Skills Agentes

Verification & Quality Assurance

Sistema integral de puntuación de veracidad, verificación de calidad de código y rollback automático con umbral de 0.95 para garantizar salidas de agentes fiables.

Estrellas
69.4k

en todo el repo

Actividad
42

0–100, la ruta de este skill

Actualizado
hace 3 meses

último commit aquí

Commits
0

últimos 90 días

Contexto
4.9k tok

45 tok en reposo

Paquete
1 archivo

19 KB

Instalar

Funciona con cualquier agente que lea SKILL.md

npx -y skills add ruvnet/ruflo --skill verification-quality --agent claude-code

Se instala solo en este repositorio.

Este skill needs API credentials.

Qué hace

  • Calcula truth scores (0.0-1.0) en tiempo real para código, agentes y tareas.
  • Ejecuta verificaciones automáticas de corrección, seguridad, rendimiento y documentación del código.
  • Revierte automáticamente cambios que no superan el umbral de verificación (0.95 por defecto).
  • Corre 3 capas de guardas de regresión en CI: smoke tests, manifiesto criptográfico witness e historial temporal.

Úsalo cuando

  • Necesitas puntuar la confiabilidad del código o de las salidas de agentes.
  • Quieres rollback automático cuando el código no cumple el umbral de calidad.
  • Vas a integrar verificación de calidad en un pipeline de CI/CD.

No lo uses cuando

    Qué lo activa

    Di cualquiera de estas frases y el agente debería cargar este skill.

    • Muestra los truth scores actuales del proyecto
    • Verifica este archivo con un umbral de 0.98
    • Revierte al último estado verificado como bueno

    SKILL.md

    En inglés

    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

    Shipped vs. aspirational. The concrete, in-CI verification stack — the 6 regression-guard jobs + the witness manifest + the tool-discoverability audit — is real and runs on every push. The truth-scoring / auto-rollback / WebSocket-dashboard surface described later in this doc is partly shipped (ruflo verify runs the witness checks) and partly design — treat the "CI Guards" section below as the authoritative current state.

    CI Guards — what's actually shipped (current state)

    Ruflo's regression protection is three layers, all gated before publish. Authoritative reference: verification/README.md.

    Layer What CI job(s) in .github/workflows/v3-ci.yml ADR
    1 — install/behavioral smoke Exercise user-visible failure modes against a real build smoke-install-no-bsqlite (npm install on platforms w/o prebuilds), plugin-hooks-smoke (#1859/#1862 — hook flag parsing), mcp-protocol-smoke (#1874 — HTTP MCP wire format), memory-import-smoke (#1883/#1884 — WSL path + key sanitization), mcp-roundtrip-smoke (#1889 paired-tool round-trip + #1863 cli-no-crash + ADR-095 G2 consensus-transport) ADR-102
    1 — discoverability gate Every MCP tool description must answer "use this over native when?" tool-descriptions-auditscripts/audit-tool-descriptions.mjs, baseline at verification/mcp-tool-baseline.json (monotone-decreasing: noGuidance / tooShort / duplicates) ADR-112
    2 — cryptographic witness Every documented fix's load-bearing marker must still be present in dist; Ed25519-signed, per-OS bundles witness-verify (ubuntu/macos/windows) — plugins/ruflo-core/scripts/witness/verify.mjs against verification/<os>/manifest.md.json ADR-103
    3 — temporal history When was a regression introduced verification/<os>/history.jsonl + history.mjs (summary / regressions / timeline) ADR-103

    Run the guards locally

    # Tool-description discoverability audit (ADR-112)
    node scripts/audit-tool-descriptions.mjs                       # fails if any baseline count rises
    node scripts/audit-tool-descriptions.mjs --update-baseline     # lock the new floor after a fix lands
    
    # Behavioral smokes (each builds what it needs; safe to run individually)
    node plugins/ruflo-core/scripts/test-hooks.mjs "node $PWD/v3/@claude-flow/cli/bin/cli.js"
    node plugins/ruflo-core/scripts/test-mcp-protocol.mjs
    node plugins/ruflo-core/scripts/test-memory-import.mjs
    node plugins/ruflo-core/scripts/test-mcp-roundtrips.mjs        # #1889 paired-tool round-trip
    node plugins/ruflo-core/scripts/test-cli-no-crash.mjs          # #1863 unhandled-exception class
    node plugins/ruflo-core/scripts/test-consensus-transport.mjs   # ADR-095 G2 consensus transport
    
    # Witness manifest — regenerate + verify
    node scripts/regen-witness.mjs
    node plugins/ruflo-core/scripts/witness/verify.mjs --manifest verification/macos/manifest.md.json
    
    # Temporal history
    node plugins/ruflo-core/scripts/witness/history.mjs --history verification/macos/history.jsonl summary
    node plugins/ruflo-core/scripts/witness/history.mjs --history verification/macos/history.jsonl regressions
    

    Adding a new guard

    1. Behavioral smoke → write plugins/ruflo-core/scripts/test-<name>.mjs. Pattern: static dist-scan first (fast, always completes), behavioral probe second with an internal timeout + a process-level watchdog so CI never hangs. Add a step to the relevant job in v3-ci.yml.
    2. Static gate with a baseline → write scripts/audit-<name>.mjs that scans, counts violations, and fails if the count exceeds a monotone-decreasing baseline in verification/<name>-baseline.json. Support --update-baseline. Add a CI job; wire it into witness-verify needs[] if it should gate publish.
    3. Documented-fix marker → append { id, desc, file, marker } to verification/witness-fixes.json, run node scripts/regen-witness.mjs. The marker must be a substring the fix specifically creates (not a generic pattern like 'function').

    Prerequisites

    • Ruflo installed (npx ruflo@alpha)
    • Git repository (for rollback features)
    • Node.js 18+ (for dashboard features)
    • @noble/ed25519 (for the witness verifier — a single runtime dep, npm i @noble/ed25519)

    Quick Start

    # View current truth scores
    npx ruflo@alpha truth
    
    # Run verification check
    npx ruflo@alpha verify check
    
    # Verify specific file with custom threshold
    npx ruflo@alpha verify check --file src$app.js --threshold 0.98
    
    # Rollback last failed verification
    npx ruflo@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 ruflo@alpha truth
    
    # View scores for specific time period
    npx ruflo@alpha truth --period 7d
    
    # View scores for specific agent
    npx ruflo@alpha truth --agent coder --period 24h
    
    # Find files$tasks below threshold
    npx ruflo@alpha truth --threshold 0.8
    

    Output Formats:

    # Table format (default)
    npx ruflo@alpha truth --format table
    
    # JSON for programmatic access
    npx ruflo@alpha truth --format json
    
    # CSV for spreadsheet analysis
    npx ruflo@alpha truth --format csv
    
    # HTML report with visualizations
    npx ruflo@alpha truth --format html --export report.html
    

    Real-time Monitoring:

    # Watch mode with live updates
    npx ruflo@alpha truth --watch
    
    # Export metrics automatically
    npx ruflo@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 ruflo@alpha verify check --file src$app.js
    
    # Verify directory recursively
    npx ruflo@alpha verify check --directory src/
    
    # Verify with auto-fix enabled
    npx ruflo@alpha verify check --file src$utils.js --auto-fix
    
    # Verify current working directory
    npx ruflo@alpha verify check
    

    Task Verification:

    # Verify specific task output
    npx ruflo@alpha verify check --task task-123
    
    # Verify with custom threshold
    npx ruflo@alpha verify check --task task-456 --threshold 0.99
    
    # Verbose output for debugging
    npx ruflo@alpha verify check --task task-789 --verbose
    

    Batch Verification:

    # Verify multiple files in parallel
    npx ruflo@alpha verify batch --files "*.js" --parallel
    
    # Verify with pattern matching
    npx ruflo@alpha verify batch --pattern "src/**/*.ts"
    
    # Integration test suite
    npx ruflo@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

    # Get structured JSON output
    npx ruflo@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 ruflo@alpha verify rollback --last-good
    
    # Rollback to specific commit
    npx ruflo@alpha verify rollback --to-commit abc123
    
    # Interactive rollback with preview
    npx ruflo@alpha verify rollback --interactive
    

    Smart Rollback:

    # Rollback only failed files (preserve good changes)
    npx ruflo@alpha verify rollback --selective
    
    # Rollback with automatic backup
    npx ruflo@alpha verify rollback --backup-first
    
    # Dry-run mode (preview without executing)
    npx ruflo@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 ruflo@alpha verify report --format json
    
    # HTML report with charts
    npx ruflo@alpha verify report --export metrics.html --format html
    
    # CSV for data analysis
    npx ruflo@alpha verify report --format csv --export metrics.csv
    
    # Markdown summary
    npx ruflo@alpha verify report --format markdown
    

    Time-based Reports:

    # Last 24 hours
    npx ruflo@alpha verify report --period 24h
    
    # Last 7 days
    npx ruflo@alpha verify report --period 7d
    
    # Last 30 days with trends
    npx ruflo@alpha verify report --period 30d --include-trends
    
    # Custom date range
    npx ruflo@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 ruflo@alpha verify dashboard
    
    # Custom port
    npx ruflo@alpha verify dashboard --port 8080
    
    # Export dashboard data
    npx ruflo@alpha verify dashboard --export
    
    # Dashboard with auto-refresh
    npx ruflo@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 ruflo@alpha verify check --threshold 0.99
    
    # Lenient mode (90% acceptable)
    npx ruflo@alpha verify check --threshold 0.90
    
    # Set default threshold
    npx ruflo@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 ruflo@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 ruflo@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 ruflo@alpha swarm --verify --threshold 0.98
    
    # Hive Mind with auto-rollback
    npx ruflo@alpha hive-mind --verify --rollback-on-fail
    
    # Training pipeline with verification
    npx ruflo@alpha train --verify --threshold 0.99
    

    Pair Programming Integration

    Enable real-time verification during collaborative development:

    # Pair with verification
    npx ruflo@alpha pair --verify --real-time
    
    # Pair with custom threshold
    npx ruflo@alpha pair --verify --threshold 0.97 --auto-fix
    

    Advanced Workflows

    Continuous Verification

    Monitor codebase continuously during development:

    # Watch directory for changes
    npx ruflo@alpha verify watch --directory src/
    
    # Watch with auto-fix
    npx ruflo@alpha verify watch --directory src/ --auto-fix
    
    # Watch with notifications
    npx ruflo@alpha verify watch --notify --threshold 0.95
    

    Monitoring Integration

    Send metrics to external monitoring systems:

    # Export to Prometheus
    npx ruflo@alpha truth --format json | \
      curl -X POST https:/$pushgateway.example.com$metrics$job$claude-flow \
      -d @-
    
    # Send to DataDog
    npx ruflo@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 ruflo@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 ruflo@alpha verify install-hook --pre-commit
    
    # .git$hooks$pre-commit example:
    #!$bin$bash
    npx ruflo@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 ruflo@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 ruflo@alpha truth --verbose --threshold 0.0
    
    # Check specific criteria
    npx ruflo@alpha verify check --verbose
    
    # View agent-specific issues
    npx ruflo@alpha truth --agent <agent-name> --format json
    

    Rollback Failures:

    # Check git status
    git status
    
    # View rollback history
    npx ruflo@alpha verify rollback --history
    
    # Manual rollback
    git reset --hard HEAD~1
    

    Verification Timeouts:

    # Increase timeout
    npx ruflo@alpha verify check --timeout 60s
    
    # Verify in batches
    npx ruflo@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 ruflo@alpha pair - Collaborative development with verification
    • npx ruflo@alpha train - Training with verification feedback
    • npx ruflo@alpha swarm - Multi-agent coordination with quality checks
    • npx ruflo@alpha report - Generate comprehensive project reports

    Best Practices

    1. Set Appropriate Thresholds: Use 0.99 for critical code, 0.95 for standard, 0.90 for experimental
    2. Enable Auto-rollback: Prevent bad code from persisting
    3. Monitor Trends: Track improvement over time, not just current scores
    4. Integrate with CI/CD: Make verification part of your pipeline
    5. Use Watch Mode: Get immediate feedback during development
    6. Export Metrics: Track quality metrics in your monitoring system
    7. Review Rollbacks: Understand why changes were rejected
    8. 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

    Reproducido de ruvnet/ruflo bajo licencia MIT. Leer esta página en markdown.

    Archivos

    1 archivo en el paquete. Solo se lee SKILL.md al activarse — las referencias se cargan si el skill decide que las necesita.

    Antes de instalar

    Requiere Ruflo instalado (npx ruflo@alpha), un repositorio Git para rollback y Node.js 18+.

    Necesita en el PATH:gitjqnodenpx

    Variables de entorno:DD_API_KEY

    Detalles

    Creador
    ruvnet
    Categoría
    Testing y QA
    Licencia
    MIT
    Recursos incluidos
    Solo SKILL.md
    Repositorio
    ruvnet/ruflo
    Código fuente
    Ver SKILL.md

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