Akshare Skill

What This Skill Does

The Akshare Skill is a powerful Python-based tool integrated into the OpenClaw agent ecosystem, allowing users to tap into a vast repository of financial data. Developed by anyjohn, this skill acts as a bridge between the extensive AKShare library and the OpenClaw AI agent. It is designed to fetch, process, and analyze fundamental, historical, and real-time data across various financial instruments including stocks, futures, options, bonds, and cryptocurrencies. By leveraging this skill, you can automate complex financial data retrieval tasks that typically require manually scraping or navigating disparate financial portals.

Installation

To integrate the Akshare Skill into your OpenClaw environment, ensure you have Python 3.12 or higher installed. Use the following command in your terminal:

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

Additionally, ensure that the necessary dependencies are present in your environment:

pip install akshare pandas

Use Cases

• Quantitative Research: Use this skill to pull historical price data for futures or options to perform backtesting on trading strategies.
• Market Analysis: Stay informed about the current market climate by fetching daily trade reports from major exchanges like the Dalian Commodity Exchange (DCE) or the Shanghai Futures Exchange (SHFE).
• Risk Management: Monitor market volatility and internal holding data of large institutions to gauge market sentiment.
• Data Aggregation: Automate the collection of macroeconomic indicators or bond market quotes for automated report generation.

Example Prompts

1. "Use the Akshare skill to retrieve the latest daily trading data for the Dalian Commodity Exchange and summarize the top 3 commodities by volume."
2. "Get the historical option price data for the last 30 days from the Zhengzhou Commodity Exchange using the option_hist_czce function."
3. "Can you fetch the current foreign exchange spot quotes and compare them with the average from last week?"

Tips & Limitations

• Frequency of Updates: AKShare relies on web scraping techniques from third-party sites. Because financial websites frequently change their layouts, ensure you update this skill regularly to prevent breakage. Always monitor the project's documentation for breaking changes.
• Academic Focus: This tool is primarily built for academic research. Use it to gain insights, but always perform your own verification before making high-stakes financial decisions.
• Performance: Depending on the size of the data request, some calls may take time to process. Be patient with large historical data sets. Always cross-validate findings using multiple data sources within the library to ensure scientific accuracy.