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co.pixelcove/topic-scorer

co.pixelcove/topic-scorer · v0.1.1

Measured by MCP Station

Description written by the publisher, not verified

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

Connect

claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp

{
  "mcpServers": {
    "topic-scorer": {
      "url": "https://topic-scorer.pixelcove.co/mcp"
    }
  }
}

Tools as reported by the server

• 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.

Repository · Website · JSON · Text for agents · Registry updated 2026-10-19