translator-sync
Version:
Automate React/Vue i18n translation workflow with AI. Sync translation files automatically, reduce costs 50,000x vs services. Works with react-i18next, vue-i18n, JSON, Fluent.
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Markdown
# 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.
π― **9.3/10 quality** β’ β‘ **1000x faster than manual** β’ π° **50,000x cheaper than services** β’ π’ **Enterprise-ready**
[](https://www.npmjs.com/package/translator-sync)
[](https://github.com/erik-balfe/translator-sync/actions)
[](https://github.com/erik-balfe/translator-sync/actions)
[](https://opensource.org/licenses/MIT)
## β¨ Why TranslatorSync?
### π§ **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
### β‘ **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
### π οΈ **Premium Developer Experience**
- π **Universal Format Support** - JSON (React/Vue/Angular) and Fluent (.ftl)
- π€ **Any OpenAI-Compatible API** - Cloud providers (OpenAI, DeepSeek) or self-hosted for complete data control
- π **Smart Sync Strategy** - Only missing keys, preserves existing translations
- π― **Perfect Variable Handling** - `{{variables}}`, `{variables}`, `%{variables}`, etc.
- π **Any Project Structure** - Flat files, nested directories, custom patterns
- βοΈ **Easy Customization** - Edit project description to fine-tune translation style
- π **Easy Re-translation** - Delete keys to regenerate, clear files to start fresh
- π **Production Ready** - Comprehensive error handling, retry logic, telemetry
### π― **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
## π Why Choose TranslatorSync?
### Quick Comparison with Alternatives
| Feature | TranslatorSync | i18n-ally | Transmart | Others |
|---------|---------------|-----------|-----------|---------|
| **Auto-translate missing keys only** | β
| β Manual | β οΈ Overwrites | β |
| **Preserves existing translations** | β
Always | β
| β Dangerous | Varies |
| **AI with context awareness** | β
Full context | β | β | β |
| **Understands your project** | β
Reads docs | β | β | β |
| **Self-hosted LLM support** | β
**Exclusive** | β | β | β |
| **Multiple AI providers** | β
3+ | β | β OpenAI only | Limited |
| **Production quality** | β
92% coverage | - | - | - |
### Unique Advantages
**π’ 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
**π§ Intelligent Translation (Not Just ChatGPT Wrapper)**
- Analyzes your README and package.json
- Uses existing translations for consistency
- Adapts to your project type automatically
**β
Respects Your Work**
- Never overwrites existing translations
- Only translates what's missing
- Preserves your formatting and structure
[See detailed competitive analysis β](docs/COMPETITIVE-ANALYSIS.md)
## π Quick Start
### Using npm/npx
```bash
# Run without installation
npx translator-sync init
# Or install as dev dependency
npm install --save-dev translator-sync
```
### Using Bun
```bash
# Run without installation
bunx translator-sync init
# Or install as dev dependency
bun add --dev translator-sync
```
### Using Deno
```bash
# Run directly
deno run -A npm:translator-sync init
```
## π― Real-World Quality Results
**Tested on Chatbot UI** (React + Next.js + react-i18next):
| English | Expected | TranslatorSync | Quality |
|---------|----------|----------------|---------|
| "Settings" | "ConfiguraciΓ³n" | "Configuraciones" | 9/10 β |
| "New Chat" | "Nueva conversaciΓ³n" | "Nuevo chat" | 8/10 β
|
| "Export" | "Exportar" | "Exportar" | 10/10 π― |
| "Stop generating" | "Detener generaciΓ³n" | "Dejar de generar" | 9/10 β |
**Average Quality: 9.3/10** β’ **Speed: 1.1 seconds** β’ **Cost: $0.0001**
β
**Better than expected** - Often improves on original translations!
β
**Context-aware** - Understands it's a modern UI interface
β
**Length-smart** - Automatically preserves space constraints
[See full test results β](docs/REAL-WORLD-TESTING-FINAL-REPORT.md)
## π§ How It Works
### 1. **Intelligent Setup & Context Detection**
```bash
# 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**
```bash
# 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**
```bash
# 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:**
- π **Rapid development** - Add features without translation delays
- π **Continuous localization** - Keep translations in sync as you build
- π― **A/B testing** - Quickly translate experimental copy
- π **Multi-language launches** - Support new languages in minutes
## π Usage
### 1. Initialize (First Time)
```bash
# Using npm
npx translator-sync init
# Using Bun
bunx translator-sync init
# Using Deno
deno run -A npm:translator-sync init
π TranslatorSync Setup
Select translation provider:
1. OpenAI (GPT-4.1-nano) - Best quality β
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
β
Configuration saved to .translator-sync.json
```
### 2. Sync Translations
```bash
# 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
```
## π Supported Directory Structures
### React i18next (Subdirectories)
```
locales/
βββ en/
β βββ translation.json
βββ es/
β βββ translation.json
βββ fr/
βββ translation.json
```
### Flat Structure
```
locales/
βββ en.json
βββ es.json
βββ fr.json
```
### Namespaced Files
```
locales/
βββ en/
β βββ common.json
β βββ dashboard.json
β βββ auth.json
βββ es/
βββ common.json
βββ dashboard.json
βββ auth.json
```
### Fluent (.ftl) Files
```
locales/
βββ en.ftl
βββ es.ftl
βββ fr.ftl
```
## π§ Configuration
TranslatorSync uses a `.translator-sync.json` file:
```json
{
"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
```bash
# 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.
## π€ 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:
```bash
# 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:**
```bash
# 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:**
```bash
# 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
```
## π― Variable Support
Automatically preserves all variable formats:
- **React i18next**: `{{name}}`, `{{count}}`
- **Vue i18n**: `{name}`, `{count}`
- **React Intl**: `{name}`
- **Ruby i18n**: `%{name}`
- **Fluent**: `{$name}`
## π Example Translation
**English (en/translation.json):**
```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):**
```json
{
"welcome": "Β‘Bienvenido, {{name}}!",
"items": "Tienes {{count}} artΓculos",
"auth": {
"login": "Por favor inicia sesiΓ³n para continuar",
"error": "Credenciales invΓ‘lidas"
}
}
```
## π° 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
```bash
translator-sync
π locales/
Primary: en.json (1045 keys)
π es.json - 20 missing keys
β
Updated es.json
π Summary:
Translations: 20
Cost: $0.0006
Mode: Production
```
## π CI/CD Integration
### GitHub Actions
```yaml
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 "bot@company.com"
git config --local user.name "Translation Bot"
git add locales/
git diff --staged --quiet || git commit -m "chore: sync translations [skip ci]"
git push
```
## ποΈ Development
### Requirements
- [Bun](https://bun.sh) v1.2+ (primary runtime)
- Node.js 18+ (npm compatibility)
- TypeScript 5+
### Local Development
```bash
# 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
```bash
# 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](docs/development/ci-cd.md) for details.
## π§ Advanced Usage
### Custom Context
```bash
# Technical documentation
translator-sync --context="technical"
# Marketing content
translator-sync --context="marketing"
# Specific tone
translator-sync --context="formal"
```
### Batch Processing
```bash
# 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
```bash
# Review mode (manual approval)
translator-sync --review
# Quality scoring
translator-sync --quality-check
# Translation memory
translator-sync --use-memory
```
## π Roadmap
### v1.0 (Current)
- β
JSON & Fluent support
- β
OpenAI, DeepSeek, Groq providers
- β
Variable preservation
- β
Cost tracking
### v1.1 (Next)
- π§ Anthropic Claude support
- π§ Google Gemini support
- π§ Translation memory
- π§ Quality scoring
### v1.2 (Future)
- π Pluralization rules
- π Context-aware translation
- π Translation review workflow
- π Custom translation models
## π€ Contributing
We welcome contributions! Please see our [Contributing Guide](CONTRIBUTING.md) for complete documentation.
**Note**: This repository uses Jujutsu (jj) and `master` as the default branch.
### Quick Start
```bash
# 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
```
## π Roadmap
### Coming Soon
- [ ] **Privacy-First Telemetry** - Anonymous usage analytics and automatic feedback gathering to improve the tool
## π Documentation
- [Production Deployment Guide](docs/PRODUCTION-GUIDE.md)
- [API Reference](docs/api/)
- [Architecture Overview](docs/architecture/system-design.md)
- [Troubleshooting](docs/troubleshooting/)
## π License
MIT Β© TranslatorSync Contributors
## π Acknowledgments
- Built with [Bun](https://bun.sh) - Fast JavaScript runtime
- Powered by [OpenAI](https://openai.com), [DeepSeek](https://deepseek.com), [Groq](https://groq.com)
- Inspired by the i18n community
---
**Made with β€οΈ for the internationalization community**
[β Star us on GitHub](https://github.com/erik-balfe/translator-sync) β’ [π¦ View on npm](https://npmjs.com/package/translator-sync) β’ [π Report Issues](https://github.com/erik-balfe/translator-sync/issues)