UCP Checker

ask_agents_about_brand

Ask benchmark personal-agent personas what they think of a brand and whether they would recommend it for a category. Personas: Muse-style, Instinct-style, Grok Bot-style, OpenAI dots-style, and OpenClaw-style. This tool uses benchmark personas, including the Grok Bot-style persona; these are not live consumer-product sessions. It is not the real Grok read-back on a scan and it is not the agent-rails HTTP check. What Grok tells shoppers on a scan is a real model call via API, checked against the store's pages, not the consumer Grok app. All five cart attempts, Grok included, are ARC browser cart tests. Returns, per persona: mentioned, recommended, which competitors were recommended instead, sentiment, and short quotes, plus next steps. Limited to 8 runs per workspace per day and 12 per network. Free workspaces also share a site-wide daily cap so unpaid runs cannot drain the model budget.

Schema

Input Schema

{
    "type": "object",
    "required": [
        "brand",
        "store_url",
        "category"
    ],
    "properties": {
        "brand": {
            "type": "string",
            "description": "Brand name, e.g. Allbirds."
        },
        "category": {
            "type": "string",
            "description": "Product category a shopper would ask about, e.g. running shoes."
        },
        "store_url": {
            "type": "string",
            "description": "Public store URL, e.g. https://www.allbirds.com"
        },
        "competitors": {
            "type": "array",
            "items": {
                "type": "string"
            },
            "description": "Optional competitor brand names to watch for in the answers."
        }
    }
}
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Stores exposing the ask_agents_about_brand tool

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Weekly UCP Report
Issue #54 · Oct 12, 2026
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