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Weblate MCP Server for AutoGenGive AutoGen instant access to 32 tools to Add Group Admins, Add Group Roles, Create Group, and more

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Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Weblate as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.

Ask AI about this MCP Server for AutoGen

The Weblate MCP Server for AutoGen 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 autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with McpWorkbench(
        server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
        transport="streamable_http",
    ) as workbench:
        tools = await workbench.list_tools()
        agent = AssistantAgent(
            name="weblate_agent",
            tools=tools,
            system_message=(
                "You help users with Weblate. "
                "32 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())
Weblate
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
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.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Weblate tools. Connect 32 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.

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 AutoGen 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 AutoGen

When AutoGen 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 AutoGen via MCP

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

01

Install AutoGen

Run pip install "autogen-ext[mcp]"
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration
04

Explore tools

The workbench discovers 32 tools from Weblate automatically

Why Use AutoGen with the Weblate MCP Server

AutoGen provides unique advantages when paired with Weblate through the Model Context Protocol.

01

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Weblate tools to solve complex tasks

02

Role-based architecture lets you assign Weblate tool access to specific agents. a data analyst queries while a reviewer validates

03

Human-in-the-loop support: agents can pause for human approval before executing sensitive Weblate tool calls

04

Code execution sandbox: AutoGen agents can write and run code that processes Weblate tool responses in an isolated environment

Weblate + AutoGen Use Cases

Practical scenarios where AutoGen combined with the Weblate MCP Server delivers measurable value.

01

Collaborative analysis: one agent queries Weblate while another validates results and a third generates the final report

02

Automated review pipelines: a researcher agent fetches data from Weblate, a critic agent evaluates quality, and a writer produces the output

03

Interactive planning: agents negotiate task allocation using Weblate data to make informed decisions about resource distribution

04

Code generation with live data: an AutoGen coder agent writes scripts that process Weblate responses in a sandboxed execution environment

Example Prompts for Weblate in AutoGen

Ready-to-use prompts you can give your AutoGen 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 AutoGen

Common issues when connecting Weblate to AutoGen through Vinkius, and how to resolve them.

01

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

Weblate + AutoGen FAQ

Common questions about integrating Weblate MCP Server with AutoGen.

01

How does AutoGen connect to MCP servers?

Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call Weblate tools during their conversation turns.
02

Can different agents have different MCP tool access?

Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.
03

Does AutoGen support human approval for tool calls?

Yes. Configure human-in-the-loop mode so agents pause and request approval before executing sensitive MCP tool calls.

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