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ArogyaReddy
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talk-stage1-extract

Convert raw source material into a structured talk summary with narrative arc, themes, metrics, and gaps.

1|1|Updated Apr 8, 2026
Search Tags:#metrics#themes#summary#narrative-arc#talk#source-detection
One-click install
npx skills add https://github.com/ArogyaReddy/https-github.com-FlorianBruniaux-claude-code-ultimate-guide --skill talk-stage1-extract-arogyareddy
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: talk-stage1-extract
Source: https://github.com/ArogyaReddy/https-github.com-FlorianBruniaux-claude-code-ultimate-guide/tree/main/examples/skills/talk-pipeline/stage-1-extract
Command: npx skills add https://github.com/ArogyaReddy/https-github.com-FlorianBruniaux-claude-code-ultimate-guide --skill talk-stage1-extract-arogyareddy

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill streamlines turning raw source material (articles, transcripts, notes) into a structured, narrative-ready talk summary, saving time and ensuring consistency across talks.

Core Features & Use Cases

  • Automates metadata collection (slug, event, date, duration, audience, type)
  • Reads and analyzes the source material (article, transcript, notes)
  • Detects source type: REX vs Concept
  • Extracts narrative arc (chronological for REX, thematic for Concept)
  • Extracts main themes (3-7)
  • Extracts metrics with sources
  • Identifies gaps for a complete talk
  • Writes {slug}-summary.md into talks/

Quick Start

Provide your source material and metadata; the tool will detect type, extract metrics and themes, and write the talks/{YYYY}-{slug}-summary.md file.

Frequently Asked Questions about talk-stage1-extract

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert raw transcripts and notes into a structured talk summary?▼

You can convert raw transcripts and notes into a talk summary by feeding source material into the tool. It detects the source type, extracts themes, metrics, narrative arc, and gaps, then writes a structured markdown summary file.

What is the difference between REX and Concept source types when extracting a narrative arc?▼

REX and Concept source types differ in narrative arc extraction. REX sources generate a chronological narrative arc, whereas Concept sources produce a thematic narrative arc for the final talk summary.

How do I extract metrics with sources from articles before committing to a talk?▼

Extract metrics with sources from articles by processing the text through an automated summary tool. It captures measurable metrics with their original sources and identifies content gaps to ensure a complete talk.

Can I audit existing talk material to identify gaps and main themes?▼

Yes, you can audit existing talk material to identify gaps and main themes. The tool analyzes provided notes or transcripts, extracts three to seven main themes, and highlights missing elements needed for a complete presentation.

Does the talk summary tool require specific markdown metadata formats to start?▼

The talk summary tool requires basic metadata to start, including slug, event, date, duration, audience, and type. It combines this metadata with your raw source material to generate the structured markdown summary file.

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