Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/ruvnet/ruview/verification-qualitynpx skills add ruvnet/RuView --skill verification-qualitygit clone --depth 1 https://github.com/ruvnet/RuViewWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ruvnet/ruview/verification-quality)<a href="https://agentmods.dev/skills/ruvnet/ruview/verification-quality"><img src="https://agentmods.dev/badge/skills/ruvnet/ruview/verification-quality.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00036 | $0.04010 |
| Opus 5 | $0.00018 | $0.02005 |
| Sonnet 5 | $0.00007 | $0.00802 |
| Haiku 4.5 | $0.00004 | $0.00401 |
Grade A, and why
Verification & Quality Assurance scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -X POST https://pushgateway.example.com/metrics/job/claude-flow \ Copies of this mod
8 near-identical copies found in the catalogue:
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
- Verification & Quality Assurance — 100% identical, 0 lines differ
How it starts
The opening of the file, as written. The whole thing — 650 lines — stays where its author put it; the contents beside it link to each section on GitHub.
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
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 650 lines · 36 tokens per session scan A afde8a69eb57
Verification & Quality Assurance is a skill published in the GitHub repository ruvnet/RuView (92,432 stars, last pushed today), licensed MIT. It adds 36 tokens to every session and 4,010 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
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.
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.
verification-quality
Truth scoring, code-quality verification, and automatic rollback with a high accuracy threshold. Use when validating agent output before it ships, gating changes on quality, or adding a verify-and-rollback safety loop.
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.
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.
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.