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ck:predict

Simulate multi-persona debates to identify software issues before implementation.

1|1|Updated Jan 15, 2026
Search Tags:#software development#risk assessment#debate#pre-implementation#issue detection
One-click install
npx skills add https://github.com/Thanh-apero/apero-kit-cli --skill ck-predict-thanh-apero
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ck:predict
Source: https://github.com/Thanh-apero/apero-kit-cli/tree/main/.claude/skills/ck-predict
Command: npx skills add https://github.com/Thanh-apero/apero-kit-cli --skill ck-predict-thanh-apero

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

The ck:predict skill helps identify potential issues early in the development process by simulating expert debate on proposed changes.

Core Features & Use Cases

  • Expert Analysis: Simulates debate among five expert personas to uncover architectural, security, performance, and UX issues.
  • Pre-Implementation Review: Use before major features or risky changes to catch problems before they become costly.
  • Customizable: Run with a specific feature description or change proposal, and optionally include files for deeper analysis.

Quick Start

Run the 'ck:predict' skill with a feature description, e.g., 'ck:predict "Implement new user authentication flow"'

Frequently Asked Questions about ck:predict

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

FAQPage Schema
How do I do a pre-implementation risk assessment for software changes?▼

Pre-implementation risk assessment is done by simulating a multi-persona debate on proposed changes to identify architectural, security, performance, and UX issues before implementation.

What is the best way to detect architectural and security issues before coding?▼

The best way to detect architectural and security issues is running an expert debate simulation on your feature proposal, which analyzes code and documentation to output a consensus verdict with actionable recommendations.

Can I run a pre-implementation review using just a feature description?▼

You can run a pre-implementation review using just a feature description, and optionally include files for deeper analysis to uncover potential issues early in the development process.

How does expert debate issue detection work for software development?▼

Expert debate issue detection works by simulating five expert personas reviewing proposed changes, analyzing your code and documentation to identify architectural, security, performance, and UX issues.

When should I use a multi-persona debate for issue detection?▼

Use a multi-persona debate for issue detection before major features or risky changes to catch problems early and prevent costly mistakes in the development process.

What issues can I catch with pre-implementation debate on proposed changes?▼

Pre-implementation debate catches architectural, security, performance, and UX issues, outputting a consensus verdict with actionable recommendations to prevent costly mistakes.

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