aeo-scanner-mcp: An MCP Server Built for AI Engine Optimization

As AI assistants become the primary channel for information acquisition, traditional SEO is evolving toward AEO. aeo-scanner-mcp is an open-source tool based on the MCP protocol that helps developers and website administrators detect and optimize their sites' visibility in AI search engines. It uses a business model of free scanning plus paid in-depth auditing and is suitable for various scenarios such as content creators and enterprises.

AEO stands for AI Engine Optimization, which focuses on the frequency of a website's appearance and the quality of its citations in responses from AI assistants like ChatGPT and Claude. Unlike traditional SEO, which focuses on metrics such as keyword density and external links, AEO places more emphasis on content semantic integrity, knowledge graph friendliness, and AI comprehension—it is the natural evolution of SEO in the AI era.

aeo-scanner-mcp is built based on the MCP (Model Context Protocol) launched by Anthropic. MCP standardizes the interaction between AI models and external data sources, acting like a USB interface for AI to ensure compatibility. The project uses MCP to package a service that AI can directly call, which is used to evaluate a website's AI visibility.

The project offers three tiers of services: 1. Free scanning tier: Basic AEO scoring, checking technical architecture, content structure, etc.; 2. Paid in-depth auditing tier: Analyzing semantic networks, knowledge graph compatibility, etc., and providing optimization suggestions; 3. Automatic repair tier: Automatically implementing structural adjustments, metadata optimization, etc. The paid features are based on the x402 protocol, supporting pay-per-call billing with no registration or pre-recharge required for a seamless experience.

The project adopts an open-source core plus commercial services model: Basic scanning is open-source, while advanced services (in-depth auditing, automatic repair) are paid to ensure commercial sustainability. Application scenarios include: Content creators optimizing their blogs, enterprises evaluating their official websites' AI visibility, SEO service providers expanding their businesses, and developers conducting secondary development and integration.

Technical highlights include: 1. Full support for the MCP protocol to ensure seamless collaboration with compatible AI assistants; 2. Modular architecture with independent scanning, auditing, and repair modules for flexible expansion; 3. Deep integration with the x402 payment protocol, providing an example for the commercialization of AI services.

aeo-scanner-mcp marks the transition of AEO tools from concept to practical use, and will become a standard in digital marketing in the future. The application potential of the MCP protocol promotes plug-and-play AI services, lowers the threshold for innovation, fosters healthy ecological development, and ultimately benefits users.

In today's era where AI is reshaping information acquisition, aeo-scanner-mcp provides a practical tool. Free scanning allows you to understand your website's AI visibility at zero cost, while paid services offer professional optimization. It is recommended that users who care about their website's performance in AI assistants try this tool—In the AI search era, visibility is everything.