{
  "markdown": "# AEO Scanner — MCP Server\n\nAI search visibility audit for any website. Three scores, one scan.\n\n## What it does\n\n- **AEO Score (0-100):** How well AI search engines (ChatGPT, Perplexity, Google AI Overviews) can find, read, and cite your content\n- **GEO Score (0-100):** How likely AI is to cite your site as a source — citation readiness for AI-generated answers\n- **Agent Readiness (0-100):** How easily AI agents can understand, interact with, and transact on your site\n- **Mention Readiness (0-100):** Predicts how likely AI will mention your brand, based on 12 research-backed signals\n- **AI Identity Card:** How AI currently perceives your brand — gaps, citable claims, detected competitors\n- **Business Profile:** Auto-detected business type (commerce/saas/media/general) with which scores matter most\n\n## Quick start\n\n**Remote server (recommended)** — zero install, just add the URL:\n\n```bash\n# Claude Code\nclaude mcp add --transport http aeo-scanner https://aeo-mcp.convrgent.ai/mcp\n\n# Claude Desktop / Claude.ai\n# Settings → Connectors → Add custom connector → https://aeo-mcp.convrgent.ai/mcp\n\n# Cursor — add to .cursor/mcp.json\n{ \"aeo-scanner\": { \"url\": \"https://aeo-mcp.convrgent.ai/mcp\" } }\n```\n\nThen ask your AI assistant: *\"Scan example.com for AI visibility\"*\n\n**Alternative: local install** via PyPI (stdio transport):\n\n```bash\nclaude mcp add aeo-scanner -- uvx aeo-scanner\n```\n\n## Tools\n\n| Tool | What it does | Price |\n|------|-------------|-------|\n| `scan_site` | Quick triple-score scan + AI Identity Card + mention readiness + business profile + top issues | **Free** |\n| `audit_site` | Full 58+ check breakdown across 12 categories (4 AEO + 4 GEO + 4 Agent) | $1.00 |\n| `compare_sites` | Two-site gap analysis + category winners + overtake fix code | $3.00 |\n| `fix_site` | Generated fix code with two-tier score projections — apply directly with Claude Code | $5.00 |\n\n## Free tier\n\n`scan_site` works without any authentication. No API key, no wallet, no setup.\n\nRate limits: 20 scans/hour per IP, 5 per URL per day.\n\n## Paid tools\n\n`audit_site`, `compare_sites`, and `fix_site` require an API key:\n\n1. Get your key at [scan.convrgent.ai](https://scan.convrgent.ai)\n2. Set `AEO_API_KEY` in your MCP config\n\nOr pay per call with USDC via [x402 protocol](https://www.x402.org/) (Base network).\n\n## Workflow\n\nThe included `optimize_site` prompt guides the full workflow:\n\n1. **Scan** — get baseline scores + mention readiness + business profile (free)\n2. **Compare** — benchmark against detected competitors ($3)\n3. **Audit** — see detailed breakdown by category ($1)\n4. **Fix** — get working code with quick-win and full-ceiling projections ($5)\n5. **Rescan** — verify improvement across all scores (free)\n\n## Scoring\n\n58+ checks across 12 categories. See the built-in `aeo://reference/scoring-methodology` resource for full details.\n\n**AEO categories:** Structured Data (30%), Meta & Technical (20%), AI Accessibility (25%), Content Quality (25%)\n\n**GEO categories:** Brand Narrative Clarity (25%), Citation Readiness (25%), Authority Signals (25%), Entity Definition (25%)\n\n**Agent Readiness categories:** Machine Identity (30%), API Discoverability (25%), Structured Actions (25%), Programmatic Access (20%)\n\n**Grades:** A (90+), B (75-89), C (60-74), D (40-59), F (0-39)\n\n## Research basis\n\nGEO 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.\n\n---\n\nBuilt by [Convrgent](https://convrgent.ai) — AI visibility tools for agents.\n\n<!-- mcp-name: io.github.Convrgent/aeo-scanner -->\n",
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  "repo_slug": "convrgent/aeo-scanner-mcp",
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}