mcpc: mcpc is a universal CLI for the Model Context Protocol (MCP) that maps MCP operations to intuitive commands for interactive shell use, scripts, and AI coding agents. It supports persistent sessions, code mode with JSON output, and secure authentication. It works with any MCP server over Streamable HTTP or stdio.; 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.
Inspecting MCP servers and debugging
Building LLM applications that interact with custom tools and data sources