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Agent skill

Qe Verification Quality

by proffesor-for-testing in proffesor-for-testing/agentic-qe

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

MITAuto-check passedDevOps & Cloud

Install Qe Verification Quality

skills CLI
$ npx skills add proffesor-for-testing/agentic-qe --skill qe-verification-quality -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install proffesor-for-testing/agentic-qe qe-verification-quality --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.kiro/skills/qe-verification-quality .claude/skills/qe-verification-quality && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
qe-verification-quality
GitHub stars
494
Used in
7 other repos
Token cost
~4k tokens
SKILL.md length
684 words
Files
1
Skills in repo
95
Repo updated
First seen
Licence
MIT

At a glance

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

  • Works in 5 steps: Code Correctness → Best Practices → Security → …
  • Tasks that involve Code quality
  • SKILL.md covers What This Skill Does, Prerequisites, Quick Start and Complete Guide
  • Calls npx, curl and git; reaches api.datadoghq.com; needs DD_API_KEY

What it does

Qe Verification Quality is an agent skill from proffesor-for-testing/agentic-qe. Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

Its SKILL.md is about 4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in DevOps & Cloud, covering Code quality. The repository describes itself as: Agentic QE Fleet is an open-source AI-powered QA/QE platform designed for use with Coding Agents (works best with Claude Code) featuring specialized agents and skills to support… The licence is MIT.

When your agent uses it

  • Tasks that involve Code quality

Example prompts

  • “/qe-verification-quality”

Requirements

  • Node.js

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Code Correctness
  2. Best Practices
  3. Security
  4. Performance
  5. Documentation

What it can do on your machine

Read from SKILL.md and the folder at commit 829d030. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx
    • curl
    • git
    • jq

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • api.datadoghq.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • DD_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Qe Verification Quality loads about 4k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 684 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~51
When it runs · the whole SKILL.md, loaded when a task matches
~4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from proffesor-for-testing/agentic-qe at commit 829d030, republished under its MIT licence (© proffesor-for-testing). 684 words, ~3,963 tokens.

Download SKILL.mdSave it as .claude/skills/qe-verification-quality/SKILL.md (or your agent's skills folder).
name
qe-verification-quality
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.
inclusion
auto
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,
      "passed": true
    },
    {
      "name": "security",
      "score": 0.91,
      "passed": false,
      "issues": [...]
    }
  ]
}
Automatic Rollback
Rollback Failed Changes

Automatically revert changes that fail verification checks.

Basic Rollback:

bash
# 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:

bash
# 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:

bash
# 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:

bash
# 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.

bash
# 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:

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"
    }
  }
}
Show full SKILL.md (274 more words)Show less
Threshold Configuration

Adjust verification strictness:

bash
# 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:

json
{
  "verification": {
    "thresholds": {
      "production": 0.99,
      "staging": 0.95,
      "development": 0.90
    }
  }
}
Integration Examples
CI/CD Integration

GitHub Actions:

yaml
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:

yaml
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:

bash
# 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:

bash
# 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:

bash
# 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:

bash
# 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:

bash
# 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:

bash
# 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:

bash
# Check git status
git status

# View rollback history
npx claude-flow@alpha verify rollback --history

# Manual rollback
git reset --hard HEAD~1

Verification Timeouts:

bash
# 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)
  • npx claude-flow@alpha pair - Collaborative development with verification
  • npx claude-flow@alpha train - Training with verification feedback
  • npx claude-flow@alpha swarm - Multi-agent coordination with quality checks
  • npx claude-flow@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

© proffesor-for-testing, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .kiro/skills/qe-verification-quality of proffesor-for-testing/agentic-qe.

Open the folder on GitHubat commit 829d030

Used in 11 other repositories

We found 25 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 7 other GitHub owners. This page covers the copy in proffesor-for-testing/agentic-qe, which our catalogue first saw on October 7, 2026.

Compare with similar skills

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Qe Verification Quality compared with similar skills
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Qe Verification Quality this skillproffesor-for-testing/agentic-qe4947 repos~4kAutomated safety check: PassMIT
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Standards Autofixshopsys/shopsys350—~2.5kAutomated safety check: PassCustom licence
Windsurf CI Integrationjeremylongshore/tons-of-skills-marketplace2.8k—~2kAutomated safety check: NotesMIT
Ways Of Workingdevantler-tech/ksail165—~2kAutomated safety check: PassApache-2.0
Ship Gatealirezarezvani/claude-skills28k—~1.7kAutomated safety check: PassMIT

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Categories

Questions about Qe Verification Quality

What does Qe Verification Quality do?

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability. Qe Verification Quality is an agent skill from proffesor-for-testing/agentic-qe.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

When should I use Qe Verification Quality?

Qe Verification Quality fits situations like: tasks that involve Code quality.

How do I install Qe Verification Quality in Claude Code?

Run `npx skills add proffesor-for-testing/agentic-qe --skill qe-verification-quality -a claude-code`. Or copy the skill folder (.kiro/skills/qe-verification-quality in proffesor-for-testing/agentic-qe) into .claude/skills/qe-verification-quality in your project. Claude Code loads it when a task matches its description.

How do I install Qe Verification Quality in Codex?

Run `npx skills add proffesor-for-testing/agentic-qe --skill qe-verification-quality -a codex`. Or copy the skill folder (.kiro/skills/qe-verification-quality in proffesor-for-testing/agentic-qe) into .agents/skills/qe-verification-quality in your project. Codex loads it when a task matches its description.

Can I use Qe Verification Quality in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add proffesor-for-testing/agentic-qe --skill qe-verification-quality -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qe-verification-quality, .gemini/skills/qe-verification-quality, .github/skills/qe-verification-quality and .opencode/skills/qe-verification-quality in your project.

What does Qe Verification Quality need to run?

Going by SKILL.md and its folder, Qe Verification Quality needs the command-line tools its instructions call (npx, curl, git and jq) and credentials named DD_API_KEY. Our summary lists: Node.js.

Does Qe Verification Quality access the network?

SKILL.md names 1 domain. In commands or code: api.datadoghq.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Qe Verification Quality safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Qe Verification Quality use?

Qe Verification Quality is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Qe Verification Quality use?

About 4k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Qe Verification Quality?

Skills that share tags, products or a category with Qe Verification Quality: Repo Hygiene Scan and Fix (QwenLM/qwen-code, 28k stars), Standards Autofix (shopsys/shopsys, 350 stars), Windsurf CI Integration (jeremylongshore/tons-of-skills-marketplace, 2.8k stars) and Ways Of Working (devantler-tech/ksail, 165 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qe Verification Quality?

proffesor-for-testing (a GitHub user) maintains it in proffesor-for-testing/agentic-qe, which has 494 GitHub stars. The repository holds 95 skills in this directory. The repository was last updated on October 4, 2026.

Source: proffesor-for-testing/agentic-qe on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.