Comprehensive Model Context Protocol server for Weblate translation management, enabling AI assistants to perform translation tasks, project management, and content discovery with smart format transformations.
Author:@mmntm
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Translation Services

Weblate MCP Server

A Model Context Protocol (MCP) server that provides seamless integration with Weblate translation management platform. This server enables AI assistants to interact directly with your Weblate instance for comprehensive translation management.

🌟 Features

  • πŸ”§ Complete Weblate API Access: Full integration with Weblate's REST API
  • πŸ€– AI-Powered Workflow: Natural language interaction with your translation projects
  • πŸ“Š Project Management: Create, list, and manage translation projects
  • πŸ” Component Operations: Handle translation components and configurations
  • ✏️ Translation Management: Update, search, and manage translations
  • 🌐 Language Support: Work with all supported languages in your Weblate instance
  • πŸš€ Multiple Transports: HTTP/SSE, Streamable HTTP, and STDIO support
  • πŸ›‘οΈ Type Safety: Full TypeScript implementation with comprehensive error handling
  • ⚑ LLM-Optimized: Tools designed to guide AI models toward efficient usage patterns

🎯 What is This?

This MCP server acts as a bridge between AI assistants (like Claude Desktop) and your Weblate translation management platform. Instead of manually navigating the Weblate web interface, you can use natural language to:

  • "List all projects in my Weblate instance"
  • "Show me the French translations for the frontend component"
  • "Update the welcome message translation"
  • "Create a new translation project"

πŸš€ Quick Start

The easiest way to use this MCP server is with npx - no installation required!

For Claude Desktop or other MCP clients:

{
  "mcpServers": {
    "weblate": {
      "command": "npx",
      "args": ["-y", "@mmntm/weblate-mcp"],
      "env": {
        "WEBLATE_API_URL": "https://your-weblate-instance.com/api",
        "WEBLATE_API_TOKEN": "your-weblate-api-token"
      }
    }
  }
}

Manual testing:

# Test the server directly
npx @mmntm/weblate-mcp

Option 2: Development Setup

Prerequisites

  • Node.js 18+
  • pnpm package manager
  • Weblate instance with API access

Installation

# Clone and install
git clone <this-repo>
cd weblate-mcp
pnpm install

# Configure environment
cp .env.example .env
# Edit .env with your Weblate API URL and token

# Build and start
pnpm build
pnpm start

Server runs on http://localhost:3001 by default.

Environment Configuration

WEBLATE_API_URL=https://your-weblate-instance.com
WEBLATE_API_TOKEN=your-api-token-here
PORT=3001
NODE_ENV=production
LOG_LEVEL=info

πŸ”— MCP Client Configuration

Add to your Claude Desktop config (~/Library/Application Support/Claude/claude_desktop_config.json):

{
  "mcpServers": {
    "weblate": {
      "command": "npx",
      "args": ["-y", "@mmntm/weblate-mcp"],
      "env": {
        "WEBLATE_API_URL": "https://your-weblate-instance.com/api",
        "WEBLATE_API_TOKEN": "your-weblate-api-token"
      }
    }
  }
}

Claude Desktop (Development/Local)

For development or local builds:

{
  "mcpServers": {
    "weblate": {
      "command": "node",
      "args": ["/path/to/weblate-mcp/dist/main.js"],
      "env": {
        "WEBLATE_API_URL": "https://your-weblate-instance.com/api",
        "WEBLATE_API_TOKEN": "your-api-token"
      }
    }
  }
}

HTTP Clients (Cursor, VS Code, Web Apps)

{
  "transport": "http",
  "url": "http://localhost:3001/mcp"
}

πŸ› οΈ Available Tools

πŸ“Š Project Management

ToolDescription
listProjectsList all available Weblate projects with URLs and metadata

πŸ”§ Component Management

ToolDescription
listComponentsList components in a specific project with source language details

✏️ Translation Management

ToolDescription
searchUnitsWithFilters ⭐Efficient search using Weblate's native filtering syntax
searchStringInProjectSearch for translations containing specific text in a project
getTranslationForKeyGet translation value for a specific key
writeTranslationUpdate or write translation values with approval support
bulkWriteTranslations ⚑Batch update multiple translations efficiently with error handling
findTranslationsForKeyFind all translations for a specific key across languages

The searchUnitsWithFilters tool uses Weblate's native filtering syntax, making it the most efficient way to find translations:

  • ❌ Inefficient: Getting all keys then checking each one individually (can make thousands of API calls)
  • βœ… Efficient: Single filtered search using Weblate's query syntax

Example efficient queries:

  • state:=0 - Find untranslated strings
  • state:=10 - Find strings that need editing
  • source:"login" - Find strings containing "login"
  • component:common AND state:=0 - Complex filters

🌐 Language Management

ToolDescription
listLanguagesList languages available in a specific project

πŸ“Š Translation Statistics Dashboard

ToolDescription
getProjectStatisticsComprehensive project statistics with completion rates and string counts
getComponentStatisticsDetailed statistics for a specific component
getProjectDashboardComplete dashboard overview with all component statistics
getTranslationStatisticsStatistics for specific translation (project/component/language)
getComponentLanguageProgressTranslation progress for all languages in a component with progress bars
getLanguageStatisticsStatistics for a language across all projects
getUserStatisticsUser contribution statistics and activity metrics

πŸ“ˆ Change Tracking & History

ToolDescription
listRecentChangesRecent changes across all projects with user and timestamp filtering
getProjectChangesRecent changes for a specific project
getComponentChangesRecent changes for a specific component
getChangesByUserRecent changes by a specific user

πŸ’‘ Usage Examples

Project Operations

// List all projects
await list_projects();

// Get specific project details
await get_project({ slug: "my-project" });

// Create a new project
await create_project({
  name: "New Project",
  slug: "new-project",
  web: "https://example.com"
});

Translation Operations

// List translations for a component
await list_translations({
  project_slug: "my-project",
  component_slug: "frontend"
});

// Get specific translation
await get_translation({
  project_slug: "my-project",
  component_slug: "frontend",
  language_code: "fr"
});

// Update translations
await update_translation({
  project_slug: "my-project",
  component_slug: "frontend",
  language_code: "fr",
  translations: {
    "welcome": "Bienvenue",
    "goodbye": "Au revoir"
  }
});

πŸ“š Documentation

DocumentDescription
πŸ“– Documentation HubComplete documentation overview and quick start
πŸš€ Installation & SetupInstallation, configuration, and Claude Desktop setup
πŸ“‹ API ReferenceComplete API documentation with examples
πŸ› οΈ Development GuideContributing, development setup, and testing
πŸ—οΈ ArchitectureCodebase structure, patterns, and design decisions
πŸ“¦ Release ProcessRelease management and publishing workflow
πŸ”„ Changesets GuideVersion management with changesets

πŸ—οΈ Architecture

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   MCP Client    │───▢│  Weblate MCP     │───▢│  Weblate API    β”‚
β”‚  (IDE/Editor)   β”‚    β”‚     Server       β”‚    β”‚   (REST API)    β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                              β”‚
                              β–Ό
                       β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                       β”‚   MCP Tools      β”‚
                       β”‚ β€’ Projects       β”‚
                       β”‚ β€’ Components     β”‚
                       β”‚ β€’ Translations   β”‚
                       β”‚ β€’ Languages      β”‚
                       β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Technology Stack:

  • NestJS: Modern Node.js framework with dependency injection
  • TypeScript: Full type safety and IntelliSense support
  • Weblate REST API: Comprehensive API wrapper with interfaces
  • MCP Protocol: Standard Model Context Protocol implementation
  • Axios: HTTP client for API communication

πŸ§ͺ Development

Development Setup

# Start development server with hot reload
pnpm run dev

# Run tests
pnpm test

# Run end-to-end tests
pnpm run test:e2e

# Generate test coverage
pnpm run test:cov

# Build for production
pnpm build

Adding New Tools

  1. Create tool file in src/tools/
  2. Implement MCP tool interface
  3. Add to service providers
  4. Write tests
  5. Update documentation

See Development Guide for detailed instructions.

🎯 Use Cases

Translation Management

  • Project oversight: Monitor translation progress across projects
  • Content updates: Update translations programmatically
  • Quality assurance: Review and approve translations
  • Team coordination: Manage translation workflows

Development Integration

  • CI/CD pipelines: Automate translation updates in deployment
  • Content management: Sync translations with content systems
  • Localization testing: Validate translations in different contexts
  • Documentation: Generate translation reports and statistics

AI-Assisted Workflows

  • Natural language queries: Ask about translation status in plain English
  • Contextual operations: AI understands your translation needs
  • Batch operations: Perform bulk updates with AI assistance
  • Smart suggestions: Get AI-powered translation recommendations

πŸ”’ Security & Production

  • API Token Security: Store tokens securely, use environment variables
  • Rate Limiting: Built-in request throttling and retry logic
  • Error Handling: Comprehensive error responses with debugging info
  • Input Validation: All inputs validated with Zod schemas
  • HTTPS Support: Secure communication with Weblate instances

🀝 Contributing

We welcome contributions! Please see our Contributing Guidelines:

  1. Fork the repository
  2. Create a feature branch from main
  3. Implement changes with tests
  4. Update documentation
  5. Submit a pull request

Code Style

  • Use TypeScript for type safety
  • Follow NestJS conventions
  • Add comprehensive tests
  • Update documentation

πŸ“„ License

MIT License - see LICENSE file for details.

πŸ™ Acknowledgments

  • Weblate: For providing an excellent translation management platform
  • Model Context Protocol: For the standardized protocol specification
  • NestJS: For the robust application framework
  • Contributors: Everyone who helps improve this project

Built with ❀️ for the translation community

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