Individual skill
literature-search
检索、筛选和综合科研文献,精读本地论文、翻译与核对引用,维护带来源和阅读锚点的 Literature 文献库。适用于文献调研、定向查证、论文精读、引文追踪和项目续读;按请求深度完成,不把局部问题扩成完整综述。
light-literature/SKILL.md
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- Last checked
- Nov 8, 2026
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- Repository stars (not skill ratings)
- 892
- Repository last updated
- Nov 7, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- academic-writing Repository topic
- ai-agent Repository topic
- claude-code Repository topic
- codex Repository topic
- llm-skills Repository topic
- paper-writing Repository topic
- research-tools Repository topic
- scientific-workflow Repository topic
- agent-skills Repository topic
- ai-skills Repository topic
- research Derived category
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Browse files
.env.exampleasset · 569 bytes.gitignoreasset · 115 bytesARCHITECTURE.mddoc · 17,756 bytesCHANGELOG.mddoc · 10,117 bytesLICENSEasset · 1,086 bytesREADME.mddoc · 18,054 bytesREADME.zh-CN.mddoc · 14,403 bytesSKILL.mdcore · 7,627 bytesSKILL.mdcore · 7,627 bytesSKILL.mdcore · 7,627 bytesSKILL.mdcore · 7,627 bytesSKILL.mdcore · 7,627 bytesSKILL.mdcore · 7,627 bytesSKILL.mdcore · 7,627 bytesevaluations/2026-11-06-upgrade.mddoc · 7,785 byteslitsearch.toml.exampleasset · 322 bytespyproject.tomlasset · 645 bytesreferences/identity-and-integrity.mddoc · 5,782 bytesreferences/light-crawl.mddoc · 3,204 bytesreferences/methodology.mddoc · 12,299 bytesreferences/note-methods.mddoc · 3,740 bytesreferences/project-layout.mddoc · 6,127 bytesreferences/query-plan.example.jsonasset · 5,762 bytesreferences/reading-workflow.mddoc · 6,911 bytesreferences/search-workflow.mddoc · 17,929 bytesreferences/sources.mddoc · 16,729 bytesrequirements.txtdoc · 115 bytesrun_litsearch.pyruns · 511 bytessrc/litsearch/__init__.pyruns · 114 bytessrc/litsearch/__main__.pyruns · 79 bytessrc/litsearch/adapters/__init__.pyruns · 4,992 bytessrc/litsearch/adapters/arxiv.pyruns · 3,545 bytessrc/litsearch/adapters/base.pyruns · 1,893 bytessrc/litsearch/adapters/crossref.pyruns · 6,932 bytessrc/litsearch/adapters/dblp.pyruns · 3,299 bytessrc/litsearch/adapters/doaj.pyruns · 3,418 bytessrc/litsearch/adapters/europepmc.pyruns · 7,315 bytessrc/litsearch/adapters/openaire.pyruns · 4,297 bytessrc/litsearch/adapters/openalex.pyruns · 8,096 bytessrc/litsearch/adapters/opencitations.pyruns · 2,849 bytessrc/litsearch/adapters/pubmed.pyruns · 5,251 bytessrc/litsearch/adapters/semantic_scholar.pyruns · 6,379 bytessrc/litsearch/adapters/unpaywall.pyruns · 2,008 bytessrc/litsearch/cache.pyruns · 1,303 bytessrc/litsearch/citation_analysis.pyruns · 3,355 bytessrc/litsearch/citations.pyruns · 10,306 bytessrc/litsearch/cli.pyruns · 18,518 bytessrc/litsearch/config.pyruns · 6,352 bytessrc/litsearch/coverage.pyruns · 2,413 bytessrc/litsearch/dedupe.pyruns · 11,596 bytessrc/litsearch/demo.pyruns · 17,642 bytessrc/litsearch/exports.pyruns · 3,265 bytessrc/litsearch/health.pyruns · 2,113 bytessrc/litsearch/http.pyruns · 4,081 bytessrc/litsearch/i18n.pyruns · 5,383 bytessrc/litsearch/io.pyruns · 2,631 bytessrc/litsearch/library_check.pyruns · 3,964 bytessrc/litsearch/literature.pyruns · 18,806 bytessrc/litsearch/models.pyruns · 3,505 bytessrc/litsearch/normalize.pyruns · 3,818 bytessrc/litsearch/pdf.pyruns · 9,275 bytessrc/litsearch/pdf_assets.pyruns · 8,792 bytessrc/litsearch/pipeline.pyruns · 15,501 bytessrc/litsearch/prisma.pyruns · 4,984 bytessrc/litsearch/py.typedasset · 0 bytessrc/litsearch/query.pyruns · 24,368 bytessrc/litsearch/render.pyruns · 29,062 bytessrc/litsearch/saturation.pyruns · 3,710 bytessrc/litsearch/scoring.pyruns · 9,652 bytessrc/litsearch/screening.pyruns · 6,451 bytestemplates/paper-note-template.mddoc · 6,732 bytestemplates/paper-note-template.zh.mddoc · 6,136 bytestemplates/prompts/paper_note.mddoc · 4,417 bytestemplates/prompts/parse_pdf_model.mddoc · 5,296 bytestemplates/prompts/plan_authoring.mddoc · 6,492 bytestemplates/prompts/screening_instructions.mddoc · 4,225 bytestemplates/prompts/synthesis_instructions.mddoc · 4,241 bytestemplates/prompts/translate_paper.mddoc · 2,221 bytestests/__init__.pyruns · 161 bytestests/test_citation_analysis.pyruns · 2,587 bytestests/test_citation_intake.pyruns · 3,444 bytestests/test_coverage.pyruns · 1,824 bytestests/test_crossref.pyruns · 2,225 bytestests/test_dedupe.pyruns · 1,927 bytestests/test_health.pyruns · 937 bytestests/test_identity_regressions.pyruns · 4,182 bytestests/test_library_check.pyruns · 4,664 bytestests/test_literature.pyruns · 12,031 bytestests/test_normalize.pyruns · 1,329 bytestests/test_pdf.pyruns · 1,386 bytestests/test_pdf_assets.pyruns · 2,437 bytestests/test_prisma.pyruns · 1,685 bytestests/test_query.pyruns · 2,839 bytestests/test_render.pyruns · 1,434 bytestests/test_scoring.pyruns · 2,166 bytestests/test_screening.pyruns · 3,113 bytes
Read excerpt
# Light Literature
把研究问题连到实际论文和可核对的证据。技能目录名为 `light-literature`,保留历史入口名 `literature-search`。脚本处理检索、记录、去重、渲染和一致性检查;宿主负责问题设计、筛选、原文阅读与科学判断。脚本不调用模型 API。
## 先恢复范围和已有材料
- 明确项目根、当前问题、所需深度和已有文件;用户给定路径与既有结构优先。落盘时读 [目录约定](references/project-layout.md),产物保存在真实项目,包内演示材料仅用于测试。
- 继续项目时,先读 `Memory/current.md` 和有关记忆来源;已使用记忆工具时按当前问题取 `context`,冲突/过期项回到原始材料核对。有 `Workflow` 时查看当前任务、采用版本和交接,避免重复检索或阅读。明确的局部任务可直接完成,不强制初始化两者。
- 先查 `Literature/README.md`、`manifest.json`、有关 `meta.json`、阅读文件和检索轮次,复用已有结果。找不到关键输入才澄清;通常可说明合理假设后推进。
## 按请求选择路径
| 请求 | 执行与完成依据 |
|---|---|