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Akshare

  • 1.7k installs
  • 9 repo stars
  • Updated February 8, 2026
  • succ985/openclaw-akshare-skill

akshare is an agent skill for Chinese financial data access using AkShare library. Fetch real-time and historical data for A-shares, Hong Kong stocks,

About

The akshare skill 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. It covers data caching : AkShare doesn't cache data, implement your own caching if needed. Key workflows include rate limiting : Be mindful of request frequency to avoid being blocked. 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. Developers invoke akshare when the task matches the triggers and reference files in SKILL.md for grounded, stepwise execution.

  • Data caching : AkShare doesn't cache data, implement your own caching if needed
  • Rate limiting : Be mindful of request frequency to avoid being blocked
  • Data format : Returns pandas DataFrame, can be easily processed
  • Error handling : Network errors may occur, implement retry logic
  • references/akshare_api.md references/akshare_api.md - Detailed API reference

Akshare by the numbers

  • 1,733 all-time installs (skills.sh)
  • +12 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Ranked #288 of 4,347 Backend & APIs skills by installs in the Skillselion catalog
  • Security screen: LOW risk (skills.sh audit)
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
At a glance

akshare capabilities & compatibility

Capabilities
data caching : akshare doesn't cache data, imple · rate limiting : be mindful of request frequency · data format : returns pandas dataframe, can be e · error handling : network errors may occur, imple · references/akshare_api.md references/akshare_api
Use cases
documentation
npx skills add https://github.com/succ985/openclaw-akshare-skill --skill akshare

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Listed on Skillselion
Installs1.7k
repo stars9
Security audit3 / 3 scanners passed
Last updatedFebruary 8, 2026
Repositorysucc985/openclaw-akshare-skill

What problem does akshare solve for developers using the documented workflows?

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

Who is it for?

Developers working with akshare patterns described in the skill documentation.

Skip if: Skip when docs are empty or the task is outside the skill documented scope.

When should I use this skill?

Use when 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. Us

What you get

Actionable akshare guidance grounded in SKILL.md workflows and reference files.

  • AkShare Python query patterns
  • Chinese market datasets for stocks, futures, funds, or macro indicators

Files

SKILL.mdMarkdownGitHub ↗

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

Related skills

How it compares

Pick akshare over generic financial MCP skills when the data source is Chinese exchanges and the implementation stack is Python with the AkShare library.

FAQ

Who is akshare for?

Developers and software engineers working with akshare patterns described in the skill documentation.

When should I use akshare?

When 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. Us.

Is akshare safe to install?

Review the Security Audits panel on this page before installing in production.

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