com.hibot/hibot

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

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

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "hibot": {
      "url": "https://hibot.com/mcp/public",
      "transport": "streamable-http"
    }
  }
}

Measured tools (5)

• get_answer_methodology read-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.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• list_blog_articles read-only

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

  Parameters:

  • limit — integer — Articles to return. Default 20.
  • offset — integer — Articles to skip for paging. Default 0.
  • category — string — Optional ANSWER category slug: general, appearance, nomination, showdown, worth, expertise, or reputation.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• get_blog_article read-only

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

  Parameters:

  • slug (required) — string — Article slug from list_blog_articles or search_blog.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• search_blog read-only

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

  Parameters:

  • query (required) — string — Keywords to search for.
  • limit — integer — Results to return. Default 10.

  Hints: read-only yes · destructive no · idempotent not declared · open-world no

• 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.

  Parameters:

  • website (required) — string — The brand's website or domain, e.g. example.com. Required.
  • brandName — string — Optional. Only needed if the site cannot be read automatically (a JavaScript-heavy or very small site).
  • description — string — Optional. One line on what the business sells. Only needed if the site cannot be read automatically.

  Hints: read-only no · destructive no · idempotent not declared · open-world yes

Publisher website

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.