resonance-ops-voice

Extracts behavioral voice profiles from writing corpora for persons, brands, or characters.

Updated Dec 1, 2025
One-click install
npx skills add https://github.com/manusco/wolfgang --skill resonance-ops-voice-manusco
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: resonance-ops-voice
Source: https://github.com/manusco/wolfgang/tree/main/.agents/skills/ops/voice
Command: npx skills add https://github.com/manusco/wolfgang --skill resonance-ops-voice-manusco

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Capturing how a person, brand, or character actually writes is hard because self-descriptions are aspirational and unreliable. This Skill analyzes a real writing corpus, validates hypotheses through a structured gap interview, and compiles a portable voice profile under 5,000 tokens that an AI can use as standing context. ## Core Features & Use Cases - Corpus-Based Extraction: Analyzes 12 behavioral dimensions (sentence rhythm, pronoun stance, punctuation habits, humor register, and more) to build 8-12 falsifiable, evidence-backed hypotheses instead of asking how the subject sounds. - Type-Specific Gap Interviews: Runs distinct interview tracks for Person, Brand, or Role/Character subjects, covering refusals, red flags, context switches, and decision rules that text alone cannot reveal. - Compression and Validation: Compiles findings into a structured XML voice profile with a source hierarchy (corpus-observed beats self-described), then validates it with a side-by-side voice test before delivery. - Use Case: A founder wants AI-generated content to sound like them. Provide 5 past emails and essays; the Skill deduces their voice patterns, confirms them one at a time, and outputs an about-me.md profile ready to use as context for any writing task. ## Quick Start Analyze these five emails I have written and compile a personal voice profile that captures how I actually write.

Frequently Asked Questions about resonance-ops-voice

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

FAQPage Schema
How do I create a brand voice profile from existing content?▼

Provide 2-5 pieces of published brand content such as website copy, social posts, or customer emails. The Skill analyzes the corpus silently, presents 8-12 evidence-backed hypotheses about your voice, then runs a brand-specific gap interview before compiling a brand-voice.md file under 5,000 tokens.

How to capture my personal writing voice for AI ghostwriting?▼

Share 2-5 pieces of your actual writing such as emails, posts, or essays. The Skill deduces your voice patterns from the text rather than asking you to describe them, validates each hypothesis with you one at a time, and outputs an about-me.md profile usable as AI context.

Can a voice profile be created without a writing corpus?▼

Yes, each subject type has a fallback. You write three short pieces on demand, such as a cold email declining a meeting, and the Skill analyzes those before running the gap interview. The compiled file flags the limited corpus quality.

What happens when self-description contradicts the writing corpus?▼

The corpus wins. The Skill applies a source hierarchy where observed behavior outranks self-description, and it preserves the contradiction as a productive tension in the profile rather than silently resolving it in the subject's favor.

Why is the compiled voice profile limited to 5,000 tokens?▼

The profile serves as standing AI context, so every line must change how the AI writes. A second-pass audit cuts generic, flattering, or low-evidence lines first, keeping only high-signal behavioral rules within the token ceiling.

Does this Skill write copy using the extracted voice?▼

No. Writing or rewriting copy is out of scope and delegated to a separate copywriter skill that consumes the voice profile as context. This Skill only discovers, documents, and validates the voice itself.