akshare

Fetch historical and real-time financial data from public sources.

Updated May 25, 2026

Search Tags:#financial data #market analysis #financial analysis #data aggregation #stock market

Ready to run

npx skills add https://github.com/NigarumOvum/AutoTrading --skill akshare-nigarumovum

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: akshare
Source: https://github.com/NigarumOvum/AutoTrading/tree/main/Vibe-Trading/agent/src/skills/akshare
Command: npx skills add https://github.com/NigarumOvum/AutoTrading --skill akshare-nigarumovum

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires akshare, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides quick and easy access to a wide range of financial data from various sources, simplifying market analysis and investment research.

Core Features & Use Cases

Financial Data Aggregation: Offers a vast selection of financial data from multiple sources.
Use Case: Users can easily fetch historical stock prices, real-time quotes, and macroeconomic indicators with just a few lines of code.

Quick Start

Import the akshare library and use the ak.stock_zh_a_hist() function to fetch historical data for a specific A-share stock.

Frequently Asked Questions about akshare

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I fetch historical stock prices for A-shares without needing an API key?▼

You can fetch historical stock prices for A-shares without an API key by importing the akshare library and calling the ak.stock_zh_a_hist() function. This provides quick access to historical data from public sources like Sina and East Money.

What financial data markets are supported by akshare for market analysis?▼

Akshare supports market analysis across A-shares, US, HK, futures, macro, and forex markets. It aggregates a vast repository of financial data from various public sources to simplify investment research.

Can I use akshare to pull real-time quotes and macroeconomic indicators?▼

Yes, you can use akshare to pull real-time quotes and macroeconomic indicators. It fetches real-time financial data from public sources, allowing you to access a wide range of market data with just a few lines of code.

Does akshare work for accessing forex and futures market data from public sources?▼

Akshare works for accessing forex and futures market data from public sources. It is designed to fetch historical and real-time financial data across multiple asset classes without requiring API keys.

What is the best way to access East Money and Sina financial data for analysis?▼

The best way to access East Money and Sina financial data is using akshare to aggregate the information. It seamlessly retrieves data from these public sources, making it ideal for investors and analysts conducting market analysis.