Just

Just-mcp acts as a bridge, connecting the familiar 'justfile' task runner with AI coding agents via the Model Context Protocol (MCP). By exposing justfile tasks as dynamically discoverable MCP tools, it empowers AI assistants to seamlessly integrate into existing project development workflows. This allows AI to intelligently explore, understand, and execute common automation tasks, from deployment to testing, just as a human developer would.