Alpaca has introduced the MCP Server, designed to integrate AI into trading workflows by enabling users to research, analyze, and execute trades through natural language interfaces and coding tools such as ChatGPT and VSCode. This tool aims to simplify programmatic trading by providing a unified interface for multiple asset classes, including US equities, options, and cryptocurrencies, thereby reducing the need for juggling various APIs and custom integrations. The MCP Server acts as a bridge, allowing AI agents structured access to market data and trading actions, facilitating streamlined decision-making and efficient trade execution. Accessible across multiple devices, it caters to both novice and experienced traders by allowing them to start with natural language prompts and advance into coding as needed. Users are encouraged to link their Alpaca API keys correctly and review trades for accuracy, with additional learning resources and tutorials available to optimize their experience. Though the system offers significant potential, users are reminded of the inherent risks involved in trading, particularly with options and cryptocurrencies, and are advised to conduct due diligence before making investment decisions.