Value Assessment Skill

Score research targets using four-dimensional criteria and heuristic thresholds.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/TeamFlint-Dev/vibe-coding-cn --skill value-assessment-skill
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Value Assessment Skill
Source: https://github.com/TeamFlint-Dev/vibe-coding-cn/tree/main/skills/workUnits/workflowCaseStudy/skills/valueAssessment
Command: npx skills add https://github.com/TeamFlint-Dev/vibe-coding-cn --skill value-assessment-skill

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps you efficiently evaluate the potential value of research targets, ensuring you focus your efforts on the most promising opportunities and avoid wasting time on low-impact studies.

Core Features & Use Cases

  • Prioritization: Quickly filter research candidates based on defined heuristics.
  • Scoring: Apply a multi-dimensional scoring system (Theme Match, Skill Blankness, Pattern Novelty, Practical Value) for in-depth evaluation.
  • Decision Making: Provides clear thresholds for deciding whether to perform a deep dive, quick analysis, or skip a target.
  • Use Case: When presented with a list of potential research workflows, use this Skill to score each one against your current research agenda and available knowledge base, then decide which ones warrant further investigation.

Quick Start

Use the Value Assessment Skill to score the workflow 'workflow_xyz' based on the provided research agenda and existing knowledge.

Frequently Asked Questions about Value Assessment Skill

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

FAQPage Schema
How do I prioritize research workflows using a scoring system?

To prioritize research workflows, you apply a four-dimensional scoring system evaluating theme relevance, knowledge gap, pattern novelty, and practical applicability, then use heuristic rules and decision thresholds to determine if a target warrants a deep dive or quick analysis.

What is heuristic analysis for research prioritization?

Heuristic analysis for research prioritization is a method of applying predefined decision thresholds and scoring criteria to evaluate potential research targets, ensuring consistent assessment by filtering low-impact studies and focusing on the most promising opportunities.

How do I evaluate the practical applicability of a research target?

You evaluate practical applicability by scoring the research target against the specific criteria defined in the Skill's DIMENSIONS.md, measuring its theme match, skill blankness, pattern novelty, and practical value to see if it meets the threshold for further investigation.

Can I use decision thresholds to filter a list of potential research candidates?

Yes, you can filter potential research candidates by applying heuristic rules and decision thresholds to the multi-dimensional scores, which provides clear boundaries to decide whether to perform a deep dive, a quick analysis, or skip the target entirely.

What's the best way to assess knowledge gaps in a research agenda?

The best way to assess knowledge gaps is to use a multi-dimensional scoring system that explicitly evaluates the "skill blankness" of a target against your current research agenda and existing knowledge base, applying consistent heuristics for decision making.

When should I skip a research workflow during value assessment?

You should skip a research workflow during value assessment when its multi-dimensional score fails to meet the predefined decision thresholds, indicating low theme relevance, minimal pattern novelty, or insufficient practical applicability for your current agenda.