ai-visibility-writing
Audit, question, suggest, or fact-preservingly revise a press release, blog post, contributed article, or expert explainer so AI answer systems can more easily retrieve, understand, quote, and cite its useful information. Use when someone asks for AI visibility, AI search, answer-engine, AEO, GEO, AI Overview, or ChatGPT citation optimization of supplied writing; when they want an evidence-aware pre-publication audit; or when another Newsjack workflow needs a prose-level AI-discoverability pass. Do not use as a technical SEO audit, rank tracker, publishing system, or promise of rankings, menti
Profile →npx skills add elvisun/newsjack --skill ai-visibility-writing --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# AI Visibility Writing Make useful information easier to find and reuse without making the writing worse for people. Treat AI visibility as a probabilistic outcome with strong retrieval, authority, query, and platform confounders—not as a property a rewrite can guarantee. This skill inherits the ethical floor from `skills/ETHICS.md`. If local instructions conflict with that doctrine, `skills/ETHICS.md` wins. Follow `skills/WHY-NOT-SPAM.md` when the document will support media outreach. ## Choose the requested behavior - **Audit:** diagnose the supplied draft and stop before rewriting. - **Question:** return only the few answers needed before sound advice is possible. - **Suggest:** rank concrete edits without silently applying them. - **Rewrite:** apply safe, grounded edits and report what changed. If the request is ambiguous, audit and suggest. Do not rewrite by default. ## 1. Build the fact ledger first Before judging style, record the material the output must preserve: - every number, date, named entity, title, quotation, attribution, comparison, qualification, and source relationship; - the document type, intended publisher, audience, and stated purpose; - supplied links or ev
- Choose the requested behavior
- 1. Build the fact ledger first
- 2. Read the audience and likely queries
- 3. Separate eligibility from writing
- 4. Select only applicable levers
- 5. Audit, ask, suggest, or rewrite
- Audit
- Question
- Suggest
- Rewrite
- Output
- Verdict
- Highest-leverage changes
- Blocking questions
What does the ai-visibility-writing skill do?
Audit, question, suggest, or fact-preservingly revise a press release, blog post, contributed article, or expert explainer so AI answer systems can more easily retrieve, understand, quote, and cite its useful information. Use when someone asks for AI visibility, AI search, answer-engine, AEO, GEO, AI Overview, or ChatGPT citation optimization of supplied writing; when they want an evidence-aware pre-publication audit; or when another Newsjack workflow needs a prose-level AI-discoverability pass. Do not use as a technical SEO audit, rank tracker, publishing system, or promise of rankings, menti
How do I install it?
Run `npx skills add elvisun/newsjack --skill ai-visibility-writing --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From elvisun/newsjack, a repository with 620 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.