insight-storm

Review code changes for failure modes and assumption conflicts.

14|1|Updated Mar 10, 2026
One-click install
npx skills add https://github.com/sidtheone/insightsloop --skill insight-storm
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: insight-storm
Source: https://github.com/sidtheone/insightsloop/tree/main/skills/insight-storm
Command: npx skills add https://github.com/sidtheone/insightsloop --skill insight-storm

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill acts as an adversarial code reviewer, proactively identifying potential failure modes, inconsistencies, and violations of project values before they cause issues in production.

Core Features & Use Cases

  • Adversarial Code Review: Detects irreversible decisions, implicit assumptions, and failure modes under partial state.
  • Consistency Enforcement: Checks for naming mismatches and cross-module assumption conflicts.
  • Values Alignment: Ensures code adheres to project-defined principles.
  • Use Case: Before merging a critical feature, run the Storm skill to ensure that a complex transaction handling logic doesn't fail halfway, leaving data in an inconsistent state.

Quick Start

Use the insight-storm skill to perform an adversarial review on the current git diff.

Frequently Asked Questions about insight-storm

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

FAQPage Schema
How do I perform an adversarial code review on a git diff?

Adversarial code review on a git diff identifies failure modes and assumption conflicts by analyzing irreversible decisions and partial state conditions. It detects naming mismatches and enforces project values across modules before merging critical features.

What is adversarial testing for failure modes in partial state conditions?

Adversarial testing for failure modes evaluates how code handles incomplete data states by checking implicit assumptions and irreversible decisions. It proactively detects inconsistencies to prevent complex transaction logic from leaving data in an invalid state.

How do I check cross-module consistency and naming mismatches before merging?

Checking cross-module consistency involves scanning code changes for naming mismatches and assumption conflicts across modules. It enforces project-defined values and identifies implementation inconsistencies to ensure coherent integration before deployment.

Can I use automated risk assessment to find irreversible decisions in my code?

Automated risk assessment identifies irreversible decisions and implicit assumptions in code changes. It analyzes inputs and outputs under partial state conditions to proactively surface failure modes and assumption conflicts before they impact production.

What are the limitations of using adversarial code review for quality assurance?

Adversarial code review focuses on logic, consistency, and risk assessment but does not execute code. It relies on analyzing the git diff to find assumption conflicts and naming mismatches, meaning it complements but does not replace runtime testing.

Does insight-storm work with standard git diff output for code review?

Yes, the insight-storm skill processes standard git diff output to perform consistency checks and adversarial code review. It analyzes the provided changes to identify failure modes, enforce project values, and detect cross-module inconsistencies.