MCP server

Topic Scorer

co.pixelcove/topic-scorer

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

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

Website Source

At a glance

Type

MCP server

Publisher

pixelcove.co (verified by the MCP Registry)

Status

Working at last check

Tools

5

Token cost

About 1,385 tokens per request

Sets up in

Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok

Last checked

26 Oct 2026, 08:29 UTC

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.topic-scorer]
url = "https://topic-scorer.pixelcove.co/mcp"

Gemini CLI

{"mcpServers":{"topic-scorer":{"httpUrl":"https://topic-scorer.pixelcove.co/mcp"}}}

Cursor

{"mcpServers":{"topic-scorer":{"url":"https://topic-scorer.pixelcove.co/mcp"}}}

VS Code

{"servers":{"topic-scorer":{"type":"http","url":"https://topic-scorer.pixelcove.co/mcp"}}}

Antigravity

agy mcp add topic-scorer https://topic-scorer.pixelcove.co/mcp

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"topic-scorer","server_url":"https://topic-scorer.pixelcove.co/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"topic-scorer","server_url":"https://topic-scorer.pixelcove.co/mcp"}

Tools

• topic_scorer_find ~204 tokens
  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_gate ~413 tokens
  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 ~247 tokens
  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.
• topic_scorer_score ~448 tokens
  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
• topic_scorer_taxonomies ~73 tokens
  Lists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find.

Browse

• Searching your documents (RAG)

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