At scale (20+ tools), description verbosity costs roughly 4x more context tokens than extra parameters, making description trimming the highest-leverage optimization for large MCP servers.
The experiment provides concrete token-count measurements showing that schema design and output pruning — not model choice — are the dominant levers for reducing MCP call costs, with output pruning alone responsible for 35–40% of total token overhead.