Verification & Quality Assurance
Skill94 starsChanged 7 months agoMITView on GitHub
Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.
- Reads credentials
- Deletes or force-pushes
- Installs packages
- Sends data out
We split this skill into the rules it gives an agent
5 rules. 5 are common, 0 are distinctive, and 0 are very specific to this project.
5
Common
Most of the 13 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Common: line 282
Create detailed verification reports with metrics and visualizations.
- Common: line 327
Run interactive web-based verification dashboard with real-time updates.
- Common: line 476
Run verification automatically during swarm operations:
- Common: line 635
Set Appropriate Thresholds: Use 0.99 for critical code, 0.95 for standard, 0.90 for experimental
- Common: line 642
Train Agents: Use verification feedback to improve agent performance
“Common” is measured: kept by at least 6 in 10 of the 13 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
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-goodComplete 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 0.8Output 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.htmlReal-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).jsonTruth 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 checkTask 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 --verboseBatch 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 fullVerification 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 --interactiveSmart 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-runRollback 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 markdownTime-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 2025-01-31Report 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 5sDashboard 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 0.98Per-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: $score"
exit 1
fi
- name: Upload Report
uses: actions/upload-artifact@v3
with:
name: verification-report
path: verification.jsonGitLab CI:
verify:
stage: test
script:
- npx claude-flow@alpha verify check --threshold 0.95 --json > verification.json
- |
score=$(jq '.overallScore' verification.json)
if [ $(echo "$score < 0.95" | bc) -eq 1 ]; then
echo "Verification failed with score: $score"
exit 1
fi
artifacts:
paths:
- verification.json
reports:
junit: verification.jsonSwarm Integration
Run verification automatically during swarm operations:
# Swarm with verification enabled
npx claude-flow@alpha swarm --verify --threshold 0.98
# Hive Mind with auto-rollback
npx claude-flow@alpha hive-mind --verify --rollback-on-fail
# Training pipeline with verification
npx claude-flow@alpha train --verify --threshold 0.99Pair Programming Integration
Enable real-time verification during collaborative development:
# Pair with verification
npx claude-flow@alpha pair --verify --real-time
# Pair with custom threshold
npx claude-flow@alpha pair --verify --threshold 0.97 --auto-fixAdvanced Workflows
Continuous Verification
Monitor codebase continuously during development:
# Watch directory for changes
npx claude-flow@alpha verify watch --directory src/
# Watch with auto-fix
npx claude-flow@alpha verify watch --directory src/ --auto-fix
# Watch with notifications
npx claude-flow@alpha verify watch --notify --threshold 0.95Monitoring Integration
Send metrics to external monitoring systems:
# Export to Prometheus
npx claude-flow@alpha truth --format json | \
curl -X POST https://pushgateway.example.com/metrics/job/claude-flow \
-d @-
# Send to DataDog
npx claude-flow@alpha verify report --format json | \
curl -X POST "https://api.datadoghq.com/api/v1/series?api_key=${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 jsonRollback Failures:
# Check git status
git status
# View rollback history
npx claude-flow@alpha verify rollback --history
# Manual rollback
git reset --hard HEAD~1Verification Timeouts:
# Increase timeout
npx claude-flow@alpha verify check --timeout 60s
# Verify in batches
npx claude-flow@alpha verify batch --batch-size 10Exit 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
Other versions34 projects use a version of this.
Word for word · 21
- ruvnet/wifi-densepose★ 102k100% same
- ruvnet/RuView★ 102k100% same
- ruvnet/RuVector★ 4.7k100% same
- ruvnet/ruvector★ 4.7k100% same
- ruvnet/agentic-flow★ 834100% same
- ruvnet/ruv-FANN★ 385100% same
- spencermarx/open-code-review★ 382100% same
- chatman-media/timeline-studio★ 224100% same
- ruvnet/midstream★ 149100% same
- shyftlabs/continuum★ 84100% same
11 more not listed
Edited · 13
- ruvnet/claude-flow★ 80k64% same
- ruvnet/ruflo★ 79k64% same
- proffesor-for-testing/agentic-qe★ 51563% same
- ayushcodes10/echo-mem★ 263% same
- echo-mem/echo-mem★ 263% same
- poizoncoded/skills★ 263% same
- Zekiog/ruflo★ 2100% same
- fidgetcoding/fidgetflo★ 183% same
- jpoindexter/theft-kit★ 1100% same
- Soulcynics404/AgentForge★ 164% same
3 more not listed
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
Used alongsideProjects with it also use worker-benchmarks, agent-agent and 5 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
nbossnSkillworker-benchmarks
Run comprehensive worker system benchmarks and performance analysis
Also in 9 projects that use this
ZekiogSkillagent-agent
Agent skill for agent - invoke with $agent-agent
Also in 5 projects that use this
ZekiogSkillagent-analyze-code-quality
Agent skill for analyze-code-quality - invoke with $agent-analyze-code-quality
Also in 5 projects that use this
- +4 more from Zekiog
In this repository31 other files it gives its agents.
- .claude/commands/monitoring/agents.mdAGENTS.md
- .github/copilot-instructions.mdCopilot instructions
- AgentDB Advanced FeaturesSkill
- AgentDB Learning PluginsSkill
- AgentDB Memory PatternsSkill
- AgentDB Performance OptimizationSkill
- AgentDB Vector SearchSkill
- browserSkill
- github-code-reviewSkill
- github-multi-repoSkill
- github-project-managementSkill
- github-release-managementSkill
- github-workflow-automationSkill
- Hooks AutomationSkill
- Pair ProgrammingSkill
- ReasoningBank with AgentDBSkill
- ReasoningBank IntelligenceSkill
- Skill BuilderSkill
- sparc-methodologySkill
- stream-chainSkill
- swarm-advancedSkill
- Swarm OrchestrationSkill
- V3 CLI ModernizationSkill
- V3 Core ImplementationSkill
- V3 DDD ArchitectureSkill
- V3 Deep IntegrationSkill
- V3 MCP OptimizationSkill
- V3 Memory UnificationSkill
- V3 Performance OptimizationSkill
- V3 Security OverhaulSkill
- V3 Swarm CoordinationSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

