topic-scorer MCP MCP server

An MCP server that scores text content against 11,485 categories across six public taxonomies (Google Ads, IAB, LinkedIn) using embedding similarity. It provides tools to find category IDs, score drafts, check thresholds, and extract relevant phrases to improve topical alignment.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

No sign-inEndpoint checked 2026-10-05Operated by PixelCove

MCP endpoint (Streamable HTTP)

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

Vendor documentation

What you can do with it

Score a draft page against Google Ads Topics
Find category IDs by substring search
Check if content meets a rank threshold
Extract relevant phrases for a target category

Tools advertised by the last live check:

topic_scorer_taxonomies
topic_scorer_find
topic_scorer_score
topic_scorer_gate
topic_scorer_phrases

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

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

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add topic-scorer-mcp --url https://topic-scorer.pixelcove.co/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable topic-scorer-mcp in your MCP settings.

Cursor configuration

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

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "topic-scorer-mcp": {
      "type": "streamableHttp",
      "url": "https://topic-scorer.pixelcove.co/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start topic-scorer-mcp and inspect its tools.

VS Code configuration

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

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

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

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

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

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

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

See all 1,687

Do you run topic-scorer MCP?

Prove ownership with a DNS record, a well-known file, or your Official MCP Registry entry, and your edits publish immediately. Proofs are re-checked weekly; admins can still hide or remove a listing.

Claim this listing