Score pages against 11,485 public taxonomy categories by embedding similarity. Free.
Connect Remote server
claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp
{
"mcpServers": {
"topic-scorer": {
"url": "https://topic-scorer.pixelcove.co/mcp"
}
}
}
{
"servers": {
"topic-scorer": {
"type": "http",
"url": "https://topic-scorer.pixelcove.co/mcp"
}
}
}
Settings > Connectors > Add custom connector
URL: https://topic-scorer.pixelcove.co/mcp
Tools 5 found in our last check
topic_scorer_taxonomiesLists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find.
topic_scorer_findFinds 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_scoreScores 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_gatePass/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_phrasesReturns 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
| Endpoint | https://topic-scorer.pixelcove.co/mcp (Streamable HTTP) |
| First published | 2 Nov 2026 |
| Last updated | 2 Nov 2026 |
| Registry name | co.pixelcove/topic-scorer |
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