dFlow
API, CLI, and Admin Reference

CLI overview

No first-party dFlow customer CLI today: use the dashboard, SSH on Worker Nodes, and MCP for agents.

dFlow does not ship a separate first-party command-line client (for example a dflow binary) for customers to manage Applications, Services, or billing. Day-to-day control happens in app.dflow.sh.

What operators use instead

NeedTypical approach
Control plane (orgs, apps, deploys)Web UI; server-side logic uses Server Actions and tRPC (see API overview).
Worker Node operationsSSH to the node; Dokku and host tools where installed (Worker Nodes and Compute).
AI agentsdFlow for Agents and dFlow MCP.
Logs and debuggingDashboard Logs and troubleshooting guides.

Monorepo developer CLIs

Contributors use pnpm scripts (for example pnpm dlx ultracite, app dev servers, and package filters). That tooling is for repository development, not for production customer operations.

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