honest-metrics-audit

仓库创建 2026年7月28日最近提交 7 小时前SkillHot 收录 1 小时前

⬈ GitHub 仓库 ⬈ SKILL.md 原文件 ⬇ Raw 原始文件

▸ 精选理由

防止界面误导与计费/定价错误，适合上线前校验。

▸ 风险提示

需要访问查询与代码，可能暴露敏感数据或查询逻辑

这个 Skill 做什么

追溯界面数字来源，核查展示的数值与底层查询是否一致。

把界面上每个数字倒着追溯到产生它的查询或数据源，确认标签、分母和计数对象都说得通。上线、改价页或展示社会证明前用，防止把占位数、过时统计或错误计数当成事实。能发现被高估的指标、错算的分母或来源不明的数据。

▸ 展开 SKILL.md 英文原文

Check that every number your UI shows actually means what its label claims, by tracing each displayed figure back to the query that produced it. Catches counts of the wrong entity, stale denominators, placeholder traction, and labels that quietly overstate. Use before a launch, a pricing page, or any screen that shows social proof.

开发编程指标审计数据溯源定量准确性通用

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安装 / 使用

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帮我安装这个 skill：https://raw.githubusercontent.com/sriptcollector/toolbay-skills/main/skills/honest-metrics-audit/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/sriptcollector/toolbay-skills/main/skills/honest-metrics-audit/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# Honest Metrics Audit

## Install

Save this file as `~/.claude/skills/honest-metrics-audit/SKILL.md`, or
`.claude/skills/honest-metrics-audit/SKILL.md` to scope it to one repo. Claude
Code auto-discovers it. Invoke with `/honest-metrics-audit` or by asking "do the
numbers on this page actually mean what they say?".

## Why this exists

Nobody sets out to publish a false number. It happens because a label and a
query drift apart.

Someone computes `items.filter(i => i.seller.verified).length`, which is a count
of ITEMS. Someone else renders it under the label "Verified sellers". Both lines
are individually reasonable. Together they tell every visitor there are fifteen
verified sellers when

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