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adversarial-review-lenses

Automate adversarial review of software artifacts using multiple analysis lenses.

8|2|Updated Apr 16, 2026

Search Tags:#quality assurance #risk assessment #adversarial review #software artifact analysis #lens-based verification

Ready to run

npx skills add https://github.com/SebastienDegodez/skraft-plugin --skill adversarial-review-lenses

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: adversarial-review-lenses
Source: https://github.com/SebastienDegodez/skraft-plugin/tree/main/plugins/skills/adversarial-review-lenses
Command: npx skills add https://github.com/SebastienDegodez/skraft-plugin --skill adversarial-review-lenses

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill streamlines the adversarial review process for software artifacts, ensuring comprehensive and unbiased evaluations by applying multiple lenses of analysis.

Core Features & Use Cases

Adversarial Review: Perform independent, defensible verdicts on artifacts using 4 independent lenses.
Lens-based Analysis: Execute lenses such as Completeness, Business Fit, Quality, and Risk.
Weighted Synthesis: Combine findings from different lenses to generate a verdict.
Output Format: Standardized review format with detailed findings and synthesis.

Quick Start

Run the adversarial-review-lenses skill to initiate an adversarial review for the current artifact.

Frequently Asked Questions about adversarial-review-lenses

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

FAQPage Schema

How do I conduct an adversarial review of software artifacts?▼

Lens-based verification improves risk assessment by independently evaluating software artifacts through distinct lenses like Completeness, Business Fit, Quality, and Risk before synthesizing the findings.

How does weighted synthesis work in software artifact analysis?▼

Weighted synthesis in software artifact analysis combines the independent findings from multiple review lenses, applying weights to generate a single, defensible overall verdict on the artifact.

Can I use lens-based verification for quality assurance in my development lifecycle?▼

Yes, lens-based verification is designed for quality assurance within the software development lifecycle, providing standardized reviews with detailed findings and a synthesized verdict for your artifacts.

What is the best way to perform an unbiased risk assessment on software artifacts?▼

The best way to perform an unbiased risk assessment is to use an adversarial review approach that separates the evaluation into independent lenses, ensuring thorough and defensible artifact analysis.

Do I need specific dependencies to run an adversarial review?▼

No external dependencies are required to run an adversarial review, as the process relies on internal scripts and references to execute the lens-based analysis and generate the final verdict.