Verification Quality AssuranceSAFE
Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.
Overview
Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.
5ff3ca429e5bOBSERVED · 2026-10-08What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
---
name: "Verification & Quality Assurance"
description: "Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability."
version: "2.0.0"
category: "quality-assurance"
tags: ["verification", "truth-scoring", "quality", "rollback", "metrics", "ci-cd"]
---
# Verification & Quality Assurance Skill
## What This Skill Does
This skill provides a comprehensive verification and quality assurance system that ensures code quality and correctness through:
- **Truth Scoring**: Real-time reliability metrics (0.0-1.0 scale) for code, agents, and tasks
- **Verification Checks**: Automated code correctness, security, and best practices validation
- **Automatic Rollback**: Instant reversion of changes that fail verification (default threshold: 0.95)
- **Quality Metrics**: Statistical analysis with trends, confidence intervals, and improvement tracking
- **CI/CD Integration**: Export capabilities for continuous integration pipelines
- **Real-time Monitoring**: Live dashboards and watch modes for ongoing verification
## Prerequisites
- Claude Flow installed (`npx claude-flow@alpha`)
- Git repository (for rollback features)
- Node.js 18+ (for dashboard features)
## Quick Start
```bash
# View current truth scores
npx claude-flow@alpha truth
# Run verification check
npx claude-flow@alpha verify check
# Verify specific file with custom threshold
npx claude-flow@alpha verify check --file src/app.js --threshold 0.98
# Rollback last failed verification
npx claude-flow@alpha verify rollback --last-good
```
---
## Complete Guide
### Truth Scoring System
#### View Truth Metrics
Display comprehensive quality and reliability metrics for your codebase and agent tasks.
**Basic Usage:**
```bash
# View current truth scores (default: table format)
npx claude-flow@alpha truth
# View scores for specific time period
npx claude-flow@alpha truth --period 7d
# View scores for specific agent
npx claude-flow@alpha truth --agent coder --period 24h
# Find files/tasks below threshold
npx claude-flow@alpha truth --threshold 0.8
```
**Output Formats:**
```bash
# Table format (default)
npx claude-flow@alpha truth --format table
# JSON for programmatic access
npx claude-flow@alpha truth --format json
# CSV for spreadsheet analysis
npx claude-flow@alpha truth --format csv
# HTML report with visualizations
npx claude-flow@alpha truth --format html --export report.html
```
**Real-time Monitoring:**
```bash
# Watch mode with live updates
npx claude-flow@alpha truth --watch
# Export metrics automatically
npx claude-flow@alpha truth --export .claude-flow/metrics/truth-$(date +%Y%m%d).json
```
#### Truth Score Dashboard
Example dashboard output:
```
📊 Truth Metrics Dashboard
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Overall Truth Score: 0.947 ✅
Trend: ↗️ +2.3% (7d)
Top Performers:
verification-agent 0.982 ⭐
code-analyzer 0.971 ⭐
test-generator 0.958 ✅
Needs Attention:
refactor-agent 0.821 ⚠️
docs-generator 0.794 ⚠️
Recent Tasks:
task-456 0.991 ✅ "Implement auth"
task-455 0.967 ✅ "Add tests"
task-454 0.743 ❌ "Refactor API"
```
#### Metrics Explained
**Truth Scores (0.0-1.0):**
- `1.0-0.95`: Excellent ⭐ (production-ready)
- `0.94-0.85`: Good ✅ (acceptable quality)
- `0.84-0.75`: Warning ⚠️ (needs attention)
- `<0.75`: Critical ❌ (requires immediate action)
**Trend Indicators:**
- ↗️ Improving (positive trend)
- → Stable (consistent performance)
- ↘️ Declining (quality regression detected)
**Statistics:**
- **Mean Score**: Average truth score across all measurements
- **Median Score**: Middle value (less affected by outliers)
- **Standard Deviation**: Consistency of scores (lower = more consistent)
- **Confidence Interval**: Statistical reliability of measurements
### Verification Checks
#### Run Verification
Execute comprehensive verification checks on code, tasks, or agent outputs.
**File Verification:**
```bash
# Verify single file
npx claude-flow@alpha verify check --file src/app.js
# Verify directory recursively
npx claude-flow@alpha verify check --directory src/
# Verify with auto-fix enabled
npx claude-flow@alpha verify check --file src/utils.js --auto-fix
# Verify current working directory
npx claude-flow@alpha verify check
```
**Task Verification:**
```bash
# Verify specific task output
npx claude-flow@alpha verify check --task task-123
# Verify with custom threshold
npx claude-flow@alpha verify check --task task-456 --threshold 0.99
# Verbose output for debugging
npx claude-flow@alpha verify check --task task-789 --verbose
```
**Batch Verification:**
```bash
# Verify multiple files in parallel
npx claude-flow@alpha verify batch --files "*.js" --parallel
# Verify with pattern matching
npx claude-flow@alpha verify batch --pattern "src/**/*.ts"
# Integration test suite
npx claude-flow@alpha verify integration --test-suite full
```
#### Verification Criteria
The verification system evaluates:
1. **Code Correctness**
- Syntax validation
- Type checking (TypeScript)
- Logic flow analysis
- Error handling completeness
2. **Best Practices**
- Code style adherence
- SOLID principles
- Design patterns usage
- Modularity and reusability
3. **Security**
- Vulnerability scanning
- Secret detection
- Input validation
- Authentication/authorization checks
4. **Performance**
- Algorithmic complexity
- Memory usage patterns
- Database query optimization
- Bundle size impact
5. **Documentation**
- JSDoc/TypeDoc completeness
- README accuracy
- API documentation
- Code comments quality
#### JSON Output for CI/CD
```bash
# Get structured JSON output
npx claude-flow@alpha verify check --json > verification.json
# Example JSON structure:
{
"overallScore": 0.947,
"passed": true,
"threshold": 0.95,
"checks": [
{
"name": "code-correctness",
"score": 0.98,
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
5ff3ca429e5bfull audit observations/trust-audit/skill/foryourhealth111-pixel__verification-quality-assurance.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | 5ff3ca429e5b | SAFE | B | 89 | first audit |
Questions
What does the Verification Quality Assurance skill do?
Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.
Is Verification Quality Assurance safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Verification Quality Assurance access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (5ff3ca429e5b), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.