AEO Scanner

Name: AEO Scanner
Author: Convrgent

Convrgent/aeo-scanner-mcp

1 repo stars
Updated April 17, 2026
Convrgent/aeo-scanner-mcp

AI visibility for ChatGPT/Perplexity/Claude - triple score (AEO+GEO+Agent) with fix code.

About

AI visibility for ChatGPT/Perplexity/Claude - triple score (AEO+GEO+Agent) with fix code. Free. Exposes 4 MCP tools including io.github.Convrgent/aeo-scanner, AEO_API_KEY, | Tool | What it does | Price |, |------|-------------|-------|. AI visibility for ChatGPT/Perplexity/Claude - triple score (AEO+GEO+Agent) with fix code. Free. AI visibility for ChatGPT/Perplexity/Claude - triple score (AEO+GEO+Agent) with fix code. Free. "name": "io.github.Convrgent/aeo-scanner", Install via Claude Desktop, Cursor, or any MCP-compatible client using the server manifest from the upstream repository.

AEO Score (0-100): How well AI search engines (ChatGPT, Perplexity, Google AI Overviews) can find, read, and cite your c
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
Business Profile: Auto-detected business type (commerce/saas/media/general) with which scores matter most

AEO Scanner by the numbers

Exposes 4 verified tools (MCP introspection)
Data as of Jul 9, 2026 (Skillselion catalog sync)

terminal

claude mcp add --env AEO_API_KEY=YOUR_AEO_API_KEY aeo-scanner -- uvx aeo-scanner

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repo stars	★ 1
Package	aeo-scanner
Transport	STDIO, HTTP
Auth	Required
Tools	4
Last updated	April 17, 2026
Repository	Convrgent/aeo-scanner-mcp ↗

How do I connect AEO Scanner to my MCP client?

AI visibility for ChatGPT/Perplexity/Claude - triple score (AEO+GEO+Agent) with fix code. Free.

Who is it for?

Teams wiring AEO Scanner into Claude, Cursor, or custom agents for ai & llm tools.

Skip if: Skip when you need a non-MCP SDK or hosted API without stdio/SSE transport.

What you get

Working AEO Scanner MCP server with verified tool registration and client config.

Triple AEO+GEO+Agent visibility assessment for a URL or site
Competitive site comparison on paid plans
Fix-oriented code or content guidance via fix_site (paid)

By the numbers

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At a glance

AEO Scanner capabilities & compatibility

Capabilities: aeo scanner mcp tool registration · aeo scanner client configuration · aeo scanner agent workflow integration
Use cases: orchestration
Runs: Runs locally

Tools 4

Public tool metadata - what this server can do for an agent.

scan_site2 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 how likely AI will mention the brand), detected competitors, business profile (commerce/saas/media/general), and top 5 issues. 67+ checks across 12 categories. Free — no API key needed. Does NOT return per-check details or fix code — use audit_site for full breakdown, fix_site for generated fixes, compare_sites to benchmark against a competitor.

urlstringrequiredFull URL to scan (e.g. https://example.com)
pagesintegerNumber of pages to scan (1-5)

audit_site3 params

Full AI visibility audit across 67+ 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 include 3 research-backed citation signals: factual density, answer frontloading, and source citations. Agent Readiness covers emerging agent-discovery standards Cloudflare's isitagentready.com evaluates: RFC 9727 api-catalog, SEP-1649 MCP Server Card, and IETF Content-Signal (draft-romm-aipref). Does NOT generate fix code — use fix_site for that, or compare_sites to benchmark against a competitor. Pay per call ($1.00) via x402 — USDC on Base or Solana. Machine payment via signed X-PAYMENT header; see https://www.x402.org/. On payment_required, the response includes the full x402 payload with payTo/amount/asset.

urlstringrequiredFull URL to audit
pagesintegerNumber of pages to audit (1-10)
categoriesarrayFilter to specific categories: structured_data, meta_technical, ai_accessibility, content_quality, brand_narrative, citation_readiness, authority_signals, entity_definition, machine_identity, api_discoverability, structured_actions, programmatic_access

fix_site3 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 score projections: quick wins (critical + high fixes only) and full implementation ceiling (all fixes). Content recommendations include research citations. Run scan_site first to see which issues exist. Pay per call ($5.00) via x402 — USDC on Base or Solana. On payment_required, the response includes the full x402 payload with payTo/amount/asset.

urlstringrequiredFull URL to generate fixes for
pagesintegerNumber of pages to analyze (1-10)
formatstringOutput format: generic or claude_code (optimized for Claude Code)

compare_sites3 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 wants to benchmark against a competitor or when scan_site detects competitors in the AI Identity Card. Pay per call ($3.00) via x402 — USDC on Base or Solana. On payment_required, the response includes the full x402 payload with payTo/amount/asset.

urlstringrequiredYour site URL
competitorUrlstringrequiredCompetitor site URL to benchmark against
pagesintegerNumber of pages to scan per site (1-5)

README.md

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

Tool	What it does	Price
`scan_site`	Quick triple-score scan + AI Identity Card + mention readiness + business profile + top issues	Free
`audit_site`	Full 58+ check breakdown across 12 categories (4 AEO + 4 GEO + 4 Agent)	$1.00
`compare_sites`	Two-site gap analysis + category winners + overtake fix code	$3.00
`fix_site`	Generated 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:

Get your key at scan.convrgent.ai
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:

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