I measured MCP vs a CLI for agent search. The MCP used 17x more tokens per call.

This content compares token usage between SerpApi-MCP and a custom CLI for agent search, finding that MCP uses 17x more tokens per call. The CLI proved significantly more efficient, with near-zero standing token cost and far fewer tokens per search.