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kwojtasinski-repo
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metaprogram-classifier

Detect NLP metaprograms in utterances and suggest matched communication strategies.

Updated Nov 19, 2020
Search Tags:#communication#nlp#conversation#classification#coaching#behavior analysis#metaprograms
One-click install
npx skills add https://github.com/kwojtasinski-repo/ECommerceApp --skill metaprogram-classifier-kwojtasinski-repo
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: metaprogram-classifier
Source: https://github.com/kwojtasinski-repo/ECommerceApp/tree/main/.github/skills/metaprogram-classifier
Command: npx skills add https://github.com/kwojtasinski-repo/ECommerceApp --skill metaprogram-classifier-kwojtasinski-repo

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? It helps you understand how a person filters information and makes decisions by identifying active NLP metaprograms in their speech or writing, so you can adapt your communication style to their cognitive patterns. ## Core Features & Use Cases - Metaprogram Detection: Classifies signals across 7 metaprograms including information sorting, granularity, source of authority, world orientation, self-motivation, self-persuasion, and priority. - Context Qualification: Distinguishes stable cognitive filters from role-based masking, quoting the exact evidence behind each classification with confidence levels. - Communication Strategies: Produces concrete do-and-avoid tactics matched to the detected filters. - Use Case: Before a difficult conversation with a stakeholder, paste excerpts of their emails to identify whether they are detail-oriented or big-picture, internally or externally referenced, and receive tailored phrasing advice. ## Quick Start Analyze this email excerpt from my manager and tell me which metaprograms are active and how I should phrase my proposal.

Frequently Asked Questions about metaprogram-classifier

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

FAQPage Schema
How do I identify someone's communication style from their messages?▼

Paste the person's utterance, email, or transcript excerpt and the skill detects markers across seven NLP metaprograms such as detail versus big picture and internal versus external reference. Each classification includes the quoted evidence and a confidence level.

What are NLP metaprograms and which ones does this analyze?▼

Metaprograms are context-dependent cognitive filters that shape how people sort information and make decisions. This skill covers seven: information sorting, granularity, source of authority, world orientation, self-motivation, self-persuasion, and priority.

Can metaprogram analysis be used for hiring or performance evaluation?▼

No. The skill explicitly prohibits use for hiring, performance evaluation, or psychometric labeling. Metaprograms are treated as contextual filters, not fixed personality traits, so findings must always be qualified by role and situation.

How accurate is metaprogram detection from short text samples?▼

Accuracy depends on evidence quality, and the skill reports High, Medium, or Low confidence per detection. It flags role masking, where a person's professional role may distort their natural filter, rather than overstating certainty.

What input does the metaprogram classifier need to work?▼

It accepts an utterance, email text, transcript excerpt, or a description of observed behavior. If no text is provided, it scans the current conversation, and if nothing is available it asks you to supply the material to analyze.

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