skill-workshop-plan SKILL.md skillA

skill-workshop-plan from qiaomiaojoe/ai-academic-workflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add qiaomiaojoe/ai-academic-workflow/skill-workshop-plan@git:20261014.1ae645b

Pins git:20261014.1ae645b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
qiaomiaojoe/ai-academic-workflow
Path
skills/skill-workshop-plan/SKILL.md
Versions recorded
4
Latest version
git:20261014.1ae645b, committed Oct 14, 2026
First version recorded
Jul 4, 2026
Size
4,316 bytes
Repository stars
10
License
a license file GitHub does not identify

数据 Skill 工坊 · 规划 + 找料(乔淼PhD · AI学术训练营 · AI学术工作流)。诊断现成分析 skills(analyze-quantitative-data / analyze-qualitative-data)够不够、要不要造新 skill、造哪几个(带停点等确认);确认后检索权威方法学源材料(教科书章节 / 方法学经典 / 官方手册)下载到源材料文件夹并写 源材料清单.md。造 skill 本身用 skill-forge。Trigger on:"规划要造哪些数据分析 skill"、"我这个方法现成 skill 够不够"、"帮我找造 skill 的方法学材料"、"plan and source materials for a new analysis skill"。.

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

# Skill Workshop Plan · 规划 + 找料

到"下料齐 + 写清单"为止,不直接造 skill(造 skill 用 `skill-forge`)。

## 调用约定(独立运行)

- 方法需求按优先级:用户直接说的方法链(如"我要跑 HLM")> `研究设计初稿.md` + `研究设计-设计说明.md`(B3 分析框架)+ 备用 `选题.md` > 都没有 → 问用户手动给方法关键词,**不凭空假设方法**。
- 落盘:源材料与清单进 `skill源材料/`(用户指定或当前工作目录)。
- **调用方覆盖约定**:调用方(工作台 prompt / 用户)显式给出的参数、输入路径、落盘路径与工具选择,一律覆盖本 skill 的默认;但本 skill 的方法步骤、硬约束与停点不可被省略或稀释——调用方若要求跳过某硬约束,以本 skill 为准并提示冲突。

## 阶段 1 · 诊断要不要造、造哪几个

1. 从方法需求抽出实际要用的分析方法链(具体到统计模型 / 编码流派 / 特定流程,不要泛泛说"做回归")。
2. 对照现成 skills 判断覆盖度:
   - `analyze-quantitative-data`(Neuman 7e Ch12:codebook→cleaning→univariate→bivariate→elaboration→regression→inferential)
   - `analyze-qualitative-data`(Neuman 7e Ch14:开放/轴心/选择性编码 + analytic memo + outcropping + 理想型 + Mill 比较)
3. 诊断结论:**现成够用** → 指明用哪个 + 从哪步起 + 为什么够用,结束(不必造,不必下料);**需要新建** → 逐个列:skill 主题 + 建议名(小写连字符 + 方法论锚,如 analyze-hlm-by-raudenbush)+ 一句话定位 + 现成 skill 缺在哪。

→【停】把诊断结论给用户确认:用现成的还是造新的?造哪几个?确认后再进阶段 2。

## 阶段 2 · 找料 + 下载(确认要造之后才做)

对每个确认要造的 skill,找**权威方法学源材料**(教科书章节 / 方法学经典论文 / 官方手册):
1. 先列候选清单给用户点头:标题 / 作者·年 / 类型 / 为什么权威(领域公认度)/ 拟用章节。**不要先下载**。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add qiaomiaojoe/ai-academic-workflow/skill-workshop-plan@sha256:df5b584a7d9084d8

The line at the top of this page pins the label git:20261014.1ae645b, 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_oeegfdx7mm24gotr.svg)](https://markdownregistry.com/a/art_oeegfdx7mm24gotr)

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

Versions

The registry has recorded 4 versions of this file, between Jul 4, 2026 and Oct 14, 2026, about one every 34 days.

versioncommittedcommitsizeaudit
git:20261014.1ae645b latest2026-10-14 1ae645b 4,316 BA view · diff
git:20260720.26d5eef2026-07-20 26d5eef 3,497 BA view · diff
git:20260717.59c14bf2026-07-17 59c14bf 3,168 BA view · diff
git:20260704.8f9ae452026-07-04 8f9ae45 3,215 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 (4316 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

qiaomiaojoe/ai-academic-workflow · 10 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_oeegfdx7mm24gotr
GET https://markdownregistry.com/api/v1/resolve?ref=qiaomiaojoe/ai-academic-workflow/skill-workshop-plan
GET https://markdownregistry.com/api/v1/blob/df5b584a7d9084d83351f34d627fb06797adf35e2aeabac20329c9dab23aa801

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.

More from qiaomiaojoe/ai-academic-workflow

academic-project-init SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/academic-project-init/SKILL.md · AI 学术研究项目初始化(乔淼PhD · AI学术训练营 · AI学术工作流)。为一篇论文写项目说明 AGENTS.md(含「文件放哪」表:选题/ 文献/(PDF/、知识模块/)方法/ 数据/ 写作/ skill源材料/)+…
git:20261024.d6cd910 · audit A · 10 stars
analyze-qualitative-data SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/analyze-qualitative-data/SKILL.md · Use when analyzing qualitative social science data following Neuman's Social Research Methods Ch 14 — three-stage…
git:20260428.41cccf2 · audit A · 10 stars
analyze-quantitative-data SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/analyze-quantitative-data/SKILL.md · Use when analyzing quantitative social science data following Neuman's Social Research Methods Ch 12 — codebook…
git:20260428.41cccf2 · audit A · 10 stars
article-framework SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/article-framework/SKILL.md · 文章框架反推(乔淼PhD · AI学术训练营 · AI学术工作流 · 全文初稿步骤)。基于 Model Paper 拆解报告反推新论文的完整框架(5 Part:四象限定位 / 虚实三过程 / 引用角色配置与承重比例 / 各节段落骨架 /…
git:20260720.26d5eef · audit A · 10 stars
cnki SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/cnki/SKILL.md · 知网检索与核对(乔淼PhD · AI学术训练营 · AI学术工作流)。用学员自己电脑上的浏览器查中国知网:按主题 / 篇名 / 关键词 / 作者 / 来源检索,可限年份、核心期刊(CSSCI / 北大核心 / CSCD…
git:20261102.a9ed8b4 · audit A · 10 stars
critical-paper-reading SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/critical-paper-reading/SKILL.md · 单篇论文批判性阅读(乔淼PhD · AI学术训练营 · AI学术工作流 · 文献分析步骤)。基于 UOW (University of Wollongong) Critical Analysis 框架 —— 三层升级…
git:20261027.4032a1b · audit A · 10 stars
data-analysis-round SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/data-analysis-round/SKILL.md · 数据分析 · 跑一轮(乔淼PhD · AI学术训练营 · AI学术工作流)。三种分支:定量(调 analyze-quantitative-data,Neuman Ch12)/ 定性(调…
git:20260720.26d5eef · audit A · 10 stars
findings-synthesis SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/findings-synthesis/SKILL.md · 综合研究发现(乔淼PhD · AI学术训练营 · AI学术工作流 · 数据分析终点)。把多轮/多 skill 的数据分析产出整合成对应研究问题的研究发现:逐子问题/假设给结论判定 + 证据整合(定量 effect size…
git:20260720.26d5eef · audit A · 10 stars
fulltext-draft SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/fulltext-draft/SKILL.md · 全文初稿扩写(乔淼PhD · AI学术训练营 · AI学术工作流 · 全文初稿步骤 · 管线终点)。把 文章框架.md 的段落骨架扩写成可打磨的全文段落初稿:正文语言最高优先级规则、方法论节直接采用研究设计初稿、结果节据 研究发现.md…
git:20260720.26d5eef · audit A · 10 stars
journal-rank SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/journal-rank/SKILL.md · 查期刊级别(乔淼PhD · AI学术训练营 · AI学术工作流)。输入刊名或 ISSN,查这本英文期刊被哪些库收录(SCIE / SSCI / AHCI / ESCI / EI)、最新影响因子、JCI、JCR 学科和分区、分区(大类学科…
git:20261103.34046b9 · audit A · 10 stars
journal-requirements-check SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/journal-requirements-check/SKILL.md · 期刊要求核对(乔淼PhD · AI学术训练营 · AI学术工作流 · 投稿与审稿)。从作者指定期刊实际读到的要求(作者指南、模板、投稿系统说明、编辑信)逐条提取,记录来源位置、适用范围、强制还是建议,与确认稿逐项比对差距,形成可追溯的期刊要…
v1.1.0 · audit A · 10 stars
knowledge-module-gen SKILL.md skill
qiaomiaojoe/ai-academic-workflow · skills/knowledge-module-gen/SKILL.md · 知识模块生成(乔淼PhD · AI学术训练营 · AI学术工作流 · 文献分析步骤)。按知识模块清单逐模块读全文生成 M_n.md:机械抽取模块 prompt(不改写不补全)、flag 而非 ask、map-reduce…
git:20261024.d6cd910 · audit A · 10 stars

Every file in qiaomiaojoe/ai-academic-workflow

Browse by kind, by grade A, or by owner.