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Ponytail

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A skill that teaches an AI agent to ask "does this even need writing?" first. The code comes out shorter, tasks cost less, and the tests on risky spots stay. Claude Code, Codex, Cursor and more, MIT.

We have not run it ourselves: described from the docs and the repository.

In numbers

GitHub stars as of 18.10.2026
lines of code versus an agent without the skill, author's benchmark
of risky logic ships with a test (68% without the skill)
licence

What it is

Ask an agent to add a date picker to your site and it will happily pull in a new library or build a calendar from scratch in hundreds of lines. Ponytail changes that habit: before writing anything, the agent climbs a ladder of seven questions. Is this needed at all, is there something ready in the project, in the standard library, in the browser itself, in a dependency that is already installed, can it fit in one line. It only starts writing its own code on the last rung. The skill does not let it cut input validation, error handling, security or accessibility.

What sets it apart from caveman, its neighbour in this catalogue, is that it saves on the code itself rather than on reading: caveman trims what the agent reads from the project, Ponytail trims what the agent writes. The whole skill is a single prompt; the rest of the repository plugs it into different agents. Version 5 added senior-style code review and audit, plus a panel in Claude Code that shows what the current task costs.

How it works

/plugin install
In Claude Code it takes two commands: /plugin marketplace add DietrichGebert/ponytail, then /plugin install ponytail@ponytail. Codex has its own plugin; for Cursor, Copilot, Gemini and others an AGENTS.md file in the project is enough.
SKILL.md
The whole skill is one prompt with a ladder of seven questions. Logic with branching, loops, money or security leaves a small test behind, and at the end of its answer the agent says what it skipped and what it did not check.
/ponytail lite|full|ultra
Strictness levels; off turns it off. /ponytail-review checks a change together with the code it touches, /ponytail-audit checks the whole repository, /ponytail-debt collects deferred simplifications into a list.
band
Since version 5.3 a panel sits above the input box in Claude Code: task cost, tokens, agent time, share of reused code and whether the tests passed. The data stays on your computer.

Know before installing

All figures come from the author's own benchmark of 07.10.2026: Claude Code, 39 tasks with 5 runs each. On hidden correctness checks the result is almost the same with and without the skill, so the code is shorter but not more reliable.
The band panel needs Claude Code 2.1.290 or newer and does not show in VS Code chat, cloud sessions or claude -p. Agents that only read AGENTS.md do not get the review and audit commands.

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