ponytail-audit
SkillDev toolsPonytail-audit is a skill that reviews an entire codebase for over-engineering. Once added, your AI can scan a whole repository rather than just recent changes and return a ranked list of what to delete, simplify, or replace with standard library or built-in equivalents.
Available today. Use it from your connected AI after setup.
No other account needed.
After adding the skill, ask your AI to audit your codebase or tell you what can be deleted, then work through the ranked list it returns.
Then ask your AI: use the ponytail-audit skill
What your AI can do with it
- Scan a full codebase for over-engineering instead of just a diff
- Produce a ranked list of code that is a candidate for deletion
- Identify parts of the code that could be simplified
- Suggest replacements using standard library or native equivalents
What this skill tells your AI
The instructions your AI receives, as published by neuron-mr-white/unipi in .agents/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
- 64
- Forks
- 15
- Last commit
- Sep 2026
ahel recommends instead
Advanced
- Catalog kind
- skill
- Gateway key
ponytail-audit-neuron-mr-white- Source
- github.com/neuron-mr-white/unipi