fastmcp: FastMCP is a standard framework for building Model Context Protocol (MCP) applications, which connect LLMs to tools and data. It simplifies the process by automatically generating schemas, validation, and documentation for tools, and managing transport negotiation and authentication for server connections. FastMCP offers a comprehensive solution for developing, deploying, and scaling MCP-powered systems.; shipyard-cli: The Shipyard CLI and MCP server enable you to manage ephemeral environments from your terminal or from your AI agent.
Building LLM applications that interact with custom tools and data sources
you need agent capabilities