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Built for the Claude Code community with Claude Code by mertbuilds.com

Independent project, not affiliated with Anthropic
convrgent avatar

AEO Scanner

convrgent/aeo-scanner-mcp
4 toolsauthSTDIO, HTTPregistry active
Summary

Gives Claude direct access to AI search visibility scanning across ChatGPT, Perplexity, and Google AI Overviews. Exposes four tools: scan_site for free triple scoring (AEO, GEO, agent readiness), audit_site for detailed breakdowns across 58 checks, compare_sites for competitive gap analysis, and fix_site to generate implementation code with score projections. Scoring spans structured data, citation readiness, API discoverability, and brand mention likelihood based on peer-reviewed research. Works remotely via HTTPS or locally through PyPI. Free tier gives you 20 scans per hour with no auth. Paid features need an API key or work via x402 USDC payments. Useful if you're optimizing content for AI citation or preparing sites for agent interaction.

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Tools

Public tool metadata for what this MCP can expose to an agent.

4 tools
scan_siteQuick AI visibility scan. Returns three scores: AEO Score (0-100, AI search engine findability), GEO Score (0-100, AI citation readiness), and Agent Readiness Score (0-100, AI agent interaction capability). Also returns AI Identity Card with mention readiness (0-100, predicts...2 params

Quick AI visibility scan. Returns three scores: AEO Score (0-100, AI search engine findability), GEO Score (0-100, AI citation readiness), and Agent Readiness Score (0-100, AI agent interaction capability). Also returns AI Identity Card with mention readiness (0-100, predicts...

Parameters* required
pagesinteger
Number of pages to scan (1-5)default: 3
urlstring
Full URL to scan (e.g. https://example.com)
audit_siteFull AI visibility audit across 58+ checks in 12 categories (4 AEO + 4 GEO + 4 Agent Readiness). Returns detailed per-check scores with specific issues and recommendations, AI Identity Card with mention readiness and detected competitors, and business profile. GEO checks inclu...3 params

Full AI visibility audit across 58+ checks in 12 categories (4 AEO + 4 GEO + 4 Agent Readiness). Returns detailed per-check scores with specific issues and recommendations, AI Identity Card with mention readiness and detected competitors, and business profile. GEO checks inclu...

Parameters* required
categoriesarray
Filter to specific categories: structured_data, meta_technical, ai_accessibility, content_quality, brand_narrative, citation_readiness, authority_signals, entity_definition, machine_identity, api_d...
pagesinteger
Number of pages to audit (1-10)default: 5
urlstring
Full URL to audit
fix_siteGenerate complete fix code for all AI visibility issues across AEO, GEO, and Agent Readiness. Returns working code you can apply directly — schema generation, robots.txt, sitemap, llms.txt, meta tags, structured data, citation signals, entity markup. Also returns two-tier scor...3 params

Generate complete fix code for all AI visibility issues across AEO, GEO, and Agent Readiness. Returns working code you can apply directly — schema generation, robots.txt, sitemap, llms.txt, meta tags, structured data, citation signals, entity markup. Also returns two-tier scor...

Parameters* required
formatstring
Output format: generic or claude_code (optimized for Claude Code)one of generic · claude_codedefault: generic
pagesinteger
Number of pages to analyze (1-10)default: 5
urlstring
Full URL to generate fixes for
compare_sitesCompetitive gap analysis — scans two sites concurrently, shows side-by-side scores, category-by-category winners, competitive gaps (checks where the competitor scored 20+ higher), and generated overtake fix code with projected scores after closing gaps. Use this when the user...3 params

Competitive gap analysis — scans two sites concurrently, shows side-by-side scores, category-by-category winners, competitive gaps (checks where the competitor scored 20+ higher), and generated overtake fix code with projected scores after closing gaps. Use this when the user...

Parameters* required
competitorUrlstring
Competitor site URL to benchmark against
pagesinteger
Number of pages to scan per site (1-5)default: 5
urlstring
Your site URL

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:

# 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):

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.

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Configuration

AEO_API_KEYsecret

API key for paid tools (audit_site, compare_sites, fix_site). Get at https://scan.convrgent.ai

Categories
AI & LLM Tools
Registryactive
Packageaeo-scanner
TransportSTDIO, HTTP
AuthRequired
UpdatedApr 17, 2026
View on GitHub

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