
Official MCP RegistryListed
com.hibot/hibot
HiBot public knowledge: the ANSWER framework for AI visibility, audit plans, case studies, research
First seen 2 Oct 2026. Evidence as of 9 Oct 2026.
5
Tools
From an anonymous probe
1
Source listings
Each with its own history
0
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| 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 the site cannot be read automatically. | Changes data |
| get_answer_methodology | 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. | Read-only |
| get_blog_article | One published HiBot article by slug, rendered as readable Markdown with its canonical URL. Reference reading on AI visibility and the ANSWER framework. | Read-only |
| list_blog_articles | Published HiBot articles on AI visibility and the ANSWER framework, newest first, optionally filtered to one ANSWER category. Reference reading. | Read-only |
| search_blog | Keyword search over published HiBot articles, ranked by relevance, each with its page URL. Reference reading on AI visibility and the ANSWER framework. | Read-only |
Change history
No changes since the first observation. The first snapshot is the baseline.
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | com.hibot/hibot | 2 Oct 2026 | 9 Oct 2026 | 1 |