bensz-rmd-rules SKILL.md skillA
bensz-rmd-rules from huangwb8/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huangwb8/skills/bensz-rmd-rules@git:20260925.9cba9fdPins git:20260925.9cba9fd in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huangwb8/skills
- Path
skills/beta/bensz-rmd-rules/SKILL.md- Versions recorded
- 13
- Latest version
- git:20260925.9cba9fd, committed Sep 25, 2026
- First version recorded
- Sep 5, 2026
- Size
- 14,801 bytes
- Repository stars
- 50
- License
- MIT
当主要交付物是基于 R 的数据分析流程、科学结果、可复现数据产品、R Markdown/HTML 报告或论文级图表与解读时使用；即使流程中包含 `.R` 脚本和仅服务当前分析的辅助函数，也由本 Skill 主导。⚠️ 不适用：主要交付物是可独立复用的 R 函数、稳定公共 API、类或 R Package；这些任务使用 bensz-r-developer。也不用于仅渲染既有 Rmd 或其它语言的数据分析。.
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
# bensz-rmd-rules ## 目标 把研究目标和数据组织为可审查、可复现的 R 分析流程。新项目必须用 `renv`，并在真实 R/Rmd 入口完成轻量测试：线性低成本流程用 `simple`；有非线性依赖、昂贵步骤、复用、局部失效、恢复、血缘或并行需求时用 **targets-first complex/pipeline**（`_targets.R` 唯一 DAG，计算函数在 `R/`，Rmd 只消费 target）。`_targets/` 是机器状态，`products/`/`reports/` 是科学产物。已有项目不自动补齐或迁移：有 `_targets.R` 按 complex，无 targets（含历史编号脚本）按 simple；需要复杂能力时由人类显式迁移。本 Skill 不维护编号 runner。 主要交付物决定触发，而不是扩展名： | 交付物 | 主导 Skill | | --- | --- | | 分析数据流、统计结果、可恢复产品、Rmd/HTML、图表与解读 | `bensz-rmd-rules` | | 可复用、版本化或跨项目的函数、类、API、Package | `bensz-r-developer` | | 分析需要可复用组件 | 本 Skill 定义需求/集成证据，`bensz-r-developer` 实现，本 Skill 接回验证 | 可创建只服务当前分析的 `R/` 函数和 helper，但不扩展为公共 Package。`luckyBase` 是唯一固定 Bensz 依赖；其它包由项目写入 `renv.lock`。`crew`、`autometric`、集群插件只是项目级可选依赖；不自制调度器、日志协议、worker 状态机或资源采样器。本 Skill 不自动接入 State、Verifier、Pack 或 Gate。 ## 流程 ### 输入 收集：研究问题、用途、交付物、统计边界和完成判据；主要/次要估计对象、目标人群、观察单位、对比与效应尺度、研究设计、缺失/依赖结构、预注册方案及推断目的；原始输入/数据字典/隐私授权及 `raw/` 只读边界；重算成本、依赖、外部请求、随机性、关键参数和恢复需求；现有 R/Rmd、`00.Environment.R`、产品路径、`tmp/`、`_targets.R`、`renv.lock`/`renv/`；可用测试数据与边缘条件；函数复用范围。缺失信息只有在改变行为或安全边界时才询问。 先读 `config.yaml`，再按任务读取最少 references： …
Read the whole file at its exact version.
How to install
mdr add huangwb8/skills/bensz-rmd-rules@sha256:be1a062a9e159a52The line at the top of this page pins the label git:20260925.9cba9fd, 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.
[](https://markdownregistry.com/a/art_oo5h6ajtpdxzy4x5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 13 versions of this file, between Sep 5, 2026 and Sep 25, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260925.9cba9fd latest | 2026-09-25 | 9cba9fd | 14,801 B | A | view · diff |
| git:20260923.37da4cf | 2026-09-23 | 37da4cf | 13,350 B | A | view · diff |
| git:20260923.fc14b79 | 2026-09-23 | fc14b79 | 21,151 B | A | view · diff |
| git:20260921.1514450 | 2026-09-21 | 1514450 | 20,512 B | A | view · diff |
| git:20260920.1b661a7 | 2026-09-20 | 1b661a7 | 19,805 B | A | view · diff |
| git:20260920.8bf42fd | 2026-09-20 | 8bf42fd | 20,118 B | A | view · diff |
| git:20260919.eb3f480 | 2026-09-19 | eb3f480 | 18,011 B | A | view · diff |
| git:20260917.6e753cd | 2026-09-17 | 6e753cd | 16,237 B | A | view · diff |
| git:20260906.d2681a7 | 2026-09-06 | d2681a7 | 38,103 B | A | view · diff |
| git:20260905.a346b91 | 2026-09-05 | a346b91 | 38,456 B | A | view · diff |
| git:20260905.7c0ea7c | 2026-09-05 | 7c0ea7c | 38,417 B | A | view · diff |
| git:20260905.8faacfe | 2026-09-05 | 8faacfe | 37,825 B | A | view · diff |
| git:20260905.a39953d | 2026-09-05 | a39953d | 37,276 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (14801 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
huangwb8/skills · 50 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_oo5h6ajtpdxzy4x5 GET https://markdownregistry.com/api/v1/resolve?ref=huangwb8/skills/bensz-rmd-rules GET https://markdownregistry.com/api/v1/blob/be1a062a9e159a52a3deda31701f1e462633e75727d332401344b61e6921f124
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.