hibot
HiBot public knowledge: the ANSWER framework for AI visibility, audit plans, case studies, research
Should I use this
Quality & Safety
Findings (2)
- LOWTool 'get_answer_methodology' description lacks action verbin get_answer_methodology
- LOWTool 'generate_ai_visibility_questions' name length outside 3-30 rangein generate_ai_visibility_questions
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"hibot": {
"url": "https://hibot.com/mcp/public"
}
}
}Remote endpoints
https://hibot.com/mcp/publicstreamable-httpWhat it can do
Tool inventory
Tools (5)
🟢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.
Input Schema
{
"type": "object",
"properties": {},
"additionalProperties": false
}🟢list_blog_articles(category, limit, offset)
Published HiBot articles on AI visibility and the ANSWER framework, newest first, optionally filtered to one ANSWER category. Reference reading.
Input Schema
{
"type": "object",
"properties": {
"category": {
"type": "string",
"description": "Optional ANSWER category slug: general, appearance, nomination, showdown, worth, expertise, or reputation."
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 50,
"description": "Articles to return. Default 20."
},
"offset": {
"type": "integer",
"minimum": 0,
"description": "Articles to skip for paging. Default 0."
}
},
"additionalProperties": false
}🟢get_blog_article(slug)
One published HiBot article by slug, rendered as readable Markdown with its canonical URL. Reference reading on AI visibility and the ANSWER framework.
Input Schema
{
"type": "object",
"properties": {
"slug": {
"type": "string",
"description": "Article slug from list_blog_articles or search_blog."
}
},
"required": [
"slug"
],
"additionalProperties": false
}🟢search_blog(query, limit)
Keyword search over published HiBot articles, ranked by relevance, each with its page URL. Reference reading on AI visibility and the ANSWER framework.
Input Schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Keywords to search for."
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 20,
"description": "Results to return. Default 10."
}
},
"required": [
"query"
],
"additionalProperties": false
}🟢generate_ai_visibility_questions(website, brandName, description)
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.
Input Schema
{
"type": "object",
"properties": {
"website": {
"type": "string",
"description": "The brand's website or domain, e.g. example.com. Required."
},
"brandName": {
"type": "string",
"description": "Optional. Only needed if the site cannot be read automatically (a JavaScript-heavy or very small site)."
},
"description": {
"type": "string",
"description": "Optional. One line on what the business sells. Only needed if the site cannot be read automatically."
}
},
"required": [
"website"
],
"additionalProperties": false
}Community
Evidence