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Connect Weblate to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Run your entire translation workflow from your AI client.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 32 capabilities

We ship only the actions that matter.

Capability set01 / 08

01-04

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 01

    Delete user

    This capability marks a Weblate user as inactive.

  2. 02

    Get group

    This capability retrieves specific details for a group, including its roles, projects, and components.

  3. 03

    Get project

    This capability fetches the details of a specific Weblate project.

  4. 04

    List project components

    This capability returns a list of all components within a given project.

Capability set02 / 08

05-08

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 05

    Get project repository

    This capability checks the current VCS status for a project's repository.

  2. 06

    List projects

    This capability provides a list of all available projects.

  3. 07

    List roles

    This capability shows the roles assigned to a specific user.

  4. 08

    Create project

    This capability sets up a new project in Weblate.

Capability set03 / 08

09-12

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 09

    Create project component

    This capability adds a new component to an existing project.

  2. 10

    Create role

    This capability creates a new role with defined permissions.

  3. 11

    Create user

    This capability registers a new user in your Weblate instance.

  4. 12

    Get language

    This capability retrieves language details like aliases and plural formulas.

Capability set04 / 08

13-16

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 13

    Get project file URL

    This capability generates a URL to download all translations as a ZIP archive.

  2. 14

    Get root

    This capability finds the Weblate API root entry point.

  3. 15

    Get user contributions

    This capability lists the specific translations contributed by a user.

  4. 16

    List languages

    This capability returns a list of all languages.

Capability set05 / 08

17-20

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 17

    List project labels

    This capability manages the labels used within a project.

  2. 18

    List project languages

    This capability provides paginated statistics for every language in a project.

  3. 19

    List user notifications

    This capability shows the notification subscriptions for a user.

  4. 20

    List users

    This capability lists Weblate users, provided you have management permissions.

Capability set06 / 08

21-24

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 21

    Manage user notifications

    This capability handles user notification subscriptions.

  2. 22

    Perform repository operation

    This capability executes VCS actions like push, pull, commit, reset, or cleanup.

  3. 23

    Update user

    This capability modifies existing user details.

  4. 24

    Get language statistics

    This capability pulls global statistics for a specific language.

Capability set07 / 08

25-28

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 25

    Get user

    This capability retrieves detailed information about a user.

  2. 26

    List groups

    This capability lists all Weblate groups.

  3. 27

    Get role

    This capability gets role details and permission codenames.

  4. 28

    Get user statistics

    This capability pulls translation statistics for a specific user.

Capability set08 / 08

29-32

4 capabilities in this set.

Part of 32 available through Weblate.

  1. 29

    Add group admins

    This capability adds team administrators to a group.

  2. 30

    Add group roles

    This capability associates specific roles with a group.

  3. 31

    Create group

    This capability creates a new group.

  4. 32

    Create language

    This capability defines a new language in the system.

Real work

What teams actually run

01

Syncing Translations

A developer triggers a repository pull to bring the latest translations into their local environment.

02

Monitoring Progress

A manager asks for German language statistics to see if a release is ready for deployment.

03

User Onboarding

A DevOps engineer tells the agent to create a new user and assign them to the translator group.

04

Audit Contributions

A lead checks user statistics to see which translators have completed the most strings.

Automate a task

Put Weblate to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Weblate works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Weblate to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

1132ms average. Fast in production.

Weblate is checked daily against the live service.

Daily averagePeak 1420ms
Oct 3Today
Fastest day
890ms
Slowest day
1420ms
14-day trend
Slowing+12%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 32 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Weblate, so you can see the experience inside your AI.

It does not authenticate your account with Weblate. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Weblate Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_BB7tOVZtUlqFRMrzhqiO7WlY5ErcxYHccOcfaZyf/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 — Weblate capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "weblate-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BB7tOVZtUlqFRMrzhqiO7WlY5ErcxYHccOcfaZyf/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Weblate in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Weblate owners hand off.

This MCP is built for teams managing large-scale internationalization efforts through Weblate.

  • 01

    Localization Managers

    They use the agent to check project health and language coverage without manual reporting.

  • 02

    Developers

    They use the agent to trigger repository syncs and inspect components from their IDE.

  • 03

    DevOps Engineers

    They use the agent to automate user provisioning and group role assignments.

FAQ

Questions Weblate owners ask.

  • 01

    How do I connect this MCP to my Weblate instance?

    You need to provide your Weblate Instance URL and a Personal API Token during the setup process in Vinkius.

  • 02

    Which AI clients can I use with this MCP?

    You can use any MCP-compatible client, including Claude, Cursor, and Windsurf.

  • 03

    Can I perform Git operations through the agent?

    Yes, the MCP includes capabilities to perform repository operations like push, pull, commit, and reset.

  • 04

    Does this MCP allow me to manage users?

    Yes, you can create, update, and delete users, as well as manage their group roles and notifications.

  • 05

    Is my Weblate data secure?

    Vinkius manages your credentials and keeps the connection running securely between your client and your Weblate instance.

  • 06

    Can I check the translation progress for a specific language code?

    Yes! Use the get_language_statistics capability with the language code (e.g., 'fr'). The agent will return detailed metrics including translated, fuzzy, and failing strings.

  • 07

    Is it possible to trigger a Git pull or push from the AI?

    Absolutely. Use the perform_repository_operation capability. You can specify the project and component along with the operation (like 'pull' or 'push') to sync with your remote repository.

  • 08

    Can I manage user access and view their contributions?

    Yes. You can use list_users to see accounts, get_user_contributions to audit translation activity, and add_group_roles to manage permissions programmatically.

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