Verification & Quality Assurance

Automate code verification, truth scoring, and rollback for AI-generated outputs.

2|Updated Jan 25, 2026
One-click install
npx skills add https://github.com/EarthmanWeb/claude-flow-plugin --skill verification-quality-assurance-earthmanweb
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Verification & Quality Assurance
Source: https://github.com/EarthmanWeb/claude-flow-plugin/tree/main/.claude/skills/verification-quality
Command: npx skills add https://github.com/EarthmanWeb/claude-flow-plugin --skill verification-quality-assurance-earthmanweb

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill addresses the critical need for maintaining high code quality, ensuring accuracy in AI-generated outputs, and providing a safety net against regressions through automated verification and rollback mechanisms.

Core Features & Use Cases

  • Truth Scoring: Provides real-time reliability metrics for code and agent tasks.
  • Automated Verification: Checks code for correctness, security, and best practices.
  • Automatic Rollback: Reverts changes that fail verification, ensuring codebase stability.
  • Use Case: Before merging a new feature, this Skill can automatically verify the code's quality and security, flagging any issues and rolling back if critical thresholds are not met, thus preventing the introduction of bugs or vulnerabilities.

Quick Start

Run a verification check on the current directory to ensure code quality standards are met.

Frequently Asked Questions about Verification & Quality Assurance

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

FAQPage Schema
How do I automate code verification for AI-generated outputs?

Automate code verification for AI-generated outputs by checking correctness, security, and best practices against a 0.95 accuracy threshold. This ensures high software reliability and prevents regressions before merging new features.

What is truth scoring in quality assurance and how does it work?

Truth scoring in quality assurance provides real-time reliability metrics for code and agent tasks. It calculates an accuracy score up to a 0.95 threshold to determine if AI-generated outputs meet correctness and security standards.

How do I rollback code changes automatically when verification fails?

Rollback code changes automatically when verification fails by configuring an accuracy threshold of 0.95. If critical quality checks are not met, the system reverts the changes to ensure codebase stability and prevent vulnerabilities.

Can I use automated rollback to prevent bugs in my CI-CD pipeline?

Yes, you can use automated rollback to prevent bugs in your CI-CD pipeline. The system verifies code quality and security, automatically reverting changes that fail to meet the 0.95 accuracy threshold to maintain codebase stability.

What are the limitations of automated quality assurance for agent outputs?

Limitations of automated quality assurance include a strict 0.95 accuracy threshold; any code or agent output scoring below this level triggers an automatic rollback, which may halt deployment if minor issues fail critical verification checks.