magic

Why we included this project

This is a serious attempt to build an agent platform for organizations rather than a single chat assistant. It bundles a generalist agent, a workflow engine, messaging integration, and an office collaboration layer, so teams can run actual day-to-day work on it. What stood out to us for production use are the controls: per-user, per-department, and per-agent budget caps, a sandboxed environment for running agents, and an approval step for risky actions like deleting files or sending emails. It also turns agent output into finished documents (dashboards, PPTs, reports, Excel files) instead of leaving everything as plain text. Teams should know it aims to serve both solo operators running a one-person AI-heavy workflow and larger organizations that need shared projects and cost accountability, and it claims compatibility with Anthropic Skills and the OpenClaw Skills ecosystem.