• PASS
  • BLOCK
  • REVIEW
  • FLAG

How to filter user generated content with your AI

Connect the Language Detector Engine once. From then on, your AI identifies the language of any text to enforce your specific regional safety rules.

Ask AI about this page

Short answer

How can I use AI to filter user content by language?

Your AI uses the detect_language tool to identify the specific language of any incoming text. This allows you to instantly trigger regional safety filters or strict whitelists based on what the user actually wrote. You get a clear breakdown of how this works below.

Where every issue lands.

Content routing outcomes

The AI sorts incoming text into these categories based on the detected language.

PASS

Whitelisted languages

The AI detects a language you've approved. These messages move straight to your main processing pipeline.

BLOCK

Restricted languages

The AI identifies a language that violates your regional safety rules. These inputs are flagged for immediate rejection.

REVIEW

Needs the human

The AI finds a language that isn't on your whitelist but isn't explicitly blocked. These go to you for a manual decision.

FLAG

Unknown language

The AI cannot confidently identify the language. These are isolated to prevent unvetted content from passing through.

The workflow

What your AI does when text arrives.

The AI acts as a gatekeeper by analyzing the linguistic properties of every input.

  1. Identify language

    The AI scans the raw text to determine which language is being used.

    detect_language

  2. Check whitelist

    The AI compares the detected language against your list of allowed languages.

    detect_language

  3. Apply safety rules

    The AI matches the language to your specific regional safety constraints.

    detect_language

  4. Route the input

    The AI decides if the text is safe to process or if it needs to be blocked.

    detect_language

Try it

Copy these to start.

Use these prompts to begin filtering your content.

Starting points

These are opening lines. Swap out the bracketed text with your specific channel or list names.

franc Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_DZfpdhfq3SUunsFFJJgaaLCPk3BDMKLefzz6agcr/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 — franc capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "language-detector-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_DZfpdhfq3SUunsFFJJgaaLCPk3BDMKLefzz6agcr/mcp"
    }
  }
}
Copy into chat04

  • Check the latest messages in my Discord channel and flag anything not in English.

  • Look at the new comments in this Google Sheet and tell me if they match my approved language list.

  • Scan the recent entries in my support queue and block any input that isn't Spanish or French.

  • Review the incoming text from my web form and tell me which ones need human review because the language is unrecognized.

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

Start here

Connect Language Detector Engine once, then ask.

Just follow the link to connect. Your credentials stay encrypted, and you can start using the tools in your preferred client immediately.

Connect Language Detector Engine to your AI

FAQ

How this task behaves

  • 01

    Can the AI automatically delete messages?

    No. The AI identifies the language and flags the content, but you must use your own platform tools to actually delete it.

  • 02

    Will the AI change the text to English?

    No. This tool only detects the language. It does not perform translation.

  • 03

    Does it work with any text input?

    Yes, as long as the text is provided to your AI client, it can run the detection tool on it.

  • 04

    Can I use this to moderate profanity?

    Not directly. This tool detects the language. You would use the language detection to first identify the language, then use a different tool or prompt to check for profanity.

  • 05

    Does the AI decide which languages are safe?

    No. You define the whitelist and the safety rules in your prompt. The AI simply executes your logic.

  • More questions about Language Detector Engine? The Connector page answers them. See everything the Language Detector Engine Connector can do

Connect franc to Claude, Cursor, ChatGPT & more