MCP Translation Server

Overview

MCP Translation Server 是一个专门用于满-汉双向翻译的高性能机器翻译系统。它基于先进的语言学处理和深度学习技术，为低资源语言翻译提供全面的解决方案。

Related MCP server: MCP Translation Service

主要特性

1. 增强型形态分析

• 🔍 完整的满语语言规则支持

• 🎯 精确的元音和谐分析

• 📊 智能词形变化预测

• ✨ 自动错误检测和纠正

2. 高级翻译引擎

• 🚀 多级翻译策略

• 📚 智能语料库匹配

• 🔄 形态分析集成

• 📊 详细翻译元数据

3. 丰富的语言资源

• 📖 完整的语言规则系统

• 💾 扩展的平行语料库

• 📚 优化的词典结构

• 🔍 上下文感知分析

快速开始

1. 克隆仓库

git clone https://github.com/yourusername/mcp-translation-server.git
cd mcp-translation-server

2. 环境设置

# 创建虚拟环境
python -m venv venv

# 激活虚拟环境
source venv/bin/activate  # Linux/Mac
# 或
venv\Scripts\activate    # Windows

# 安装依赖
pip install -r requirements.txt

3. 配置

# 复制配置模板
cp config/config.example.json config/config.json

# 编辑配置文件
vim config/config.json  # 或使用其他编辑器

4. 运行演示

# 运行综合演示
python demo/comprehensive_demo.py

# 运行翻译服务器
python server.py

系统架构

核心组件

1. 形态分析器 (enhanced_morphology.py)

   • 词形分析和生成

   • 元音和谐处理

   • 错误检测和纠正

2. 翻译引擎 (enhanced_translation.py)

   • 多级翻译策略

   • 语料库匹配

   • 形态分析集成

3. 语言资源

   • 语言规则 (manchu_rules.json)

   • 平行语料库 (parallel_corpus.json)

   • 词典系统 (dictionary.json)

API 文档

基本翻译

POST /api/v1/translate
Content-Type: application/json

{
    "text": "bi bithe arambi",
    "source_lang": "manchu",
    "target_lang": "chinese"
}

形态分析

POST /api/v1/analyze
Content-Type: application/json

{
    "text": "arambi",
    "type": "morphology"
}

贡献指南

1. Fork 本仓库

2. 创建特性分支 (git checkout -b feature/AmazingFeature)

3. 提交更改 (git commit -m 'Add some AmazingFeature')

4. 推送到分支 (git push origin feature/AmazingFeature)

5. 开启 Pull Request

许可证

本项目采用 MIT 许可证。详见 LICENSE 文件。

致谢

• 感谢所有为满语研究做出贡献的学者

• 感谢开源社区的支持

• 特别感谢为本项目提供语料和建议的专家们

Copy example configuration file

cp config.example.py config.py

Edit config.py with your settings

vim config.py # or use your preferred editor

Set required environment variables

export MCP_SECRET_KEY="your-secure-random-string" # Required export MCP_API_TOKEN="your-api-token" # Required export MCP_REDIS_PASSWORD="your-redis-password" # Optional export MCP_SMTP_PASSWORD="your-smtp-password" # Optional

4. Run the server:
```bash
python server.py

Configuration

Environment Variables

The following environment variables are supported:

Configuration File

The server can be configured by copying config.example.py to config.py and editing the values. The configuration file supports:

• API settings (host, port, debug mode)

• Security settings (secret key, API token)

• Rate limiting rules

• Cache configuration

• Model settings

• Resource paths

• Monitoring options

• Logging configuration

• Email notifications

Important Security Notes:

1. Never commit config.py to version control

2. Use strong, random values for SECRET_KEY and API_TOKEN

3. Store sensitive credentials in environment variables

4. Keep your .env file secure and never commit it

5. Regularly rotate security credentials

Documentation

• API Documentation

• Usage Examples

• Operations Guide

• Contributing Guide

Architecture

Core Components

1. Translation Engine

   • MT5-based neural translation

   • Context-aware processing

   • Batch processing support

2. Language Resources

   • Comprehensive dictionary

   • Grammar rule engine

   • Morphological analyzer

   • Parallel corpus

3. System Features

   • Efficient caching

   • Performance monitoring

   • Resource management

   • Error handling

Performance

• Average translation latency: < 1s

• 95th percentile latency: < 2s

• Concurrent request handling: 100+ req/s

• Cache hit rate: > 80%

Monitoring

• Real-time metrics via Prometheus

• Visualizations through Grafana

• Automated alerting system

• Performance tracking

Contributing

We welcome contributions! Please see our Contributing Guide for details.

License

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

Acknowledgments

• Research paper authors

• Open-source community

• Contributors and maintainers

Contact

• GitHub Issues: For bug reports and feature requests

• Email: your.email@example.com

• Documentation: Full Documentation

  • Analysis (C^a)

  • Structure (C^a+s)