Direct Protocols Trump Wrapped CLIs: The Real Performance Cost of Abstraction

This benchmark reveals the true cost of protocol abstraction in automation workflows. Wrapping an MCP server as a CLI trades measurable performance for broad compatibility; MCP-aware agents like Claude Code and Cursor see direct protocol benefits in token efficiency and latency, while non-MCP systems justify the CLI overhead. The finding challenges the assumption that universal CLI wrappers always add value.