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.; mxcp: MXCP is a complete methodology for building production-ready MCP servers with enterprise security, data quality, and comprehensive testing. It enables developers to define services with data contracts, implement them in SQL or Python, and enforce security policies with audit trails and drift detection.
Building LLM applications that interact with custom tools and data sources
Build AI-powered data query tools with SQL and Python