verification-quality-assurance
Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.
适合你,如果需要在开发流程中自动把关代码质量并回滚不合格结果。
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~/.claude/skills/(项目级 .claude/skills/)~/.codex/skills/npx oh-my-skill add spencermarx/open-code-review/verification-quality-assurancecurl -fsSL https://oh-my-skill.com/install.sh | bash -s -- spencermarx/open-code-review/verification-quality-assurancenpx oh-my-skill verify spencermarx/open-code-review/verification-quality-assurance怎么用
技能原文 SKILL.md
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
# 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:
# 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:
# 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:
# 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:
# 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:
# 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:
# 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:
- Code Correctness
- Syntax validation
- Type checking (TypeScript)
- Logic flow analysis
- Error handling completeness
- Best Practices
- Code style adherence
- SOLID principles
- Design patterns usage
- Modularity and reusability
- Security
- Vulnerability scanning
- Secret detection
- Input validation
- Authentication/authorization checks
- Performance
- Algorithmic complexity
- Memory usage patterns
- Database query optimization
- Bundle size impact
- Documentation
- JSDoc/TypeDoc completeness
- README accuracy
- API documentation
- Code comments quality
JSON Output for CI/CD
# 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,
"passed": true
},
{
"name": "security",
"score": 0.91,
"passed": false,
"issues": [...]
}
]
}
Automatic Rollback
Rollback Failed Changes
Automatically revert changes that fail verification checks.
Basic Rollback:
# Rollback to last known good state npx claude-flow@alpha verify rollback --last-good # Rollback to specific commit npx claude-flow@alpha verify rollback --to-commit abc123 # Interactive rollback with preview npx claude-flow@alpha verify rollback --interactive
Smart Rollback:
# Rollback only failed files (preserve good changes) npx claude-flow@alpha verify rollback --selective # Rollback with automatic backup npx claude-flow@alpha verify rollback --backup-first # Dry-run mode (preview without executing) npx claude-flow@alpha verify rollback --dry-run
Rollback Performance:
- Git-based rollback: <1 second
- Selective file rollback: <500ms
- Backup creation: Automatic before rollback
Verification Reports
Generate Reports
Create detailed verification reports with metrics and visualizations.
Report Formats:
# JSON report npx claude-flow@alpha verify report --format json # HTML report with charts npx claude-flow@alpha verify report --export metrics.html --format html # CSV for data analysis npx claude-flow@alpha verify report --format csv --export metrics.csv # Markdown summary npx claude-flow@alpha verify report --format markdown
Time-based Reports:
# Last 24 hours npx claude-flow@alpha verify report --period 24h # Last 7 days npx claude-flow@alpha verify report --period 7d # Last 30 days with trends npx claude-flow@alpha verify report --period 30d --include-trends # Custom date range npx claude-flow@alpha verify report --from 2025-01-01 --to 2025-01-31
Report Content:
- Overall truth scores
- Per-agent performance metrics
- Task completion quality
- Verification pass/fail rates
- Rollback frequency
- Quality improvement trends
- Statistical confidence intervals
Interactive Dashboard
Launch Dashboard
Run interactive web-based verification dashboard with real-time updates.
# Launch dashboard on default port (3000) npx claude-flow@alpha verify dashboard # Custom port npx claude-flow@alpha verify dashboard --port 8080 # Export dashboard data npx claude-flow@alpha verify dashboard --export # Dashboard with auto-refresh npx claude-flow@alpha verify dashboard --refresh 5s
Dashboard Features:
- Real-time truth score updates (WebSocket)
- Interactive charts and graphs
- Agent performance comparison
- Task history timeline
- Rollback history viewer
- Export to PDF/HTML
- Filter by time period/agent/score
Configuration
Default Configuration
Set verification preferences in .claude-flow/config.json:
{
"verification": {
"threshold": 0.95,
"autoRollback": true,
"gitIntegration": true,
"hooks": {
"preCommit": true,
"preTask": true,
"postEdit": true
},
"checks": {
"codeCorrectness": true,
"security": true,
"performance": true,
"documentation": true,
"bestPractices": true
}
},
"truth": {
"defaultFormat": "table",
"defaultPeriod": "24h",
"warningThreshold": 0.85,
"criticalThreshold": 0.75,
"autoExport": {
"enabled": true,
"path": ".claude-flow/metrics/truth-daily.json"
}
}
}
Threshold Configuration
Adjust verification strictness:
# Strict mode (99% accuracy required) npx claude-flow@alpha verify check --threshold 0.99 # Lenient mode (90% acceptable) npx claude-flow@alpha verify check --threshold 0.90 # Set default threshold npx claude-flow@alpha config set verification.threshold 0.98
Per-environment thresholds:
{
"verification": {
"thresholds": {
"production": 0.99,
"staging": 0.95,
"development": 0.90
}
}
}
Integration Examples
CI/CD Integration
GitHub Actions:
name: Quality Verification
on: [push, pull_request]
jobs:
verify:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Install Dependencies
run: npm install
- name: Run Verification
run: |
npx claude-flow@alpha verify check --json > verification.json
- name: Check Truth Score
run: |
score=$(jq '.overallScore' verification.json)
if (( $(echo "$score < 0.95" | bc -l) )); then
echo "Truth score too low: $score"
exit 1
fi
- name: Upload Report
uses: actions/upload-artifact@v3
with:
name: verification-report
path: verification.json
GitLab CI:
verify:
stage: test
script:
- npx claude-flow@alpha verify check --threshold 0.95 --json > verification.json
- |
score=$(jq '.overallScore' verification.json)
if [ $(echo "$score < 0.95" | bc) -eq 1 ]; then
echo "Verification failed with score: $score"
exit 1
fi
artifacts:
paths:
- verification.json
reports:
junit: verification.json
Swarm Integration
Run verification automatically during swarm operations:
# Swarm with verification enabled npx claude-flow@alpha swarm --verify --threshold 0.98 # Hive Mind with auto-rollback npx claude-flow@alpha hive-mind --verify --rollback-on-fail # Training pipeline with verification npx claude-flow@alpha train --verify --threshold 0.99
Pair Programming Integration
Enable real-time verification during collaborative development:
# Pair with verification npx claude-flow@alpha pair --verify --real-time # Pair with custom threshold npx claude-flow@alpha pair --verify --threshold 0.97 --auto-fix
Advanced Workflows
Continuous Verification
Monitor codebase continuously during development:
# Watch directory for changes npx claude-flow@alpha verify watch --directory src/ # Watch with auto-fix npx claude-flow@alpha verify watch --directory src/ --auto-fix # Watch with notifications npx claude-flow@alpha verify watch --notify --threshold 0.95
Monitoring Integration
Send metrics to external monitoring systems:
# Export to Prometheus
npx claude-flow@alpha truth --format json | \
curl -X POST https://pushgateway.example.com/metrics/job/claude-flow \
-d @-
# Send to DataDog
npx claude-flow@alpha verify report --format json | \
curl -X POST "https://api.datadoghq.com/api/v1/series?api_key=${DD_API_KEY}" \
-H "Content-Type: application/json" \
-d @-
# Custom webhook
npx claude-flow@alpha truth --format json | \
curl -X POST https://metrics.example.com/api/truth \
-H "Content-Type: application/json" \
-d @-
Pre-commit Hooks
Automatically verify before commits:
# Install pre-commit hook npx claude-flow@alpha verify install-hook --pre-commit # .git/hooks/pre-commit example: #!/bin/bash npx claude-flow@alpha verify check --threshold 0.95 --json > /tmp/verify.json score=$(jq '.overallScore' /tmp/verify.json) if (( $(echo "$score < 0.95" | bc -l) )); then echo "❌ Verification failed with score: $score" echo "Run 'npx claude-flow@alpha verify check --verbose' for details" exit 1 fi echo "✅ Verification passed with score: $score"
Performance Metrics
Verification Speed:
- Single file check: <100ms
- Directory scan: <500ms (per 100 files)
- Full codebase analysis: <5s (typical project)
- Truth score calculation: <50ms
Rollback Speed:
- Git-based rollback: <1s
- Selective file rollback: <500ms
- Backup creation: <2s
Dashboard Performance:
- Initial load: <1s
- Real-time updates: <100ms latency (WebSocket)
- Chart rendering: 60 FPS
Troubleshooting
Common Issues
Low Truth Scores:
# Get detailed breakdown npx claude-flow@alpha truth --verbose --threshold 0.0 # Check specific criteria npx claude-flow@alpha verify check --verbose # View agent-specific issues npx claude-flow@alpha truth --agent <agent-name> --format json
Rollback Failures:
# Check git status git status # View rollback history npx claude-flow@alpha verify rollback --history # Manual rollback git reset --hard HEAD~1
Verification Timeouts:
# Increase timeout npx claude-flow@alpha verify check --timeout 60s # Verify in batches npx claude-flow@alpha verify batch --batch-size 10
Exit Codes
Verification commands return standard exit codes:
0: Verification passed (score ≥ threshold)1: Verification failed (score < threshold)2: Error during verification (invalid input, system error)
Related Commands
npx claude-flow@alpha pair- Collaborative development with verificationnpx claude-flow@alpha train- Training with verification feedbacknpx claude-flow@alpha swarm- Multi-agent coordination with quality checksnpx claude-flow@alpha report- Generate comprehensive project reports
Best Practices
- Set Appropriate Thresholds: Use 0.99 for critical code, 0.95 for standard, 0.90 for experimental
- Enable Auto-rollback: Prevent bad code from persisting
- Monitor Trends: Track improvement over time, not just current scores
- Integrate with CI/CD: Make verification part of your pipeline
- Use Watch Mode: Get immediate feedback during development
- Export Metrics: Track quality metrics in your monitoring system
- Review Rollbacks: Understand why changes were rejected
- Train Agents: Use verification feedback to improve agent performance
Additional Resources
- Truth Scoring Algorithm: See
/docs/truth-scoring.md - Verification Criteria: See
/docs/verification-criteria.md - Integration Examples: See
/examples/verification/ - API Reference: See
/docs/api/verification.md