Can I integrate these metrics into GitHub Actions?

Yes, the skill provides structured JSON output and CLI commands specifically designed for easy integration with GitHub Actions, GitLab CI, and other CI/CD tools.

How does the automatic rollback feature function?

If a verification check fails to meet the required score, the system utilizes Git integration to instantly revert the changes to the last known 'good' state in under a second.

What specific criteria does the verification check evaluate?

It evaluates code correctness (syntax and logic), security vulnerabilities, adherence to best practices (SOLID/DRY), performance impact, and documentation completeness.

What is the default verification threshold for this skill?

The skill defaults to a 0.95 (95%) accuracy threshold. However, this is fully configurable for specific files, tasks, or environments like production and staging.

Verification & Quality Assurance

Name: Verification & Quality Assurance
Author: nbossn

bynbossn

0•

Security & Testing

Ensures codebase reliability through real-time truth scoring, automated quality checks, and intelligent rollback systems for AI-generated outputs.

This skill provides a robust framework for maintaining high-quality agent outputs by implementing a rigorous truth scoring system and automated verification protocols. It safeguards development projects by monitoring code correctness, security, and best practices in real-time, offering an automatic rollback feature that reverts changes failing to meet a 95% accuracy threshold. It is an essential utility for developers using Claude Flow who need to integrate statistical quality metrics directly into their AI-driven development lifecycle and CI/CD pipelines.

Key Features

01Interactive Performance Dashboards with Trend Analysis

02Real-time Truth Scoring (0.0-1.0 scale)

03Automated Code, Security, and Best Practice Verification

04Seamless CI/CD Integration with JSON/HTML Exports

05Instant Automatic Rollback for Failed Quality Checks

060 GitHub stars

Use Cases

01Ensuring production-ready code quality for AI-generated features

02Monitoring long-term performance and accuracy trends across different AI agents

03Automating rollback procedures in CI/CD pipelines when reliability thresholds are missed

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nbossn/claude-code-base verification-quality

For use in Claude.ai and ChatGPT

Key Features

01Interactive Performance Dashboards with Trend Analysis

02Real-time Truth Scoring (0.0-1.0 scale)

03Automated Code, Security, and Best Practice Verification

04Seamless CI/CD Integration with JSON/HTML Exports

05Instant Automatic Rollback for Failed Quality Checks

060 GitHub stars

Use Cases

01Ensuring production-ready code quality for AI-generated features

02Monitoring long-term performance and accuracy trends across different AI agents

03Automating rollback procedures in CI/CD pipelines when reliability thresholds are missed

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nbossn/claude-code-base verification-quality

For use in Claude.ai and ChatGPT