adversarial-review

Automate adversarial plan reviews using a 7-attack protocol.

1|Updated Apr 10, 2026
One-click install
npx skills add https://github.com/loicalleyne/esquisse --skill adversarial-review-loicalleyne
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: adversarial-review
Source: https://github.com/loicalleyne/esquisse/tree/main/skills/adversarial-review
Command: npx skills add https://github.com/loicalleyne/esquisse --skill adversarial-review-loicalleyne

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the adversarial review process, identifying potential issues in plans before implementation to prevent costly mistakes.

Core Features & Use Cases

  • Adversarial Plan Review: Applies a 7-attack protocol to evaluate the robustness of plans.
  • Model Rotation: Uses different reviewer models to maximize defect coverage.
  • Plan Verification: Validates plan content against real-world scenarios and dependencies.

Quick Start

Run the adversarial-review skill to initiate an adversarial review for your plan.

Frequently Asked Questions about adversarial-review

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

FAQPage Schema
What is an adversarial review for plan verification?

An adversarial review for plan verification is an automated assessment that evaluates plan robustness using a 7-attack protocol. It targets false assumptions, edge cases, security vulnerabilities, logic contradictions, context blindness, failure modes, and hallucinations to prevent costly implementation mistakes.

How do I automate security assessments for my project plans?

You can automate security assessments for project plans by running an adversarial review skill that applies a 7-attack protocol. This process evaluates plans for vulnerabilities, logic contradictions, and failure modes using model rotation to maximize defect coverage.

Does an adversarial review require specific AI models or MCP tools to work?

Yes, an adversarial review requires access to a variety of AI models and MCP tools for execution. The skill utilizes model rotation across different reviewer models to maximize defect coverage and validate plan content against real-world scenarios.

What is the best way to check plan robustness against edge cases and failure modes?

The best way to check plan robustness is through an automated adversarial review that applies a targeted 7-attack protocol. This method specifically evaluates plans for edge cases, failure modes, and logic contradictions before implementation begins.

Why does my plan verification miss logic contradictions and hallucinations?

Plan verification misses logic contradictions and hallucinations when it lacks an automated adversarial review process. Applying a 7-attack protocol with model rotation validates plan content against dependencies and identifies these specific defects before implementation.