• TAGGED
  • SORTED
  • REVIEW
  • CLEANED

How to automate content classification with your AI

Connect TextRazor to your AI client once. From there, your agent handles the heavy lifting of sorting and tagging text based on your specific rules.

Ask AI about this page

Short answer

How can I use my AI to classify text automatically?

Your AI uses TextRazor to read through your text and assign it to specific categories or topic tags you've defined. You'll get organized, labeled data without manual sorting. Here is how the process works.

Where your data lands.

Organized outcomes.

The AI sorts incoming text into these distinct buckets.

TAGGED

Topic-tagged text

The AI identifies key subjects within your text. You get content that is instantly searchable by topic.

SORTED

Categorized files

Text is moved into specific groups you've created. This keeps your datasets clean and structured.

REVIEW

Human oversight needed

If the AI finds text that doesn't fit your existing categories, it flags it for you to decide on a new label.

CLEANED

Removed noise

Outdated or redundant categories are wiped away. This ensures your classification logic stays sharp and relevant.

The workflow

What your AI does when text arrives.

The AI acts as a logic layer between your raw text and your organized database.

  1. Check existing groups

    The AI looks at your current setup to see where text fits. It uses this list to know where to put things.

    list_categories

  2. Build new buckets

    If you need a new category for a specific subject, your agent creates it for you.

    create_category

  3. Assign labels

    The AI reads the text, finds the right topic, and places the content in the correct category.

    create_category

  4. Remove old labels

    When a category is no longer useful, your agent removes it to keep the system tidy.

    delete_category

Try it

Copy these to start.

Use these prompts to trigger the classification process.

Starting points

Swap the bracketed text for your actual file names or folder paths.

TextRazor Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_vecqfh8K0a3E1sxbBP1vh9Y5BRM4TTm2vrIW6dfx/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — TextRazor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "textrazor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_vecqfh8K0a3E1sxbBP1vh9Y5BRM4TTm2vrIW6dfx/mcp"
    }
  }
}
Copy into chat04

  • Look at the text in my 'customer_feedback.txt' file and categorize it using the existing categories.

  • Create a new category called 'Urgent Support' and tag any messages in this sheet that mention a system outage.

  • List all the current categories available in TextRazor so I can see what we are using.

  • Check the contents of my 'news_articles' folder and tell me which ones belong in the 'Technology' category.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect TextRazor once, then ask.

Just click the link to connect. Your credentials stay encrypted and secure. Once connected, you can start classifying text immediately.

Connect TextRazor to your AI

FAQ

How this task behaves.

  • 01

    Can the AI create new categories on its own?

    Yes, if you tell it to create a new category, it will use the tool to add it to your list.

  • 02

    Will the AI delete my existing categories?

    No. The AI only deletes a category if you explicitly instruct it to do so.

  • 03

    Can the AI change the text inside my files?

    No. This Connector only reads text to classify it and manages the category list. It does not edit your source files.

  • 04

    Does the AI decide which categories to use?

    The AI uses the categories you have already created. It won't make up new labels unless you ask it to create a new category.

  • 05

    How does the AI know which category is the right one?

    The AI analyzes the semantic meaning of your text and matches it against the names and definitions of your existing categories.

  • More questions about TextRazor? See everything the TextRazor Connector can do

Connect TextRazor to Claude, Cursor, ChatGPT & more