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개요
short-term-stock-picker is a designed for (Chinese stock market / 沪深股市 / A股). Also known as / Related Searches: , , , , , , , , , , , , , , , , , , . This tool identifies with high momentum by combining: - - Stocks with recent limit-up days in past 20 trading sessions - - MA5/10/20 alignment, golden cross patterns, volume analysis - - Fund flow estimation based on volume and price action - - Multi-dimensional scoring system - : Combines limit-up history, technical indicators, and capital flow - : MA alignment, golden cross, volume analysis - : Uses AKShare open data source - : Multi-dimensional scoring system for ranking - : Shanghai Main Board, Shenzhen, GEM (创业板), STAR (科创板) - MA Bullish Alignment: 20 points - Volume Surge (>1.5x): 15 points - Volume Surge (>1.2x): 10 points - Price-Volume Combo: 10 points - Turnover Stability: 5 points - Python 3.7+ - akshare >= 1.18 - pandas This tool is for . Stock trading involves substantial risk.
README
Short-Term Stock Picker (短线强势股筛选工具)
English
Overview
short-term-stock-picker is a professional quantitative stock screening tool designed for A-share market (Chinese stock market / 沪深股市 / A股).
Also known as / Related Searches: 股票分析skill, 股票数据源skill, A股选股skill, 量化投资skill, 短线交易skill, 强势股筛选skill, 涨停板分析skill, 技术面选股skill, 均线策略skill, 量化选股skill, 股票筛选skill工具, A股数据skill, 短线选股器, 强势股筛选工具, 量化选股, 涨停板选股, 技术面选股, 短线交易策略, A股打板工具.
What It Does
This tool identifies short-term strong stocks (短线强势股) with high momentum by combining:
- Limit-up history analysis (涨停基因分析) - Stocks with recent limit-up days in past 20 trading sessions
- Technical analysis (技术面分析) - MA5/10/20 alignment, golden cross patterns, volume analysis
- Capital flow estimation (资金流向估算) - Fund flow estimation based on volume and price action
- Trend health assessment (趋势健康度) - Multi-dimensional scoring system
Features
- Multi-Factor Screening: Combines limit-up history, technical indicators, and capital flow
- Technical Analysis: MA alignment, golden cross, volume analysis
- No API Token Required: Uses AKShare open data source
- Comprehensive Scoring: Multi-dimensional scoring system for ranking
- Cross-Board Support: Shanghai Main Board, Shenzhen, GEM (创业板), STAR (科创板)
Screening Criteria
| Criterion | Threshold | Description |
|---|---|---|
| Market Cap | ≤ 150亿 | Circulating market cap limit |
| Limit-Up | ≥ 1次 | At least 1 limit-up in 20 days |
| MA Alignment | 100% | Price above MA5, MA10, MA20 |
| MA Pattern | 多头 | MA5 > MA10 > MA20 |
| Turnover Rate | 0.5-10% | Reasonable range |
| Volume Ratio | > 1.0 | Recent 5-day vs previous 5-day |
Scoring System
Total Score = Limit-Up Count × 20 + Technical Score + Volume Ratio × 5
Technical Score Components:
- MA Bullish Alignment: 20 points
- Volume Surge (>1.5x): 15 points
- Volume Surge (>1.2x): 10 points
- Price-Volume Combo: 10 points
- Turnover Stability: 5 points
Supported AKShare APIs
Limit-Up Pool APIs:
| API | Description |
|---|---|
stock_zt_pool_em() |
Limit-up pool (涨停股池) |
stock_zt_pool_previous_em() |
Previous day limit-up pool |
stock_dt_pool_em() |
Limit-down pool (跌停股池) |
Historical Data APIs:
| API | Description |
|---|---|
stock_zh_a_daily() |
Sina Finance historical data |
stock_zh_a_hist() |
East Money historical data |
stock_zh_a_hist_tx() |
Tencent historical data |
Installation
git clone https://github.com/online0001/skills.git
cd skills/short-term-stock-picker
pip install akshare pandas
python3 scripts/pick_stocks.py
Output Fields
| Field | Description |
|---|---|
| 代码 | Stock code |
| 名称 | Stock name |
| 涨停次数(近20日) | Limit-up count in past 20 days |
| 流通市值(亿) | Circulating market cap (100M CNY) |
| 最新价 | Latest price |
| MA5/MA10/MA20 | Moving averages |
| 换手率 | Turnover rate (%) |
| 量比(近5日) | Volume ratio (5-day) |
| 综合评分 | Total score |
Requirements
- Python 3.7+
- akshare >= 1.18
- pandas
Disclaimer
This tool is for educational and research purposes only. Stock trading involves substantial risk. Please make investment decisions responsibly.
中文
简介
short-term-stock-picker（短线强势股筛选工具）是一款面向 A股市场 的 专业量化选股工具，支持：
- 股票分析skill、股票数据源skill、A股选股skill、量化投资skill
- 短线交易skill、强势股筛选skill、涨停板分析skill、技术面选股skill
- 均线策略skill、量化选股skill、股票筛选skill工具、A股数据skill
- 短线选股、强势股筛选、涨停板选股、技术面选股
- 量化交易策略、A股打板分析、资金流向研究
- 均线系统分析、量价配合分析、趋势健康度评估
本工具基于 AKShare 开源金融数据接口，无需API Token，一键运行即可筛选出具备短线强势特征的股票。
功能特点
- 接口完整：基于AKShare 98+数据接口构建
- 调用简便：一行命令即可运行，无需复杂配置
- 参数灵活：可调整市值、换手率、均线参数
- 错误处理：内置异常处理机制，确保程序稳定运行
- 文档详细：SKILL.md + README双文档说明
筛选条件
| 条件 | 阈值 | 说明 |
|---|---|---|
| 市值 | ≤ 150亿 | 流通市值过滤 |
| 涨停基因 | ≥ 1次 | 近20个交易日有涨停 |
| 均线站稳 | 100% | 股价站稳MA5/MA10/MA20 |
| 均线多头 | 多头 | MA5 > MA10 > MA20 |
| 换手率 | 0.5-10% | 合理区间 |
| 成交量 | > 1.0倍 | 近5日均量 > 前5日均量 |
评分体系详解
综合评分 = 涨停次数×20 + 技术评分 + 量比×5
技术评分组成：
- 均线多头排列：20分
- 成交量明显放量(>1.5倍)：15分
- 成交量温和放量(>1.2倍)：10分
- 量价配合：10分
- 换手率稳定：5分
量比说明：
- 量比 > 1.5：明显放量
- 量比 > 1.2：温和放量
- 量比 > 1.0：略有放量
适用场景
- 短线选股 - 筛选短期强势股
- 强势股筛选 - 识别市场领先者
- 涨停板策略 - 追涨停板分析
- 技术面选股 - MA金叉、均线多头
- 量化投资研究 - 量化策略回测
- A股打板 - 涨停板打板策略
- 股票池管理 - 构建自选股池
- 热点板块追踪 - 热门题材分析
- 资金流向研究 - 主力资金动向
支持的AKShare接口
涨停板行情接口：
| 接口 | 说明 |
|---|---|
stock_zt_pool_em() |
涨停股池 |
stock_zt_pool_previous_em() |
昨日涨停股池 |
stock_dt_pool_em() |
跌停股池 |
历史行情接口：
| 接口 | 说明 |
|---|---|
stock_zh_a_daily() |
新浪财经历史行情 |
stock_zh_a_hist() |
东方财富历史行情 |
stock_zh_a_hist_tx() |
腾讯历史行情 |
安装使用
# 克隆仓库
git clone https://github.com/online0001/skills.git
cd skills/short-term-stock-picker
# 安装依赖
pip install akshare pandas
# 运行选股
python3 scripts/pick_stocks.py
输出结果
结果保存至 result.csv，包含以下字段：
| 字段 | 说明 |
|---|---|
| 代码 | 6位股票代码 |
| 名称 | 股票名称 |
| 涨停次数(近20日) | 近20个交易日涨停次数 |
| 流通市值(亿) | 流通市值（亿元） |
| 最新价 | 最新成交价 |
| MA5/MA10/MA20 | 5/10/20日均线价格 |
| 换手率 | 日均换手率(%) |
| 量比(近5日) | 成交量放大比例 |
| 综合评分 | 综合实力得分 |
| 板块 | 上交所/深交所/创业板/科创板 |
| 所属行业 | 申万行业分类 |
项目结构
short-term-stock-picker/
├── SKILL.md # OpenClaw Skill 元数据
├── README.md # 项目说明文档
├── LICENSE # MIT开源协议
├── scripts/
│ └── pick_stocks.py # 选股脚本（核心）
├── references/ # 参考资料目录
└── result.csv # 筛选结果（运行后生成）
技术栈
- Python 3.7+ - 编程语言
- AKShare - 金融数据接口
- Pandas - 数据处理分析
依赖环境
akshare >= 1.18
pandas
python >= 3.7
免责声明
本工具仅供教育学习和研究参考使用。股票投资存在较大风险，过往业绩不代表未来表现。量化筛选结果仅供参考，不构成投资建议。请理性投资，盈亏自负。
Made with ❤️ for A-share investors | 专为A股投资者打造
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