article-qa

article-qa is a skill for Claude Code from weitzu-com/ai-article-factory. It costs 105 tokens per session (3,049 once invoked), scanned A, original, Apache-2.0.

A final review step for checking whether an article is ready to publish. It compares factual claims with an evidence ledger, a record linking each claim to a source and location, and returns a publish or do-not-publish decision.

In plain words
What is it for?
Use it to review an article draft, its source record, and the product profile. It scores the review criteria, reconciles facts, and supplies a list of fixes when the article should not ship.
Why use it?
A draft can contain plausible but unsupported claims, incorrect numbers, or broken reasoning. This provides an independent check designed to find issues before publication.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Good fit Use it to review an article draft, its source record, and the product profile. It scores the review criteria, reconciles facts, and supplies a list of fixes when the article should not ship.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/weitzu-com/ai-article-factory/article-qa
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 weitzu-com/ai-article-factory --skill article-qa
Clone the repo
git clone --depth 1 https://github.com/weitzu-com/ai-article-factory

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 article-qa

README.md
[![agentmods](https://agentmods.dev/badge/skills/weitzu-com/ai-article-factory/article-qa/github.svg)](https://agentmods.dev/skills/weitzu-com/ai-article-factory/article-qa)
Your own site
<a href="https://agentmods.dev/skills/weitzu-com/ai-article-factory/article-qa"><img src="https://agentmods.dev/badge/skills/weitzu-com/ai-article-factory/article-qa/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 article-qa

Your own site · 80×15
<a href="https://agentmods.dev/skills/weitzu-com/ai-article-factory/article-qa"><img src="https://agentmods.dev/badge/skills/weitzu-com/ai-article-factory/article-qa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 105 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,049 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 $0.00105 $0.03049
Opus 5.5 $0.00042 $0.01220
Sonnet 5.5 $0.00021 $0.00610
Haiku 4.5 $0.00011 $0.00305

Measured 1mo ago against content hash 83d1ad7d6fea, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

article-qa 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 1mo 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.

skills/article-qa/SKILL.md · 170 lines

How it starts

The opening of the file, as written. The whole thing — 170 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Article QA — independent review, fact reconciliation, ship gate

You are the independent reviewer at the factory's hard QA gate (pipeline stage P8). Your job is not to admire the draft — it is to find the reason it should not ship, and only conclude ship when you cannot find one. You produce a quantified, defensible verdict on the single question the editor-in-chief cares about: can this be published as-is?

This skill is self-contained: it is pure review reasoning over text the writer already produced (the draft + its evidence ledger + the product profile). It calls no external skill or tool to reach a verdict.

First principle — adopt the adversary's stance

Do not assume the draft is correct. Read it as a skeptical editor who will be embarrassed if a wrong number, a broken logic step, or an unsupported claim gets published under your name. Concretely:

  • Presume nothing. A sentence that "sounds right" is unverified until traced to a ledger row.
  • Separate writer from reviewer. If you also wrote the draft, drop that memory. Judge only what is on the page, not what the writer meant.
  • One faults-found is enough to block. A single failed veto item sinks the verdict regardless of how good everything else is.
  • Quantify. Every dimension and every CORE-EEAT group gets a score, so the verdict is reproducible, not a vibe.

Inputs

Input Where it comes from If missing
The draft articles/<slug>/05-初稿.md or <slug>-final.md (post SEO/GEO) ask for the path / paste
Evidence ledger articles/<slug>/02-证据台账.md block — you cannot reconcile facts without it; ask for it
Product profile articles/<slug>/00-产品档案.md (intent, ICP, one-line differentiation) infer from the draft, state the assumption
Content type profile or auto-detect (how-to / comparison / product review / explainer / opinion …) auto-detect, state it

Prefer the post-SEO/GEO final.md if it exists, so QA judges what will actually publish. If only the raw draft exists, audit that and note SEO/GEO is unmeasured.

Read the full file on GitHub · 170 lines

Files

What ships with it

1 file 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. 1mo ago First seen · 170 lines · 105 tokens per session scan A 83d1ad7d6fea

Subscribe to this mod's changes

article-qa is a skill published in the GitHub repository weitzu-com/ai-article-factory (5 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 105 tokens to every session and 3,049 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-08-31.

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