llm-citation-auditlisted

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 conne
search-atlas-group/amm-founding-circle · ★ 0 · AI & Automation · score 72

Install: claude install-skill search-atlas-group/amm-founding-circle

# LLM Citation Audit ## SearchAtlas MCP tools to use first Tightly integrated with Atlas LLM Visibility. Pulls confirmed citation data from `visibility` instead of attempting brittle prompt-by-prompt audits. | Phase | SA MCP tool | What it gives you | |---|---|---| | Setup | `visibility` → `list_brands`, `get_brand` | Confirms the brand is being tracked by Atlas LLM Visibility. If not, run `create_brand` so future audits are continuous. | | Citation data | `visibility` → `get_brand_overview` | Headline brand citation share across all tracked AI engines (Perplexity, ChatGPT, Claude, Gemini, Google AI Overviews). | | Citation data | `visibility` → `get_citations_overview` | Per-prompt citation breakdown — where you're cited, where you're not, what's cited instead. | | Trends | `visibility` → `get_visibility_trend` | 30/60/90 day trend lines — is the brand gaining or losing AI mindshare? | | Competitive | `visibility` → `get_competitor_visibility_rank` | Rank against the named competitor set. The gap analysis Atlas runs continuously. | | Topic gaps | `visibility` → `get_topics_overview` | Topics where the brand is and isn't winning. Feeds the Entity-gap output. | | Prompt gaps | `visibility` → `get_queries_overview` | Per-query citation status. Replaces manual prompt testing — Atlas has already tested at scale. | | Sentiment | `visibility` → `get_sentiment_overview` | Positive / neutral / negative breakdown of how AI engines describe the brand. | **Routing rule:** Always ca