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Weblate MCP Server for OpenAI Agents SDKGive OpenAI Agents SDK instant access to 32 tools to Add Group Admins, Add Group Roles, Create Group, and more

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The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Weblate through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Ask AI about this MCP Server for OpenAI Agents SDK

The Weblate MCP Server for OpenAI Agents SDK is a standout in the Developer Tools category — giving your AI agent 32 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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python
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Weblate Assistant",
            instructions=(
                "You help users interact with Weblate. "
                "You have access to 32 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Weblate"
        )
        print(result.final_output)

asyncio.run(main())
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Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Weblate MCP Server

Connect your Weblate instance to any AI agent to streamline your continuous localization and translation management through natural conversation.

The OpenAI Agents SDK auto-discovers all 32 tools from Weblate through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Weblate, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

  • Project & Component Management — List all projects, fetch component details, and explore translation files directly from the Weblate API.
  • Language Insights — Retrieve detailed statistics for specific languages to track translation progress and identify missing strings.
  • User & Group Administration — Manage user profiles, list contributions, and handle group roles or administrative permissions.
  • Repository Operations — Perform critical repository actions like pulling updates or pushing translations to keep your version control in sync.
  • Notification Control — List and manage user notification subscriptions to stay updated on translation changes.

The Weblate MCP Server exposes 32 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 32 Weblate tools available for OpenAI Agents SDK

When OpenAI Agents SDK connects to Weblate through Vinkius, your AI agent gets direct access to every tool listed below — spanning translation-management, localization-workflow, i18n, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

add

Add group admins on Weblate

Add team administrators to a group

add

Add group roles on Weblate

Associate roles with a group

create

Create group on Weblate

Create a new group

create

Create language on Weblate

Create a new language definition

create

Create project on Weblate

Create a new project

create

Create project component on Weblate

Create a new component in a project

create

Create role on Weblate

Create a new role with specific permissions

create

Create user on Weblate

Create a new Weblate user

delete

Delete user on Weblate

Delete a user (marks inactive)

get

Get group on Weblate

Get group details (roles, projects, components)

get

Get language on Weblate

Get language details (plural formulas, aliases)

get

Get language statistics on Weblate

Global statistics for a language

get

Get project on Weblate

Get project details

get

Get project file url on Weblate

Get the URL to download all translations as a ZIP archive

get

Get project repository on Weblate

Overall VCS status for the project

get

Get role on Weblate

Get role details and permission codenames

get

Get root on Weblate

Get Weblate API root entry point

get

Get user on Weblate

Get detailed user information

get

Get user contributions on Weblate

List translations with user contributions

get

Get user statistics on Weblate

Get user translation statistics

list

List groups on Weblate

List Weblate groups

list

List languages on Weblate

List all languages

list

List project components on Weblate

List components within a project

list

List project labels on Weblate

Manage project labels

list

List project languages on Weblate

Paginated statistics for all languages in a project

list

List projects on Weblate

List all projects

list

List roles on Weblate

List roles associated with the user

list

List user notifications on Weblate

List user notification subscriptions

list

List users on Weblate

Requires management permissions or returns self. List Weblate users

manage

Manage user notifications on Weblate

Manage user notification subscriptions

perform

Perform repository operation on Weblate

Perform VCS operations (push, pull, commit, reset, cleanup)

update

Update user on Weblate

Update user details

Connect Weblate to OpenAI Agents SDK via MCP

Follow these steps to wire Weblate into OpenAI Agents SDK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

01

Install the SDK

Run pip install openai-agents in your Python environment
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com
03

Run the script

Save the code above and run it: python agent.py
04

Explore tools

The agent will automatically discover 32 tools from Weblate

Why Use OpenAI Agents SDK with the Weblate MCP Server

OpenAI Agents SDK provides unique advantages when paired with Weblate through the Model Context Protocol.

01

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

02

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

03

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

04

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Weblate + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Weblate MCP Server delivers measurable value.

01

Automated workflows: build agents that query Weblate, process the data, and trigger follow-up actions autonomously

02

Multi-agent orchestration: create specialist agents. one queries Weblate, another analyzes results, a third generates reports

03

Data enrichment pipelines: stream data through Weblate tools and transform it with OpenAI models in a single async loop

04

Customer support bots: agents query Weblate to resolve tickets, look up records, and update statuses without human intervention

Example Prompts for Weblate in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Weblate immediately.

01

"List all active localization projects in Weblate."

02

"Show me the translation statistics for the German language."

03

"Get detailed information for user 'johndoe'."

Troubleshooting Weblate MCP Server with OpenAI Agents SDK

Common issues when connecting Weblate to OpenAI Agents SDK through Vinkius, and how to resolve them.

01

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents
02

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Weblate + OpenAI Agents SDK FAQ

Common questions about integrating Weblate MCP Server with OpenAI Agents SDK.

01

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.
02

Can I use multiple MCP servers in one agent?

Yes. Pass a list of MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.
03

Does the SDK support streaming responses?

Yes. The SDK supports SSE and Streamable HTTP transports, both of which work natively with Vinkius.

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