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.
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one prompt install →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
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