Guide coding tasks toward the smallest complete change by checking affected code, reusing existing features, and avoiding unnecessary additions. It also calls for relevant checks and concise explanations of what changed, what remains unchecked, and any risks.
- Build the smallest version that meets a request
- Fix a shared bug across affected callers
- Avoid unnecessary dependencies and abstractions
DietrichGebert/ponytail☆ 169.1KUpdated Oct 18, 2026
Review a codebase for bugs, security risks, failures under expected load, missing tests, slow paths, and unnecessary code. Receive prioritized findings with concrete failure cases, small proposed fixes, and the consequences of leaving each issue unresolved.
- Assess the quality of an inherited codebase
- Find risks under expected concurrent usage
- Identify unnecessary code and dependencies
DietrichGebert/ponytail☆ 169.1KUpdated Oct 18, 2026
Audit an entire code repository or a selected folder for bugs, security risks, load problems, missing tests, slow paths, and excess code. Get up to 20 prioritized findings explaining concrete problems, minimal fixes, and consequences.
- Assess the quality of an inherited codebase
- Find security and load risks across a project
- Identify code to delete, merge, or split
DietrichGebert/ponytail☆ 169.1KUpdated Oct 18, 2026
Collect comments marking deferred improvements into a ledger grouped by file. Record what was simplified, its stated limit, and when to revisit it, while flagging entries that lack a trigger for future action.
- Collect deferred improvements across a repository
- Find shortcuts with no stated review trigger
- Gather TODO comments using a custom marker
DietrichGebert/ponytail☆ 169.1KUpdated Oct 18, 2026
Collect comments marking deliberate coding shortcuts into a file-by-file debt ledger. The report shows each shortcut’s stated limit and revisit trigger, flags missing triggers, and leaves the code unchanged.
- Reviewing deferred implementation work
- Finding shortcuts without revisit triggers
- Creating a file-by-file technical debt ledger
DietrichGebert/ponytail☆ 169.1KUpdated Oct 18, 2026
View published benchmark results comparing ponytail with the same agent without the skill. A simple bar chart shows code volume, output tokens, cost, time, and quality checks, clearly separated from results for the current project.
- Check benchmark results for code and cost savings
- Compare execution time and output tokens
- Review quality checks alongside savings
DietrichGebert/ponytail☆ 169.1KUpdated Oct 18, 2026