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/weakness-detection

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.

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idea-validation-agents
47915 skills
Install
$ npx -y skills add MaxKmet/idea-validation-agents --skill weakness-detection --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/weakness-detection

Context preview

The summary Claude sees to decide when to auto-load this skill.

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.md

weakness-detection.SKILL.md
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.

<!-- version: 0.1.0 | outputs: memory/ideas/<slug>/weaknesses.json -->

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

<!-- TODO: Add failure mode library by app category --> <!-- TODO: Define threshold for "weak" (e.g., dimension score < 40) -->

1. Load scores.json, identify dimensions scoring below threshold. 2. For each weak dimension, read the source file to understand why. 3. Classify the root cause (structural / situational / knowledge gap / addressable). 4. 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"
}

Notes

<!-- TODO: Define "fatal" vs "major" vs "minor" by combination of weak dimensions -->

Read more
Ships withidea-validation-agents

AI agents that act as your personal venture analyst - from startup idea brainstorming to full validation and go-to-market strategy. Built for developers who'd rather validate in 10 minutes than regret in six months. Powered by Claude Code, OpenAI Codex, and Cursor.

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MIT
License
4mo ago
Last commit
6mo ago
Created
4h ago
Added

Repo: MaxKmet/idea-validation-agents

Other skills on idea-validation-agents.