

Tavily vs. WebMCP: Two Architectures for Agent Discovery AI summary: Tavily is a retrieval API that agents call to search and extract web content. WebMCP is a draft proposal for exposing site tools to agents in the browser. They are complementary, not rivals. AI agent traffic is real but still single-digit. Tavily and WebMCP solve […]

AI Crawler Readability and Rendering Validation: A Reproducible Test Protocol AI summary: Five reproducible stages to test AI crawler readability: robots.txt audit, static fetch, rendering diff, false-positive checklist, and llms.txt content mapping. In Geolify audit data, 51.73% of completed runs scored below 50 on static content and 65.19% carried a CSR warning (MG-AUDIT-02, MG-AUDIT-03). Can […]

Answer‑first writing bridges classic SEO with LLM Optimization (LLMO): use keywords, headings and schema, but open every section with a direct answer in the first 40–60 words so humans and AI search engines like Perplexity, ChatGPT and Google AI Overviews can extract it instantly. What Is Answer‑First Writing and Why It Matters Now Answer‑first writing […]