Akshare Zh

What This Skill Does

The Akshare Zh skill, created by anyjohn, acts as a powerful bridge between your AI agent and the AKShare Python library. AKShare is a comprehensive open-source financial data interface designed for academic research and financial analysis. This skill allows your agent to fetch a vast array of real-time and historical financial datasets, including stocks, futures, options, bonds, foreign exchange, and cryptocurrency. By leveraging this tool, you can automate data extraction from various official financial exchanges, enabling your agent to perform complex market analysis, verify cross-platform financial data, and support sophisticated quantitative research without manually scraping web pages.

Installation

To begin using the Akshare Zh skill, you must first have the OpenClaw environment properly configured. Execute the following command in your terminal to install the skill:

clawhub install openclaw/skills/skills/anyjohn/akshare-zh

Prerequisites:

• Ensure you have Python 3.12 or higher installed on your system.
• Install the necessary dependencies via pip: pip install akshare pandas.
• You can verify the installation by running the command: python -c "import akshare; print(akshare.__version__)".

Use Cases

• Quantitative Research: Automatically pull historical futures data from major Chinese exchanges (CFFEX, DCE, SHFE) to backtest trading strategies.
• Market Surveillance: Track top 20 member position rankings across different commodity exchanges to identify shifts in big-money sentiment.
• Economic Analysis: Access macro-economic data and debt financing information from the National Association of Financial Market Institutional Investors.
• Portfolio Monitoring: Fetch real-time foreign exchange spot rates or bond market quotes to update your financial dashboards.
• Volatility Studies: Analyze historical option data and implied volatility from exchanges like the Guangzhou Futures Exchange to price derivative contracts.

Example Prompts

1. "Use Akshare to fetch the latest daily trading data for the CFFEX and summarize the current volume of major contracts."
2. "Can you retrieve the top 20 member position rankings for Dalian Commodity Exchange for the last three trading days and identify the biggest change in long positions?"
3. "Fetch the latest currency pair quotes for USD/CNY and provide a brief technical analysis based on the historical spot price data retrieved."

Tips & Limitations

• Dependency Maintenance: AKShare relies on scraping data from authoritative websites. Because financial websites frequently change their page structures, the library requires frequent updates. Keep your installation up to date to ensure functionality.
• Data Integrity: While AKShare aims to provide clean data, always verify key metrics using cross-validation techniques provided by the library, as primary sources may have inconsistencies.
• API Scope: Note that this skill is primarily intended for academic and research purposes. It is not designed for high-frequency low-latency production trading systems.
• Documentation: Always consult the official AKShare project documentation alongside this skill, as individual interface methods may be updated or deprecated in newer versions.