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ponytail-gain 精选

Show ponytail measured impact as a scoreboard: less code, less cost, more speed, from the agentic benchmark averages. One-shot display.

在 GitHub 打开

安装方式

cp -r .openclaw/skills/ponytail-gain ~/.claude/skills/ponytail-gain

把该 skill 目录放进客户端 skills 目录。不同客户端的目录可能不同,Claude Code 默认是 ~/.claude/skills/

整仓一次性获取:git clone --depth 1 https://github.com/DietrichGebert/ponytail.git

依赖与权限

  • 无需 API Key
  • 需要联网访问外部服务
  • 无外部命令依赖
  • 以上为按正文与 frontmatter 自动推断的信号,仅供参考;安装前建议先阅读原文。

SKILL.md 正文

来源 DietrichGebert/ponytail@9b58c1f · 许可 MIT · 内容未修改

Ponytail Gain

Display this scoreboard when invoked. One-shot: do NOT change mode, write flag

files, or persist anything.

The figures are the published agentic benchmark of Ponytail 5: headless Claude

Code (Opus 5.5, default effort) on 39 tasks (feature tickets in a real FastAPI +

React repo, bug fixes, security and privacy cases, small apps), 5 runs each,

against the same agent without the skill. 18 of the tasks have hidden checks

for correctness and safety. Each figure is the geometric mean of the per-task

medians. They are measured, not computed from the current repo.

Source: benchmarks/results/2026-10-07-agentic.md and the README.

Scoreboard

Render plain ASCII bars. The bar length shows ponytail as a share of the

no-skill baseline; the label carries the exact figure:

  ponytail gain           benchmark · 39 tasks × 5 runs · Opus 5.5

  no-skill        ████████████████████  100%
  Lines of code   █████████···········   47%   ▼ 53%
  Output tokens   ███████████·········   55%   ▼ 45%
  Cost            ███████████████·····   74%   ▼ 26%
  Time            ████████████········   59%   ▼ 41%
  Hidden checks passed   97%  (no-skill 96%)
  Tests where the logic needs one   98%  (no-skill 68%)

  This repo:  /ponytail-debt  (shortcuts you deferred)
              /ponytail-audit (what's still cuttable)

Honesty boundary

These are benchmark averages, not this repo. NEVER print a per-repo savings

number ("you saved X lines/tokens here"): the unbuilt version was never

written, so there is no real baseline to subtract from in a live repo. The

only real per-repo figures come from /ponytail-debt (a counted ledger), and

this card points there instead of inventing one.

Boundaries

One-shot display. Edits nothing, changes no mode.

"stop ponytail" or "normal mode": revert.

质量与来源

所属仓库
DietrichGebert/ponytail
仓库星标
16 万
最近更新
2 天前
采集时间
今天
commit
9b58c1ffb790
内容指纹
sha256:7799bf2f22985ca
文件路径
.openclaw/skills/ponytail-gain/SKILL.md

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