
HarnessTax: How Much Does the Harness Matter for Coding Agents?
We tested 21 coding agent model–harness combinations across Claude Code, Codex CLI, and Pi to understand how harness choice affects performance and cost. The results show that harness choice can significantly impact cost, even when task success rates are similar.











