Literature analysis
Skill qiaomiaojoe/ai-academic-workflow/skills/literature-analysis
文献分析/综述完整任务入口（乔淼PhD · AI学术训练营 · AI学术工作流）。编排步骤 skill 跑完一次完整的文献综述：knowledge-module-list 模块清单 → review-blueprint 综述蓝图 → research-gap-scan gap 识别 → knowledge-module-gen 模块生成 →（可选 critical-paper-reading 深读）→ review-draft-assembly 综述初稿。只要单独某一步（只列模块/只找 gap/只组装）时直接用对应步骤 skill。Trigger on："帮我做文献综述"、"文献分析工作流"、"从我的 Zotero 集合跑出综述初稿"、"literature review from my collection"。From its SKILL.md
npx -y skills add qiaomiaojoe/ai-academic-workflow --skill literature-analysisAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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SKILL.md
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Literature Analysis · 文献综述任务编排
一次完整的文献综述 = 步骤 skills 按序执行：
| 步骤 | 调用 skill | 产出 |
|---|---|---|
| 1a 模块清单 | knowledge-module-list | 知识模块清单.md |
| 1b 综述蓝图 | review-blueprint | 综述蓝图.md + .html |
| 1c Gap 识别 | research-gap-scan | 蓝图 Section 3（gap + 定位） |
| 2 模块生成 | knowledge-module-gen | 模块/M1-Mn.md + 执行日志.md |
| （可选）单篇深读 | critical-paper-reading | 深读/深读-AuthorYear.md（组装时自动并入 Section 2） |
| 3 初稿组装 | review-draft-assembly | 综述初稿.md + .docx + 引用核验报告.md |
编排规则
- 开工前一次问齐：选题 context（RQ/PXYV 一句话或
选题.md）、文献数据源（Zotero 集合 / 本地 PDF 文件夹 / 文献清单，三选一）、主数据通道（Zotero / NotebookLM / 本地 PDF）、总字数目标、引用格式、输出语言。 - 1a→1b→1c 连续跑完后停一次给用户看蓝图；2 全程不打断（靠执行日志把关）；3 之前问一次是否做单篇深读。
- 各步骤严格按对应 skill 协议执行；步骤 skill 不可用时读其 SKILL.md 内联执行。
- 单篇深读推荐顺序（按性价比）：⭐⭐⭐ Classic 1 篇（理论根基）→ ⭐⭐ 与 RQ 概念正面对话的 Key（概念近邻区分）→ ⭐⭐ 与方法/经验维度正面对话的 Key（经验机制）→ ⭐ 同框架同方法的对话伙伴（张力来源）。不跑也能走完流程。
- 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。
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