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Topic Scorer

co.pixelcove/topic-scorer · v0.2.0

Score pages against 11,485 public taxonomy categories by embedding similarity. Free.

Connect Remote server

Terminal
claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp
~/.cursor/mcp.json
{
  "mcpServers": {
    "topic-scorer": {
      "url": "https://topic-scorer.pixelcove.co/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "topic-scorer": {
      "type": "http",
      "url": "https://topic-scorer.pixelcove.co/mcp"
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://topic-scorer.pixelcove.co/mcp

Tools 5 found in our last check

  • 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 scoring 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…

  • 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. Free; 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. Free; read-only and safe to retry.

Details

Endpointhttps://topic-scorer.pixelcove.co/mcp (Streamable HTTP)
First published2 Nov 2026
Last updated2 Nov 2026
Registry nameco.pixelcove/topic-scorer

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