Livestream Content Extractor

Extract repurposable content segments from YouTube livestream transcripts. Identify long-form video opportunities and Shorts moments with precise timestamps.

Philosophy

Livestreams are goldmines of content - hours of authentic teaching, demos, reactions, and insights. The challenge is finding the segments that work as standalone pieces. You're looking for:

Clear boundaries - Where a topic starts and ends naturally Standalone value - Segments that make sense without the surrounding context High-density moments - The exciting, insightful, or visually impressive parts

This isn't about summarizing the stream. It's about identifying extractable segments that could become their own content pieces.

Defaults

Setting	Default	Notes
Long-form videos	3	Configurable via user request
Shorts	6	Configurable via user request
Output	Content-Ideation/Livestream/YYYY-MM-DD/	Single markdown file

If the user specifies different counts (e.g., "give me 5 video ideas and 10 shorts"), use their numbers.

Workflow

1. Read the Transcript

Read the full transcript file the user provides. Livestreams are typically 2-4 hours long, so the transcript will be substantial.

As you read, mentally note:

• Topic shifts (when the conversation moves to something new)
• Energy peaks (excitement, emphasis, "this is important" moments)
• Demo segments (showing something working, building something)
• Explanatory chunks (clear teaching moments)
• Hot takes or opinions (strong viewpoints that stand alone)
• Results/reveals (impressive outcomes, "and here's what we get")

2. Identify Long-Form Video Segments

Target length: 5-30 minutes of content (typically 10-20 minutes works best)

Look for segments with clear topical boundaries - a natural start and end where the content is self-contained.

What makes a good long-form segment:

Type	What to Look For
Tutorial/Build	Step-by-step walkthrough with setup, implementation, and result
Deep Dive	Extended exploration of a single topic, tool, or concept
New Tech Discussion	Introduction and breakdown of a new framework, tool, or approach
Problem → Solution	Debugging session, architectural decision, or challenge overcome
Comparison/Analysis	Evaluating options, trade-offs, or approaches
Q&A Segment	Answering viewer questions with substantial depth

Boundary identification tips:

• Look for natural transitions: "Alright, now let's move on to...", "So that's X, now let's talk about Y"
• Watch for context resets: When you re-explain something for people who just joined
• Identify completion points: "And that's how you do X" or "So that's the overview of Y"
• Note topic introductions: "So let me show you this thing I've been working on"

Avoid:

• Segments that heavily reference earlier stream content
• Incomplete thoughts or abandoned tangents
• Content that requires watching something else first
• Segments where you're troubleshooting something that never gets resolved

3. Identify Shorts Moments

Target length: 15 seconds to 3 minutes (sweet spot: 30-90 seconds)

Shorts can technically be up to 3 minutes, but shorter usually performs better. Aim for the sweet spot unless the content genuinely needs more time.

Shorts need ONE clear idea that delivers value immediately. You're looking for high-density moments within the larger stream.

What makes a good Short:

Type	What to Look For
Result Reveal	"And here's what we get..." - impressive output, demo working
Key Insight	A single, punchy explanation of something valuable
Hot Take	Strong opinion delivered with conviction
Quick Tip	Practical advice in a condensed form
Reaction Moment	Genuine excitement or surprise at something working
Pattern Interrupt	Counterintuitive claim or myth-busting
Before/After	Quick transformation demo

How to find them:

• Scan for energy peaks - when your voice gets more emphatic
• Look for "here's the thing" or "the key insight is" type phrases
• Find moments where you're introducing something (before going deep)
• Identify result reveals and "wow" moments
• Notice punchy statements that could stand alone

What makes a Short hook: The first 3 seconds must stop the scroll. Look for moments that start with:

• A surprising result on screen
• A bold claim or contradiction
• A visual demo of something impressive
• A direct, confident statement

Avoid for Shorts:

• Segments that require context from earlier
• Explanations that need the full walkthrough to make sense
• Moments where you're still setting up (find the payoff instead)
• Content that trails off without a punch

4. Generate Output

Create output folder: Content-Ideation/Livestream/YYYY-MM-DD/

Create a single markdown file: {livestream-topic-slug}.md

Output Format

# Livestream Content Extraction - {Livestream Title/Topic}

**Source**: {Path to transcript file}
**Stream Date**: {Date of livestream if known}
**Extracted**: {Today's date}

---

## Long-Form Video Ideas

### 1. {Video Title Idea}

**Timestamps**: `{HH:MM:SS}` - `{HH:MM:SS}`
**Estimated Length**: {X} minutes
**Type**: {Tutorial / Deep Dive / New Tech / Problem-Solution / Comparison / Q&A}

**What it covers:**
{2-3 sentences describing the content}

**Why it works as standalone:**
{1-2 sentences on why this segment has clear boundaries and complete value}

**Potential hook:**
{Opening line/angle for this video}

---

### 2. {Video Title Idea}
{Same structure}

---

### 3. {Video Title Idea}
{Same structure}

---

## Shorts Ideas

### 1. {Short Title/Hook Idea}

**Timestamps**: `{HH:MM:SS}` - `{HH:MM:SS}`
**Estimated Length**: {X} seconds
**Type**: {Result Reveal / Key Insight / Hot Take / Quick Tip / Reaction / Pattern Interrupt / Before-After}

**The moment:**
{1-2 sentences describing what happens in this clip}

**Why it works:**
{Why this is a high-impact, standalone moment}

**Hook angle:**
{The first 3 seconds - what grabs attention}

---

### 2. {Short Title/Hook Idea}
{Same structure}

---

{Continue for all Shorts...}

---

## Additional Notes

{Any observations about the stream - other potential segments that didn't make the cut, themes that could be explored further, etc. Keep this brief.}

Tips for Better Extractions

For Long-Form Videos

The 10-second test: Can someone understand the first 10 seconds of this segment without watching anything before it? If not, find a better starting point or skip it.

Look for natural setups: Great segments often start with you re-explaining something, setting context, or introducing a topic fresh. These are natural entry points.

Complete arcs: The best segments have setup → content → payoff. Avoid segments that are all middle.

Demo-heavy is good: Segments with visible on-screen action (coding, configuring, building) tend to work better as standalone videos.

For Shorts

Energy markers: Look for moments where you naturally get more animated - these often indicate high-value content.

The "clip test": Would you share this 30-second clip with a friend who knows nothing about the stream? If yes, it's probably a good Short.

Result-first works: Some of the best Shorts start at the end of an explanation - showing the impressive result, then briefly explaining how.

Hooks in the transcript: Look for strong opening lines that are already in the transcript - "Stop doing X", "Here's what nobody tells you about Y", "This is the key insight".

Flexibility in Length

Long-form: Don't force a 10-minute segment if the natural boundaries give you 7 minutes or 25 minutes. Let the content dictate the length.

Shorts: 30-90 seconds is the sweet spot for educational content. Can go up to 3 minutes if the content justifies it, but shorter usually performs better. A punchy 15-second tip or a 2-minute mini-tutorial are both valid - let the content dictate.

What NOT to Extract

• Housekeeping: "Let me check the chat", "Give me one second", troubleshooting stream issues
• Incomplete tangents: Started discussing something but never finished
• Heavy context dependency: "As I showed earlier..." or "Remember when we..."
• Low-energy stretches: Waiting for things to load, reading documentation silently
• Inside jokes: References that only make sense to stream regulars

Quality Check

Before finalizing:

• Each long-form segment has clear start/end boundaries
• Long-form segments don't require watching earlier content
• Each Short has a strong hook in the first 3 seconds
• Shorts are single-idea moments, not mini-summaries
• Timestamps are accurate to the transcript
• Reasoning explains why each segment works standalone
• Title ideas are compelling (not just topic labels)