TranslatorSync

The only i18n automation tool with intelligent context awareness and enterprise self-hosted LLM support. Unlike simple ChatGPT wrappers, TranslatorSync understands your project and preserves your existing translations.

🎯 9.3/10 quality • ⚡ 1000x faster than manual • 💰 50,000x cheaper than services • 🏢 Enterprise-ready

✨ Why TranslatorSync?

🧠 Intelligent Context Awareness

• Auto-detects project context - Reads package.json & README to understand your app
• Smart translation adaptation - Adjusts style, tone, and terminology automatically
• Learns from existing translations - Maintains consistency with your current translation style
• Context-driven quality - UI apps get concise translations, docs get natural flow
• Length-smart - Preserves UI space constraints without hardcoded limits
• Technical term intelligence - Knows when to keep English terms vs translate

⚡ Unmatched Performance & Efficiency

• 1000x faster than manual translation (1.1s vs 30 min)
• 50,000x cheaper than professional services ($0.0001 vs $5 per translation)
• Only translates missing keys - Never overwrites existing translations
• Incremental workflow - Add new keys, run once, done
• Zero configuration - Works perfectly out of the box
• Never breaks builds - Perfect JSON/file format preservation

🛠️ Premium Developer Experience

• 🌐 Universal Format Support - JSON (React/Vue/Angular) and Fluent (.ftl)
• 🤖 Any OpenAI-Compatible API - Cloud providers (OpenAI, DeepSeek) or self-hosted for complete data control
• 🔄 Smart Sync Strategy - Only missing keys, preserves existing translations
• 🎯 Perfect Variable Handling - {{variables}}, {variables}, %{variables}, etc.
• 📁 Any Project Structure - Flat files, nested directories, custom patterns
• ✏️ Easy Customization - Edit project description to fine-tune translation style
• 🔄 Easy Re-translation - Delete keys to regenerate, clear files to start fresh
• 🔒 Production Ready - Comprehensive error handling, retry logic, telemetry

🎯 Quality That Exceeds Expectations

• 9.3/10 average quality - Often better than original human translations
• Context-aware translations - Understands your project domain and audience
• Consistent terminology - Maintains style across all languages
• Smart length preservation - UI elements stay within space constraints
• Cultural appropriateness - Native-feeling translations, not literal conversions

🏆 Why Choose TranslatorSync?

Quick Comparison with Alternatives

Feature	TranslatorSync	i18n-ally	Transmart	Others
Auto-translate missing keys only	✅	❌ Manual	⚠️ Overwrites	❌
Preserves existing translations	✅ Always	✅	❌ Dangerous	Varies
AI with context awareness	✅ Full context	❌	❌	❌
Understands your project	✅ Reads docs	❌	❌	❌
Self-hosted LLM support	✅ Exclusive	❌	❌	❌
Multiple AI providers	✅ 3+	❌	❌ OpenAI only	Limited
Production quality	✅ 92% coverage	-	-	-

Unique Advantages

🏢 Enterprise-Ready with Self-Hosted LLMs

• Only tool supporting private LLM infrastructure
• Complete data control - no external APIs required
• Works with any OpenAI-compatible endpoint

🧠 Intelligent Translation (Not Just ChatGPT Wrapper)

• Analyzes your README and package.json
• Uses existing translations for consistency
• Adapts to your project type automatically

✅ Respects Your Work

• Never overwrites existing translations
• Only translates what's missing
• Preserves your formatting and structure

See detailed competitive analysis →

🚀 Quick Start

Using npm/npx

# Run without installation
npx translator-sync init

# Or install as dev dependency
npm install --save-dev translator-sync

Using Bun

# Run without installation
bunx translator-sync init

# Or install as dev dependency
bun add --dev translator-sync

Using Deno

# Run directly
deno run -A npm:translator-sync init

🎯 Real-World Quality Results

Tested on Chatbot UI (React + Next.js + react-i18next):

English	Expected	TranslatorSync	Quality
"Settings"	"Configuración"	"Configuraciones"	9/10 ⭐
"New Chat"	"Nueva conversación"	"Nuevo chat"	8/10 ✅
"Export"	"Exportar"	"Exportar"	10/10 🎯
"Stop generating"	"Detener generación"	"Dejar de generar"	9/10 ⭐

Average Quality: 9.3/10 • Speed: 1.1 seconds • Cost: $0.0001

✅ Better than expected - Often improves on original translations!
✅ Context-aware - Understands it's a modern UI interface
✅ Length-smart - Automatically preserves space constraints

See full test results →

🔧 How It Works

1. Intelligent Setup & Context Detection

# Using npm/npx/bunx/deno
npx translator-sync init

• Auto-detects project context from package.json description and README.md
• Suggests smart defaults based on your project type (UI, docs, API, etc.)
• Stores raw project description in .translator-sync.json for full customization
• You can edit the description during setup or anytime later for perfect context

2. Smart Context Optimization

On first run, TranslatorSync:

• Analyzes your project description using AI to extract key context
• Determines optimal translation approach: domain (UI/docs/marketing), tone (casual/formal), length constraints
• Learns from existing translations to match your established style and terminology
• Caches context settings for consistent future translations

3. Intelligent Translation Process

# Run anytime after adding new keys
npx translator-sync     # npm
bunx translator-sync    # Bun  
deno run -A npm:translator-sync  # Deno

• Scans only missing keys - finds what exists in primary language but missing in others
• Preserves existing translations - never overwrites your current work
• Applies learned context - domain-appropriate style, consistent terminology, proper length
• Handles variables perfectly - maintains {{user}}, {count}, %{name} exactly
• Updates only what's needed - surgical precision, never breaks builds

4. Easy Customization & Re-translation

• Edit project description anytime in .translator-sync.json to refine translation style
• Re-translate any key by simply deleting it from translation files
• Bulk re-translation by clearing entire language files
• Instant context updates - description changes apply to next translation run
• Consistent results - same keys always translate the same way

5. Production-Ready Workflow

# Your typical workflow:
1. Add new English keys to your app
2. Run `npx translator-sync` (or bunx/deno equivalent)
3. All missing translations appear instantly
4. Deploy with confidence - zero broken builds

Perfect for:

• 🚀 Rapid development - Add features without translation delays
• 🔄 Continuous localization - Keep translations in sync as you build
• 🎯 A/B testing - Quickly translate experimental copy
• 🌍 Multi-language launches - Support new languages in minutes

📖 Usage

1. Initialize (First Time)

# Using npm
npx translator-sync init

# Using Bun
bunx translator-sync init

# Using Deno
deno run -A npm:translator-sync init

🌐 TranslatorSync Setup

Select translation provider:
1. OpenAI (GPT-4.1-nano) - Best quality ✅
2. DeepSeek (DeepSeek-v3) - Budget-friendly
3. Other (see docs for more options)

? Enter choice (1-3): 1
? Enter your OPENAI API key: ***
? Primary language code (default: en): en
? Where are your translation files? ./locales

✅ Configuration saved to .translator-sync.json

2. Sync Translations

# If installed as dependency, add to package.json scripts:
"scripts": {
  "translate": "translator-sync"
}

# Then run:
npm run translate      # npm
bun run translate      # Bun
deno task translate    # Deno (add to deno.json tasks)

# Or run directly:
npx translator-sync
bunx translator-sync
deno run -A npm:translator-sync

# With options:
npx translator-sync --dry-run --verbose

📁 Supported Directory Structures

React i18next (Subdirectories)

locales/
├── en/
│   └── translation.json
├── es/
│   └── translation.json
└── fr/
    └── translation.json

Flat Structure

locales/
├── en.json
├── es.json
└── fr.json

Namespaced Files

locales/
├── en/
│   ├── common.json
│   ├── dashboard.json
│   └── auth.json
└── es/
    ├── common.json
    ├── dashboard.json
    └── auth.json

Fluent (.ftl) Files

locales/
├── en.ftl
├── es.ftl
└── fr.ftl

🔧 Configuration

TranslatorSync uses a .translator-sync.json file:

{
  "version": "1.0",
  "provider": "openai",
  "model": "gpt-4.1-nano", 
  "baseUrl": "https://api.openai.com/v1",
  "primaryLanguage": "en",
  "directories": ["./locales", "./public/locales"],
  "options": {
    "preserveFormatting": true,
    "costWarningThreshold": 1.0,
    "maxConcurrentRequests": 3
  }
}

Environment Variables

# Required
TRANSLATOR_API_KEY=your-api-key-here

# Provider configuration
TRANSLATOR_SERVICE=openai              # Provider type
TRANSLATOR_MODEL=gpt-4.1-nano         # Model name
TRANSLATOR_BASE_URL=https://api.openai.com/v1  # API endpoint

# Optional
LOG_LEVEL=info                         # debug, info, warn, error
NODE_ENV=production                    # Environment

Enterprise Note: Set TRANSLATOR_BASE_URL to your internal LLM API endpoint for complete data control.

🤖 AI Providers & Models

TranslatorSync works with any OpenAI-compatible API, including self-hosted models for enterprise security requirements.

Supported Providers

Provider	Models	Security	Setup
OpenAI	gpt-4.1-nano, gpt-4.1-mini	Cloud service	API key required
DeepSeek	deepseek-v3	Cloud service	API key required
Self-hosted	Any OpenAI-compatible	Full control	Custom base URL
Enterprise LLM	Anthropic, Google, Azure	Private infrastructure	OpenAI-compatible wrapper

Enterprise & Self-Hosted Support

For companies with security requirements or existing LLM infrastructure:

# Use your own hosted LLM API
export TRANSLATOR_API_KEY=your-internal-key
export TRANSLATOR_SERVICE=openai  # Uses OpenAI-compatible format
export TRANSLATOR_BASE_URL=https://your-internal-llm.company.com/v1
export TRANSLATOR_MODEL=your-model-name

Benefits:

• No external API dependencies
• Complete data control and privacy
• Use existing enterprise LLM infrastructure
• Same functionality as cloud providers

Provider Setup

Cloud Providers:

# OpenAI
export TRANSLATOR_API_KEY=sk-...
export TRANSLATOR_SERVICE=openai
export TRANSLATOR_MODEL=gpt-4.1-nano

# DeepSeek  
export TRANSLATOR_API_KEY=sk-...
export TRANSLATOR_SERVICE=deepseek
export TRANSLATOR_MODEL=deepseek-v3

Self-hosted/Enterprise:

# Your internal LLM infrastructure
export TRANSLATOR_API_KEY=your-api-key
export TRANSLATOR_SERVICE=openai
export TRANSLATOR_BASE_URL=https://llm.yourcompany.com/v1
export TRANSLATOR_MODEL=your-model-name

🎯 Variable Support

Automatically preserves all variable formats:

• React i18next: {{name}}, {{count}}
• Vue i18n: {name}, {count}
• React Intl: {name}
• Ruby i18n: %{name}
• Fluent: {$name}

📝 Example Translation

English (en/translation.json):

{
  "welcome": "Welcome, {{name}}!",
  "items": "You have {{count}} items",
  "auth": {
    "login": "Please log in to continue",
    "error": "Invalid credentials"
  }
}

Auto-translated Spanish (es/translation.json):

{
  "welcome": "¡Bienvenido, {{name}}!",
  "items": "Tienes {{count}} artículos",
  "auth": {
    "login": "Por favor inicia sesión para continuar",
    "error": "Credenciales inválidas"
  }
}

💰 Cost Estimation

Typical Usage

• Initial setup (1000 keys): ~$0.05-$0.10
• Regular sync (20 keys): ~$0.001-$0.005
• Monthly usage (100 keys): ~$0.01-$0.05

Real Example

translator-sync

📁 locales/
   Primary: en.json (1045 keys)
   🔄 es.json - 20 missing keys
   ✅ Updated es.json

📊 Summary:
   Translations: 20
   Cost: $0.0006
   Mode: Production

🔄 CI/CD Integration

GitHub Actions

name: Sync Translations
on:
  push:
    paths: ["locales/en/**"]

jobs:
  sync:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4

      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
          node-version: "20"

      - name: Sync Translations
        env:
          TRANSLATOR_API_KEY: ${{ secrets.TRANSLATOR_API_KEY }}
          TRANSLATOR_SERVICE: openai
          TRANSLATOR_MODEL: gpt-4.1-nano
        run: |
          npx translator-sync

      - name: Commit Changes
        run: |
          git config --local user.email "[e-mail]"
          git config --local user.name "Translation Bot"
          git add locales/
          git diff --staged --quiet || git commit -m "chore: sync translations [skip ci]"
          git push

🏗️ Development

Requirements

• Bun v1.2+ (primary runtime)
• Node.js 18+ (npm compatibility)
• TypeScript 5+

Local Development

# Clone repository
git clone https://github.com/your-org/translator-sync.git
cd translator-sync

# Install dependencies
bun install

# Run tests
bun test

# Run linting
bun run check

# Build for production
bun run build

Testing

# Run all tests
bun test

# Run unit tests only
bun test tests/unit/

# Run integration tests only
bun test tests/integration/

# Run with coverage report
bun test --coverage

# Run with real API (requires API key)
TRANSLATOR_API_KEY=sk-... bun test tests/integration/llm/

CI/CD

TranslatorSync uses GitHub Actions for continuous integration:

• Automated testing on all PRs
• Code coverage enforcement (minimum 50%)
• Linting & formatting checks
• Type safety validation
• Security audits for dependencies
• Multi-platform testing (Ubuntu, macOS, Windows)

See CI/CD documentation for details.

🔧 Advanced Usage

Custom Context

# Technical documentation
translator-sync --context="technical"

# Marketing content
translator-sync --context="marketing"

# Specific tone
translator-sync --context="formal"

Batch Processing

# Process multiple directories
translator-sync ./web/locales ./mobile/locales ./api/locales

# Large projects with rate limiting
translator-sync --max-concurrent=1 --delay=1000

Quality Control

# Review mode (manual approval)
translator-sync --review

# Quality scoring
translator-sync --quality-check

# Translation memory
translator-sync --use-memory

🚀 Roadmap

v1.0 (Current)

• ✅ JSON & Fluent support
• ✅ OpenAI, DeepSeek, Groq providers
• ✅ Variable preservation
• ✅ Cost tracking

v1.1 (Next)

• 🚧 Anthropic Claude support
• 🚧 Google Gemini support
• 🚧 Translation memory
• 🚧 Quality scoring

v1.2 (Future)

• 📋 Pluralization rules
• 📋 Context-aware translation
• 📋 Translation review workflow
• 📋 Custom translation models

🤝 Contributing

We welcome contributions! Please see our Contributing Guide for complete documentation.

Note: This repository uses Jujutsu (jj) and master as the default branch.

Quick Start

# Fork and clone your fork
jj git clone https://github.com/your-username/translator-sync.git

# Create new changelist from master
jj new master -m "feat: add amazing feature"

# Make changes and test
bun test

# Create bookmark and push for PR
jj bookmark create feat-amazing -r @
jj git push --bookmark feat-amazing --allow-new

🚀 Roadmap

Coming Soon

• [ ] Privacy-First Telemetry - Anonymous usage analytics and automatic feedback gathering to improve the tool

📚 Documentation

• Production Deployment Guide
• API Reference
• Architecture Overview
• Troubleshooting

📄 License

MIT © TranslatorSync Contributors

🙏 Acknowledgments

• Built with Bun - Fast JavaScript runtime
• Powered by OpenAI, DeepSeek, Groq
• Inspired by the i18n community

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Made with ❤️ for the internationalization community

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