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AI Search Optimization Agent Skill

Optimizes for AI assistants and AI-generated answers — being retrievable, being cited, and being represented accurately when a model answers on your behalf. Use this when traffic is shifting from links to AI answers, when a brand is misrepresented or absent in AI responses, when planning content for retrieval rather than ranking, or when deciding how AI search changes an existing SEO program.

644 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
220
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/cbrock84/headcount --skill ai-search-optimization

The instruction itself

5 sections, as written by the author

AI search optimization

Classical SEO optimizes to be *clicked*. This optimizes to be *quoted* — often with no click at all.

That changes what a good page looks like.

What gets cited

  • Self-contained passages. A retrieved chunk arrives without the surrounding page. Each section

must make sense alone, with its subject named rather than pronominalized.

  • Direct answers near the question. Bury the answer under three paragraphs of context and the

passage retrieved will be the context.

  • Specific, checkable facts — numbers, dates, named methods, stated conditions. Vague claims are

neither retrievable nor quotable.

  • Attributable expertise. Named authors, stated credentials, dated content, and cited sources.

Anonymous undated content is weakly weighted.

  • Structure that survives extraction — real headings, real lists, real tables. Layout implied by

styling disappears.

Practical moves

  • Answer the question in the first sentence under each heading, then elaborate.
  • Write headings as the questions people actually ask.
  • Define your own terms on your own pages, so the model's definition traces to you.
  • Keep facts consistent across your site. Contradictions get resolved against you.
  • Maintain the boring canonical pages — pricing, comparisons, specifications, FAQ. These are heavily

retrieved and usually neglected.

Being represented accurately

Assistants assemble an answer about you from whatever is available, weighted toward third-party and

structured sources. Where those are thin or stale, the answer will be wrong.

Audit periodically: ask several assistants what your company does, who it is for, what it costs, and

how it compares. Note the errors and trace them to a source. The fix is almost always publishing or

correcting the source, not the assistant.

Measuring

Click-through will fall on informational queries even as influence rises. Track citation and mention

frequency, and downstream branded search and direct traffic, rather than judging this program on

organic sessions — that metric will say you are losing while you are winning.

How to use it

Copy the folder

Take cbrock84/ai-search-optimization from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.