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Audit the quality of analysis-chain outputs (extract/critic/design/spec) — read-only. Triggers: 质量审计, audit, 质量评估, 流水线审计.
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Based on SOC occupation classification
Analyze a paper from a reviewer's perspective — find problems, weak claims, research gaps. Stands alone (no orchestrator wraps it). Triggers: 问题分析, 找论文弱点, 审稿式分析, critic, reviewer critique, 审稿质疑.
Design small, controllable validation experiments for a paper's identified problems (from critic's output). Triggers: 验证实验设计, design validation experiments, 设计验证实验.
Generate or persist evidence-grounded research idea cards anchored to named pain points. Use for research ideas, research directions, or a brainstorm workflow that needs candidate cards or reviewed-card persistence.
Curate the research wiki — lint, compare papers, answer literature queries. Triggers: 文献查询, 对比论文, 跨论文比较, wiki lint, 文献检索, literature query, compare papers, cross-paper.
Deeply extract a paper's experiments for downstream critique and validation design. Triggers: 实验提取, 深度提取, deep extraction.
Unified wiki write entry — ingest a paper PDF into an evidence-traceable paper page, OR write an already-prepared markdown file into the wiki. Triggers: 入库, ingest paper, add to wiki, 写入 wiki, 把这份文档入库, 存进 wiki.
| name | audit |
| description | Audit the quality of analysis-chain outputs (extract/critic/design/spec) — read-only. Triggers: 质量审计, audit, 质量评估, 流水线审计. |
对 extract–critic–design–spec 全部或部分产出做结构化质量审计，产出完整审计报告（Markdown）。只评估，不修改原文档。
不要用于：重做上游阶段、评价论文内容本身、修改产出。
ingest 论文页: 11 节（## Citation / ## One-Sentence Contribution / ## Problem Setting / ## Method / ## Experiments / ## Results / ## Limitations / ## Reusable Claims / ## Connections / ## Open Questions / ## Provenance）extract 实验提取: 12 节（## 0–## 11）critic 问题分析: §0–§7design 验证设计: 10 节（## 0–## 9）spec claude-code 提示词: 标题必须为 # 发给 claude-code 的完整任务提示词ingest 禁止：批判分析、推测、实验设计建议extract 禁止：完整问题挖掘、方法改进方案、最终结论critic 禁止：完整实验设计方案、新方法提出、最终定论design 禁止：最终实验结论、新方法提出spec 禁止：臆造代码路径（缺失时必须用占位符）extract / critic / design / spec 的全部或部分产出（通常从 wiki 读取）。
输出为一份完整 md，先写到 raw/sources/<slug>.md，然后调用 ingest（传入该 md 文件路径）统一写入 wiki；不直接调用 wiki_apply 建页：
# 论文审稿流水线质量评估报告
## 0. 评估元信息
## 1. 总览（各阶段 × 各维度表格）
## 2. 逐阶段详细评估
## 3. 跨阶段一致性问题
## 4. 必须修复项（阻塞下游）
## 5. 建议改进项（不阻塞但建议优化）
## 6. 总体评估（可用性、最突出问题、建议优先修复）
ingest 写入 wiki（含 wiki 路径），且本 skill 未直接调 wiki_apply 建页