Individual skill
lit-review
根據使用者的文章或論文草稿,自動用 Semantic Scholar、Crossref、arXiv API 搜尋相關文獻,並查核既有引用(文獻是否真實存在、書目欄位是否正確、內容是否支持文中論點),也能從主題出發寫出「每個宣稱都有真實文獻支撐」的帶引用文章;另含研究生工具組:文獻矩陣、領域地圖、research gap 偵測、閱讀筆記卡、引用完整性檢查、中英術語一致性、口試/審稿預演、新文獻追蹤、引用需求標記(annotate)、反面證據搜尋(counter)、證據強度評級(strength)、claim-evidence 總表(claims)、撤稿查詢(retract)。凡是使用者提到找文獻、找 paper、補參考文獻、查核引用、檢查 citation、驗證參考文獻、related work、literature review,貼文章要求配文獻、問「這段話有沒有文獻支持」、要求「寫一篇帶參考文獻的文章」、要整理文獻比較表、問已指名兩概念的交集有沒有人做過、要準備口試文獻答辯時,都要使用本 skill。本 skill 的 gap 指令只查證使用者已指名的 X 與 Y 交集;若使用者連題目都還沒有、需要生成並逐一淘汰候選方向,那是題目生成,不在本 skill 範圍(環境裝有 research-gap-hunter 時交給它,沒有就如實說明本 skill 只能查證已指名的交集)。本 skill 的 map 指令盤的是**文獻**——奠基文獻是哪幾篇、關鍵作者是誰、近三年往哪走;若使用者要的是「這個領域現在有哪些**做法**、每一種買到什麼付出什麼、哪些已經飽和」,那是技術盤點不是文獻盤點,交給 research-gap-hunter 的 landscape,沒有那個 skill 就如實說明本 skill 的 map 只回答文獻層的問題。
SKILL.md
Source commit 8525664b324bf3cae0c51d374f196eba59c633d5
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 11, 2026
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Repository context
- Repository stars (not skill ratings)
- 32
- Repository last updated
- Oct 14, 2026
- License
- MIT
Observed agent integration: claude-code
- academic-research Repository topic
- bibliography Repository topic
- citation-analysis Repository topic
- claude Repository topic
- claude-code Repository topic
- claude-plugin Repository topic
- claude-skill Repository topic
- hallucination-detection Repository topic
- literature-review Repository topic
- semantic-scholar Repository topic
- research Derived category
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File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
.claude-plugin/plugin.jsonasset · 846 bytes.gitignoreasset · 235 bytesLICENSEasset · 1,070 bytesREADME.mddoc · 20,905 bytesREADME.zh-TW.mddoc · 17,355 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesSKILL.mdcore · 31,098 bytesUSAGE.mddoc · 13,358 bytesUSAGE.zh-TW.mddoc · 11,683 bytesassets/architecture-dark.svgasset · 8,167 bytesassets/architecture-en-dark.svgasset · 8,264 bytesassets/architecture-en-light.svgasset · 8,264 bytesassets/architecture-light.svgasset · 8,167 bytesassets/gen_diagram.pyruns · 8,597 bytesevals/README.mddoc · 8,194 bytesevals/doc_scan.pyruns · 4,881 bytesevals/fixtures/apa_style.mddoc · 210 bytesevals/fixtures/big_range.mddoc · 1,401 bytesevals/fixtures/charrefs.docxasset · 954 bytesevals/fixtures/dup_refs.mddoc · 85 bytesevals/fixtures/fake.docxasset · 43 bytesevals/fixtures/heading_in_title.mddoc · 164 bytesevals/fixtures/list_root.jsonasset · 134 bytesevals/fixtures/not_json.txtdoc · 24 bytesevals/fixtures/overcite.mddoc · 210 bytesevals/fixtures/ranges.mddoc · 264 bytesevals/fixtures/single_work.jsonasset · 241 bytesevals/fixtures/two_works.jsonasset · 232 bytesevals/fixtures/unnumbered_list.mddoc · 279 bytesevals/fixtures/vancouver.mddoc · 461 bytesevals/fixtures/zh_literals.jsonasset · 11,917 bytesevals/fixtures/zh_messages.jsonasset · 16,356 bytesevals/make_fixtures.pyruns · 6,020 bytesevals/mutation_check.pyruns · 24,841 bytesevals/test_regression.pyruns · 175,887 bytesevals/zip_check.pyruns · 4,022 bytesexamples/planted_errors_test.mddoc · 1,555 bytesreferences/api-notes.mddoc · 19,188 bytesreferences/grad-toolkit.mddoc · 11,471 bytesreferences/prompts.mddoc · 3,911 bytesscripts/_i18n.pyruns · 6,367 bytesscripts/cite_integrity.pyruns · 17,998 bytesscripts/lit_api.pyruns · 124,132 bytesscripts/package_skill.pyruns · 5,974 bytes
Read excerpt
# lit-review:文獻抓取與引用查核
## 開跑前先確認自己是不是完整的
這支 skill 的核心是一支腳本:`scripts/lit_api.py`。**沒有它,這裡的每一個查核都做不到**——存在性、書目比對、撤稿、滾雪球、全文定位全部靠它。另外 `references/grad-toolkit.md`(研究生工具組各指令的工序)與 `references/api-notes.md`(各 API 的坑)也是執行時要讀的。
**有些安裝管道只給 `SKILL.md` 一個檔案**(目錄站的單檔安裝、把這份貼進對話、只複製一個檔)。那種情況下腳本不存在,而你不會收到任何錯誤——你只會照著指示去呼叫一支不在的程式,然後很容易改成「憑記憶回答」,那正是這支 skill 存在要防的事。
所以第一件事:**確認 `scripts/lit_api.py` 讀得到**。讀不到就**在開始之前告訴使用者**,逐字說這一句:
> 我拿到的是單檔版的 lit-review,`scripts/lit_api.py` 不在,所以我沒辦法做任何存在性查核、書目比對或撤稿查詢。要完整版請跑
> `git clone https://github.com/Zachariah9420/lit-review-skill ~/.claude/skills/lit-review`,
> 或 `claude plugin marketplace add Zachariah9420/claude-research-skills` 再 `claude plugin install lit-review@zachariah-research-skills`。