Frequently Asked Questions
Frequently Asked Questions
Common questions about the workshop, what to expect, and how to prepare.
What does MCP orchestration actually look like in practice? +
In this workshop, MCP orchestration means each agent exposes a typed MCP interface defining what inputs it accepts and what outputs it produces. An orchestrator agent dispatches tasks to specialized agents through MCP, passing precisely structured context rather than unformatted text. Responses come back with typed schemas that the orchestrator validates before passing to the next agent. This structured flow is what makes the system debuggable and reliable.
What is the difference between MCP server and MCP client in agent orchestration? +
In MCP orchestration, each specialized agent typically acts as an MCP server — it exposes tools and resources that other agents can invoke. The orchestrating agent acts as an MCP client — it discovers available tools from each agent server and invokes them with structured parameters. The workshop covers both sides of the MCP interface and how they work together in a production multi-agent system.
How does MCP handle errors in agent orchestration? +
MCP includes structured error handling that the workshop covers in detail. When an agent encounters an error, it returns a typed error response rather than an unstructured failure message. The orchestrator can inspect the error type, apply fallback logic, or escalate to a human reviewer depending on the error severity. This structured error handling prevents silent failures from propagating through the agent system.
Can I use MCP to orchestrate agents that use different LLM providers? +
Yes. MCP is model-agnostic — an MCP server can use any LLM backend (OpenAI, Anthropic, open source models) as long as it exposes the MCP interface correctly. This is one of MCP's key advantages for agent orchestration: it decouples the orchestration layer from the model layer, letting you mix different providers for different agents based on their specific requirements.
How many agents can MCP orchestrate reliably? +
MCP orchestration scales to many agents, but the practical limit is determined by your context management strategy rather than the protocol itself. With the context engineering patterns from this workshop — explicit context boundaries, per-agent semantic blueprints, and the Glass-Box observability layer — you can orchestrate complex multi-agent systems with many specialized agents while maintaining reliability and debuggability.
Is MCP orchestration production-ready in 2026? +
Yes. MCP has matured significantly in 2026 and is being used in production multi-agent systems. The workshop covers production-ready MCP patterns including error handling, context management, monitoring, and deployment considerations. Denis Rothman uses MCP in production examples throughout the session.
