KitScout

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co.pixelcove/topic-scorer

MCP serverVerified domain · pixelcove.coRemote● LiveFree to try

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

Install

Remote server: your requests and data go to topic-scorer.pixelcove.co. Claude Code: claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp · Claude app: Settings → Connectors → Add custom connector.

What it can do

The tools this server listed when we connected to it, in its own words.

  • 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` hit
  • topic_scorer_score — Scores text against every category in all six taxonomies (one embedding, cosine similarity) and returns the top `per` rows per taxonomy. Wit
  • 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 t
  • 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 similarit

KitScout test notes

Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.

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