Topic Scorer is an MCP server with 5 tools an agent can call, among them topic_scorer_find, topic_scorer_gate, topic_scorer_phrases. It answers at https://topic-scorer.pixelcove.co/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 10 of 10 times since 4 September 2026; the last check, on 17 October 2026, succeeded.
Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP.
Description as the publisher wrote it.
| Tool | What 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 paid tools. Inputs: query, taxonomy, limit |
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. Inputs: text, taxonomy, category, min_rank, phrases, full |
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. Inputs: taxonomy, category, n |
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 s Inputs: text, taxonomy, category, per, phrases, full |
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. |
Every block below points at https://topic-scorer.pixelcove.co/mcp. Pick your client and copy.
claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp
{
"mcpServers": {
"topic-scorer": {
"command": "npx",
"args": ["-y", "mcp-remote", "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"
}
}
}{
"context_servers": {
"topic-scorer": {
"url": "https://topic-scorer.pixelcove.co/mcp"
}
}
}{
"mcpServers": {
"topic-scorer": {
"serverUrl": "https://topic-scorer.pixelcove.co/mcp"
}
}
}{
"mcpServers": {
"topic-scorer": {
"url": "https://topic-scorer.pixelcove.co/mcp"
}
}
}name: Topic Scorer
version: 0.0.1
schema: v1
mcpServers:
- name: Topic Scorer
type: streamable-http
url: https://topic-scorer.pixelcove.co/mcp{
"mcpServers": {
"topic-scorer": {
"httpUrl": "https://topic-scorer.pixelcove.co/mcp"
}
}
}{
"mcpServers": {
"topic-scorer": {
"type": "http",
"url": "https://topic-scorer.pixelcove.co/mcp"
}
}
}{
"mcpServers": {
"topic-scorer": {
"url": "https://topic-scorer.pixelcove.co/mcp"
}
}
}goose://extension?url=https%3A%2F%2Ftopic-scorer.pixelcove.co%2Fmcp&type=streamable_http&id=topic-scorer&name=Topic%20Scorer
It answered our last check on 17 October 2026 in 202 ms. Over 10 checks since 4 September 2026 it answered 10. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by pixelcove.co and served from topic-scorer.pixelcove.co, the vendor's own domain: https://topic-scorer.pixelcove.co/mcp.
5, as returned by the server's own tools/list on 9 September 2026: topic_scorer_find, topic_scorer_gate, topic_scorer_phrases, topic_scorer_score, topic_scorer_taxonomies.
It answered our last check on 17 October 2026 in 202 ms. Over 10 checks since 4 September 2026 it answered 10.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://topic-scorer.pixelcove.co/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: co.pixelcove. Endpoint host: topic-scorer.pixelcove.co. ARD identifier: urn:air:co.pixelcove:mcp:topic-scorer.
First indexed 31 August 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.