bots.st/topic-scorer
topic-scorer
Embed page text and rank taxonomy categories
2087 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 5
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://topic-scorer.pixelcove.co/mcp
What it can do
| Tool | What it says it does |
|---|---|
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 scoring tools. |
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. Free; 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. Free; read-only and safe to retry. |
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… |
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. |
In its maker's words
Score pages against 11,485 public taxonomy categories by embedding similarity. Free.
- Website
- pixelcove.co/tools/topic-scorer
- Source
- github.com/PixelCove/topic-scorer
- Publisher
- pixelcove.co (2 listings in the registry)
- Listed from
- the official MCP Registry as
co.pixelcove/topic-scorer - Version
- 0.2.0, updated 2 Nov 2026
- Kinds of work
- AI models and agent tools, Search and research
The domain it lives on
- pixelcove.co
- registered 2 Aug 2025 (1 year ago), at GoDaddy.com, LLC, its name does not resolve now
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2087 ms | |
| Answered | 2656 ms | |
| Answered | 1001 ms |
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