Designs and evaluates agent-facing CLI tools, code-execution adapters, MCP servers, and hybrid code-over-MCP interfaces using context, composability, state, security, and portability trade-offs. Use when reducing MCP tool sprawl, wrapping APIs for agents, choosing CLI versus MCP, or benchmarking an agent tool interface.
