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citation-management

面向 LaTeX 论文的引用管理 Skill：用脚本校验 cite key 是否能解析、报告缺失引用/未使用条目/重复键/未定义引用；通过 Semantic Scholar 检索补全缺失文献并生成候选 BibTeX；支持去重与统一格式化。依赖本地脚本与外部检索接口。

lingzhi227
热度 14.50
最近更新 2026-10-19 01:34:52
分类：知识依赖：代码执行 / 第三方 API / 读写文件应用场景：研究 / 工作流 / 数据处理

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add lingzhi227/agent-research-skills/citation-management
Metadata
name
citation-management
description
Manage BibTeX citations for LaTeX papers. Harvest missing citations from a draft using Semantic Scholar, validate cite keys against .bib files, deduplicate entries, and format bibliography. Use when working with references, BibTeX, or citations.
argument-hint
["tex-or-bib-file"]

Citation Management

Manage the full lifecycle of citations in a LaTeX paper.

Input

  • $0 — Action: harvest, validate, add, format
  • $1 — Path to .tex or .bib file

Scripts

Validate citations (check all cite keys resolve)

python ~/.claude/skills/citation-management/scripts/validate_citations.py \
  --tex paper/main.tex --bib paper/references.bib --check-figures --figures-dir paper/figures/

Reports: missing citations, unused bib entries, duplicate keys, duplicate sections, duplicate labels, undefined references, missing figures.

Generate BibTeX from paper database

python ~/.claude/skills/deep-research/scripts/bibtex_manager.py \
  --jsonl paper_db.jsonl --output references.bib

Search for a specific paper to add

python ~/.claude/skills/deep-research/scripts/search_semantic_scholar.py \
  --query "attention is all you need" --max-results 5 \
  --api-key "$(grep S2_API_Key /Users/lingzhi/Code/keys.md 2>/dev/null | cut -d: -f2 | tr -d ' ')"

Harvest missing citations automatically

python ~/.claude/skills/citation-management/scripts/harvest_citations.py \
  --tex paper/main.tex --bib paper/references.bib --output candidates.bib --max-rounds 10

Scans .tex for uncited claims, searches Semantic Scholar, outputs candidate BibTeX entries. Key flags: --dry-run (preview only), --verbose, --api-key

Auto-fix missing citation placeholders

python ~/.claude/skills/citation-management/scripts/validate_citations.py \
  --tex paper/main.tex --bib paper/references.bib --fix

Generates references_fixed.bib with placeholder entries for all missing citation keys.

Action: harvest — Iterative Citation Harvesting

Based on AI-Scientist's 20-round citation harvesting loop. For each round:

  1. Read the current .tex draft
  2. Identify the most important missing citation
  3. Search Semantic Scholar via script
  4. Select the most relevant paper from results
  5. Extract BibTeX and generate a clean key (lastNameYearWord)
  6. Append to .bib (skip if key exists)
  7. Insert \cite{key} at the appropriate location
  8. Stop when no more gaps or 20 rounds reached

Key rules:

  • DO NOT add a citation that already exists
  • Only add citations found via API — never fabricate
  • Cite broadly — not just popular papers
  • Do not copy verbatim from prior literature

Action: validate — Pre-Compilation Check

Run validate_citations.py to catch all issues before compilation. Fix any reported problems.

Action: add — Add Specific Paper

Search Semantic Scholar for the paper, extract BibTeX, clean the key, append to .bib.

BibTeX key format: firstAuthorLastNameYearFirstContentWord (e.g., vaswani2017attention)

Action: format — Standardize .bib

  • Sort entries alphabetically by key
  • Ensure consistent indentation (2 spaces)
  • Remove empty fields
  • Protect proper nouns with {Braces} in titles
  • Ensure required fields per entry type

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