Agent Skills › DietrichGebert/ponytail › ponytail-gain

ponytail-gain

GitHub

展示Ponytail技能的性能提升仪表盘,包含代码量、成本、速度等基准测试数据。提供诚实边界说明,强调数据为平均值而非实时计算,并指向相关审计命令。

.openclaw/skills/ponytail-gain/SKILL.md DietrichGebert/ponytail

Trigger Scenarios

用户询问性能收益或效率提升 需要展示基准测试结果时

Install

npx skills add DietrichGebert/ponytail --skill ponytail-gain -g -y
More Options

Non-standard path

npx skills add https://github.com/DietrichGebert/ponytail/tree/main/.openclaw/skills/ponytail-gain -g -y

Use without installing

npx skills use DietrichGebert/ponytail@ponytail-gain

指定 Agent (Claude Code)

npx skills add DietrichGebert/ponytail --skill ponytail-gain -a claude-code -g -y

安装 repo 全部 skill

npx skills add DietrichGebert/ponytail --all -g -y

预览 repo 内 skill

npx skills add DietrichGebert/ponytail --list

SKILL.md

Frontmatter
{
    "name": "ponytail-gain",
    "license": "MIT",
    "homepage": "https:\/\/github.com\/DietrichGebert\/ponytail",
    "description": "Show ponytail measured impact as a scoreboard: less code, less cost, more speed, from the agentic benchmark averages. One-shot display."
}

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.

Version History

  • 09c434a Current 2026-10-18 22:14

    更新为Ponytail 5基准测试(Opus 5.5, 39任务),移除误导性的模式切换指令,修正数据展示逻辑以符合诚实边界要求。

  • 40e50d9 2026-07-05 15:19

Same Skill Collection

.openclaw/skills/ponytail-audit/SKILL.md
.openclaw/skills/ponytail-debt/SKILL.md
.openclaw/skills/ponytail-help/SKILL.md
.openclaw/skills/ponytail-review/SKILL.md
.openclaw/skills/ponytail/SKILL.md
benchmarks/arms/caveman-SKILL.md
skills/ponytail-audit/SKILL.md
skills/ponytail-debt/SKILL.md
skills/ponytail-gain/SKILL.md
skills/ponytail-help/SKILL.md
skills/ponytail-review/SKILL.md
skills/ponytail/SKILL.md

Metadata

Files
0
Version
09c434a
Hash
40efb084
Indexed
2026-07-05 15:19

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