# co.pixelcove/topic-scorer

- Registry name: `co.pixelcove/topic-scorer` · version 0.1.1
- Categories (automatic, keyword rules): Documents & retrieval, Search & data, Payments & accounting, Finance & markets, Build & deploy, Developer tools
- Authentication at last check: No auth
- Declared risk: Not declared (tools carry no read/destructive hints)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=co.pixelcove%2Ftopic-scorer
- Server page: https://mcpstation.net/s/co.pixelcove--topic-scorer.html

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

Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP.

## Connect

- streamable-http: `https://topic-scorer.pixelcove.co/mcp`

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

- `topic\_scorer\_taxonomies`: Lists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic\_scorer\_find.
- `topic\_scorer\_find`: Finds categories whose path contains the query \(case-insensitive substring\), optionally within one taxonomy. Free. Returns up to \`limit\` hits with id and path; pass the id as \`category\` to the paid tools.
- `topic\_scorer\_score`: Scores text against every category in all six taxonomies \(one embedding, cosine similarity\) and returns the top \`per\` rows per taxonomy. With \`taxonomy\` and \`category\` it also returns the target's rank, score, gap to \#1, and a phrase bank split into phrases the text already uses and phrases it does
- `topic\_scorer\_gate`: Pass/fail check: does the text rank within the top \`min\_rank\` categories of its target taxonomy? Returns \`pass\`, the target's rank and gap to \#1, the taxonomy's top five, and the unused phrases to work in. Use it as a content-pipeline gate. Paid, $0.05/call; read-only and safe to retry.
- `topic\_scorer\_phrases`: Returns the ranked phrase bank for one category: 1 to 4 word phrases a page squarely about that category would contain, ordered by similarity to the category. Use it to seed a brief. Paid, $0.05/call; read-only and safe to retry.

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