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Skillsakshare-stock

akshare-stock

Coding & development

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Updated 10-15 20:32

About this skill

AKShare A-Share Data Analysis Skill

Use the AKShare library to obtain and analyze China A-share market data. AKShare isfree and open-sourcefinancial data interface, requiring no registration or Token.

Quick Start

Environment Preparation

pip install akshare pandas numpy pyyaml

Using Scripts

cd e:\AIproJect\A_Share\.agent\skills\akshare-stock\scripts

# 智能投资分析（推荐）
python analyze_investment.py 002475
Real-Time Quotes

python get_realtime_quote.py 002475

Historical K-Lines

python get_history_kline.py 002475 --days 60

Technical Indicators

python calc_technical.py 002475

Comprehensive Analysis Report

python stock_analyzer.py 002475 -o report.md


## 脚本列表

### 数据获取脚本

| 脚本 | 功能 | 示例 |
|------|------|------|
| `get_realtime_quote.py` | 实时行情 | `python get_realtime_quote.py 002475` |
| `get_history_kline.py` | 历史K线 | `python get_history_kline.py 002475 --days 60` |
| `get_valuation.py` | 估值指标 | `python get_valuation.py 002475` |
| `get_fund_flow.py` | 资金流向 | `python get_fund_flow.py 002475 --days 10` |
| `get_financial.py` | 财务数据 | `python get_financial.py 002475` |
| `get_shareholders.py` | 股东信息 | `python get_shareholders.py 002475` |
| `get_dividend.py` | 分红数据 | `python get_dividend.py 002475` |

### 分析脚本

| 脚本 | 功能 | 说明 |
|------|------|------|
| `analyze_investment.py` | 智能投资分析 | 多维度评分 + 投资建议 |
| `calc_technical.py` | 技术指标计算 | MA/MACD/RSI/KDJ/BOLL |
| `stock_analyzer.py` | 综合分析报告 | 合并所有数据的完整报告 |

### 工具脚本

| 脚本 | 功能 | 说明 |
|------|------|------|
| `cache_manager.py` | 数据缓存 | SQLite 本地缓存 |
| `scheduler.py` | 定时任务 | 自动获取数据和生成报告 |

## 核心功能

### 1. 智能投资分析

```bash
python analyze_investment.py 002475

Automated analysis:

  • 📊 Valuation analysis (PE/PB/dividend yield)
  • 📈 Growth analysis (revenue/profit growth rate)
  • 💵 Capital flow analysis (main capital flow)
  • 📉 Technical analysis (moving averages/MACD/RSI)
  • Comprehensive score + investment recommendation

2. Technical Indicators

python calc_technical.py 002475

Supported indicators:

  • MA: 5/10/20/60-day moving averages
  • MACD: DIF, DEA, MACD histogram
  • RSI: 6/12/24-day
  • KDJ: K, D, J
  • BOLL: upper band/middle band/lower band

3. Data Caching

Automatic caching to avoid repeated requests:

  • Real-time quotes: 1 minute
  • Daily K-lines: 1 hour
  • Financial data: 7 days
  • Shareholder data: 30 days

4. Scheduled Tasks

# 立即执行
python scheduler.py --run-now

# 后台运行调度器
python scheduler.py

Configure config.yaml to set monitored stocks and execution times.

Output Format

All scripts output by default in Markdown format, which can be previewed or saved directly:

python analyze_investment.py 002475 -o 分析报告.md

File Structure

akshare-stock/
├── SKILL.md                 # 本文档
├── config.yaml              # 配置文件
├── references/
│   ├── api_reference.md     # API 参考
│   └── official_docs.md     # 官方文档索引
└── scripts/
    ├── analyze_investment.py   # 智能分析
    ├── calc_technical.py       # 技术指标
    ├── cache_manager.py        # 数据缓存
    ├── scheduler.py            # 定时任务
    ├── stock_analyzer.py       # 综合分析
    ├── get_realtime_quote.py   # 实时行情
    ├── get_history_kline.py    # 历史K线
    ├── get_valuation.py        # 估值指标
    ├── get_fund_flow.py        # 资金流向
    ├── get_financial.py        # 财务数据
    ├── get_shareholders.py     # 股东信息
    └── get_dividend.py         # 分红数据

Reference Resources