MCP Translation Server

Created By

KYBvWHxW10 months ago

High-performance Manchu-Chinese translation server implementing the Model Context Protocol (MCP)

# mcp-translation

# translation-server

Overview Content Tools Comments

Content

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。

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

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
翻译引擎 (enhanced_translation.py)
- 多级翻译策略
- 语料库匹配
- 形态分析集成
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

Fork 本仓库
创建特性分支 (git checkout -b feature/AmazingFeature)
提交更改 (git commit -m 'Add some AmazingFeature')
推送到分支 (git push origin feature/AmazingFeature)
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:

Variable	Required	Description	Example
`MCP_SECRET_KEY`	Yes	Secret key for session encryption	`openssl rand -hex 32`
`MCP_API_TOKEN`	Yes	API authentication token	`openssl rand -hex 32`
`MCP_REDIS_PASSWORD`	No	Redis server password	`your-redis-password`
`MCP_SMTP_PASSWORD`	No	SMTP server password	`your-smtp-password`

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:

Never commit config.py to version control
Use strong, random values for SECRET_KEY and API_TOKEN
Store sensitive credentials in environment variables
Keep your .env file secure and never commit it
Regularly rotate security credentials

Documentation

Architecture

Core Components

Translation Engine
- MT5-based neural translation
- Context-aware processing
- Batch processing support
Language Resources
- Comprehensive dictionary
- Grammar rule engine
- Morphological analyzer
- Parallel corpus
System Features
- Efficient caching
- Performance monitoring
- Resource management
- Error handling