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

Ownership verified
Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-06-18
URL
ChatGPT
–
Claude
–

TDQS

A4.4/5.0

Scored across 5 tools

Disambiguation5/5

Each tool has a clearly distinct role: generating questions, explaining methodology, fetching a single article, listing articles, and searching articles. Even the blog-related tools are unambiguous in their differences.

Naming Consistency5/5

All tool names follow a consistent snake_case verb_noun pattern using generate, get, list, and search. There are no mixed naming conventions or vague generic verbs.

Tool Count5/5

Five tools is well-scoped for this server's focused purpose of AI visibility question generation and reference content. Each tool earns its place with no unnecessary overlap.

Completeness4/5

The set covers question generation, methodology explanation, and blog reference reading well. A direct AI visibility scoring or report tool is notably absent, but the current workflows are coherent and usable without it.

Available Tools

5 tools
generate_ai_visibility_questionsAI Visibility QuestionsAInspect

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 the site cannot be read automatically.

Inputs: website (required), brandName, description.

get_answer_methodologyThe ANSWER MethodologyA
Read-only
Inspect

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.

Inputs: no named parameters.

get_blog_articleOne HiBot Blog ArticleA
Read-only
Inspect

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

Inputs: slug (required).

list_blog_articlesHiBot Blog ArticlesA
Read-only
Inspect

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

Inputs: limit, offset, category.

search_blogSearch HiBot ArticlesA
Read-only
Inspect

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

Inputs: query (required), limit.

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