co.pixelcove/topic-scorer

up checked 2026-11-11T07:37:33.329Z

Unclaimed · Unverified

Publisher-provided description

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

Summary by lookupd

Scores text against thousands of public taxonomy categories by embedding similarity, and can look up, gate, and list category phrases.

Install

Claude Code, remote (streamable-http)

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

Codex, remote (streamable-http)

codex mcp add topic-scorer --url https://topic-scorer.pixelcove.co/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

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

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Publisher-provided text

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;
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 `ca
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
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. U

Shows this live status and links here; updates hourly.

[![lookupd status](https://lookupd.com/badge/co.pixelcove/topic-scorer.svg)](https://lookupd.com/servers/co.pixelcove/topic-scorer)