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How to Use the Weblate MCP in Vercel AI SDK

See localization workflows update live with Vercel AI SDK.

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Works with every AI agent you already use

…and any MCP-compatible client

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Vercel AI SDK

Connect Weblate MCP to Vercel AI SDK

Create your Vinkius account to connect Weblate to Vercel AI SDK and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Manage User Accounts via Vercel AI SDK

The `create_user` tool lets your agent generate new Weblate users, and the `delete_user` tool marks them inactive. You get immediate feedback on user creation status, streaming that data directly into the UI so the end-user sees it happen in real time. Also use `update_user` when details change. This pairing means you control who's on the platform and can show the changes appearing live as the agent runs.

Check Project Status with Vercel AI SDK

The `get_project` tool fetches full project details, giving your client a complete picture of what needs translating. You'll also use `list_projects` to pull all available projects for comparison. Because this data streams live, the user sees the list populate instantly without waiting for a spinner. It makes the entire development experience feel fast and direct.

Track Language Metrics with Vercel AI SDK

Need to know how many strings exist? Call `get_language_statistics` for global data on any language, or use `list_project_languages` for paginated stats across a whole project. The result streams immediately. This means when you check the translation load, the numbers appear in the UI as they are being processed by your agent. That live visualization is key.

Setup guide

Set up Weblate MCP in Vercel AI SDK

Prerequisites

  • Node.js 18+ and a TypeScript project
  • ai + @modelcontextprotocol/sdk packages
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run npm install ai @modelcontextprotocol/sdk plus your preferred model provider (e.g. @ai-sdk/openai).

  2. 2

    Create the Streamable HTTP transport

    Use StreamableHTTPClientTransport with your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Discover and use tools

    Call mcpClient.tools() to auto-discover all Weblate tools. Pass them directly to generateText() or streamText() — no manual schema definitions needed.

  4. 4

    Works with any model provider

    Swap openai("gpt-4o") for any AI SDK provider — Anthropic, Google, Mistral. The MCP tools work identically across all supported models.

index.ts
import { experimental_createMCPClient as createMCPClient } from "ai";
import { StreamableHTTPClientTransport } from "@modelcontextprotocol/sdk/client/streamableHttp";
import { generateText } from "ai";
import { openai } from "@ai-sdk/openai";

const transport = new StreamableHTTPClientTransport(
  new URL("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
);

const mcpClient = await createMCPClient({ transport });
const tools = await mcpClient.tools();

const { text } = await generateText({
  model: openai("gpt-4o"),
  tools,
  prompt: "List recent Weblate transactions",
});

console.log(text);
await mcpClient.close();

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Weblate. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

Why Choose Vinkius

Vinkius connects your tools to AI with real-time monitoring and automatic cost savings — all from one dashboard.

Real-time monitoring

Live

visibility into every interaction

Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.

Built-in savings

60%

lower AI costs

Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

One

place for every integration

Every tool your AI connects to, managed from a single screen. One account, complete control.

Common questions about Weblate MCP in Vercel AI SDK

Your agent uses the MCP Server to talk directly to Weblate's API. You call a tool like `list_projects` via your AI client, which streams the resulting project list into your React or Next.js frontend in real-time.
It supports managing roles and groups through tools like `create_role` and `add_group_admins`. You can dynamically check if the calling user has sufficient rights before executing a project change.
Yes, your agent runs the `list_users` tool. Since this data streams out to your UI, you get instant visibility into every user account associated with the project.
Absolutely. You can chain multiple tools—like first listing projects and then getting statistics on a specific language using `get_language_statistics`—and stream the entire sequence of results.
This server touches project metadata, user account details (names, IDs), and specific language statistics. It manages structured information about projects and users but does not handle the actual translated string content itself.

Start using the Weblate MCP today

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