• MISSING
  • MISMATCH
  • PROJECT
  • HUMAN

How to debug translation keys with your AI

Connect Transifex to your AI client to pull specific strings and project data. Once connected, you can troubleshoot localization errors without leaving your chat interface.

Ask AI about this page

Short answer

How can I find broken translation keys using AI?

Your AI pulls the exact resource strings or project metadata needed to identify why a key is failing. You'll get a breakdown of where the mismatch exists and which project holds the correct value.

Where your debugging data lands.

The outcomes of your search.

The AI categorizes the information it pulls from Transifex based on what you're looking for.

MISSING

Identified missing keys

The AI finds specific resources that exist in your code but have no corresponding entry in Transifex. You get a list of the exact keys that need to be created.

MISMATCH

Key value discrepancies

The AI compares the string in your application against the string in the project. It highlights where the text doesn't match what's expected.

PROJECT

Project metadata

The AI pulls high-level details about your Transifex projects. This helps you confirm you are debugging the right environment or language set.

HUMAN

Manual fixes needed

The AI flags issues it can't resolve, like complex formatting errors or logic bugs. You'll know exactly which strings require a human translator's attention.

The workflow

What your AI does when the issue arrives.

The AI acts as a bridge between your local code and your Transifex project data.

  1. Locate the project

    The AI identifies the correct Transifex project to ensure it's looking at the right translation set.

    get_project

  2. Find the resource

    The AI searches for the specific resource or key that is causing the error in your app.

    get_resource

  3. Check the string

    The AI pulls the actual text content for a specific key to compare it against your source code.

    get_resource_string

  4. Report the error

    The AI summarizes the difference between the expected key and the actual Transifex value.

    get_resource_string

Try it

Copy these to start.

Use these prompts to kick off a debugging session.

Starting points

Replace the bracketed text with your actual Transifex project names or specific key identifiers.

Transifex Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_w8j3s8FM24pvGa0KpxguYHlaZQ7pvdaJrl77IIs4/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 — Transifex capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "transifex-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_w8j3s8FM24pvGa0KpxguYHlaZQ7pvdaJrl77IIs4/mcp"
    }
  }
}
Copy into chat04

  • Check the Transifex project 'MobileApp_Prod' and tell me if the key 'login_error' exists.

  • Get the string for the resource 'header_title' in my Transifex project.

  • I'm seeing a missing key error. Can you look up the resource 'user_welcome_msg' in Transifex?

  • List the details for the project 'Marketing_Site' so I can verify the settings.

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

Start here

Connect Transifex once, then ask.

Just link your account once. Your credentials stay encrypted, and you can immediately start asking your AI about your translation strings.

Connect Transifex to your AI

FAQ

How this task behaves.

  • 01

    Can the AI fix the translation for me?

    No. The AI can only read and retrieve existing strings and project data. You must manually update the translations in Transifex.

  • 02

    Can the AI create new translation keys?

    No. The tools only allow the AI to get existing resources and strings. It cannot write or create new keys in your project.

  • 03

    How does the AI know which project to look in?

    You tell the AI which project to use in your prompt, and it uses the project tools to find it.

  • 04

    Can I use this to find why a translation is wrong?

    Yes. By pulling the specific string from Transifex, the AI can compare it to what your application is actually displaying.

  • 05

    Does the AI have access to my Transifex password?

    No. Your connection is handled securely through Vinkius, and your login details are never exposed to the AI.

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

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