A developer has engineered an orchestrator-worker pattern to solve multi-session coordination challenges when using Claude Code across multiple repositories. This solution builds upon Claude Copilot, a framework providing persistent memory and task management. The core problem addressed is managing parallel development across diverse repos like backend, frontend, and infrastructure without losing context or causing conflicts.

The system utilizes a Makefile-based approach with strict role boundaries: an orchestrator manages status and task assignment without executing code, while isolated worker agents perform actual coding tasks within dedicated git worktrees. This design prevents branch switching conflicts and ensures clean handoffs. The workflow involves the orchestrator tracking progress and updating external tools like Notion, while workers execute specific feature branches.

This approach offers a robust method for developers managing complex, multi-repo projects, enhancing productivity by maintaining strict separation of concerns and utilizing git flow standards. The solution is available as a fork of Claude Copilot.