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https://github.com/starrocks/doc-translator

Use Anthropic to translate markdown files
https://github.com/starrocks/doc-translator

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Use Anthropic to translate markdown files

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README

          

# Markdown Translator

A powerful command-line tool that uses Claude AI to translate markdown and MDX files from English to any specified language while preserving formatting and structure.

## Usage at StarRocks

This code and most of the README are from the team at [PlayCanvas](https://github.com/playcanvas/markdown-translator). The only changes are:
- StarRocks specific prompt
- StarRocks specific dictionary
- StarRocks specific words that should always be in English
- the `-s, --source` option to allow specifying the source language as we translate from both English and Chinese.

## Options

```
-i, --input Input file path or glob pattern (e.g., "*.md",
"docs/**/*.md")
-l, --language Target language (e.g., Spanish, French, German)
-s, --source Source language (default: English)
-o, --output Output file path (for single file translation)
-d, --output-dir Output directory (for batch translation or single
file)
-k, --key Anthropic API key (or set ANTHROPIC_API_KEY env var)
--flat Use flat structure in output directory (default:
preserve structure)
--suffix Custom suffix for output files (default: language
name)
--log-chunk-metadata Log API metadata for each chunk
--trace Log per-ID source text sent and translated text
received (full content, no truncation)
-h, --help display help for command
```

The translator now uses the AST pipeline by default.

When `--trace` is enabled, the tool logs one JSON trace record per ID and includes the full `sourceText` and `translatedText` values. The only masking applied is replacing occurrences of the actual API key value with `***`.

### Interpreting AST parse failures

In AST mode, each chunk asks the model to return a strict JSON array of `{ id, text }` items.

- Parse errors such as `Expected ',' or '}'` or `Expected ':' after property name` usually mean the model returned malformed JSON for that chunk.
- These are response-format failures, not semantic translation failures.
- `finishReason: STOP` with parse errors means the output completed, but the JSON structure was invalid.
- When you see `json repair retry`, the tool requested a strict JSON retry and recovered automatically.
- When you see `split fallback recovered X/Y missing ids`, the tool retried unresolved IDs in smaller sub-batches and merged recovered results back into the chunk.

How to read the outcome:

- `AST completeness check: Translated IDs N/N - ✅ PASS` means the chunk is fully recovered, even if repair notes are present.
- Missing IDs after all retries are the only case that indicates unresolved chunk-level translation for those specific items.

## Quick Start

1. cd into the root of this repo
2. Get an Anthropic API Key
3. Export your Anthropic API Key like so:
```sh
export ANTHROPIC_API_KEY=""
```
4. Install the prerequisites:
```sh
npm install
```
5. Translate an example file:
```sh
npm run demo
```
6. Check the source and destination example files (names are in the output from `npm run demo`). Look for our key phrases that are in our dictionaries and the terms that should always be left in English.
7. List the options:
```sh
node bin/cli.js translate -h
```

## Example use on your workstation with the StarRocks repo
```sh
# Export your Anthropic API key
export ANTHROPIC_API_KEY="sk-ant-xxxxxxxxxxxxxxxx"

# in the doc-translator repo directory install the translator globally on your system:
npm install
npm link

# now in the starrocks/starrocks repo dir
# view the options:
doc-translate translate -h

# Example, translate the English architecture doc to Japanese:
doc-translate translate -s en -i docs/en/introduction/Architecture.md -l ja -o docs/ja/introduction/Architecture.md
```
## Example use in GitHub PRs

1. check the boxes

image

2. Add a /translate comment (docs-maintainers only at the moment)

image

## Features

- 🌍 **Multi-language support** - Translate to 40+ languages
- 📝 **Markdown-aware** - Preserves all markdown formatting (headers, links, code blocks, tables, etc.)
- 🔄 **Smart chunking** - Handles large files by splitting content intelligently
- 🎯 **Selective translation** - Only translates text content, keeps code and URLs intact
- 📂 **Batch processing** - Translate multiple files using glob patterns (e.g., `docs/**/*.md`)
- 🏗️ **Structure preservation** - Maintain directory structure or flatten output as needed
- 📊 **Progress tracking** - Real-time progress indication with spinners for single files and batches
- 🎨 **Beautiful CLI** - Colorful, user-friendly command-line interface
- ⚡ **Fast processing** - Optimized for speed with high-performance Claude model

## Installation

### Prerequisites

- Node.js 16.0.0 or higher
- Anthropic API key ([Get one here](https://console.anthropic.com/))

> **Note**: This tool uses ES modules (ESM) and requires Node.js 16+ for full compatibility.

### Install dependencies

```bash
npm install
```

### Make CLI globally available (optional)

```bash
npm link
```

Or run directly with Node:

```bash
node bin/cli.js
```

## Setup

### 1. Get Anthropic API Key

1. Visit [Anthropic Console](https://console.anthropic.com/)
2. Create a new API key
3. Copy the generated key

### 2. Set API Key

**Option A: Environment Variable (Recommended)**

```bash
export ANTHROPIC_API_KEY="your-api-key-here"
```

**Option B: Command Line Argument**

```bash
doc-translate translate -i file.md -l Spanish --key your-api-key-here
```

## Usage

### Basic Translation

```bash
# Translate README.md to Spanish
doc-translate translate -i README.md -l Spanish

# Translate with custom output file
doc-translate translate -i docs/guide.md -l French -o docs/guide_fr.md

# Translate using API key argument
doc-translate translate -i file.md -l German --key your-api-key

# Translate with AST mode (default)
doc-translate translate -i examples/External_table.md -l Japanese
```

### Batch Processing

The tool supports batch processing of multiple markdown files using glob patterns:

```bash
# Translate all .md files in current directory
doc-translate translate -i "*.md" -l Spanish -d ./spanish/

# Translate all markdown files in docs folder and subfolders
doc-translate translate -i "docs/**/*.md" -l French -d ./translations/

# Batch translate with flat structure (no subdirectories)
doc-translate translate -i "content/**/*.md" -l German -d ./output/ --flat

# Batch translate with custom suffix
doc-translate translate -i "*.md" -l ja -d ./translated/ --suffix "ja"
```

### Available Commands

#### `translate` - Translate a markdown or MDX file

```bash
doc-translate translate [options]

Options:
-i, --input Input file path or glob pattern (required)
Examples: "file.md", "*.md", "docs/**/*.md"
-l, --language Target language (required)
-o, --output Output file path (for single file translation)
-d, --output-dir Output directory (for batch translation or single file)
-k, --key Anthropic API key (optional)
--flat Use flat structure in output directory (default: preserve structure)
--suffix Custom suffix for output files (default: language name)
--log-chunk-metadata Log API metadata for each chunk
--trace Log per-ID source text sent and translated text received
```

#### `languages` - List supported languages

```bash
doc-translate languages
```

#### `setup` - Show setup guide

```bash
doc-translate setup
```

#### `--help` - Show help

```bash
doc-translate --help
```

## Supported Languages

The tool supports 40+ languages including:

- **European**: Spanish, French, German, Italian, Portuguese, Dutch, Russian, Polish, Swedish, Norwegian, Danish, Finnish, Greek, Ukrainian, Czech, Hungarian, Romanian, Bulgarian, Croatian, Serbian, Slovak, Slovenian, Estonian, Latvian, Lithuanian, Catalan, Basque, Welsh, Irish
- **Asian**: Chinese, Japanese, Korean, Hindi, Thai, Vietnamese, Indonesian, Malay
- **Middle Eastern**: Arabic, Hebrew, Turkish

> Tip
>
> Use the two letter short code for the language if you like. For example, `zh` instead of "Simplified Chinese".

## Examples

### Single File Translation

#### Example 1: Basic Translation

```bash
doc-translate translate -i README.md -l es
```

**Output**: Creates `README_spanish.md` with Spanish translation

#### Example 2: Custom Output Path

```bash
doc-translate translate -i docs/api.md -l fr -o docs/fr/api.md
```

**Output**: Creates `docs/fr/api.md` with French translation

#### Example 3: Using API Key Argument

```bash
doc-translate translate -i guide.md -l German --key AIzaSyC...
```

#### Example 4: Large File Translation

The tool automatically handles large files by splitting them into chunks:

```bash
doc-translate translate -i large-document.md -l ja
```

### Batch Translation

#### Example 5: Translate All Markdown Files

```bash
doc-translate translate -i "*.md" -l Spanish -d ./spanish/
```

**Output**: Translates all `.md` files in current directory to `./spanish/` folder

#### Example 6: Recursive Translation with Structure Preservation

```bash
doc-translate translate -i "docs/**/*.md" -l French -d ./translations/
```

**Output**: Translates all markdown files in `docs/` and preserves directory structure in `./translations/`

```
docs/
├── guide.md
├── api/
│ └── reference.md
└── tutorials/
└── getting-started.md

# Becomes:
translations/
├── guide_french.md
├── api/
│ └── reference_french.md
└── tutorials/
└── getting-started_french.md
```

#### Example 7: Flat Structure Batch Translation

```bash
doc-translate translate -i "content/**/*.md" -l German -d ./output/ --flat
```

**Output**: Translates all files but places them in a flat structure (no subdirectories)

```
content/
├── intro.md
├── chapters/
│ ├── chapter1.md
│ └── chapter2.md
└── appendix/
└── notes.md

# Becomes:
output/
├── intro_german.md
├── chapter1_german.md
├── chapter2_german.md
└── notes_german.md
```

#### Example 8: Custom Suffix

```bash
doc-translate translate -i "*.md" -l ja -d ./translated/ --suffix "ja"
```

**Output**: Uses "ja" instead of "japanese" as the file suffix

## What Gets Translated

✅ **Translated**:
- Heading text
- Paragraph text
- List items
- Table content
- Link text
- Image alt text
- Quote text

❌ **Preserved**:
- Code blocks and inline code
- URLs and file paths
- Markdown syntax characters
- HTML tags
- Mathematical expressions
- Technical terms and proper nouns (when appropriate)

## Output

The tool provides detailed progress feedback for both single file and batch processing:

### Single File Translation Output

```
╔═══════════════════════════════════════╗
║ Markdown Translator ║
║ Powered by Claude AI ║
╚═══════════════════════════════════════╝

📋 Translation Details:
Input: /path/to/README.md
Output: /path/to/README_spanish.md
Language: Spanish

⠋ Translating chunk 2/3...
✅ Translation completed successfully!

📊 Summary:
Original length: 2,845 characters
Translated length: 3,120 characters
Language: Spanish
Output file: /path/to/README_spanish.md
```

### Batch Translation Output

```
╔═══════════════════════════════════════╗
║ Markdown Translator ║
║ Powered by Claude AI ║
╚═══════════════════════════════════════╝

📋 Batch Translation Details:
Pattern: docs/**/*.md
Output: /path/to/translations/
Language: Spanish
Structure: Preserved

⠋ [2/5] reference.md - chunk 1/2...
✅ All translations completed successfully!

📊 Summary:
Files processed: 5
Successful: 5
Failed: 0
Output directory: /path/to/translations/
```

## Error Handling

The tool provides clear error messages for common issues:

- Missing or invalid API key
- File not found
- Invalid file format
- Network connectivity issues
- API rate limiting

## Testing

The `examples/` directory contains a test corpus and an automated checker.

### Test corpus: `examples/StarRocksTest.md`

A curated set of patterns drawn from real StarRocks documentation that have caused translation problems in the past:

| Pattern | Why it matters |
|---------|---------------|
| YAML frontmatter | Must be preserved exactly |
| HTML in Markdown table cells (`

  • `, `
    `, ``) | Tags must not be translated or restructured |
    | Tilde fence code blocks (`~~~SQL`) | Must be converted to backtick fences cleanly |
    | MDX `import` statements and ``/`` JSX | Must be preserved unchanged |
    | Template variables in code (`{{ data_interval_start }}`) | Airflow/dbt syntax must not be touched |
    | HTML comparison tables with `colspan` | Full HTML blocks must pass through untranslated |
    | Admonitions indented inside numbered lists | Indentation must survive translation |
    | `` collapsible blocks | Content indentation must be preserved |
    | Cross-references with relative paths and anchors | Only the display text is translated; the URL is not |

    ### Automated checker: `examples/check_translation.js`

    After translation, the checker runs 13 static checks against the source/output pair and reports PASS/FAIL for each:

    - No `__MTX_` placeholder leaks
    - Heading count
    - Code block count and non-comment content
    - Link URL preservation
    - HTML tags in table cells
    - Frontmatter preserved exactly
    - Import statements preserved
    - Admonition marker count
    - Admonition indentation (catches the "indented :::note gets unindented" bug)
    - Never-translate term spot-check
    - Unordered list item count
    - Table column counts

    ### npm scripts

    ```bash
    npm test # Translate StarRocksTest.md → zh, then run all checks
    npm run test:ja # Translate StarRocksTest.md → ja, then run all checks
    npm run check:zh # Re-run checks on an already-translated StarRocksTest_zh.md
    npm run check:ja # Re-run checks on an already-translated StarRocksTest_ja.md
    ```

    `check:zh` and `check:ja` are useful for iterating on the system prompt or dictionaries without calling the API again.

    ## Development

    ### Project Structure

    ```
    doc-translator/
    ├── bin/
    │ └── cli.js # CLI entry point
    ├── src/
    │ ├── translator.js # Base class and shared utilities
    │ ├── translator_ast_mvp.js # AST-based translator (default)
    │ └── configs/
    │ ├── system_prompt.txt # Translation instructions for the model
    │ ├── never_translate.yaml # Terms that must never be translated
    │ └── language_dicts/ # Per-language translation dictionaries
    ├── examples/
    │ ├── StarRocksTest.md # Test corpus
    │ └── check_translation.js # Automated output checker
    ├── package.json
    └── README.md
    ```

    ### Architecture

    This project uses **ES modules (ESM)** for modern JavaScript development:

    - All files use `import`/`export` syntax instead of `require`/`module.exports`
    - `package.json` includes `"type": "module"` for ESM support
    - Compatible with the latest versions of dependencies (chalk 5.x, ora 8.x)
    - Requires Node.js 16+ for full ESM compatibility

    ### Key Dependencies

    - `@anthropic-ai/sdk` - Anthropic Claude AI SDK
    - `commander` - Command-line interface framework
    - `chalk` - Terminal styling
    - `ora` - Progress spinners
    - `fs-extra` - Enhanced file system operations

    ## Contributing

    1. Fork the repository
    2. Create a feature branch (`git checkout -b feature/amazing-feature`)
    3. Commit your changes (`git commit -m 'Add amazing feature'`)
    4. Push to the branch (`git push origin feature/amazing-feature`)
    5. Open a Pull Request

    ## License

    This project is licensed under the MIT License - see the LICENSE file for details.

    ## Troubleshooting

    ### API Key Issues

    - Ensure your API key is valid and active
    - Check that you have sufficient quota in your Anthropic account
    - Verify the API key is active in the Anthropic Console

    ### Large File Processing

    - The tool automatically chunks large files
    - Each chunk is processed with a small delay to avoid rate limiting
    - Very large files may take several minutes to process

    ### Batch Processing

    - Use quotes around glob patterns to prevent shell expansion: `"*.md"` not `*.md`
    - The `--output-dir` option is required for batch translation
    - Large batches may take considerable time; use progress indicators to monitor
    - Failed files in a batch are reported individually without stopping the process

    ### Network Issues

    - Ensure you have a stable internet connection
    - The tool will retry failed requests automatically
    - Check firewall settings if you encounter connection issues

    ## Support

    If you encounter any issues or have questions:

    1. Check the troubleshooting section above
    2. Run `doc-translate setup` for configuration help
    3. Create an issue on the project repository

    ---

    **Happy translating! 🌍✨**