bensz-r-developer SKILL.md skillA
bensz-r-developer 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-r-developer@git:20260920.5470b93Pins git:20260920.5470b93 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-r-developer/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260920.5470b93, committed Sep 20, 2026
- First version recorded
- Sep 19, 2026
- Size
- 11,176 bytes
- Repository stars
- 50
- License
- MIT
当主要交付物是可复用的 R 函数、稳定 API、S3/S4/R6 类或 R Package，需要设计、开发、重构或审查其接口、测试、文档、并行与性能边界时使用。分析项目中只有需要跨分析复用或形成公共 API 的组件才进入本 Skill。⚠️ 不适用：主要交付物是数据分析流程、科学结果、R Markdown 报告或仅服务当前分析的辅助函数；这些任务使用 bensz-rmd-rules。.
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-r-developer ## 目标 开发优雅、可维护且可复用的 R 软件组件：以明确的输入、返回、错误和副作用契约设计函数与公共 API，用领域对象承载真实不变量和生命周期，并以成熟工具管理文档、测试、并行和性能。 本 Skill 关注的是“R 代码怎样稳定地被调用”，而不是“某次分析怎样可靠地跑完”。触发依据是主要交付物和复用边界，不是任务里是否出现 `.R` 文件或函数： | 场景 | 主导 Skill | | --- | --- | | 主要交付物是可独立测试、文档化、版本化或跨项目复用的函数、类、API、Package | `bensz-r-developer` | | 主要交付物是数据流、统计结果、Rmd/HTML 报告、论文图表，函数只服务当前分析 | `bensz-rmd-rules` | | 同时交付分析流水线与可复用组件 | 由主要交付物决定主 Skill；分析主导时先由 `bensz-rmd-rules` 定义组件契约，再由本 Skill 实现组件，最后回到分析流程集成验证 | 不负责单纯运行既有代码，也不把分析项目中的每个 `_functions.R` 或 helper 都泛化成 Package。若主要验收标准是科学结果正确、缓存可恢复或报告可交付，应交给 `bensz-rmd-rules`；仅在其中出现具有独立复用价值的组件时参与协作。 ## 流程 ### 输入 确认主要交付物、复用范围（当前分析/当前项目/跨项目/公开 Package）、任务类型（函数/脚本/Package、新建/兼容修改）、数据与公开 API、对象生命周期、返回/错误、`output.dir`/`cache.dir` 职责、R/平台/依赖/硬件/复现约束，并读取现有 `DESCRIPTION`、`NAMESPACE`、`R/`、`tests/`、`src/`、`renv.lock` 与项目指令。不得读取凭据、环境文件或无关数据。保守默认不得改变公共 API；会改变类系统、覆盖、依赖或性能语义时先声明假设。 ### 执行步骤 #### 1. 盘点现状与定义契约 先判定主要验收对象：是“函数/API/Package 自身的可复用契约”，还是“分析结果、数据流与报告”。再确认目标代码是否需要独立版本、稳定公共接口、跨项目复用或独立测试；仅服务当前分析单元的 helper 即使写在 `.R` 文件中，也仍由 `bensz-rmd-rules` 管理。 确认本 Skill 应主导后，读取调用链和测试，列出不变量、I/O、错误、副作用、并行及兼容边界。已有项目保持命名、类系统和公开 API，除非用户授权迁移。混合任务记录主 Skill、组件边界与交接点，避免两个 Skill 同时改写同一层职责。 …
Read the whole file at its exact version.
How to install
mdr add huangwb8/skills/bensz-r-developer@sha256:3ea6f7c993a2102aThe line at the top of this page pins the label git:20260920.5470b93, 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_k53l4idee6e6apgz)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 19, 2026 and Sep 20, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260920.5470b93 latest | 2026-09-20 | 5470b93 | 11,176 B | A | view · diff |
| git:20260919.cb7ec35 | 2026-09-19 | cb7ec35 | 9,513 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 (11176 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_k53l4idee6e6apgz GET https://markdownregistry.com/api/v1/resolve?ref=huangwb8/skills/bensz-r-developer GET https://markdownregistry.com/api/v1/blob/3ea6f7c993a2102ac895d39ebd3bc535171e552086e9de55287592a3b76fe066
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.