Just

Just-mcp is a production-ready Model Context Protocol (MCP) server that seamlessly integrates with the Just command runner, allowing AI assistants and agents to discover, execute, and introspect Justfile recipes through a secure and structured protocol. It enables safer, more transparent, and context-efficient recipe execution by LLMs, while reducing the risks of shell access and simplifying command management for both AI and developers. Ideal for agents, LLM-based developer tools, and workflows that need robust and low-overhead command orchestration.