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w0-mcp-server

io.github.modern-ai-inc/w0-mcp-server
Marketing & Advertising Public & reachable MCP 2026-07-28

What this MCP does

Reports a brand’s AI recommendation and inclusion rates in buyer-intent answers.

Capabilities

Tools

1 tools
lookup_brand_recommendation_rate
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', 'required': ['brand'], 'properties': {'brand': {'type': 'string', 'description': 'Brand name to look up, e.g. "Brumate"'}}}
History

Recent tool changes

Added
lookup_brand_recommendation_rate
Sept. 17, 2026, 12:45 p.m.
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