Even Anthropic research articles consistently demonstrate they themselves use one agent, and just tune the harness around it.

I ignore all Skills, MCPs, and view all of these as distractions that consume context, which leads to worse performance. It's better to observe what agent is doing, where it needs help and just throw a few bits of helpful, sometimes persistent context at it.

You can't observe what 20 agents are doing.