
whchien/ai-trader 是从 https://github.com/whchien/ai-trader. 导入的 MCP 服务器候选服务器。
概览
whchien/ai-trader 是从 https://github.com/whchien/ai-trader. 导入的 MCP 服务器候选服务器。
概述(AI 翻译)
中文版說明(中文字幕页)
一个基于Backtrader的专业配置驱动算法交易回测框架。跨股票、加密货币和外汇市场无缝测试、优化并整合大型语言模型(LLM)交易策略。
主要特色
- 配置驱动工作流:定义和管理可版本控制的YAML文件回测,以实现可复现的结果。
- 无缝大型语言模型集成:内置MCP(模型上下文协议)服务器允许像Claude这样的AI助手进行回测、获取数据和分析策略。
- 多市场支持:测试美股、台湾股票、加密货币和外汇策略。
- 丰富的策略库:内置20多种策略,从经典指标到高级自适应模型。
- 强大的CLI:丰富的命令行界面,用于运行回测、获取市场数据和列出策略。
- 开发者友好:通过简单的辅助工具和清晰的结构轻松创建和测试自定义策略。
快速启动
1.安装
选项A:从PyPI安装(推荐使用CLI)
如果你想用,可以用这个:
本页由 AI 翻译,技术细节请以原文为准。
README
以下为原文 README 节选,完整内容请查看原文。
AI-Trader
A professional, config-driven backtesting framework for algorithmic trading, built on Backtrader. Seamlessly test, optimize, and integrate trading strategies with Large Language Models (LLMs) across stocks, crypto, and forex markets.
Key Features
- Config-Driven Workflows: Define and manage backtests with version-controllable YAML files for reproducible results.
- Seamless LLM Integration: Built-in MCP (Model Context Protocol) server allows AI assistants like Claude to run backtests, fetch data, and analyze strategies.
- Multi-Market Support: Test strategies on US stocks, Taiwan stocks, cryptocurrencies, and forex.
- Extensive Strategy Library: Comes with over 20 built-in strategies, from classic indicators to advanced adaptive models.
- Powerful CLI: A rich command-line interface to run backtests, fetch market data, and list strategies.
- Developer Friendly: Easily create and test custom strategies with simple helpers and a clear structure.
Quick Start
1. Installation
Option A: Install from PyPI (Recommended for using the CLI)
pip install ai-trader
Use this if you want to:
- Use the CLI commands:
ai-trader run,ai-trader fetch,ai-trader quick - Run backtests on your own data files
- Use as a library in your Python projects
Option B: Install from Source (Recommended for examples and config templates)
git clone https://github.com/whchien/ai-trader.git
cd ai-trader
# Install dependencies (choose one method)
uv sync # Recommended (fastest, modern tool)
# poetry install # Or use Poetry
# pip install -e . # Or traditional pip with editable install
Use this if you want to:
- Run the config-based examples in
config/backtest/ - Use the example data files in
data/ - Run the example scripts in
scripts/examples/ - Contribute or customize strategies
2. Run a Backtest via CLI
If you cloned from source, run a predefined backtest using a configuration file:
# Run a backtest from a config file (requires source installation)
ai-trader run config/backtest/classic/sma_example.yaml
Or, run a quick backtest on any data file (works with both pip and source installation):
# Quick backtest on your own data file
ai-trader quick CrossSMAStrategy your_data.csv --cash 100000
3. Fetch Market Data
Download historical data for any supported market:
# US Stock (default: saves to CSV)
ai-trader fetch TSM --market us_stock --start-date 2020-01-01
# Taiwan Stock (台灣股票)
ai-trader fetch 2330 --market tw_stock --start-date 2020-01-01
# Cryptocurrency
ai-trader fetch BTC-USD --market crypto --start-date 2020-01-01
# With SQLite persistent caching (NEW!)
安装
This server does not publish a one-line install command.
Open the repository installation guide 新手?先看 mcpskill.org 教程 →配置
{
"mcpServers": {
"ai-trader": {
"command": "python3",
"args": ["-m", "ai_trader.mcp"],
"cwd": "/path/to/ai-trader"
}
}
}