literature-filter
Filter, validate and organize literature search results. LOAD THIS SKILL WHEN: User has search results and needs to "過濾", "篩選", "filter", "選擇文獻" | reviewing search results | narrowing down papers.
npx skills add majiayu000/claude-skill-registry --skill literature-filter --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 文獻過濾技能 (Literature Filter) ## 描述 對搜尋結果進行過濾、驗證和整理，支援自動和人工篩選模式。 ## 觸發條件 - 「過濾文獻」「篩選結果」「選擇相關論文」 - "filter papers", "screen articles", "apply criteria" - 收到搜尋結果後需要縮小範圍 ## 可用 Tools ### MCP Tools (pubmed-search) | Tool | 用途 | 參數 | |------|------|------| | `fetch_article_details` | 取得完整摘要 | pmids | | `get_citation_metrics` | 引用指標篩選 | pmids, min_citations, min_rcr | | `analyze_fulltext_access` | 檢查全文可用性 | pmids | ### MCP Tools (zotero-keeper) | Tool | 用途 | 參數 | |------|------|------| | `check_articles_owned` | 檢查重複 | pmids | | `advanced_search` | 搜尋已有文獻 | q, item_type | ### Agent 自主判斷 Agent 會根據以下標準自主過濾： 1. **相關性判斷** - 摘要是否符合研究主題 2. **品質判斷** - 期刊影響力、研究設計 3. **時效性判斷** - 是否為最新研究 4. **語言判斷** - 是否為可讀語言 ## 執行流程 ### 1. 自動過濾模式 ``` 輸入：PMID 清單 ↓ fetch_article_details(pmids) ← 取得完整資訊 ↓ Agent 根據標準自動評分 ↓ get_citation_metrics(pmids, min_rcr=1.0) ← 過濾低影響力 ↓ analyze_fulltext_access(pmids) ← 標記全文可用性 ↓ 輸出：篩選後清單 + 排除原因 ``` ### 2. 互動式過濾模式 ``` 輸入：PMID 清單 ↓ 顯示每篇文章摘要 ↓ 詢問用戶：「這篇是否相關？」 ↓ 記錄 Include/Exclude 決定 ↓ 輸出：PRISMA 風格流程圖數據 ``` ### 3. 標準過濾模式 (Inclusion/Exclusion Criteria) ```python # 定義納入排除標準 criteria = { "inclusion": [ "研究類型: RCT, 前瞻性研究", "發表年份: 2020-2025", "語言: English, Chinese" ], "exclusion": [ "病例報告",
- 描述
- 觸發條件
- 可用 Tools
- MCP Tools (pubmed-search)
- MCP Tools (zotero-keeper)
- Agent 自主判斷
- 執行流程
- 1. 自動過濾模式
- 2. 互動式過濾模式
- 3. 標準過濾模式 (Inclusion/Exclusion Criteria)
- 輸出格式
- 使用範例
- 相關技能
What does the literature-filter skill do?
Filter, validate and organize literature search results. LOAD THIS SKILL WHEN: User has search results and needs to "過濾", "篩選", "filter", "選擇文獻" | reviewing search results | narrowing down papers.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill literature-filter --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.