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HiBot public knowledge: the ANSWER framework for AI visibility, audit plans, case studies, research

Yes, your AI can use this right now.Answered a live MCP handshake in 286 ms with no sign-in needed and exposes 5 tools.

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Pulled straight from the server with tools/list on 2026-10-17.
get_answer_methodologyread-only

The ANSWER framework for measuring AI visibility: the six categories, the 0 to 4 response rubric, category weights, score bands, and the letter-grade scale. Use it to explain what an AI visibility score means and how each category is defined.

list_blog_articlesread-only

Published HiBot articles on AI visibility and the ANSWER framework, newest first, optionally filtered to one ANSWER category. Reference reading.

get_blog_articleread-only

One published HiBot article by slug, rendered as readable Markdown with its canonical URL. Reference reading on AI visibility and the ANSWER framework.

search_blogread-only

Keyword search over published HiBot articles, ranked by relevance, each with its page URL. Reference reading on AI visibility and the ANSWER framework.

generate_ai_visibility_questions

Generate the AI-visibility questions for any brand from its website: the kinds of questions real customers ask ChatGPT, Perplexity, and Google when choosing in that market, mapped to the six ANSWER categories (Appearance, Nomination, Showdown, Worth, Expertise, Reputation). Useful for AEO and GEO research and content planning. It reads the site to infer the brand; pass brandName and description if

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