Multica AI

Multica AI is an open-source platform that treats AI coding agents as active team members rather than passive tools. It integrates these agents directly into your project management workflow, allowing you to assign tasks to them just like you would to human colleagues. The platform supports popular coding assistants like Claude Code, Codex, Gemini CLI, and others, giving them profiles and letting them participate in issues, comments, and status updates alongside your human team.

The tool works by letting you create agents with specific instructions and attach reusable skills—packaged capabilities like 'deploy to staging' or 'write migration.' Once assigned a task from the project board, an agent autonomously moves it through a complete lifecycle: enqueue, claim, start, and complete or fail. You can watch its progress in real time via WebSocket streams. A unified dashboard shows all your compute runtimes, both local and cloud, with activity monitoring.

This approach is most useful for software teams that want to scale their development capacity by offloading repetitive coding tasks to AI. It helps compound team knowledge by turning one-off solutions into shared skills any agent can use. The open-source nature means teams can self-host the entire platform, avoid vendor lock-in, and customize it to fit their specific development stack and workflows.