QE Requirements Validation

QE Requirements Validation is a skill for Claude Code from summarybotng/summarybot-ng. It costs 22 tokens per session (1,322 once invoked), scanned A, original, MIT.

A requirements-checking tool for turning acceptance criteria into clear tests and BDD scenarios. BDD (Behaviour-Driven Development) describes expected behaviour in readable, example-based scenarios.

In plain words
What is it for?
Use it to review user-story acceptance criteria, link requirements to tests, create BDD scenarios, and check overall requirements coverage.
Why use it?
It helps reveal vague requirements, missing edge cases, and gaps between what was requested and what is tested.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit Use it to review user-story acceptance criteria, link requirements to tests, create BDD scenarios, and check overall requirements coverage.

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Install with agentmods
npx agentmods add skills/summarybotng/summarybot-ng/qe-requirements-validation
Install

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.

Any agent
npx skills add summarybotng/summarybot-ng --skill qe-requirements-validation
Clone the repo
git clone --depth 1 https://github.com/summarybotng/summarybot-ng

Made for: Claude Code.

Wrote 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.

agentmods badge for QE Requirements Validation

README.md
[![agentmods](https://agentmods.dev/badge/skills/summarybotng/summarybot-ng/qe-requirements-validation/github.svg)](https://agentmods.dev/skills/summarybotng/summarybot-ng/qe-requirements-validation)
Your own site
<a href="https://agentmods.dev/skills/summarybotng/summarybot-ng/qe-requirements-validation"><img src="https://agentmods.dev/badge/skills/summarybotng/summarybot-ng/qe-requirements-validation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for QE Requirements Validation

Your own site · 80×15
<a href="https://agentmods.dev/skills/summarybotng/summarybot-ng/qe-requirements-validation"><img src="https://agentmods.dev/badge/skills/summarybotng/summarybot-ng/qe-requirements-validation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,322 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00022 $0.01322
Opus 5 $0.00011 $0.00661
Sonnet 5 $0.00004 $0.00264
Haiku 4.5 $0.00002 $0.00132

Measured 5d ago against content hash 53612e7b8141, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

QE Requirements Validation scanned grade A with 0 findings 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 5d ago.

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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/qe-requirements-validation/SKILL.md · 255 lines

How it starts

The opening of the file, as written. The whole thing — 255 lines — stays where its author put it; the contents beside it link to each section on GitHub.

QE Requirements Validation

Purpose

Guide the use of v3's requirements validation capabilities including acceptance criteria parsing, requirements traceability, BDD scenario generation, and coverage gap identification.

Activation

  • When validating requirements
  • When tracing requirements to tests
  • When generating BDD scenarios
  • When assessing requirements coverage
  • When reviewing acceptance criteria

Quick Start

# Parse acceptance criteria
aqe requirements parse --source jira --project MYAPP

# Build traceability matrix
aqe requirements trace --requirements reqs/ --tests tests/

# Generate BDD scenarios
aqe requirements bdd --story US-123 --output features/

# Check requirements coverage
aqe requirements coverage --sprint current

Agent Workflow

// Requirements validation
Task("Validate acceptance criteria", `
  Review acceptance criteria for sprint stories:
  - Check SMART criteria (Specific, Measurable, Achievable, Relevant, Testable)
  - Identify ambiguous requirements
  - Flag missing edge cases
  - Suggest improvements
`, "qe-acceptance-criteria")

// Traceability matrix
Task("Build traceability", `
  Create requirements traceability matrix:
  - Map user stories to test cases
  - Identify untested requirements
  - Find orphan tests (no linked requirement)
  - Calculate coverage metrics
`, "qe-traceability-builder")

Requirements Operations

1. Acceptance Criteria Validation

await acceptanceCriteria.validate({
  source: {
    type: 'jira',
    project: 'MYAPP',
    stories: 'sprint=current'
  },
  validation: {
    specific: true,
    measurable: true,
    achievable: true,
    relevant: true,
    testable: true
  },
  output: {
    score: true,
    issues: true,
    suggestions: true
  }
});

2. Traceability Matrix

await traceabilityBuilder.build({
  requirements: {
    source: 'jira',
    types: ['story', 'task', 'bug']
  },
  artifacts: {
    tests: 'tests/**/*.test.ts',
    code: 'src/**/*.ts',
    documentation: 'docs/**/*.md'
  },
  output: {
    matrix: true,
    coverage: true,
    gaps: true,
    orphans: true
  }
});

Read the full file on GitHub · 255 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 5d ago First seen · 255 lines · 22 tokens per session scan A 53612e7b8141

Subscribe to this mod's changes

QE Requirements Validation is a skill published in the GitHub repository summarybotng/summarybot-ng (2 stars, last pushed 3mo ago), licensed MIT. It adds 22 tokens to every session and 1,322 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.