Agentaeo Mcp Server

io.github.digitaldatadriven由 GitHub 账号 digitaldatadriven 发布v0.1.8更新于 Oct 24, 2026

AEO audit tool — measure brand visibility across ChatGPT, Perplexity, Claude, and Google AI.

概览

AI 生成的概览

本地 MCP 服务器,执行 AI 引用审计,显示 ChatGPT、Perplexity、Claude 和 Google AI 在买家查询中引用了哪些品牌及原因。

可以做什么
针对某域名在四个 AI 引擎上运行买家查询的引用审计,给出各引擎、各查询的引用率以及每个查询胜出的竞争对手。估算每月收入流失,并说明 AI 跳过某品牌的结构性原因。生成按优先级排列的 30 天修复计划、可直接复制的 JSON-LD 结构化数据和 llms.txt 文件。按 Retrieval Marketing Score 和引用差距比较多个域名,并生成面向管理层的摘要。
适用场景
适用于想弄清 AI 助手为何推荐竞争对手而非自己品牌的情况,或为自有站点、客户域名开展 AEO/GEO 研究并把结论转化为具体修复措施时。
运行要求
通过 npx 从 npm 包 @agentaeo/mcp-server 在桌面本地运行;未声明认证、环境变量或请求头。审计需查询在线 AI 引擎,因此需要网络访问。
安装前请注意
审计会把提供的域名和查询发送给第三方 AI 引擎及 AgentAEO 服务,请勿提交机密或未公开的品牌资料。README 提到免费额度和一次性诊断,但未说明价格与账号要求,使用前请确认。收入估算和修复计划属于生成式建议,并非经核实的数字。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Agentaeo Mcp Server,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

AgentAEO MCP Server

[npm version] [Anthropic MCP Registry] [Glama AAA] [License: MIT]

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.

Install in 2 minutes

bash
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.

What this measures

AgentAEO runs real buyer queries across ChatGPT, Perplexity, Claude, and Google AI and returns:

  • Citation rates per engine per query
  • Which competitor wins each query
  • Revenue leakage estimate ($/month)
  • Exact structural reasons AI skips you
  • Copy-paste schema fixes

Why this exists

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.

How AgentAEO differs from other AEO tools

CapabilityAgentAEOConductorProfoundAthenaHQseoClarity
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✅✅✅❌✅

Three workflows to try now

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?"

Run a complete AEO audit and fix plan in 30 minutes

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:

  • Citation grade per engine per query
  • Revenue leakage estimate
  • Prioritised 30-day fix plan
  • Copy-paste JSON-LD (FAQPage, HowTo, Organization)
  • llms.txt file ready to publish
  • Executive summary for stakeholders

Built on the Retrieval Marketing Framework™

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

来源:README.md,提交 b039b5a

工具

0
SourceWeft 尚未在沙箱中启动过该软件包,因此其工具未知。

版本历史

1
  1. v0.1.8最新Sep 16, 2026

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