gridctl: Gridctl aggregates tools from multiple MCP servers into a single gateway, allowing you to define your stack in YAML and apply it with one command. It supports various transports (Docker, SSH, stdio, etc.) and provides features like tool filtering, output format conversion, code mode, and skills registry. Designed for fast, ephemeral, and repeatable AI tool environments.; 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.
Rapid prototyping of AI tool stacks with multiple MCP servers
Building LLM applications that interact with custom tools and data sources