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LLM Citation Audit

Agent skill
1 skill

Audit whether a brand is being cited by LLMs (ChatGPT, Claude, Perplexity, Google AI Overviews, Gemini) for the prompts its buyers actually ask, diagnose WHY it is or isn't being cited across four distinct failure modes (retrieval gap, entity gap, format gap, competitor moat), and produce a prioritized fix list grouped into quick wins, medium bets, and long-range investments. Use this skill whenever a user asks about AI visibility, LLM citations, AEO/GEO audit, generative engine optimization, "am I showing up in ChatGPT," "does AI recommend my brand," "why isn't Perplexity citing us," "how do we rank in AI Overviews," "LLM SEO," "answer engine optimization audit," or any variant of "are we visible in AI search." Trigger even when the user uses the older SEO vocabulary but asks about AI platforms, because the audit spans both. Chains opportunistically with brand-kit.md for brand name, services, audience, and competitors — if present, pull them automatically instead of re-asking. When a SearchAtlas MCP is connected, leverages SA tools (rank tracking, brand vault, GBP, OTTO, LLM Visibility) first before falling back to generic web search.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGrowth & marketingStars0

About this skill

Audit whether a brand is being cited by LLMs (ChatGPT, Claude, Perplexity, Google AI Overviews, Gemini) for the prompts its buyers actually ask, diagnose WHY it is or isn't being cited across four distinct failure modes (retrieval gap, entity gap, format gap, competitor moat), and produce a prioritized fix list grouped into quick wins, medium bets, and long-range investments. Use this skill whenever a user asks about AI visibility, LLM citations, AEO/GEO audit, generative engine optimization, "am I showing up in ChatGPT," "does AI recommend my brand," "why isn't Perplexity citing us," "how do we rank in AI Overviews," "LLM SEO," "answer engine optimization audit," or any variant of "are we visible in AI search." Trigger even when the user uses the older SEO vocabulary but asks about AI platforms, because the audit spans both. Chains opportunistically with brand-kit.md for brand name, services, audience, and competitors — if present, pull them automatically instead of re-asking. When a SearchAtlas MCP is connected, leverages SA tools (rank tracking, brand vault, GBP, OTTO, LLM Visibility) first before falling back to generic web search.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
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This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: d225689de853df7c83632278abe9e9f51ded2d8329ef60bef440d26018a27fc6

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About this listing

Category
Growth & marketing
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
LLM Citation Audit | Agent Skills Atlas