seosiri-aeo-geo-mcp

An open-source, local-first Model Context Protocol (MCP) server for AI Engine Optimization (AEO), Generative Engine Optimization (GEO), /llm.txt auditing, and content stickiness analytics.

💖 Sponsorship, B2B Custom Solutions & Attribution

👨‍💻 Lead Architect & Attribution

Designed and engineered by Momenul Ahmad, Lead Architect and Founder of SEOSiri.

🚀 Capabilities & Tools (10 Production Tools)

• audit_llm_txt_compliance: Audits presence and syntax validity of /llm.txt and /.well-known/llm.txt.

• audit_security_txt_compliance: Verifies RFC 9116 /.well-known/security.txt headers.

• calculate_geo_ai_readiness_score: Scores webpage AI-readiness ($0\text{--}100$) based on schema density and semantic HTML5.

• analyze_content_stickiness: Calculates GA4 "Retention Gold" scores comparing Session Duration against Bounce Rate.

• extract_aeo_answer_cards: Extracts direct-answer snippets for Perplexity, SearchGPT, and Google AI Overviews.

• fetch_tranco_authority_rank: Queries domain trust and authority rankings.

• validate_schema_markup_density: Validates JSON-LD microdata density and identifies missing fields.

• sanitize_geo_payload: Strips script injections and unverified metadata.

• get_live_aeo_throughput_metrics: Monitors system health and processing latency.

• get_aeo_server_specifications: Returns protocol specs and capability matrices.

Related MCP server: sightvane-mcp

Quickstart

pip install -e .
pytest tests/test_aeo_geo.py

🔌 Claude Desktop / Cursor Configuration

Add this block to your claude_desktop_config.json:

{
  "mcpServers": {
    "seosiri-aeo-geo": {
      "command": "uv",
      "args": [
        "run",
        "--github",
        "SEOSiri-Official/aeo-geo-mcp",
        "src/main_server.py"
      ]
    }
  }
}

License

Distributed under the MIT License. See LICENSE for details.

Repo

https://github.com/SEOSiri-Official/aeo-geo-mcp