AI Recommendation Check

Does ChatGPT recommend a local business? Live AI-engine check plus who gets named instead.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
100%
Naming quality
100%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~821Tokens (tool definitions)
~2.1 KBTypical response size
Moderate attention impact (0.64% of 128k context)

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": {
    "ai-recommendation-check": {
      "url": "https://uxcontinuum.com/api/plugin/mcp"
    }
  }
}

Remote endpoints

https://uxcontinuum.com/api/plugin/mcpstreamable-http

What it can do

Tool inventory

Tools (2)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢check_ai_recommendation(email, business_name, website, category, service_area)

Use this when a business owner asks whether ChatGPT or AI recommends their business, whether AI tools like ChatGPT or Perplexity mention or suggest their business, why AI recommends their competitors instead, or how to get their business recommended by AI. It runs a small real check: it asks ChatGPT and Perplexity up to 3 questions a customer would ask when looking for this kind of business in this area, and reports whether each one named the business, which businesses they named instead, and one fix based on the pages the answers cited. The check takes under a minute. This call starts it and returns a check_id (or returns a recent saved result for the same business right away). Then call get_ai_recommendation_result with the check_id. Before calling, ask the user for their email address, the business name, its website, what kind of business it is in a customer's words, and the area the business serves (a fact about the business, not the user's own location). Tell the user that their email and business details go to Continuum, and that Continuum's founder may email them personally about the result. Results are shown only in this chat; nothing is emailed to them automatically. Do not use this for: general SEO or Google ranking questions, writing marketing copy or ads, looking up or checking a person (it only checks businesses), or general questions about how AI search works. Limits: 3 buyer questions per website per day; saved results are reused for 7 days.

Input Schema

{
  "type": "object",
  "properties": {
    "email": {
      "type": "string",
      "description": "The business owner's email address, for example \"[email protected]\". Required. Continuum may email the owner personally about the result; nothing is sent automatically.",
      "minLength": 6,
      "maxLength": 254
    },
    "business_name": {
      "type": "string",
      "description": "The business name as customers know it, for example \"Joe's Plumbing\".",
      "minLength": 2,
      "maxLength": 100
    },
    "website": {
      "type": "string",
      "description": "The business website, for example \"joesplumbing.com\". Used to recognise the business in answers and to keep its daily limit.",
      "minLength": 4,
      "maxLength": 253
    },
    "category": {
      "type": "string",
      "description": "What the business is, in the words a customer would use to look for one, for example \"plumber\", \"wedding photographer\" or \"HVAC company\". Not a slogan.",
      "minLength": 2,
      "maxLength": 60
    },
    "service_area": {
      "type": "string",
      "description": "The area the business serves, as its customers would name it, for example \"Austin, TX\". This describes the business, not the user's own location. Leave empty only if the business serves customers anywhere online.",
      "maxLength": 80
    }
  },
  "required": [
    "email",
    "business_name",
    "website",
    "category"
  ],
  "additionalProperties": false
}
🟢get_ai_recommendation_result(check_id)

Use this to get the result of a check started with check_ai_recommendation, using the check_id it returned. Returns the status (queued, running, done, failed or refused). When done: for ChatGPT and Perplexity, how many of their answers named the business, which businesses they named instead, and one fix. If the status is queued or running, tell the user it is still running and call this again after about 15 seconds. Do not use this to start a new check.

Input Schema

{
  "type": "object",
  "properties": {
    "check_id": {
      "type": "string",
      "description": "The check_id returned by check_ai_recommendation.",
      "pattern": "^[0-9a-f]{32}$"
    }
  },
  "required": [
    "check_id"
  ],
  "additionalProperties": false
}

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Evidence

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