Verification & Quality Assurance

Score code and agent outputs with automated verification and rollback.

6|3|Updated Dec 3, 2025

Search Tags:#rollback #verification #quality #truth-scoring

Ready to run

npx skills add https://github.com/pacphi/ampel --skill verification-quality-assurance-pacphi

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Verification & Quality Assurance
Source: https://github.com/pacphi/ampel/tree/main/.claude/skills/verification-quality
Command: npx skills add https://github.com/pacphi/ampel --skill verification-quality-assurance-pacphi

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Provides automated truth scoring, verification checks, automated rollback, and live monitoring to ensure code and agent outputs meet quality thresholds.

Core Features & Use Cases

Truth Scoring: Real-time reliability metrics for code and tasks
Automated Verification: Checks for correctness, security, and best practices
Automatic Rollback: Revert bad changes when thresholds fail
CI/CD & Dashboards: Export capabilities and live monitoring

Quick Start

npx claude-flow@alpha truth

Frequently Asked Questions about Verification & Quality Assurance

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

FAQPage Schema

How do I set up automated truth scoring for code verification?▼

Truth scoring assigns real-time reliability metrics (0.0–1.0) to code and task outputs, measuring correctness against security and best-practice checks. Enable it in your CI/CD pipeline or agent workflow using `npx claude-flow@alpha truth` to begin automated verification against your codebase or task outputs.

What happens when code fails quality verification thresholds?▼

Failed verification triggers instant rollback when truth scores drop below the 0.95 threshold, automatically reverting bad changes. This prevents incorrect or unsafe code from persisting in repositories or agent pipelines while maintaining audit trails of rejected changes.

Can I monitor verification metrics in real time across my pipeline?▼

Yes. The Skill exports live dashboards and metrics that track truth scores, verification results, and rollback events across CI/CD pipelines and agent tasks, enabling continuous visibility into code and output quality across batch checks and monitoring scenarios.

Does automated rollback work with existing CI/CD systems?▼

Automated rollback integrates with CI/CD pipelines to intercept and revert changes that fail quality gates. It applies to file verification, task output validation, and batch checks, making it compatible with standard deployment workflows without requiring pipeline restructuring.

What security and best-practice checks does verification include?▼

Verification checks enforce security standards and development best practices alongside functional correctness, scoring outputs holistically. Combined with performance metrics and exportable dashboards, these checks ensure code meets organizational quality requirements before deployment or execution.

When should I use truth scoring instead of traditional testing?▼

Truth scoring complements traditional tests by providing continuous reliability metrics for agent outputs and live code, catching regressions and quality drift in real time. Use it for scenarios where outputs are dynamic, difficult to pre-validate, or require instant rollback capability.