literature-engineer
Multi-route literature expansion + metadata normalization for evidence-first surveys. Produces a large candidate pool (`papers/papers_raw.jsonl`, target ≥200) with stable IDs and provenance, ready for dedupe/rank + citation generation. **Trigger**: evidence collector, literature engineer, 文献扩充, 多路召回, snowballing, cited by, references, 200篇, 元信息增强, provenance. **Use when**: 需要把候选文献扩充到 ≥200 篇并补齐可追溯 meta(survey pipeline 的 Stage C1,写作前置 evidence)。 **Skip if**: 已经有高质量 `papers/papers_raw.jsonl`(≥200 且每条都有稳定标识+来源记录)。 **Network**: 可离线(靠 imports);雪崩/在线检索需要网络。 **Guardrail**: 不允许编造论文;每条记录必须带稳定标识(arXiv id / DOI / 可信 URL)和 provenance;不写 output/ prose。
Installation
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
View source ↗GuidesSkill instructions
Features and purpose
Multi-route literature expansion + metadata normalization for evidence-first surveys. Produces a large candidate pool (`papers/papers_raw.jsonl`, target ≥200) with stable IDs and provenance, ready for dedupe/rank + citation generation. **Trigger**: evidence collector, literature engineer, 文献扩充, 多路召回, snowballing, cited by, references, 200篇, 元信息增强, provenance. **Use when**: 需要把候选文献扩充到 ≥200 篇并补齐可追溯 meta(survey pipeline 的 Stage C1,写作前置 evidence)。 **Skip if**: 已经有高质量 `papers/papers_raw.jsonl`(≥200 且每条都有稳定标识+来源记录)。 **Network**: 可离线(靠 imports);雪崩/在线检索需要网络。 **Guardrail**: 不允许编造论文;每条记录必须带稳定标识(arXiv id / DOI / 可信 URL)和 provenance;不写 output/ prose。
Quick start
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
Guides ↗Examples
Read the usage examples in the source repository.
View source ↗Source history
- Indexed on
- 2026-01-20
- Index updated
- 2026-02-07
- Branch
- main
Index and sync dates describe this directory. View the source repository for code history.
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