ponytail-gain

ponytail-gain is a skill for Claude Code, Codex from Wenaixi/dsh-ponytail. It costs 84 tokens per session (531 once invoked), scanned A, original, MIT.

A one-time text dashboard showing measured benchmark results for Ponytail on five everyday coding tasks and three AI models. A benchmark is a repeatable test used to compare results.

In plain words
What is it for?
Use it to display Ponytail’s published benchmark medians as an ASCII chart. It does not calculate live repository savings or change anything.
Why use it?
It gives a quick view of reported differences in code size, cost, and speed without pretending those figures were measured in the current repository.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to display Ponytail’s published benchmark medians as an ASCII chart. It does not calculate live repository savings or change anything.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wenaixi/dsh-ponytail/ponytail-gain
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Wenaixi/dsh-ponytail --skill ponytail-gain
Clone the repo
git clone --depth 1 https://github.com/Wenaixi/dsh-ponytail

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ponytail-gain

README.md
[![agentmods](https://agentmods.dev/badge/skills/wenaixi/dsh-ponytail/ponytail-gain/github.svg)](https://agentmods.dev/skills/wenaixi/dsh-ponytail/ponytail-gain)
Your own site
<a href="https://agentmods.dev/skills/wenaixi/dsh-ponytail/ponytail-gain"><img src="https://agentmods.dev/badge/skills/wenaixi/dsh-ponytail/ponytail-gain/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ponytail-gain

Your own site · 80×15
<a href="https://agentmods.dev/skills/wenaixi/dsh-ponytail/ponytail-gain"><img src="https://agentmods.dev/badge/skills/wenaixi/dsh-ponytail/ponytail-gain.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 84 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 531 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00084 $0.00531
Opus 5 $0.00042 $0.00266
Sonnet 5 $0.00017 $0.00106
Haiku 4.5 $0.00008 $0.00053

Measured 11d ago against content hash ff4a5830dca3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ponytail-gain scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/ponytail-gain/SKILL.md · 38 lines

What it actually says

Ponytail Gain · 收益看板

被调用时展示此看板。一次性展示:不要切换模式、写 flag 文件或做任何持久化。

数据为已发布的 benchmark 中位数(5 个日常任务:邮箱校验、防抖、CSV 求和、倒计时、限流器;3 个模型:Haiku、Sonnet、Opus),是实测值而非基于当前仓库计算。来源:benchmarks/ 与 README。

看板

用纯 ASCII 条形图渲染,条形长度表示实测区间,标签给出精确数值:

  ponytail gain                     benchmark 中位数 · 5 任务 · 3 模型

  代码行数    无技能  ████████████████████  100%
              ponytail  ██▌·················    6–20%   ▼ 80–94%
  成本        无技能  ████████████████████  100%
              ponytail  █████▌··············   23–53%  ▼ 47–77%
  速度        ponytail  ▸ 3–6× 更快

  本仓:  /ponytail-debt (已延期的捷径)
          /ponytail-audit(仍可删的地方)

诚实边界

这些是 benchmark 中位数,不是本仓数据。永远不要打印针对本仓的节省数字(例如「本仓节省了 X 行/Token」):没写的版本从未存在,因此在真实仓库中没有可对比的基线。唯一真实的本仓数字来自 /ponytail-debt(已计数的台账),本卡片也会指向那里,而不是凭空捏造。

边界

一次性展示,不改任何东西,不切换模式。 「stop ponytail / 正常模式」可退出。

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 38 lines · 84 tokens per session scan A ff4a5830dca3

Subscribe to this mod's changes

ponytail-gain is a skill published in the GitHub repository Wenaixi/dsh-ponytail (7 stars, last pushed 20d ago), licensed MIT. It adds 84 tokens to every session and 531 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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