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maister:metaprogram-classifier

Identify active NLP metaprograms from utterances and generate confidence-scored communication strategies.

40|39|Updated Apr 1, 2026
Search Tags:#nlp#team-dynamics#communication-style#metaprograms#communication-strategy#cognitive-filters#interpersonal-communication
One-click install
npx skills add https://github.com/Architekt-Jutra/architekt-jutra-code --skill maister-metaprogram-classifier
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: maister:metaprogram-classifier
Source: https://github.com/Architekt-Jutra/architekt-jutra-code/tree/main/week8/4/metaprogram-classifier
Command: npx skills add https://github.com/Architekt-Jutra/architekt-jutra-code --skill maister-metaprogram-classifier

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates the guesswork behind communication breakdowns by identifying hidden NLP metaprograms — contextual cognitive filters that shape how people process information, make decisions, and interact — so you can adapt your messaging to match how others actually think, rather than how you assume they think.

Core Features & Use Cases

  • Metaprogram Identification: Detects which of 7 core NLP metaprograms are active in any utterance, written message, or described behavior, with confidence scoring and evidence citations.
  • Compound Pattern Detection: Recognizes combined cognitive patterns (e.g., detail-focused + difference-seeking, common in technical experts) to explain complex communication dynamics.
  • Tailored Communication Strategies: Generates concrete, actionable advice on what to say, what to avoid, and opening phrase templates adapted to the other person's cognitive filters. Common use cases include resolving team communication friction, preparing for high-stakes conversations (like proposing architecture changes or negotiating project scope), and understanding why clear explanations fail to land with specific stakeholders.

Quick Start

Use the metaprogram-classifier skill to analyze the attached Slack message from your teammate and get specific, context-aware advice on how to respond to align with their communication style.

Frequently Asked Questions about maister:metaprogram-classifier

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

FAQPage Schema
How do I identify NLP metaprograms from a teammate's written communication?▼

Identify NLP metaprograms by analyzing written communication or described behavioral patterns to reveal contextual cognitive filters. The skill detects active metaprograms with confidence scoring and evidence citations to explain how someone processes information.

What is the best way to prepare for a difficult conversation with a stakeholder?▼

The best way to prepare for difficult conversations is analyzing the stakeholder's active metaprograms to generate tailored communication strategies. You receive actionable advice on what to say, what to avoid, and opening phrase templates adapted to their cognitive filters.

Why does clear communication fail to land with specific team members?▼

Clear communication fails when hidden NLP metaprograms—contextual cognitive filters—shape how people process information differently. Compound pattern detection recognizes combined cognitive patterns, like detail-focused and difference-seeking, to explain complex team friction dynamics.

Can I use metaprogram analysis for cross-stakeholder alignment in professional settings?▼

You can use metaprogram analysis for cross-stakeholder alignment in professional settings. It applies to team friction diagnosis, difficult conversation preparation, and cross-stakeholder alignment by generating evidence-based, confidence-scored communication strategies adapted to detected metaprogram poles.

How do I adapt my messaging strategy to match someone's decision-making style?▼

Adapt messaging strategies by detecting which of 7 core NLP metaprograms are active in their utterances or behaviors. The skill generates concrete, context-aware communication strategies with actionable advice and opening phrase templates matched to their cognitive filters.

What are the limitations of using cognitive filters for interpersonal communication analysis?▼

Limitations of cognitive filter analysis are mitigated through context-aware caveats and confidence scoring. The skill provides evidence-based insights rather than absolute judgments, ensuring actionable communication strategies account for contextual nuances in behavioral patterns.

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