Agent Skills › MaxKmet/idea-validation-agents › weakness-detection

weakness-detection

GitHub

分析创意评分，识别薄弱维度、根本原因及潜在失败模式。通过加载分数和源文件，将弱点分类为结构性、情境性、知识缺口或可解决类型，并评估整体严重程度，为后续调整提供依据。

skills/weakness-detection/SKILL.md MaxKmet/idea-validation-agents

触发场景

需要分析创意弱点和失败风险时在触发转向引擎前理解低分维度的根本原因时

安装

npx skills add MaxKmet/idea-validation-agents --skill weakness-detection -g -y

更多选项

不安装直接使用

npx skills use MaxKmet/idea-validation-agents@weakness-detection

指定 Agent (Claude Code)

npx skills add MaxKmet/idea-validation-agents --skill weakness-detection -a claude-code -g -y

安装 repo 全部 skill

npx skills add MaxKmet/idea-validation-agents --all -g -y

预览 repo 内 skill

npx skills add MaxKmet/idea-validation-agents --list

SKILL.md

Frontmatter

{
    "name": "weakness-detection",
    "description": "Analyzes idea-scoring output to identify the weakest dimensions, root causes of low scores, and probable failure modes if the idea were pursued as-is."
}

Skill: weakness-detection

Purpose

Before triggering the pivot engine, understand WHY dimensions are weak. A low distribution score might mean "no viral loop" (fixable) or "fundamentally wrong category for organic growth" (structural). Surface the root cause, not just the symptom.

Input

Idea slug
memory/ideas/<slug>/scores.json (required)
All available dimension files in memory/ideas/<slug>/

Weakness Classification

Root Cause Type	Description	Fix Type
Structural	Inherent to the idea, can't be pivoted away	Drop or major pivot
Situational	Weak due to user's current constraints	Fixable (more time, budget)
Knowledge gap	Weak because data is missing	Run more research
Addressable	Weak but has a clear fix	Targeted pivot

Process

Load scores.json, identify dimensions scoring below threshold.
For each weak dimension, read the source file to understand why.
Classify the root cause (structural / situational / knowledge gap / addressable).
Describe the failure mode if the idea proceeded without fixing this weakness.

Output

Write to memory/ideas/<slug>/weaknesses.json:

{
  "weak_dimensions": [
    {
      "dimension": "",
      "score": 0,
      "root_cause_type": "structural | situational | knowledge-gap | addressable",
      "root_cause_description": "",
      "failure_mode": ""
    }
  ],
  "critical_weaknesses": [],
  "addressable_weaknesses": [],
  "overall_weakness_severity": "fatal | major | minor"
}