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johnlawson-dev/README.md

John Lawson

I build practical GEO and AEO tools that help marketers, SEO professionals, agencies and developers improve content for AI-mediated discovery.

Citation Gap MCP

Citation Gap MCP analyses webpages for factors that may influence AI citation potential.

It helps users:

  • Audit a webpage’s GEO signals
  • Compare content with relevant competitors
  • Identify missing concepts and information-gain opportunities
  • Generate prioritised recommendations
  • Produce shareable hosted reports

Explore Citation Gap MCP · Visit johnlawson.dev

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  1. citation-gap-mcp citation-gap-mcp Public

    MCP server for GEO (Generative Engine Optimisation) analysis. Identify why websites are cited, or missed, by AI search engines like ChatGPT, Claude and Perplexity.