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Modern AI Brand Recommendation Rate

by modern-ai-inc · remote · no sign-in to list tools · v1.1.0 · published by GitHub user modern-ai-inc

How often AI search picks a brand first. Recommendation Rate data from Modern Discovery.

Read only
CompareRegistry entry

2 tools: 2 only read.

Scanned Oct 21, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http w0 https://w0-mcp-server.modernai.workers.dev

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

2 tools

Only reads 2Claude Code: allow
  • get_recommendation_rate_methodologyDefinitions of Recommendation Rate and Recommendation Inclusion Rate, the AI surface measured, refresh cadence, and links to the full methodology page.No findings

    Why it is in this group

    • The name "get_recommendation_rate_methodology" says "get": a word for reading.
    Description, as the server wrote it
    Definitions of Recommendation Rate and Recommendation Inclusion Rate, the AI surface measured, refresh cadence, and links to the full methodology page.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
  • lookup_brand_recommendation_rateLook up a brand's AI Recommendation Rate: the percentage of buyer-intent questions where the brand is the #1 AI pick (not just mentioned), plus its Recommendation Inclusion Rate (a…No findings

    Why it is in this group

    • The name "lookup_brand_recommendation_rate" says "lookup": a word for reading.
    Description, as the server wrote it
    Look up a brand's AI Recommendation Rate: the percentage of buyer-intent questions where the brand is the #1 AI pick (not just mentioned), plus its Recommendation Inclusion Rate (appears anywhere in the answer). Returns the brand's public record URL and measured date for citation. Free, single-brand lookup only, rate-limited per Modern AI's published anti-scrape policy.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: true

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.1.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http w0 https://w0-mcp-server.modernai.workers.dev

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__w0__lookup_brand_recommendation_rate",
      "mcp__w0__get_recommendation_rate_methodology"
    ],
    "ask": [],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as w0. Review it before you use it.