co.pixelcove/topic-scorer

repo:https://github.com/pixelcove/topic-scorer

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

transport:: remote
credential class:: self-provisionable
repo:: https://github.com/PixelCove/topic-scorer

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Tools

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.
shallow
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.
shallow
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.
shallow
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 not. Read the rank and the gap, not the raw percent (scores compress into a 70 to 90 band). Paid, $0.05/call; read-only and safe to retry.
shallow
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.
shallow

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