> what it transitions to]
- **Visual**: [description of what should be on screen during this beat]

---

## [Live Demo / Framework Setup] (0:XX-X:XX)

[If demo-first: narrated screen recording showing the system/result working]
[If framework-first: the conceptual setup before details]

- **X:XX-X:XX — [Sub-section name]**
  - [Production direction in brackets if needed]
  - "[Exact spoken line]"
  - "[Exact spoken line]"

- **X:XX-X:XX — [Sub-section name]**
  - "[Exact spoken line]"
  - "[Exact spoken line]"

- **X:XX-X:XX — The bridge**
  - "[Exact line that transitions from demo/setup to the beats]"
  - **Open loops planted**:
    1. [Question that closes in Beat N]
    2. [Question that closes in Beat N]
    3. [Question that closes in Beat N]

- **Emotion**: [what the viewer feels]
- **Retention**: [which mechanic locks them in]
- **Visual**: [description of what should be on screen]

---

## Beat N: [NAME] (X:XX-X:XX)
- "[Exact spoken line — the opening statement of this beat]"
- "[Exact spoken line]"
- "[Exact spoken line]"
- [Screen recording: description] (if applicable)
- "[Exact spoken line]"
- "[Exact spoken line — the punchline or payoff of this beat]"
- **-> HOOK INTO NEXT**: "[Exact spoken line that creates curiosity about the next beat. Must tease what's coming without revealing it. Should make it impossible to stop watching.]"
- **Visual**: [description of the key visual/diagram for this beat — this drives image generation in Phase 6]

Beat Writing Rules

1. Every beat is 4-8 spoken lines in quotes. Each line is 1-2 sentences max. Written for spoken delivery — short words, natural rhythm, no jargon without immediate explanation.

2. Every beat ends with -> HOOK INTO NEXT. This is a forward-pulling transition in quotes — the exact words the creator says to bridge into the next beat. It must:

   • Tease what's coming without fully revealing it
   • Create a micro-curiosity gap (30-60 seconds to close)
   • Feel like a natural continuation, not a cliffhanger
   • Use patterns like: "But that's just the mechanism. What it enables is..." / "And here's the part nobody talks about..." / "Now — that sounds great in theory. But it only works if..."

3. Production directions go in [brackets]. Screen recordings, visual cues, b-roll notes. These are NOT spoken.

4. No meta-language. Never write "explain the concept of X" or "describe how Y works." Write the actual explanation as spoken lines.

5. Callbacks to the demo/earlier beats are explicit. When closing an open loop, reference it directly: "Remember the gap I showed you in the demo?" / "This is how the system knew those six creators were saying the same thing."

6. Every beat MUST have a Visual field. This is the description of the key diagram, screen recording, or visual asset for the beat. This field drives the image generation in Phase 6.

7. Aim for 8-12 beats for a 12-16 minute video. Each beat is ~60-90 seconds. This creates natural attention resets throughout the video.

Continuing the template:

---

## Synthesis (X:XX-X:XX)
- "[Walk back through the progression — one line per stage]"
- "[One line per stage]"
- "[One line per stage]"
- "[The big reframe — why the old model is broken]"
- "[The 'aha' line — single most quotable line in the video, designed for clips and social sharing]"
- **Visual**: [description]

---

## CTA + Close (X:XX-X:XX)
- "[Callback to hook — mirror the opening with the new understanding]"
- "[The contrast — before vs after, same inputs different outputs]"
- "[Objection pre-empt 1: 'If you're thinking X — Y.']"
- "[Objection pre-empt 2: 'If you're thinking X — Y.']"
- "[Objection pre-empt 3: 'If you're thinking X — Y.']"
- "[Where to find it — links, community, etc.]"
- "[Closing line — short, punchy, memorable. 3-5 words max.]"
- **Visual**: [description]

---

## Key Lines (Written to Speak)

### The Hook
> [Copy the hook lines here for easy reference]

### The Thesis Statement
> [1-2 sentences that capture the video's unique angle — placed after demo or setup]

### The "Aha" Line
> [Single most quotable line — designed for clips and social sharing]

### The Close
> [Final 30 seconds — word for word, 60-80 words]

---

## Production Notes

### B-Roll
- [List of visual assets needed]

### Links for Description
- [URLs to include]

### Thumbnail Options
- **A**: [concept]
- **B**: [concept]
- **C**: [concept]

### Mechanics Checklist
- [ ] Hook stack in first 10 seconds
- [ ] Frame rejection within first 60 seconds
- [ ] Framework before features
- [ ] 3+ open loops with staggered closure
- [ ] Bifurcation / self-identification moment
- [ ] Honest caveats before close
- [ ] Specificity anchor density (real data, real numbers)
- [ ] Behavioral CTA — action-oriented, not "like and subscribe"
- [ ] Quotable one-liner for social sharing
- [ ] Zero mid-roll CTA interruptions
- [ ] 8-12 beats with forward-pulling hooks between each

Phase 5: Save Script & Get User Approval

Save the script to the same folder as the concepts.md:

workspace/group/youtube/{date}/recommended/{topic-slug}/
  concepts.md          # Already exists (from gap-finder)
  script-outline.md    # New (from this skill)

After saving, present the script to the user for review. Tell them:

"Script saved. Review it and let me know if you want changes. When you're happy with it, say 'create the images' and I'll generate one whiteboard-style diagram per beat plus thumbnail options."

Do NOT generate images automatically. Wait for explicit user approval of the script first, then wait for the user to request image generation.

Phase 6: Generate Beat Images (On User Command)

Only run this phase when the user explicitly says "create the images", "generate the images", "make the visuals", or similar.

Read the saved script-outline.md and extract the Visual field from every beat (Hook, Frame Rejection, each Beat, Synthesis, CTA). Generate one image per beat using the /generate-image skill.

Image Naming Convention

Images are numbered sequentially by beat order and named descriptively:

assets/
  01-hook-[short-description].png
  02-frame-rejection-[short-description].png
  03-beat1-[short-description].png
  04-beat2-[short-description].png
  05-beat3-[short-description].png
  ...
  NN-synthesis-[short-description].png
  NN-cta-[short-description].png
  thumb-a-[short-description].png
  thumb-b-[short-description].png
  thumb-c-[short-description].png

Example for the security video:

assets/
  01-hook-dual-outcome-stats.png
  02-frame-rejection-not-bugs-architecture.png
  03-beat1-cve-attack-flow.png
  04-beat2-shared-process-architecture.png
  05-beat3-clawhavoc-marketplace.png
  06-beat4-memory-poisoning-flow.png
  07-beat5-container-first-model.png
  08-beat6-env-shadow-mount.png
  09-beat7-ipc-namespaces.png
  10-beat8-mount-allowlist.png
  11-beat9-honest-caveats.png
  12-beat10-comparison-table.png
  13-synthesis-architecture-over-patches.png
  14-cta-build-secure.png
  thumb-a-open-vs-locked.png
  thumb-b-cve-cascade.png
  thumb-c-security-model.png

Image Generation Rules

1. Use the /generate-image skill (invoke it via the Skill tool). Follow its whiteboard style guide, color palette, and prompt construction rules.

2. One image per beat. Every beat in the script gets exactly one diagram. The Visual field in the beat describes what to generate.

3. Three thumbnail options. Generate from the Thumbnail Options in Production Notes. Thumbnails should be bold, high-contrast, readable at small sizes — YouTube thumbnail style, not whiteboard style.

4. 16:9 aspect ratio for all beat images. Thumbnails also 16:9.

5. Save to assets/ subfolder inside the topic slug directory.

6. Generate in parallel batches of 3 to maximize speed without overwhelming the API.

7. Verify each image by reading it after generation. If quality is poor, regenerate with a more specific prompt.

8. After all images are generated, list them with their beat mapping:

Beat Images Generated:
1. Hook — assets/01-hook-[desc].png
2. Frame Rejection — assets/02-frame-rejection-[desc].png
3. Beat 1: [Name] — assets/03-beat1-[desc].png
...

Thumbnails:
A. assets/thumb-a-[desc].png
B. assets/thumb-b-[desc].png
C. assets/thumb-c-[desc].png

Phase 6b: Generate Production PDF

After all images are generated and verified, create a landscape PDF with one image per page. This gives the creator a single file to review, print, or share with collaborators.

PDF structure:

1. Thumbnails first (one per page) — labeled "Thumbnail A", "Thumbnail B", "Thumbnail C"
2. Then each beat image in order — labeled with the beat name from the script (e.g., "Hook", "Frame Rejection", "Beat 1: The One-Click Nightmare", etc.)

Generation method: Use a Node.js script with sharp (for image processing) and pdfkit (for PDF creation). Install if needed:

npm list sharp pdfkit 2>/dev/null || npm install --no-save sharp pdfkit

Write and run an inline script:

node -e "
const PDFDocument = require('pdfkit');
const fs = require('fs');
const path = require('path');

// True 16:9 page size (1920x1080 scaled to PDF points)
const pageW = 1920 * 0.5;  // 960pt
const pageH = 1080 * 0.5;  // 540pt
const doc = new PDFDocument({ layout: 'landscape', size: [pageH, pageW], margin: 0 });
const assetsDir = 'ASSETS_DIR_PATH';
const outputPath = path.join(assetsDir, '..', 'beat-visuals.pdf');
doc.pipe(fs.createWriteStream(outputPath));

const pages = [
  // Thumbnails first
  'thumb-a-TIMESTAMP.png',
  'thumb-b-TIMESTAMP.png',
  'thumb-c-TIMESTAMP.png',
  // Then beats in order
  '01-hook-DESC.png',
  '02-frame-rejection-DESC.png',
  // ... one entry per beat image ...
];

// pageW and pageH already defined above (960x540, true 16:9)

pages.forEach((file, i) => {
  if (i > 0) doc.addPage();
  const imgPath = path.join(assetsDir, file);
  if (!fs.existsSync(imgPath)) { console.error('Missing:', imgPath); return; }
  // Full-bleed image, no margins or labels
  doc.image(imgPath, 0, 0, { width: pageW, height: pageH });
});

doc.end();
console.log('PDF saved to:', outputPath);
"

Customize the pages array with the actual filenames (including timestamps) and beat labels from the script.

Output: Named after the video title in kebab-case (e.g., openclaw-is-a-security-nightmare.pdf), saved in the topic slug directory (same level as script-outline.md and assets/). Extract the title from the # [VIDEO TITLE] heading in script-outline.md.

After generating, inform the user:

"Production PDF saved to {path}/beat-visuals.pdf — landscape format, one image per page, thumbnails first then each beat in order."

Output Requirements

1. Speakable first — every bullet is an exact spoken line the creator reads and records from. No meta-descriptions. No "explain X to the viewer." Write the actual words.
2. Forward-pulling — every beat ends with a -> HOOK INTO NEXT transition that makes it impossible to stop watching. The viewer should always know something better is coming.
3. Demo-aware — if the video includes a live demo, beats should callback to it explicitly. Close the open loops the demo planted.
4. Insight-driven — every beat exists to deliver an insight from concepts.md. If a beat doesn't carry a gap insight or novel synthesis, cut it.
5. Story-shaped — the beats form a narrative arc with tension, progression, and payoff. Not a listicle. Not a lecture.
6. Mechanically sound — every beat has a specific retention device from ideal-mechanics.md woven in. Hooks, loops, interrupts, and emotional triggers are placed deliberately.
7. Differentiated — the script must produce a video that passes YouTube's Gist Filter. The insights and angle must be genuinely novel.
8. Visually planned — every beat has a Visual field that describes the key on-screen asset. This drives Phase 6 image generation.

Design Principles

• concepts.md is the substance — it provides the thesis, insights, and information gain
• ideal-mechanics.md is the vehicle — it provides the hooks, retention, emotional engineering, and structure
• The script is the deliverable — detailed enough to record from directly, every line in quotes
• Every mechanic serves an insight — don't bolt mechanics on. The retention device and the insight delivery should be the same moment.
• The hook is 3 sentences, not 30 — get to the proof fast. "Let me show you" > lengthy setup.
• Forward momentum is non-negotiable — if a beat doesn't end with a pull into the next, rewrite it until it does.
• Images are per-beat — every beat gets one diagram, numbered and named for easy production reference.

Integration