The local FastAPI operations dashboard — a workflow runner with per-feature scope, persisted run history, workflow chaining, and live SSE log streaming
Comparison
The ops dashboard is one of three front doors to attune's workflows:
| ops-dashboard | mcp-server | CLI | |
|---|---|---|---|
| Surface | Local web UI (HTTP) | MCP tools (stdio) | attune workflow run |
| Strength | Scope picker, run history, chaining, live SSE | In-conversation tool calls | Scriptable one-shots |
| Entry | attune ops |
python -m attune.mcp.server |
attune workflow run <slug> |
It is the browser front door; the MCP server is the conversational one; the CLI is the terminal one. The dashboard renders cost, telemetry, and help data those other features own.