w0-mcp-server

Look up a brand's AI Recommendation Rate: how often it's the #1 AI pick.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
100%
Naming quality
60%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (1)

  • LOWTool 'lookup_brand_recommendation_rate' name length outside 3-30 rangein lookup_brand_recommendation_rate

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~120Tokens (tool definitions)
~405 BTypical response size
Minimal attention impact (0.09% 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": {
    "w0-mcp-server": {
      "url": "https://w0-mcp-server.modernai.workers.dev"
    }
  }
}

Remote endpoints

https://w0-mcp-server.modernai.workers.devstreamable-http

What it can do

Tool inventory

Tools (1)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
⚪lookup_brand_recommendation_rate(brand)

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). Free, single-brand lookup only -- rate-limited per Modern AI's published anti-scrape policy.

Input Schema

{
  "type": "object",
  "properties": {
    "brand": {
      "type": "string",
      "description": "Brand name to look up, e.g. \"Brumate\""
    }
  },
  "required": [
    "brand"
  ]
}

Community

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Evidence

Recent observations

verifiedversion not recorded1 tools
verifiedversion not recorded1 tools
verifiedversion not recorded1 tools