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voice-extractor

Extract an individual's writing voice from sample texts into a structured guide.

Updated Apr 6, 2026
Search Tags:#style-guide#ai-training#voice-extraction#writing-voice#voice-guide#ghostwriting
One-click install
npx skills add https://github.com/mohamednegm0/Musahm-Vault-GTM --skill voice-extractor-mohamednegm0
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: voice-extractor
Source: https://github.com/mohamednegm0/Musahm-Vault-GTM/tree/main/.claude/skills/ai-marketing-claude-code-skills/voice-extractor
Command: npx skills add https://github.com/mohamednegm0/Musahm-Vault-GTM --skill voice-extractor-mohamednegm0

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Many AI outputs feel generic because models lack a clear, actionable representation of an individual's real writing voice; this Skill extracts that "communication DNA" from raw samples so AI and human writers can reproduce it consistently.

Core Features & Use Cases

  • Voice extraction from samples: Analyze a mix of casual messages, transcripts, posts, and web copy to surface tone, energy, and recurring themes.
  • Structured Voice Guide output: Produce signature transition and emphasis phrases, confidence-zone mapping, anti-patterns, and two validation examples for quality checking.
  • Modes for needs: Quick snapshots for rapid reference, standard guides for AI training and ghostwriting, and deep mode for onboarding with rewrites and checklists.
  • Use case: Onboard a ghostwriter by supplying 3+ samples and receiving a validated Voice Guide that cuts revision cycles and keeps brand consistency.

Quick Start

Extract a standard Voice Guide from these samples with tone, vocabulary, rhythm, confidence zones, signature phrases, anti-patterns, and two validation sentences.

Frequently Asked Questions about voice-extractor

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

FAQPage Schema
How do I extract a writing voice from sample texts for AI training?▼

You extract a writing voice by providing a minimum of three samples or 500 total words from emails, transcripts, posts, or website copy to analyze tone, vocabulary, rhythm, and recurring themes. The output is a structured guide capturing that authentic communication style.

What is a voice guide and how does it help with ghostwriting onboarding?▼

A voice guide is a structured document containing signature transition phrases, confidence-zone mapping, anti-patterns, and validation examples. It helps onboard ghostwriters by providing a validated reference that cuts revision cycles and maintains brand consistency.

Can I use casual messages and website copy to create a brand voice style guide?▼

Yes, you can use casual messages and website copy to create a brand voice style guide. Analyzing a mix of sample formats surfaces tone, energy, and recurring themes to produce a structured guide for AI training or content teams.

How do I generate a quick voice snapshot versus a deep onboarding guide?▼

Generate a quick voice snapshot for rapid reference or a deep onboarding guide with rewrites and checklists by stating your purpose and optional confidence zones. Standard guides serve AI training and ghostwriting needs.

What are the minimum requirements to extract an authentic writing voice?▼

The minimum requirements to extract an authentic writing voice are three samples or 500 total words, a stated purpose, and optional confidence zones or anti-patterns. This input produces a structured guide with signature phrases and validation examples.

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