ponytail-audit

SkillDev tools

This skill lets your AI audit a whole codebase for over-engineering. Once added, your AI can scan the entire repository and return a ranked list of what to delete, simplify, or replace with equivalents already built into the language. Unlike a review of recent changes, it looks at the full codebase.

Available today. Use it from your connected AI after setup.

Add the skill, then ask your AI to 'audit this codebase' or 'audit for over-engineering' to get a ranked cleanup list.

Then ask your AI: use the ponytail-audit skill

What your AI can do with it

  • Scan an entire codebase for over-engineering
  • Return a ranked list of what to delete
  • Identify code that can be simplified
  • Suggest replacing custom code with standard-library or built-in equivalents
  • Audit the full repository rather than just recent changes

What this skill tells your AI

The instructions your AI receives, as published by dietrichgebert/ponytail in skills/ponytail-audit/SKILL.md and read by ahel’s review.

ponytail-review, repo-wide. Scan the whole tree instead of a diff. Rank findings biggest cut first.

Tags

Same as ponytail-review:

  • delete: dead code, unused flexibility, speculative feature. Replacement: nothing.
  • stdlib: hand-rolled thing the standard library ships. Name the function.
  • native: dependency or code doing what the platform already does. Name the feature.
  • yagni: abstraction with one implementation, config nobody sets, layer with one caller.
  • shrink: same logic, fewer lines. Show the shorter form.

Hunt

Deps the stdlib or platform already ships, single-implementation interfaces, factories with one product, wrappers that only delegate, files exporting one thing, dead flags and config, hand-rolled stdlib.

Output

One line per finding, ranked: <tag> <what to cut>. <replacement>. [path]. End with net: -<N> lines, -<M> deps possible. Nothing to cut: Lean already. Ship.

Boundaries

Scope: over-engineering and complexity only. Correctness bugs, security holes, and performance are explicitly out of scope. Route them to a normal review pass. Lists findings, applies nothing. One-shot. "stop ponytail-audit" or "normal mode" to revert.

Signals

GitHub stars
135k
Forks
7k
Last commit
Sep 2026

Others that do the same job

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Catalog kind
skill
Gateway key
ponytail-audit
Source
github.com/dietrichgebert/ponytail