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gvm-experts

Manage and score experts for Grounded Vibe Methodology pipelines using citation-based activation and authority assessment.

5|Updated May 4, 2026
Search Tags:#pipeline management#gvm#expert management#ai-assisted software development#software development methodology
One-click install
npx skills add https://github.com/gerquinn1978/gvm --skill gvm-experts
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: gvm-experts
Source: https://github.com/gerquinn1978/gvm/tree/main/grounded-vibe-methodology/skills/gvm-experts
Command: npx skills add https://github.com/gerquinn1978/gvm --skill gvm-experts

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill solves the problem of scoring, rescore, discovering, and managing experts in the GVM pipeline, enhancing the quality and effectiveness of AI-assisted software development.

Core Features & Use Cases

  • Expert Scoring & Rescoring: Score and rescore experts in the GVM roster, ensuring accurate classifications.
  • Expert Management: Manage the expert roster with options to add new experts, evaluate expert authority, and review expert utilization data.
  • Use Case: When developing AI-assisted software, use this Skill to manage the expert reference files, enabling the pipeline to utilize the most authoritative experts for requirements, design, and more.

Quick Start

Run the /gvm-experts command to start managing experts.

Frequently Asked Questions about gvm-experts

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

FAQPage Schema
How do I manage and score experts in an AI-assisted software development pipeline?▼

To manage and score experts in an AI-assisted software development pipeline, use the gvm-experts command to evaluate expert authority, update roster classifications, and review utilization data based on citation-based activation.

What is citation-based activation for expert authority assessment in software methodology?▼

Citation-based activation for expert authority assessment is a scoring mechanism within the Grounded Vibe Methodology that evaluates and ranks experts for the pipeline based on their reference files and utilization data.

Can I rescore existing experts and add new ones to the GVM pipeline roster?▼

Yes, you can rescore existing experts and add new ones to the GVM pipeline roster by running the gvm-experts command, which updates classifications and manages the expert reference files stored within the design system.

What's the best way to evaluate expert authority for requirements and design tasks?▼

The best way to evaluate expert authority for requirements and design tasks is to use a dedicated expert management skill to score the roster, ensuring the pipeline utilizes the most authoritative experts available.

Do I need specific reference files to manage experts in the GVM pipeline?▼

Yes, you need to interact with expert reference files and the scoring methodology stored within the GVM design system to properly manage, score, and activate experts for the software development pipeline.

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