topic-scorer
Score pages against 11,485 public taxonomy categories by embedding similarity.
Community: Submitted by a user or imported; check the owner before granting accessOnlineAPI key requiredGlobalFreeRead-only
What it can do
What data it sees
Do you need an account
An API key from the service settings is required
Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP.
Server tool list (5)
Raw names from tools/list. Only developers need these.
| 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 tools. |
| 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. |
| 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. |
| 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. |