forecast-scrutiny

Forecast and scrutinize risky operations in the MALFIG ecosystem.

1|Updated Mar 6, 2026
One-click install
npx skills add https://github.com/DaBigHomie/ugwtf --skill forecast-scrutiny
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: forecast-scrutiny
Source: https://github.com/DaBigHomie/ugwtf/tree/main/.cursor/skills/forecast-scrutiny
Command: npx skills add https://github.com/DaBigHomie/ugwtf --skill forecast-scrutiny

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps prevent risky operations in the MALFIG ecosystem by forecasting and scrutinizing the impact of actions before they are executed.

Core Features & Use Cases

  • Pre-action Forecasting: Analyzes the potential impact of actions like sync, deploy, migration, and more.
  • Adversarial Scrutiny: Checks for possible failures and security issues in the action plan.
  • Use Case: Before deploying a new CI/CD workflow across multiple repositories, use this Skill to forecast and scrutinize the impact to ensure safety and prevent costly mistakes.

Quick Start

Use the forecast-scrutiny skill to forecast the impact of running a sync/migration script on a specific repository.

Frequently Asked Questions about forecast-scrutiny

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

FAQPage Schema
How do I forecast the impact of a risky deployment before executing it?

Pre-action forecasting assesses the blast radius of risky operations like migrations or deployments across files, repos, and database rows. It helps predict potential failures and mitigate risks before you execute any changes.

What is adversarial scrutiny in code analysis and when do I need it?

Adversarial scrutiny checks action plans for possible failures and security issues during code analysis. You need it before running operations like syncs or migrations to ensure reversibility and prevent costly mistakes across your repositories.

How do I assess the blast radius of a database migration script?

To assess the blast radius of a database migration, use pre-action impact forecasting to evaluate the scope across DB rows, files, and external effects. This identifies potential security issues and ensures the operation remains reversible.

Can I use pre-action planning to check if a CI/CD workflow is safe to deploy across multiple repositories?

Yes, pre-action planning can forecast and scrutinize the impact of deploying a new CI/CD workflow across multiple repositories. It evaluates the blast radius and checks for security vulnerabilities to ensure safe execution.

What is the best way to prevent risky actions during a repository sync?

The best way to prevent risky actions during a repository sync is applying adversarial scrutiny and pre-action forecasting. This combination evaluates the operation's scope, predicts failures, and verifies that actions remain reversible.

When should I not use automated impact forecasting for my deployment?

You should avoid relying on automated impact forecasting when you lack a clear understanding of the operation's scope and implications. Effective risk assessment requires accurate code analysis and comprehension of the specific external effects involved.