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Independent project, not affiliated with Anthropic
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AEO Audit

piiiico/aeo-mcp-server
HTTPregistry active
Summary

Built by a Norwegian SEO agency to diagnose why websites don't show up in AI assistant answers. Exposes three tools: analyze_aeo returns a 0-100 score with letter grade plus breakdowns across schema markup, meta tags, content quality, and AI crawler access; get_aeo_score gives you just the headline number; check_ai_readiness tells you if GPTBot or ClaudeBot are blocked and whether you have llms.txt configured. Runs as a public Cloudflare Worker with no auth required. Reach for this when clients complain they're invisible in ChatGPT or Perplexity results and you need specific technical fixes like missing JSON-LD schema or blocked crawlers rather than generic SEO advice.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
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Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →
Block distraction from your iPhone for freeBlock distraction from your iPhone for free
Block distraction from your iPhone for free
Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Granola, the best AI meeting recorder
Granola, the best AI meeting recorder
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Open Steps
Open Steps
Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Lid closed, agents working
Lid closed, agents working
Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →
Block distraction from your iPhone for freeBlock distraction from your iPhone for free
Block distraction from your iPhone for free
Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Granola, the best AI meeting recorder
Granola, the best AI meeting recorder
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Open Steps
Open Steps
Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →

AEO Audit MCP Server

AEO (Answer Engine Optimization) audit tool — check any website's AI visibility score and get actionable recommendations.

Live endpoint: https://aeo-mcp-server.amdal-dev.workers.dev/mcp Protocol: MCP Streamable HTTP (2025-03-26) Free to use — no auth required

What it does

Analyzes why businesses don't appear in ChatGPT, Claude, Perplexity, and other AI assistant answers. Returns:

  • Score 0-100 with letter grade (A–F)
  • Breakdown: schema markup, meta tags, content quality, technical config, AI signals
  • Issues: specific problems blocking AI visibility
  • Recommendations: prioritized action list

Tools

analyze_aeo(url)

Full audit. Returns score, grade, category breakdown, all issues, and ranked recommendations.

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "analyze_aeo",
    "arguments": { "url": "https://example.com" }
  }
}

get_aeo_score(url)

Quick check — score and grade only.

check_ai_readiness(url)

Checks if AI crawlers (GPTBot, ClaudeBot) are blocked, if /llms.txt exists, and other crawler access signals.

Usage with Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "aeo-audit": {
      "url": "https://aeo-mcp-server.amdal-dev.workers.dev/mcp",
      "type": "streamable-http"
    }
  }
}

Usage with Cursor / other MCP clients

Endpoint: https://aeo-mcp-server.amdal-dev.workers.dev/mcp Transport: Streamable HTTP (POST)

What AEO checks

  • Structured data (JSON-LD schema): LocalBusiness, FAQPage, AggregateRating, OpeningHours
  • Meta tags: Title, description, OpenGraph
  • Content quality: Word count, H1/H2 headings, location signals, FAQ section, prices
  • Technical: robots.txt AI bot access, llms.txt, sitemap, load speed
  • AI signals: Speakable schema, statistics/numbers, structured content

About

Built by Synlig Digital — AEO services for Norwegian businesses. Contact: hei@synligdigital.no

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Lid closed, agents working
Lid closed, agents working
Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →
Block distraction from your iPhone for freeBlock distraction from your iPhone for free
Block distraction from your iPhone for free
Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Granola, the best AI meeting recorder
Granola, the best AI meeting recorder
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Open Steps
Open Steps
Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Registryactive
TransportHTTP
UpdatedMar 6, 2026
View on GitHub

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