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2026-05-057 min
What an agentic AI dashboard actually looks like in 2026
The most common question we get is "why do I need a dashboard at all?" Here is the honest answer: you do not, until you run more than two agents in parallel and want to know what they did.
agentic AI dashboard,multi-agent dashboard,AI agents 2026
The single-pane fallacy
- Cursor, Devin, and Claude Desktop all default to one pane
- Why one pane fails the second you broadcast a goal
- The shape of a real multi-agent dashboard
What goes in the audit log
- JSONL events: prompt, tool_call, tool_result, text, done
- Why CSV exports lose the structure
- How brocco renders the same JSONL into a live timeline
Tool registries vs walled gardens
- Zapier-style: pre-built integrations, no custom logic
- Brocco-style: 13 built-in tools + a Python factory you can wire in 30 lines
Try it for yourself
Run the workflow in this article inside /app. Demo mode runs without a key; bring your Anthropic key for live Claude calls.
