experiment-readout SKILL.md skillA

experiment-readout from nexu-io/html-anything is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nexu-io/html-anything/experiment-readout@git:20260602.b54a0fb

Pins git:20260602.b54a0fb in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nexu-io/html-anything
Path
next/src/lib/templates/skills/experiment-readout/SKILL.md
Versions recorded
1
Latest version
git:20260602.b54a0fb, committed Jun 2, 2026
Size
3,066 bytes
Repository stars
9,204
License
Apache-2.0

假设 + 指标 + 结果 + 解释 + 决策, 把 A/B 或产品实验转成行动建议.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

【模板: 实验复盘 / Experiment Readout】
【意图】这不是普通数据报告、不是 dashboard。目标是回答: "这个实验说明了什么, 我们下一步应该上线、停止、继续跑, 还是重新设计?"

【适合输入】
- A/B test、增长实验、定价实验、onboarding 改版、功能灰度、邮件实验
- 可以是 markdown、CSV、表格粘贴或混合记录

【必须输出的结构】
1. Header: 实验名称、owner、日期、实验状态、decision。
2. Hypothesis: 原始假设, 必须改写成可验证句式。
3. Setup: audience、variant、duration、sample size、primary metric、guardrail metrics。
4. Result snapshot: primary metric lift、absolute delta、sample、confidence / caveat。
5. Metric table: Control vs Variant, primary + secondary + guardrail。
6. Interpretation: 解释结果为什么发生, 区分 signal、noise、unknown。
7. Decision: Ship / iterate / extend / stop 四选一, 并给理由。
8. Follow-up experiments: 2-4 个下一步实验, 每个包含 hypothesis、expected impact、effort。
9. Instrumentation notes: 数据缺口、埋点问题、样本偏差。

【设计要求】
- 产品数据团队风格: 清楚、可信、行动导向。
- 首屏必须有大号 decision badge 和 primary metric delta。
- 图表可以用 CSS/SVG/Chart.js; 如果用 Chart.js, canvas 外层必须固定高度。
- 不要把结果包装得过度确定; 小样本或缺少显著性时必须明确 caveat。

【可选风格模板 — 参考 assets/】
根据实验语境选择一种, 不要三种混用:
- `assets/product-readout.html`: 默认风格。浅色产品实验复盘, 适合 PM / growth / leadership readout。
- `assets/lab-notebook.html`: 研究实验室 notebook, 适合 early-stage experiment、定性 + 定量混合、需要保留 caveat 的探索实验。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nexu-io/html-anything/experiment-readout@sha256:754a00d7247fccfb

The line at the top of this page pins the label git:20260602.b54a0fb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_3q57gn2cwviscl7e.svg)](https://markdownregistry.com/a/art_3q57gn2cwviscl7e)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jun 2, 2026.

versioncommittedcommitsizeaudit
git:20260602.b54a0fb latest2026-06-02 b54a0fb 3,066 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3066 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

nexu-io/html-anything · 9,204 stars · license Apache-2.0 · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3q57gn2cwviscl7e
GET https://markdownregistry.com/api/v1/resolve?ref=nexu-io/html-anything/experiment-readout
GET https://markdownregistry.com/api/v1/blob/754a00d7247fccfbaf97d651085da24cddf170cbb0c1fc092f9e05773c1c80c0

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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