ponytail

Ponytail is a skill (skill) package that only prints the code required by the task to AI coding agents. In the README Claude Code comparison (39 missions, 5 runs per mission) the code is reported to have reduced time by 53%, cost by 41%, cost by 26% and token usage by 45%, surpassing all 30 runs in six security missions. It rules not to interrupt verification, error management, security, and accessibility code; it also offers modification and repository review with ⁇ /ponytail-review ⁇ and ⁇ /ponytail-audit ⁇ commands.

PO

DietrichGebert · AI / LLM / RAG

STARS181.0K
FORKS9.9K
COMMITS222
CONTRIBUTORS63
VERSIONv4.9.0
UPDATED2 days ago
JavaScriptAIKod OptimizasyonuAgent SkillMIT

Common commercial products in this category: ChatGPT, Claude, Gemini

What can it do?
  • You can prevent an AI agent from installing unnecessary components during the mission.
  • You can reduce token cost and times by reducing the number of code lines.
  • You can get shorter and more functional outputs without compromising security audits.
User reviews
  • • NeutralHacker News

    Ponytail – make your AI agent think like the laziest senior dev in the room

    “My thoughts exactly. The whole thing is essentially just these rules, and a metric ton of boilerplate for specific plugin systems. My own personal ponytail says this could just be this in a code block of a README”

  • ↓ NegativeHacker News

    Ponytail: Lazy Senior Engineer Skill

    “I like how this repo has 159 files with 11635 LoC, and the load-bearing (!!!) part of it is a couple lines of natural language instructions: 1. *Does this need to exist at all?* Speculative need = skip it, say so in one line. (YAGNI) 2. *Already in this codebase?* A helper,…”

Verified against README · Oct 26, 2026 · source

My note

Alternative pages

More in: AI / LLM / RAG