vc-predict

Simulate expert persona debate to assess code change risks.

Updated Jun 20, 2026

Search Tags:#code review #software architecture #risk assessment #risk mitigation #UX evaluation

Ready to run

npx skills add https://github.com/tutran27/trust-room-AI --skill vc-predict-tutran27

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: vc-predict
Source: https://github.com/tutran27/trust-room-AI/tree/main/.agents/skills/vc-predict
Command: npx skills add https://github.com/tutran27/trust-room-AI --skill vc-predict-tutran27

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Identifies potential architectural, security, performance, and UX issues in proposed code changes before implementation, catching risks early in the development process.

Core Features & Use Cases

Risk Prediction: Analyzes proposed code changes using expert personas to identify potential issues.
Pre-Implementation Analysis: Used before implementing major features or risky changes to mitigate risks.
Customization: Can run in simple or deep mode based on the complexity and scope of the proposed change.
Use Case: Before deploying a new feature, run 'vc-predict "Implement real-time messaging system"' to detect potential risks.

Quick Start

Analyze a proposed change with the 'vc-predict' skill by specifying the change proposal or feature description.

Frequently Asked Questions about vc-predict

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

FAQPage Schema

How do I predict architectural and security risks before implementing code changes?▼

Risk prediction for code changes is done by simulating a debate among expert personas to identify potential architecture, security, performance, and UX issues early in the development process.

What is early risk assessment for software features and how does it work?▼

Early risk assessment analyzes proposed software features using simulated expert personas to catch architectural, security, performance, and UX issues before implementation begins.

How do I run a pre-implementation risk analysis on a proposed feature?▼

Run a pre-implementation risk analysis by passing the feature description or change proposal to the tool, which simulates an expert debate to identify potential issues.

Can I analyze UX and performance risks for code changes of varying complexity?▼

Yes, you can analyze code changes of varying complexity by running the assessment in simple or deep mode, with deep mode requiring a Python-based subagent for thorough analysis.

When should I use deep mode over simple mode for code review risk assessment?▼

Use deep mode for complex code changes requiring deep analysis via a Python-based subagent, and use simple mode for smaller proposed changes with lower risk levels.