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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.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Conduct systematic academic literature reviews in 6 phases, producing structured notes, a curated paper database, and a synthesized final report. Output is organized by phase for clarity.
Explore and analyze GitHub repositories related to a research topic. Reads deep-research output, discovers repos from multiple sources, deeply analyzes code, and produces integration blueprints.
Generate statistical analysis code with 4-round review. Select appropriate statistical tests, interpret results, and produce analysis reports with p-values, effect sizes, and confidence intervals. Use when analyzing experimental data for a paper.
Write ML experiment code with iterative improvement. Generate training/evaluation pipelines, debug errors, and optimize results through code reflection. Use when implementing experiments for a research paper.
Generate publication-quality scientific figures using matplotlib/seaborn with a three-phase pipeline (query expansion, code generation with execution, VLM visual feedback). Handles bar charts, line plots, heatmaps, training curves, ablation plots, and more. Use when the user needs figures, plots, or visualizations for a paper.
Generate novel research ideas with iterative refinement and novelty checking against literature. Score ideas on Interestingness, Feasibility, and Novelty. Use when brainstorming research directions or validating idea novelty.
| 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"] |
Manage the full lifecycle of citations in a LaTeX paper.
$0 — Action: harvest, validate, add, format$1 — Path to .tex or .bib filepython ~/.claude/skills/citation-management/scripts/validate_citations.py \
--tex paper/main.tex --bib paper/references.bib --check-figures --figures-dir paper/figures/
Reports: missing citations, unused bib entries, duplicate keys, duplicate sections, duplicate labels, undefined references, missing figures.
python ~/.claude/skills/deep-research/scripts/bibtex_manager.py \
--jsonl paper_db.jsonl --output references.bib
python ~/.claude/skills/deep-research/scripts/search_semantic_scholar.py \
--query "attention is all you need" --max-results 5 \
--api-key "$(grep S2_API_Key /Users/lingzhi/Code/keys.md 2>/dev/null | cut -d: -f2 | tr -d ' ')"
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
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.
harvest — Iterative Citation HarvestingBased on AI-Scientist's 20-round citation harvesting loop. For each round:
.tex draftlastNameYearWord).bib (skip if key exists)\cite{key} at the appropriate locationKey rules:
validate — Pre-Compilation CheckRun validate_citations.py to catch all issues before compilation. Fix any reported problems.
add — Add Specific PaperSearch Semantic Scholar for the paper, extract BibTeX, clean the key, append to .bib.
BibTeX key format: firstAuthorLastNameYearFirstContentWord (e.g., vaswani2017attention)
format — Standardize .bib{Braces} in titles