When writing agentic apps (apps which embed an agent for semantic work), exposing the same tools which are injected into the agents as an MCP allows for practically the same functionality to be debugged and run in a normal agentic harness.

Good for both development and cost reduction, as the agentic harnesses often allow for much greater amount of token usage per subscription, as opposed to API key which always is per volume.