Topic Scorer

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

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

Add to Cursor Add to VS Code

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Choose your client or environment

Target File:~/Library/Application Support/Claude/claude_desktop_config.json

claude_desktop_config.json

{
  "mcpServers": {
    "topic-scorer": {
      "command": "npx",
      "args": [
        "-y",
        "topic-scorer"
      ]
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Documentation Overview

Topic Scorer is a 💻 Developer Tools MCP server listed on AllMCPs. Score pages against 11,485 public taxonomy categories by embedding similarity. $0.05/call via MCP.

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Frequently Asked Questions about Topic Scorer

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "topic-scorer": { "command": "npx", "args": ["-y", "topic-scorer"] } }

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Technical Specs & Signals

CategoryDeveloper Tools

20Quality signal: Emerging · 20/100How this signal is calculated ▾

Server availability0/25

Verified ownership8/20

Documentation & tools11/30

Adoption & activity1/15

Community engagement0/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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More in 💻 Developer Tools →Best MCP servers for Developers →Alternatives to Topic Scorer →Install in Claude Desktop Install in Cursor Install in VS Code