菜单
AKShare financial data aggregator (18k+ stars). Free, no API key. Covers A-shares, US, HK, futures, macro, forex. Last-resort fallback in the A-share chain (8th of 8) — prefer mootdx/eastmoney/tencent/baidu for OHLCV.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/SZWzz/AStockPursue --skill akshare命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
Professional finance research toolkit — backtesting (7 engines + benchmark comparison panel), factor analysis, Alpha Zoo (452 pre-built alphas across qlib158/alpha101/gtja191/academic), options pricing, 75 finance skills, 29 multi-agent swarm teams, Trade Journal analyzer, and Shadow Account (extract → backtest → render) across 6 data sources (tushare, yfinance, okx, akshare, ccxt, futu).
Harmonic Patterns signal engine. Identifies XABCD five-point structures such as Gartley/Bat/Butterfly/Crab based on Fibonacci geometry, and generates trading signals in the PRZ (Potential Reversal Zone).
Write signal_engine.py for portfolios spanning multiple markets (A-shares + crypto, equity + forex, etc.)
基于 SOC 职业分类
正在显示 SKILL.md
| name | akshare |
| category | data-source |
| description | AKShare financial data aggregator (18k+ stars). Free, no API key. Covers A-shares, US, HK, futures, macro, forex. Last-resort fallback in the A-share chain (8th of 8) — prefer mootdx/eastmoney/tencent/baidu for OHLCV. |
AKShare is a completely free, open-source Python financial data library. No registration or API key required. It aggregates data from public sources (Sina, East Money, etc.) covering Chinese and global markets.
pip install akshareimport akshare as ak
# A-share daily OHLCV (前复权)
df = ak.stock_zh_a_hist(symbol="000001", period="daily",
start_date="20240101", end_date="20260101", adjust="qfq")
# US stock daily
df = ak.stock_us_hist(symbol="105.AAPL", period="daily",
start_date="20240101", end_date="20260101", adjust="qfq")
# HK stock daily
df = ak.stock_hk_hist(symbol="00700", period="daily",
start_date="20240101", end_date="20260101", adjust="qfq")
| Function | Description | Key Params |
|---|---|---|
stock_zh_a_hist() | A-share OHLCV | symbol, period, start_date, end_date, adjust |
stock_zh_a_spot_em() | Real-time A-share quotes | (none) |
stock_individual_info_em() | Stock basic info | symbol |
stock_zh_a_hist_min_em() | Intraday bars | symbol, period(1/5/15/30/60) |
| Function | Description | Key Params |
|---|---|---|
stock_us_hist() | US stock OHLCV | symbol (e.g. "105.AAPL"), period, start_date, end_date |
stock_hk_hist() | HK stock OHLCV | symbol (e.g. "00700"), period, start_date, end_date |
| Function | Description |
|---|---|
macro_china_gdp() | China GDP data |
macro_china_cpi() | China CPI data |
futures_main_sina() | Futures main contract quotes |
currency_boc_sina() | BOC forex rates |
AKShare returns Chinese column names by default:
| Chinese | English | Description |
|---|---|---|
| 日期 | date | Trade date |
| 开盘 | open | Open price |
| 最高 | high | High price |
| 最低 | low | Low price |
| 收盘 | close | Close price |
| 成交量 | volume | Volume |
| 成交额 | amount | Turnover |
| 涨跌幅 | pct_change | % change |
| 换手率 | turnover_rate | Turnover rate |
YYYYMMDD string (e.g. "20240101")日期 column as string, convert with pd.to_datetime()"000001" (no .SZ suffix)"105.AAPL" (NASDAQ prefix 105), "106.BABA" (NYSE prefix 106)"00700" (5-digit zero-padded)The project has a built-in AKShare DataLoader at backtest/loaders/akshare_loader.py. When backtesting, the runner automatically falls back to AKShare when tushare/yfinance are unavailable.
For less common interfaces, see the references/ subdirectory or the official docs at https://akshare.akfamily.xyz/