I Tried an AI Coding Tool Built Like a Delivery Team (Routa)

Ruda is an open-source, local-first AI coding tool that replaces the typical chat-based workflow with a Kanban-style delivery pipeline. Instead of managing AI through long conversation threads, tasks move through structured stages — backlog, development, review, and testing — with different agents handling each phase. It supports MCP and ACP protocols, connects to any AI API (the author used Claude/Anthropic), and can be self-hosted via Docker. Compared to chat-first tools like Cursor or Claude Code, Ruda's center of gravity is the task moving through a delivery system rather than the prompt. It's positioned between simple chat assistants and flexible-but-complex agent frameworks like CrewAI or LangGraph, offering structure without requiring you to build the workflow yourself. The tradeoff is a learning curve and a less polished UI than commercial tools.