Ponytail Skill Cuts Claude Code Costs 10% But Not the Advertised 54%
Original titlePonytail Skill for Claude Code: Does It Really Cut Agent Code by 54%?
AISummary
JetBrains tested the ponytail skill for Claude Code across 80 paired tasks and found a median 10.3% cost reduction, with p=0.004. Code written fell about 15% median versus the advertised 54%, reaching 31% on larger builds and little on already-lean tasks. No quality difference was detected, and the skill only self-activated when its ruleset was injected by a plugin hook.
AIWhy it matters
The benchmark separates advertised savings from measured results and shows the code cut depends on how much the baseline agent over-builds.
Source: JetBrains AI Blog · blog.jetbrains.com