MCPInstall

akshare

Chinese financial data access using AkShare library. Fetch real-time and historical data for A-shares, Hong Kong stocks, US stocks, futures, funds, and macroeconomic indicators. Use when user requests Chinese market data, stock prices, market analysis, or financial information from Chinese exchanges. Supports stock quotes, historical data, futures market data, fund information, macroeconomic indicators, and real-time market updates.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/succ985/openclaw-akshare-skill --skill akshare
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads akshare automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

AkShare - Chinese Financial Data

Overview

AkShare is a free, open-source Python library for accessing Chinese financial market data. This skill provides guidance for fetching data from Chinese exchanges including Shanghai Stock Exchange, Shenzhen Stock Exchange, Hong Kong Exchange, and more.

Quick Start

Install AkShare:

pip install akshare

Basic stock quote:

import akshare as ak
df = ak.stock_zh_a_spot_em()  # Real-time A-share data

Stock Data

A-Shares (A股)

Real-time quotes:

# All A-shares real-time data
df = ak.stock_zh_a_spot_em()

# Single stock real-time quote
df = ak.stock_zh_a_spot()

Historical data:

# Historical daily data
df = ak.stock_zh_a_hist(symbol="000001", period="daily", start_date="20240101", end_date="20241231", adjust="qfq")

Stock list:

# Get all A-share stock list
df = ak.stock_info_a_code_name()

Hong Kong Stocks (港股)

Real-time quotes:

df = ak.stock_hk_spot_em()

Historical data:

df = ak.stock_hk_hist(symbol="00700", period="daily", adjust="qfq")

US Stocks (美股)

Real-time data:

df = ak.stock_us_spot_em()

Futures Data (期货)

Real-time futures:

# Commodity futures
df = ak.futures_zh_spot()

Historical futures:

df = ak.futures_zh_hist_sina(symbol="IF0")

Fund Data (基金)

Fund list:

df = ak.fund_open_fund_info_em()

Fund historical data:

df = ak.fund_open_fund_info_em(fund="000001", indicator="单位净值走势")

Macroeconomic Indicators (宏观)

GDP data:

df = ak.macro_china_gdp()

CPI data:

df = ak.macro_china_cpi()

PMI data:

df = ak.macro_china_pmi()

Common Parameters

Period (周期):

  • daily - 日线
  • weekly - 周线
  • monthly - 月线

Adjustment (复权):

  • qfq - 前复权
  • hfq - 后复权
  • "" - 不复权

Tips

  1. Data caching: AkShare doesn't cache data, implement your own caching if needed
  2. Rate limiting: Be mindful of request frequency to avoid being blocked
  3. Data format: Returns pandas DataFrame, can be easily processed
  4. Error handling: Network errors may occur, implement retry logic

References

For complete API documentation and advanced usage, see:

  • references/akshare_api.md - Detailed API reference
  • references/common_functions.md - Commonly used functions
  • https://akshare.akfamily.xyz/ - Official documentation

FAQ

What does the akshare skill do?

Chinese financial data access using AkShare library. Fetch real-time and historical data for A-shares, Hong Kong stocks, US stocks, futures, funds, and macroeconomic indicators. Use when user requests Chinese market data, stock prices, market analysis, or financial information from Chinese exchanges. Supports stock quotes, historical data, futures market data, fund information, macroeconomic indicators, and real-time market updates.

How do I install akshare?

Run npx skills add https://github.com/succ985/openclaw-akshare-skill --skill akshare in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/akshare/ (personal) or .claude/skills/akshare/ (project).

Which AI agents can use akshare?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is akshare safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains akshare?

It is published by succ985 in succ985/openclaw-akshare-skill. It has 1,810 recorded installs.

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