topic-scorer

Tools

Token cost is the o200k count of the tools list JSON, including schemas, before any tool is called.

• 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 paid to

• 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 ran

• 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 wor

• 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;