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AEO Scanner README

The full upstream README, mirrored here for reference. Install config, tool schemas, adoption signals, and an original overview live on the AEO Scanner listing page.

Back to AEO Scanner View source on GitHub

AEO Scanner — MCP Server

AI search visibility audit for any website. Three scores, one scan.

What it does

  • AEO Score (0-100): How well AI search engines (ChatGPT, Perplexity, Google AI Overviews) can find, read, and cite your content
  • GEO Score (0-100): How likely AI is to cite your site as a source — citation readiness for AI-generated answers
  • Agent Readiness (0-100): How easily AI agents can understand, interact with, and transact on your site
  • Mention Readiness (0-100): Predicts how likely AI will mention your brand, based on 12 research-backed signals
  • AI Identity Card: How AI currently perceives your brand — gaps, citable claims, detected competitors
  • Business Profile: Auto-detected business type (commerce/saas/media/general) with which scores matter most

Quick start

Remote server (recommended) — zero install, just add the URL:

bash
# Claude Code
claude mcp add --transport http aeo-scanner https://aeo-mcp.convrgent.ai/mcp

# Claude Desktop / Claude.ai
# Settings → Connectors → Add custom connector → https://aeo-mcp.convrgent.ai/mcp

# Cursor — add to .cursor/mcp.json
{ "aeo-scanner": { "url": "https://aeo-mcp.convrgent.ai/mcp" } }

Then ask your AI assistant: "Scan example.com for AI visibility"

Alternative: local install via PyPI (stdio transport):

Terminal
claude mcp add aeo-scanner -- uvx aeo-scanner

Tools

ToolWhat it doesPrice
scan_siteQuick triple-score scan + AI Identity Card + mention readiness + business profile + top issuesFree
audit_siteFull 58+ check breakdown across 12 categories (4 AEO + 4 GEO + 4 Agent)$1.00
compare_sitesTwo-site gap analysis + category winners + overtake fix code$3.00
fix_siteGenerated fix code with two-tier score projections — apply directly with Claude Code$5.00

Free tier

scan_site works without any authentication. No API key, no wallet, no setup.

Rate limits: 20 scans/hour per IP, 5 per URL per day.

Paid tools

audit_site, compare_sites, and fix_site require an API key:

  1. Get your key at scan.convrgent.ai
  2. Set AEO_API_KEY in your MCP config

Or pay per call with USDC via x402 protocol (Base network).

Workflow

The included optimize_site prompt guides the full workflow:

  1. Scan — get baseline scores + mention readiness + business profile (free)
  2. Compare — benchmark against detected competitors ($3)
  3. Audit — see detailed breakdown by category ($1)
  4. Fix — get working code with quick-win and full-ceiling projections ($5)
  5. Rescan — verify improvement across all scores (free)

Scoring

58+ checks across 12 categories. See the built-in aeo://reference/scoring-methodology resource for full details.

AEO categories: Structured Data (30%), Meta & Technical (20%), AI Accessibility (25%), Content Quality (25%)

GEO categories: Brand Narrative Clarity (25%), Citation Readiness (25%), Authority Signals (25%), Entity Definition (25%)

Agent Readiness categories: Machine Identity (30%), API Discoverability (25%), Structured Actions (25%), Programmatic Access (20%)

Grades: A (90+), B (75-89), C (60-74), D (40-59), F (0-39)

Research basis

GEO checks are backed by peer-reviewed research: Princeton KDD 2024 (+115% visibility from citing sources), Growth Memo (44.2% citations from first 30% of content), Cornell (+28% from quantitative claims), and more. See scoring methodology for full citations.


Built by Convrgent — AI visibility tools for agents.