io.github.modern-ai-inc/w0-mcp-server

Modern AI Brand Recommendation Rate

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

Endpointhttps://w0-mcp-server.modernai.workers.dev (streamable-http)
Registry version1.1.0
Now2 tools · grade A (100) · pin ts_5b2bb08b51aabe3688076efcb1d78c51 · protocol 2025-06-18
First / last listed2026-10-31 01:50 UTC / 2026-10-31 01:50 UTC
Grade over time2026-10-31: A (100), 2 tools

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Timeline

First listing · 2026-10-31 01:50 UTC
2 tools, grade A (100)

Tools: lookup_brand_recommendation_rate get_recommendation_rate_methodology

Current tools (2)

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 (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.
params: brand*
get_recommendation_rate_methodologyDefinitions of Recommendation Rate and Recommendation Inclusion Rate, the AI surface measured, refresh cadence, and links to the full methodology page.
params: none

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