Text Normalizer (MCP)

A public MCP server for humanizing AI-generated text by removing characteristic patterns (long dashes, contrastive structures, list punctuation, etc.) with a random element.

⚠️ Responsible Use

This tool is designed to improve text style and readability.

✅ Legitimate use cases:

• Improving AI-generated text style for publication (with disclosure of AI use)
• Processing drafts for further refinement
• Professional content marketing
• Research and development

❌ Do NOT use for:

• Bypassing plagiarism checks in educational institutions
• Passing off AI-generated text as your own without attribution
• Violating academic integrity policies
• Deceiving clients or employers

Use this tool responsibly and in accordance with your institution's policies.

📦 Installation and Usage

Publishing to npm

npm login
npm publish --access public

Using in MCP

{
  "mcpServers": {
    "text-normalizer": {
      "command": "npx",
      "args": ["-y", "@zorachki/text-normalizer-mcp"]
    }
  }
}

Or in a Docker container:

# docker-compose.yml
services:
  mcp-text-normalizer:
    image: node:20-alpine
    container_name: mcp-text-normalizer
    command: tail -f /dev/null
    stdin_open: true
    tty: true

// mcp-remote.json
{
  "mcpServers": {
    "text-normalizer": {
      "command": "ssh",
      "args": [
        "-p", "42753",
        "[email protected]",
        "docker", "exec", "-i", "mcp-text-normalizer",
        "npx", "-y", "@zorachki/text-normalizer-mcp"
      ]
    }
  }
}

🛠️ Local Development

npm install
npm run build
node index.js

📝 API

The normalize_text tool accepts a text parameter (string) and returns the processed text.