// Comprehensive stock technical analysis system for fetching data, calculating indicators (KDJ, MACD, RSI, BOLL), generating visualizations and reports. Use when user asks about stock analysis, 股票分析, technical analysis, 技术分析, k-line, or stock scoring.
[HINT] Download the complete skill directory including SKILL.md and all related files
| name | stock-analysis |
| description | Comprehensive stock technical analysis system for fetching data, calculating indicators (KDJ, MACD, RSI, BOLL), generating visualizations and reports. Use when user asks about stock analysis, 股票分析, technical analysis, 技术分析, k-line, or stock scoring. |
Comprehensive stock technical analysis system that fetches stock data, calculates technical indicators, performs model-based scoring, generates visualizations, and produces Markdown analysis reports. Supports single stock analysis, multi-stock comparison, and technical indicator queries.
# Python 3.8+
python3 --version
# Install required packages
pip install akshare pandas numpy matplotlib plotly
# For faster technical indicators
pip install TA-Lib
# For professional K-line charts
pip install mplfinance
# For machine learning models
pip install scikit-learn
python3 -c "import akshare; print('AkShare:', akshare.__version__)"
python3 -c "import pandas; print('Pandas:', pandas.__version__)"
python3 -c "import mplfinance; print('mplfinance installed')"
分析一下贵州茅台 (600519) 最近 60 天的走势，并给出操作建议
对比分析 贵州茅台、五粮液、泸州老窖最近 90 天的表现
查看 600519 的 MACD 和 KDJ 当前状态是什么？
给 600547 山东黄金进行技术评分，并给出买入/持有/卖出建议
When user requests stock analysis:
Identify:
Use AkShare to fetch stock data:
import akshare as ak
# Fetch daily data
df = ak.stock_zh_a_hist(
symbol="600519", # Stock code
period="daily", # Daily data
start_date="20241201", # YYYYMMDD format
end_date="20260204", # YYYYMMDD format
adjust="qfq" # Forward-adjusted price
)
Use scripts in scripts/ directory to calculate comprehensive indicators:
Trend Indicators:
Oscillators:
Volume Indicators:
Momentum Indicators:
Custom Indicators:
Use scoring algorithm from scripts/scoring.py:
Score Components:
Trend Score (40% weight)
Momentum Score (30% weight)
Money Flow Score (20% weight)
Sentiment Score (10% weight)
Scoring Scale:
Create charts using scripts/visualize.py:
Chart Types:
Save charts to:
assets/charts/ directoryCreate Markdown report using template from examples/:
Report Sections:
stock_analysis_<code>_<date>.mdThe skill uses these context files:
# Stock Analysis Settings
## Default Period
60 days
## Indicator Preferences
# Primary indicators to show
## Scoring Weights
trend: 0.4
momentum: 0.3
money_flow: 0.2
sentiment: 0.1
## Chart Style
theme: light
width: 1200
height: 600
# User Preferences
## Favorite Stocks
# List frequently analyzed stocks
## Default Output Format
markdown
## Notification Threshold
score: 80 # Alert when score > 80
Trend Indicators (趋势指标):
Oscillators (震荡指标):
Volume Indicators (量能指标):
Momentum Indicators (动量指标):
Pattern Recognition (形态识别):
Fetch stock data from AkShare:
python3 scripts/fetch_data.py --code 600519 --period 60 --adjust qfq
Calculate all technical indicators:
python3 scripts/indicators.py --input data.csv --output indicators.csv
Calculate composite score:
python3 scripts/scoring.py --input indicators.csv
Generate charts:
python3 scripts/visualize.py --input data.csv --charts kline,macd,kdj --output charts/
# 股票分析报告
## 基本信息
- **股票代码:** 600519
- **股票名称:** 贵州茅台
- **分析日期:** 2026-02-04
- **分析周期:** 近 60 个交易日
- **当前价格:** 1780.50元
## 综合评分
| 维度 | 分数 | 权重 | 状态 | 等级 |
|------|------|------|------|------|
| 趋势 | 85/100 | 40% | 🟢 偏强 | 买入 |
| 动量 | 72/100 | 30% | 🟡 中性 | 观望 |
| 资金面 | 90/100 | 20% | 🟢 流入 | 买入 |
| 情绪 | 65/100 | 10% | 🟡 中性 | 观望 |
| **综合** | **79/100** | **-** | **🟡 持有** | **观望** |
## 技术指标分析
### 趋势指标
#### 移动平均线 (MA)
| MA | 价格 | 趋势 | 信号 |
|----|------|------|------|
| MA5 | 1785.30 | ↑ | 短期偏强 |
| MA10 | 1778.50 | ↑ | 短期偏强 |
| MA20 | 1765.20 | ↑ | 中期偏强 |
| MA60 | 1740.80 | ↑ | 中期偏强 |
**分析:** 呈多头排列，短期均线向上突破长期均线，趋势偏强。
#### MACD (12, 26, 9)
- **DIF:** 12.50
- **DEA:** 10.20
- **MACD:** 2.30
- **信号:** 🟢 金叉
**分析:** DIF上穿DEA形成金叉，偏多头信号。
#### 布林带 (BOLL 20, 2)
- **中轨:** 1768.50
- **上轨:** 1820.30
- **下轨:** 1716.70
- **当前价:** 1780.50
- **位置:** 🟡 接近上轨
**分析:** 股价在中轨和上轨之间，偏强势，但接近上轨需注意回调风险。
### 震荡指标
#### RSI (相对强弱指标)
| RSI6 | RSI12 | RSI24 | 状态 |
|------|-------|-------|------|
| 68 | 62 | 58 | 🟡 中性偏强 |
**分析:** RSI值在50-70之间，属于正常偏强区域，未进入超买。
#### KDJ (9, 3, 3)
- **K值:** 75
- **D值:** 70
- **J值:** 85
- **状态:** 🟢 偏强
**分析:** J值>80，短期动量较强，但需注意超买风险。
### 量能指标
#### 成交量 & 换手率
- **最近5日均量:** 5.2万手
- **今日成交量:** 6.8万手
- **换手率:** 0.68%
- **趋势:** 🟢 放量
**分析:** 今日放量上涨，资金关注度较高。
#### OBV (能量潮)
- **OBV趋势:** 🟢 上升
- **变化:** +120万
- **分析:** 资金持续流入。
## 操作建议
### 短期 (1-5天)
**建议:** 🟡 **观望**
- 技术指标偏强但接近短期高点
- 可等待回调至MA10附近择机介入
### 中期 (5-20天)
**建议:** 🟢 **逢低买入**
- 中期趋势向上
- 支撑位在MA20(1765元)附近
- 可在回调时分批建仓
### 长期 (20天以上)
**建议:** 🟢 **持有可能**
- 中长期趋势完好
- 基本面稳健
- 适合长期持有
## 风险提示
1. ⚠️ 近期涨幅较大，短期面临回调压力
2. ⚠️ RSI和KDJ显示短期超买风险
3. ⚠️ 接近布林带上轨，需注意阻力位
4. ⚠️ 关注成交量变化，缩量上涨需谨慎
## 关键点位
- **支撑位:** 1765元(MA20), 1740元(MA60)
- **阻力位:** 1820元(BOLL上轨), 1850元(前期高点)
- **止损位:** 1740元(MA60)
- **止盈位:** 1850元(前期高点)
## 图表
### K线图 + MA
### MACD
### KDJ
### RSI
### 布林带
---
*分析生成时间: 2026-02-04 21:30*
*数据来源: AkShare*
If API call fails:
1. Check network connection
2. Wait 3 seconds and retry
3. Try alternative data source if available
4. Inform user of the issue
If data has missing values:
1. Fill or interpolate missing data
2. Verify sufficient data for indicators (need at least 60 days)
3. Flag questionable data points
4. Proceed with available data
If indicator calculation fails:
1. Check input data format
2. Verify required parameters
3. Use fallback calculation method
4. Skip problematic indicator and continue
export AKSHARE_DEFAULT_PERIOD="60"
export AKSHARE_DEFAULT_ADJUST="qfq"
export AKSHARE_CHART_THEME="light"
export AKSAVE_CHARTS="true"
config.json in skill directory:
{
"default_period": 60,
"default_adjust": "qfq",
"chart_theme": "light",
"chart_width": 1200,
"chart_height": 600,
"save_charts": true,
"chart_dir": "assets/charts/"
}
Users can customize scoring weights:
weights = {
'trend': 0.5, # Increase trend weight
'momentum': 0.3,
'money_flow': 0.15, # Decrease money flow weight
'sentiment': 0.05 # Decrease sentiment weight
}
Compare multiple stocks side-by-side:
python3 scripts/compare.py --codes 600519,000858,000568 --period 60
Test trading strategies:
python3 scripts/backtest.py --code 600519 --strategy golden_cross --period 180
User: "分析一下 600547 山东黄金最近 60 天的走势"
Agent Process:
1. Fetch data: Get 600547 data for 60 days
2. Calculate indicators: MA, MACD, KDJ, RSI, BOLL, OBV, etc.
3. Calculate scores: Trend 85, Momentum 72, Money Flow 90, Sentiment 65
4. Generate charts: K-line, MACD, KDJ, RSI, BOLL
5. Create report: Comprehensive Markdown report
6. Output: Display summary and save report
Result:
- Comprehensive score: 79/100 (Hold)
- Short-term: Watch
- Medium-term: Buy on dips
- Long-term: Hold
User: "对比分析 贵州茅台、五粮液、泸州老窖"
Agent Process:
1. Fetch data for all 3 stocks
2. Calculate indicators and scores for each
3. Generate comparison table
4. Create comparison charts
5. Output comparison report
Result:
| 股票 | 综合评分 | 趋势 | 动量 | 资金 | 建议 |
|------|----------|------|------|------|------|
| 贵州茅台 | 79 | 85 | 72 | 90 | 🟡 观望 |
| 五粮液 | 72 | 78 | 65 | 68 | 🟡 观望 |
| 泸州老窖 | 85 | 88 | 82 | 85 | 🟢 买入 |
User: "600519 的 MACD 和 KDJ 是什么状态？"
Agent:
1. Fetch 600519 data
2. Calculate MACD and KDJ
3. Interpret signals
4. Provide concise analysis
Result:
- MACD: DIF(12.50) > DEA(10.20), 金叉信号 🟢
- KDJ: K(75) > D(70), J(85) > 80, 偏强 🟢
- 建议: 短期偏强，但需注意超买风险