This server turns Claude into an AI citation auditor. It runs real queries across ChatGPT, Perplexity, Claude, and Google AI to measure which brands get recommended and which get skipped. You get citation rates per engine, revenue leakage estimates, competitor analysis, and deploy-ready schema fixes including JSON-LD and llms.txt generation. Useful if you're diagnosing why your brand ranks well in Google but stays invisible in AI-generated answers, or if you're running competitive intelligence on who owns the consideration set in AI responses. Built on the Retrieval Marketing Framework and available as a one-time diagnostic without requiring a subscription.
Ask Claude: "Why is [competitor] being cited instead of us for [category] queries?" Get the answer. Get the fix.
AgentAEO is a retrieval intelligence layer for AI agents. It tells Claude, Cursor, and any MCP-compatible agent which brands are winning AI citations and exactly why.
npx @agentaeo/mcp-server@latest
Then in Claude Desktop, ask:
"Run an AI citation audit on [domain.com] for [category] queries. Tell me which competitors are being cited instead and why."
That is it. You now have live selection intelligence inside your AI workflow.
AgentAEO runs real buyer queries across ChatGPT, Perplexity, Claude, and Google AI and returns:
60% of brands investing in SEO are invisible in AI-generated answers despite strong Google rankings.
This is the Selection Gap: AI finds your brand but does not consistently choose it. Competitors enter the consideration set before you do.
AgentAEO measures this gap. Quantifies it in dollars. Generates the fix.
Also known as: Generative Engine Optimization (GEO), Answer Engine Optimization (AEO), AI SEO — AgentAEO measures the citation layer that determines whether AI recommends you or your competitor.
| Capability | AgentAEO | Conductor | Profound | AthenaHQ | seoClarity |
|---|---|---|---|---|---|
| Live citation testing across 4 engines | ✅ | ❌ | ❌ | ❌ | ❌ |
| Revenue-at-risk estimate | ✅ | ❌ | ❌ | ❌ | ❌ |
| 30-day fix blueprint | ✅ | ❌ | ❌ | ❌ | ❌ |
| Deploy-ready JSON-LD schema | ✅ | ❌ | ❌ | Partial | ❌ |
| llms.txt generation | ✅ | ❌ | ❌ | ❌ | ❌ |
| Free tier | ✅ | ❌ | ❌ | ❌ | ❌ |
| One-time diagnostic (no subscription) | ✅ | ❌ | ❌ | ❌ | ❌ |
| MCP server on Anthropic registry | ✅ | ✅ | ✅ | ❌ | ✅ |
1. Competitive intelligence
"Audit stripe.com for payment processing queries. Which fintech brands are being recommended instead of Stripe by ChatGPT and Perplexity?"
2. Own brand monitoring
"Run a citation health check on [your-domain.com] and give me the monthly revenue leakage estimate plus the top 3 fixes."
3. Agency research
"Audit these 5 domains: [list]. Rank them by Retrieval Marketing Score. Which has the biggest citation gap versus its competitors?"
With AgentAEO MCP inside Claude Desktop or Claude Cowork, what used to take 30 days of manual AEO work runs in 30 minutes:
Ask Claude:
"Run a complete AEO audit on [domain.com]. Test buyer queries across all 4 engines, identify citation gaps, generate the 30-day fix blueprint, create the JSON-LD schema files, write the llms.txt, and give me a board-level summary of revenue at risk."
Output in one session:
The only AEO platform with a working MCP server on the official Anthropic registry. AAA rated on Glama.
→ agentaeo.com
→ retrieval.marketing
→ @agentaeo/mcp-server on npm