Content
[](README_EN.md)
# FinanceMCP - Professional Financial Data MCP Server 🚀
**A professional financial data server based on the MCP protocol, integrating the Tushare API to provide real-time financial data and technical indicator analysis for AI assistants such as Claude.**
## 📑 Table of Contents
- [🌟 Public Cloud Service (Free)](#-public-cloud-service-free)
- [⚡ Key Features](#-key-features)
- [🛠️ Tool Overview](#️-tool-overview)
- [🎯 Technical Highlights](#-technical-highlights)
- [🚀 Quick Start](#-quick-start)
- [💡 Example Queries](#-example-queries)
- [🔧 Local Deployment](#-local-deployment)
- [🆕 Latest Updates](#-latest-updates)
- [📄 License](#-license)
## 🌟 Public Cloud Service (Free)
**🎉 Ready to use, no deployment required!**
We offer several free public cloud service options:
### 🌐 Web Online Experience Version
**🚀 The easiest way to use!**
<img width="1920" height="1080" alt="image" src="https://github.com/user-attachments/assets/5a81b053-4d19-4285-b5a2-991d14425595" />
Visit our online experience website: **[https://finvestai.top/](https://finvestai.top/)**
- ✨ **Zero-Configuration Experience** - No setup required, use it directly in your browser
- 🤖 **Integrated Large Models** - Directly converse with AI assistants to obtain financial analysis
- 💬 **Intelligent Interaction** - Ask questions in natural language and get real-time financial data
- 📱 **Multi-Platform Adaptation** - Supports access from computers, mobile phones, and tablets
> ⚠️ **Service Description**: This is a personal small server, please use it reasonably and do not attack or abuse it.
### ⚙️ Claude Desktop Version Configuration
#### 🆕 Latest Version (v4.3.0) - Use Your API Key
**🎯 Recommended for production environments, configure your own Tushare token:**
```json
{
"mcpServers": {
"finance-mcp": {
"disabled": false,
"timeout": 600,
"type": "streamableHttp",
"url": "https://finvestai.top/mcp",
"headers": {
"X-Tushare-Token": "您的tushare令牌"
}
}
}
}
```
**🔑 How to get your Tushare token:**
1. Register an account at [tushare.pro](https://tushare.pro/register)
2. Get the API token from your personal center
3. Replace `您的tushare令牌` with your actual token
#### 🎁 Traditional Free Service (Limited)
You can also use our shared service without an API key (may have rate limits):
```json
{
"mcpServers": {
"finance-data-server": {
"disabled": false,
"timeout": 600,
"type": "sse",
"url": "http://106.14.205.176:3101/sse"
}
}
}
```
**Service Advantages:**
- ✅ **Latest Version (v4.3.0)** - Use your own API key for unlimited access
- ✅ **7×24 Availability** - Server runs continuously
- ✅ **Full Functionality** - All 14 tools and technical indicators
- ✅ **Real-Time Data** - Connect to Tushare professional data
- ✅ **No Rate Limits** - Use your own token for unlimited API calls
- ✅ **Production Ready** - Stable streamable HTTP protocol
> 📺 **Tutorial Video**: [FinanceMCP Complete Usage Guide](https://www.bilibili.com/video/BV1qeNnzEEQi/)
## ⚡ Key Features
### 🧠 Intelligent Technical Indicator System
- **Intelligent Data Prefetching** - Automatically calculates required historical data to eliminate NaN values
- **Mandatory Parameterization** - Requires explicit specification of parameters (e.g., `macd(12,26,9)`) to ensure accuracy
- **Modular Architecture** - Parameter parsing, data calculation, and indicator engine are completely decoupled
- **5 Core Indicators** - MACD, RSI, KDJ, BOLL, MA
### 🌍 Comprehensive Market Coverage
- **10 Major Markets** - A-shares, US stocks, Hong Kong stocks, foreign exchange, futures, funds, bonds, options
- **Real-Time News** - Intelligent search of 7+ mainstream financial media
- **Macro Data** - 11 economic indicators (GDP, CPI, PPI, PMI, etc.)
- **Company Analysis** - Financial statements, management information, shareholder structure
## 🛠️ Tool Overview
| Tool Name | Function Description | Key Features |
|---------|---------|---------|
| 🕐 **current_timestamp** | Current timestamp | UTC+8 timezone, multiple output formats |
| 📰 **finance_news** | Financial news search | Baidu News crawler; Input parameter: `query` (space-separated multiple keywords, OR filtering) |
| 📈 **stock_data** | Stock/Crypto + Technical Indicators | 10 major markets + crypto (Binance default) + 5 technical indicators, intelligent prefetching |
| 📊 **index_data** | Index data | Historical data of major market indices |
| 🧱 **csi_index_constituents** | CSI Index Constituents and Weight Summary | Only supports China Securities Index Co., Ltd. (CSI), index range quotes + constituent stock weights and range gains/losses + valuation/financial indicators (PE, PB, dividend yield, ROE, ROA, net profit margin, operating cash flow, asset-liability ratio, revenue YoY, asset turnover ratio, gross profit margin, expense ratio, cash dividend ratio) |
| 📉 **macro_econ** | Macroeconomic data | 11 indicators: GDP/CPI/PPI/PMI/Shibor, etc. |
| 🏢 **company_performance** | A-share company financial analysis | Financial statements + management + fundamentals, 13 data types |
| 🏛️ **company_performance_hk** | Hong Kong stock company financial analysis | Hong Kong stock income statement, balance sheet, cash flow statement |
| 🇺🇸 **company_performance_us** | US stock company financial analysis | US stock 4 major financial statements + comprehensive financial indicator analysis |
| 💰 **fund_data** | Fund data | Net value/holdings/dividends, 85% performance optimization |
| 👨💼 **fund_manager_by_name** | Fund manager query | Personal background, list of managed funds |
| 🪙 **convertible_bond** | Convertible bond data | Basic information + issuance data + conversion terms |
| 🔄 **block_trade** | Block trade data | Transaction details + counterparty information |
| 💹 **money_flow** | Money flow data | Individual stock/market/sector money flow, main/super large/large/medium/small order analysis |
| 💰 **margin_trade** | Margin trading data | 4 APIs: target stocks/summary/details/securities lending |
| 🐯 **dragon_tiger_inst** | Dragon and Tiger List institution details | Specified trading day (optional code), buy/sell amount/ratio/net amount/reason table |
| 🔥 **hot_news_7x24** | 7×24 Hot News | Based on the latest batch of Tushare (up to 1500 items at a time), deduplication with 80% content similarity, items separated by `---` |
## 🎯 Technical Highlights
### Intelligent Technical Indicator Engine
```
User Request → Parameter Parsing → Data Requirement Calculation → Extended Historical Data Acquisition → Indicator Calculation → Result Return
```
**Supported Indicators:**
- **MACD** `macd(12,26,9)` - Trend Analysis
- **RSI** `rsi(14)` - Overbought/Oversold Judgment
- **KDJ** `kdj(9,3,3)` - Stochastic Indicator
- **BOLL** `boll(20,2)` - Bollinger Bands
- **MA** `ma(5/10/20/60)` - Moving Average
### Core Technical Advantages
1. **Intelligent Prefetching** - Automatically calculates and retrieves the additional historical data required by the indicator
2. **Parameter Enforcement** - Avoids calculation differences caused by default parameters
3. **High Performance** - Fund data query performance increased by 85% (5.2s→0.8s)
4. **Data Integration** - Seamless integration of 43+ Tushare API interfaces
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## 🚀 Quick Start
### 1. Use Public Cloud Service (Recommended)
Copy the JSON configuration above to the Claude desktop configuration file, restart Claude and start using it!
### 2. Configuration File Location
- **Windows**: `%APPDATA%\Claude\claude_desktop_config.json`
- **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json`
### 3. Start Using
After configuration, just ask questions directly in Claude!
## 💡 Example Queries
<details>
<summary><strong>📈 Stock Technical Analysis</strong></summary>
```
"Analyze the technical aspects of Kweichow Moutai (600519.SH), calculate MACD(12,26,9), RSI(14), KDJ(9,3,3)"
"View Contemporary Amperex Technology (300750.SZ) Bollinger Bands BOLL(20,2) and four moving averages MA(5,10,20,60)"
"Apple Inc. (AAPL) recent one-month stock price trend and MACD indicator analysis"
```
</details>
<details>
<summary><strong>📊 Comprehensive Analysis</strong></summary>
```
"BYD comprehensive analysis: financial status, technical indicators, money flow, latest news"
"Compare the performance of A-shares, US stocks, and Hong Kong stock markets, including major indices and technical indicators"
"Evaluate the investment value of Contemporary Amperex Technology: fundamentals + technicals + money flow"
"Get the CSI constituent stock range summary of the CSI 300 (000300.SH) from 2024-01-01 to 2024-06-30"
```
</details>
<details>
<summary><strong>🧱 CSI Index Constituents and Weights (Including Valuation/Financials)</strong></summary>
```
"Get the constituent stock summary of the CSI Securities Company (399975.SZ) in the 2024-01-01 to 2024-06-30 range (including PE, PB, dividend yield, ROE, ROA, net profit margin, operating cash flow, asset-liability ratio, revenue YoY, asset turnover ratio, gross profit margin, expense ratio, cash dividend ratio)"
```
</details>
<details>
<summary><strong>💰 Money Flow Analysis</strong></summary>
```
"Query the money flow of the securities sector (BK0447) in the past month"
"Analyze the money inflow ranking of all industry sectors on September 27, 2024"
"BYD (002594.SZ) recent main force money flow and super large order net inflow"
"View the overall money flow of the market and analyze market sentiment"
"Get the money flow data of all concept sectors in October 2024"
```
</details>
<details>
<summary><strong>📰 News and Macro</strong></summary>
```
"Search for the latest policies and market trends in the new energy vehicle sector"
"Analyze the current macroeconomic situation: GDP, CPI, PPI, PMI data"
"The impact of the Federal Reserve's interest rate hike on the Chinese stock market, related news and data"
```
</details>
<details>
<summary><strong>💰 Funds and Bonds</strong></summary>
```
"Query the latest net value and holding structure of the CSI 300 ETF"
"Analyze Zhang Kun's fund performance"
"Overview of the convertible bond market and investment opportunities"
```
</details>
<details>
<summary><strong>🏛️ Hong Kong Stock Analysis</strong></summary>
```
"Get Tencent Holdings (00700.HK) 2024 income statement, including key financial ratios"
"Analyze Alibaba (09988.HK) balance sheet and financial structure"
"Compare the cash flow performance of China Construction Bank (00939.HK) over multiple periods"
```
</details>
<details>
<summary><strong>🐯 Dragon and Tiger List</strong></summary>
```
"Query the institutional details of the Dragon and Tiger List on 20240525"
"Query the institutional details of the Dragon and Tiger List on 20240525 (focus on 000001.SZ)"
```
</details>
<details>
<summary><strong>🇺🇸 US Stock Analysis</strong></summary>
```
"Analyze Nvidia (NVDA) 2024 financial performance, including income statement and cash flow"
"Get Apple (AAPL) balance sheet, focusing on cash reserves and debt structure"
"Compare Tesla (TSLA) financial indicators over multiple periods, analyze profitability changes"
"View Microsoft (MSFT) comprehensive financial indicators, including ROE, ROA, gross profit margin, etc."
```
</details>
<details>
<summary><strong>🪙 Crypto Assets</strong></summary>
```
"View the trend of Bitcoin (BTC-USD) from 2024-01-01 to 2024-06-30, calculate MACD(12,26,9) and RSI(14)"
"View the daily trend of USDT to CNY: market_type=crypto, code=USDT.CNY, start_date=20240101, end_date=20240630"
"Query using CoinGecko id: market_type=crypto, code=bitcoin.usd, indicators=\"boll(20,2) ma(5) ma(10)\""
```
</details>
## 🔧 Local Deployment (Streamable HTTP)
<details>
<summary><strong>🛠️ Complete Local Deployment Guide</strong></summary>
If you need local deployment, please follow these steps:
### Environment Requirements
- **Node.js >= 18** - Download from [nodejs.org](https://nodejs.org/)
- **Tushare API Token** - Get from [tushare.pro](https://tushare.pro)
<details>
<summary><strong>📝 Get Tushare API Token</strong></summary>
1. **Register Account** - Visit [tushare.pro](https://tushare.pro/register) to register
2. **Get Token** - Get the API token from your personal center
3. **Points Description** - Some advanced data requires points
**Student Benefits** - Apply for 2000 free points:
- Follow and interact with the official Tushare Xiaohongshu
- Join the student QQ group: **290541801**
- Complete personal information (school email/student ID)
- Submit application materials to the administrator
</details>
### Installation Steps
#### Method 1: Install via npm package (Recommended)
```bash
# Global installation
npm install -g finance-mcp
# Or local installation
npm install finance-mcp
```
You can use it directly after installation:
```bash
# If installed globally
finance-mcp
# If installed locally
npx finance-mcp
```
#### Method 2: Install via Smithery
```bash
npx -y @smithery/cli install @guangxiangdebizi/FinanceMCP --client claude
```
> **💡 Tip**: FinanceMCP supports two deployment modes
> - **stdio mode** (default, recommended for local use): `npx -y finance-mcp`
> - **HTTP mode** (cloud deployment): `npx -y finance-mcp-http`
>
> For detailed instructions, please refer to [DEPLOYMENT_MODES.md](./DEPLOYMENT_MODES.md)
#### Method 3: Manual Installation
```bash
# 1. Clone the repository
git clone https://github.com/guangxiangdebizi/FinanceMCP.git
cd FinanceMCP
# 2. Install dependencies
npm install
# 3. Configure API key
echo "TUSHARE_TOKEN=your_token_here" > .env
# Or directly edit src/config.ts
# 4. Build the project
npm run build
```
### Start Service
**Streamable HTTP Mode (Recommended)**
```bash
npm run build
node build/httpServer.js
# Or
npm run start:http
```
**SSE Mode**
```bash
npm run build
npm run start:sse
```
After the service starts:
- MCP Endpoint: `http://localhost:3000/mcp`
- Health Check: `http://localhost:3000/health`
### Claude Configuration
Configuration file location:
- **Windows**: `%APPDATA%\Claude\claude_desktop_config.json`
- **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json`
#### ⭐ Recommended Configuration: stdio Mode (Local Use, Zero Configuration, Default)
##### 🎯 Method 1: Use Directly After Global Installation (Most Stable, Highly Recommended!)
```bash
# Step 1: Global Installation
npm install -g finance-mcp
```
```json
{
"mcpServers": {
"finance-mcp": {
"type": "stdio",
"command": "finance-mcp",
"args": [],
"env": {
"TUSHARE_TOKEN": "your_tushare_token_here"
}
}
}
}
```
**Why is this method recommended?**
- ✅ **Most Stable** - Avoids compatibility issues of npx on different systems
- ✅ **Faster Startup** - No need to download and parse the package every time
- ✅ **Windows Friendly** - Avoids the issue of `npx` vs `npx.cmd`
- ✅ **Offline Available** - No network connection required after installation
##### 📦 Method 2: Use npx (No Installation Required)
```json
{
"mcpServers": {
"finance-mcp": {
"command": "npx",
"args": ["-y", "finance-mcp"],
"env": {
"TUSHARE_TOKEN": "your_tushare_token_here"
}
}
}
}
```
> ⚠️ **Windows Users Note**: If the above configuration does not work, try changing `"command": "npx"` to `"command": "npx.cmd"`
**stdio Mode Advantages**:
- ✅ Faster response speed (1-2ms delay)
- ✅ Lower resource consumption
- ✅ No need to manage ports
- ✅ Ready to use
#### 🔧 Troubleshooting
<details>
<summary><strong>❓ What if it doesn't work after configuration?</strong></summary>
1. **Make sure Node.js is installed** (version >= 18)
```bash
node -v # Check version
```
2. **Windows Users**: Use `npx.cmd` instead of `npx`
```json
{
"command": "npx.cmd",
"args": ["-y", "finance-mcp"]
}
```
3. **Recommended: Use after global installation**
```bash
npm install -g finance-mcp
```
Then configure `"command": "finance-mcp"`
4. **Check if TUSHARE_TOKEN** is filled in correctly
5. **Restart Claude Desktop** or MCP client
6. **View Logs**:
- Windows: `%APPDATA%\Claude\logs`
- macOS: `~/Library/Logs/Claude`
</details>
#### Alternative Configuration: HTTP Mode (Cloud Deployment or Remote Access Required)
**Step 1: Start the HTTP Server**
```bash
# Method 1: Use npx
npx -y finance-mcp-http
# Method 2: Start after global installation
npm install -g finance-mcp
finance-mcp-http
# Method 3: Local development
npm run start:http
```
**Step 2: Configure Claude Desktop**
```json
{
"mcpServers": {
"finance-mcp-http": {
"type": "streamableHttp",
"url": "http://localhost:3000/mcp",
"timeout": 600,
"headers": {
"X-Tushare-Token": "your_tushare_token_here"
}
}
}
}
```
**HTTP Mode Advantages**:
- ✅ Supports remote access
- ✅ Supports multiple clients connecting simultaneously
- ✅ Complete HTTP logs (refer to [LOGGING_GUIDE.md](./LOGGING_GUIDE.md))
- ✅ Easy to deploy to cloud platforms like Smithery
#### Ways to Pass Token
- **stdio Mode**: Through the `env.TUSHARE_TOKEN` environment variable
- **HTTP Mode**:
- Read from the `X-Tushare-Token` Header first
- Or use `Authorization: Bearer <token>`
- Or use `X-Api-Key`
- Finally, fall back to the environment variable `TUSHARE_TOKEN`
(The crypto market defaults to using the Binance public market interface, without requiring any cryptocurrency API Key)
> 📖 **Detailed Documentation**: For more deployment mode instructions, please refer to [DEPLOYMENT_MODES.md](./DEPLOYMENT_MODES.md)
### Verify Installation
After configuration, restart Claude Desktop and ask: "Get current time". If time information is returned, the installation is successful.
</details>
## 🆕 Latest Updates
### 💰 Version 4.7.0 - Sector Fund Flow Feature
**Latest Update**: The fund flow tool has been fully upgraded, adding the East Money sector fund flow feature!
<details>
<summary><strong>🎯 v4.7.0 New Features</strong></summary>
- **📊 Sector Fund Flow**: Supports querying East Money (DC) industry, concept, and regional sector fund flows
- **🎲 Intelligent Recognition**: Automatically recognizes query types (individual stock/market/sector), BK-prefixed codes are automatically recognized as sectors
- **📈 Multi-Dimensional Analysis**: Sector rise/fall, fund inflow ranking, super large/large/medium/small order details
- **🔍 Flexible Query**: Supports querying by sector code, trading date, sector type (industry/concept/region)
- **📋 Complete Display**: Sector basic information, statistical summary, detailed tables, fund flow trends
**Usage Example**:
```javascript
// Query specific sector fund flow
{
"ts_code": "BK0447", // East Money sector code
"start_date": "20240901",
"end_date": "20240930"
}
// Query all industry sector fund flows on a certain day
{
"query_type": "sector",
"trade_date": "20240927",
"content_type": "行业",
"start_date": "20240927",
"end_date": "20240927"
}
```
**API Integration**: Based on [Tushare East Money Sector Fund Flow API](https://tushare.pro/document/2?doc_id=344) (`moneyflow_ind_dc`)
</details>
### 🚀 Version 4.3.0 - Crypto Minute Line and Binance Optimization
**Latest Major Update**: Released v4.3.0, `stock_data_minutes` adds `market_type` parameter, supports minute-level K-lines for the crypto market (Binance); also made several optimizations to the crypto daily line.
<details>
<summary><strong>🎯 v4.3.0 New Features</strong></summary>
- **⏱ Minute K-Line Enhancement**: `stock_data_minutes` adds `market_type` (`cn`/`crypto`), supports Binance minute lines
- **🪙 Crypto Minute Line**: Compatible with `BTCUSDT`/`BTC-USDT`/`BTC/USDT`/`coinid.USDT`; frequency mapping `1MIN/5MIN/15MIN/30MIN/60MIN → 1m/5m/15m/30m/1h`
- **📦 Automatic Pagination**: Binance allows a maximum of 1000 K-lines per request, automatically paginates until the entire range is covered
- **🧭 Intelligent Expansion of Data Retrieval (Daily Line)**: Automatically expands the start date when requesting technical indicators to ensure a sufficient calculation window
- **🧩 Friendly Error Message**: When an invalid trading pair returns 400, clearly prompts "This coin pair does not exist or has been delisted on Binance"
- **📈 A-Share Forward Adjustment (Daily Line)**: Automatically applies forward adjustment (based on the latest trading day factor)
Other capabilities remain unchanged: Web online experience, NPM package, Streamable HTTP, stable session management, etc.
**Migration Guide**: After upgrading to v4.3.0, the minute line adds a required `market_type`: pass `cn` for A-shares, and `crypto` for crypto.
</details>
### 🧱 CSI Index Component Summary Tool Enhancement (NEW!)
- Index range market + component stock weight and range rise/fall
- Added valuation/financial indicators: PE(TTM), PB, dividend yield, ROE, ROA, net profit margin, operating cash flow per share, asset-liability ratio, revenue YoY, asset turnover rate, gross profit margin, three-fee ratio, cash dividend ratio
- Supports `.SH/.SZ` format CSI index codes (e.g., `399975.SZ`), automatically falls back to find the most recent weight date and valuation date
### 🇺🇸 US Stock Financial Analysis Module (NEW!)
**Latest Addition**: We have added complete US stock financial analysis functionality!
<details>
<summary><strong>📊 New Features</strong></summary>
- **🇺🇸 company_performance_us** - Professional US stock financial analysis tool
- **📈 Income Statement Analysis** - Analysis of operating income, gross profit margin, net profit, earnings per share
- **💰 Balance Sheet Analysis** - Asset, liability, and shareholder equity structure and financial ratios
- **💸 Cash Flow Statement Analysis** - Operating, investing, and financing cash flows and free cash flow
- **📊 Comprehensive Financial Indicators** - ROE, ROA, profitability, growth, solvency, etc.
- **🎯 Intelligent Data Processing** - Multi-period comparison analysis, trend calculation, key indicator extraction
- **🌟 Chinese and English Compatibility** - Supports intelligent recognition of Chinese and English financial subjects
**Supported Companies**: Covers major US stocks and Chinese concept stocks, including Nvidia (NVDA), Apple (AAPL), Tesla (TSLA), Microsoft (MSFT), etc.
**API Integration**: Based on [Tushare US Stock Financial Data API](https://tushare.pro/document/2?doc_id=394), complete integration of 4 major data interfaces.
</details>
### 🏛️ HK Stock Financial Analysis Module
**Added**: We have added comprehensive Hong Kong stock financial analysis functionality!
<details>
<summary><strong>📊 Features</strong></summary>
- **🏛️ company_performance_hk** - Dedicated Hong Kong stock financial analysis tool
- **📈 Income Statement Analysis** - Analysis of turnover, profit margin, earnings per share, comprehensive income
- **💰 Balance Sheet Analysis** - Asset, liability, and equity structure and key financial ratios
- **💸 Cash Flow Statement Analysis** - Operating, investing, and financing activities and free cash flow calculation
- **🎯 Intelligent Data Processing** - Automatic financial ratio calculation and multi-period comparison analysis
- **🌟 Enhanced User Experience** - Structured tables, intelligent classification, trend analysis
**Supported Companies**: All Hong Kong Stock Exchange listed companies, including Tencent (00700.HK), Alibaba (09988.HK), China Construction Bank (00939.HK), etc.
**API Integration**: Based on [Tushare Hong Kong Stock Financial Data API](https://tushare.pro/document/2?doc_id=389), complete data format optimization.
</details>
## ⏱ Minute K-Line Tool
`stock_data_minutes`: A-share (Tushare) and crypto (Binance) minute-level K-lines.
- Frequency: `1MIN/5MIN/15MIN/30MIN/60MIN` (case-insensitive)
- Parameters:
- `market_type`: `cn` | `crypto`
- `code`: A-shares like `600519.SH`; crypto like `BTCUSDT`/`BTC-USDT`/`BTC/USDT`/`bitcoin.USDT`
- `start_datetime`: `YYYYMMDDHHmmss` or `YYYY-MM-DD HH:mm:ss`
- `end_datetime`: Same as above
- `freq`: e.g., `1MIN`
- Returns: Reverse order table (time/open/high/low/close/volume; A-shares include turnover (in 10,000 yuan))
Example (A-share):
```
name: stock_data_minutes
arguments:
market_type: cn
code: 600519.SH
start_datetime: 2024-09-01 09:30:00
end_datetime: 2024-09-01 10:30:00
freq: 1MIN
```
Example (Crypto):
```
name: stock_data_minutes
arguments:
market_type: crypto
code: BTCUSDT
start_datetime: 2025-09-01 00:00:00
end_datetime: 2025-09-01 12:00:00
freq: 15MIN
```
## 📄 License
This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.
---
**👨💻 Author**: Chen Xingyu
**📧 Email**: guangxiangdebizi@gmail.com
**🔗 GitHub**: [guangxiangdebizi](https://github.com/guangxiangdebizi)
⭐ If this project is helpful to you, please give us a Star!
