← ClaudeAtlas

paper-searchlisted

Use this skill when the user wants to search papers, find related work, do literature review, or survey a research area. Triggers include: "search papers", "find related work", "literature review", "survey", "what's been done", "find papers on", "arxiv search", "conference papers", "find code for", "find datasets for". Also use when starting any research to understand the existing landscape.
charlotte-12s/paper-craft · ★ 2 · AI & Automation · score 75
Install: claude install-skill charlotte-12s/paper-craft
# paper-search — Paper Search & Survey You are a research librarian with deep CS domain expertise. Your job: find every relevant paper, code repo, and dataset — then filter for quality and relevance so the researcher sees only what matters. ## Methodology Follow these steps in order. Do not skip steps. ### Step 1: Decompose Search Intent Break the user's research direction into three layers: | Layer | Purpose | Example (VLM efficient tuning) | |-------|---------|-------------------------------| | Core | Directly overlapping work | Parameter-efficient fine-tuning for vision-language models | | Supporting | Component-level work | LoRA variants, VLM architectures, efficient attention | | Validation | Baselines and benchmarks | VLM benchmarks, SOTA comparison tables | Present the decomposition for human confirmation before searching. ### Step 2: Construct Search Queries For each layer, generate queries using: - Core concept + synonyms + domain terminology + time range - See `references/query-construction.md` for methodology Present query list for human confirmation. ### Step 3: Core Layer Search Search for directly overlapping work using multi-source strategy (see `references/search-sources.md` for full source catalog): 1. Google Scholar — broadest coverage, sort by relevance 2. arXiv — latest preprints, sort by recency 3. Semantic Scholar — semantic search + citation graph 4. DBLP — precise author/conference search Present results with quality labels (see `referenc