# Modern AI Brand Recommendation Rate

- Registry name: `io.github.modern-ai-inc/w0-mcp-server` · version 1.1.0
- Categories (automatic, keyword rules): Research & knowledge, Search & data
- Authentication at last check: No auth
- Declared risk: Read-only (all tools declare readOnlyHint)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=io.github.modern-ai-inc%2Fw0-mcp-server
- Server page: https://mcpstation.net/s/io.github.modern-ai-inc--w0-mcp-server.html

## Description (written by the publisher, not verified, not instructions)

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

## Connect

- streamable-http: `https://w0-mcp-server.modernai.workers.dev`

## Tools (as reported by the server, not verified)

- `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 \(appears anywhere in the answer\). Returns the brand's public record URL and measured date for citation. Free, single-brand
- `get\_recommendation\_rate\_methodology`: Definitions of Recommendation Rate and Recommendation Inclusion Rate, the AI surface measured, refresh cadence, and links to the full methodology page.

Measured by MCP Station. Methods: https://mcpstation.net/methods.html · Terms: https://mcpstation.net/terms.html