学术文献精读助手:把论文拆成结构化精读笔记

学术文献精读助手是 SkillHub 社区 Skill,面向学生与科研人员,支持 PDF、DOI、PMID 等输入,按研究背景、方法、实验、结论、局限与延伸方向输出结构化笔记。本文介绍其定位与核心能力,并依据 skillhub.cn 安装文档说明 CLI 检查、skillhub install 与 Cursor 等客户端 skills 目录配置,适用于课程论文、开题与文献汇报场景。

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dsh-lit-fetch:在 DSH 里检索文献、批量拉 PDF、生成获取清单

dsh-lit-fetch 是 loyalchiiina 维护的 DSH 联网工具插件,提供 search_papers(Crossref/OpenAlex)、download_papers(8 个 Sci-Hub 镜像 + Unpaywall 兜底,PDF 魔数与体积校验)与 generate_manifest(中文 HTML 清单)。非网页正文抓取。安装:dsh plugin --profile desktop add dsh-lit-fetch。使用时需注意 download_papers 与 generate_manifest 状态枚举不一致,失败项需映射为 failed 才显示「需手动」。

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dsh-scopus-searcher: Academic Literature Research Agent Preset (Search-Driven × Knowledge-Driven)

`dsh-scopus-searcher` is an academic literature research plugin for DeepSeek Harness, designed to provide an automated workflow from search and verification to review synthesis. It includes two built-in Agent presets: `scopus-scholar` (search-driven) and `scopus-knowledge` (knowledge-driven). Core features include: using Scopus for discovery and OpenAlex to enrich metadata; supporting bidirectional citation tracking, precise search, and attaching evidence chains to claims. The search-driven mode executes a closed loop of “search–synthesis–claim–verification”; the knowledge-driven mode enforces a state-machine pipeline through code to establish an independent “scientific advisor” persona for in-depth consultation and validation. This tool is suitable for academic research and review writing, and requires an API key to be configured.

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litkit-dsh: A Unified Academic Literature Search and Audit Tool

`litkit-dsh` is a command-line tool designed for academic research, offering literature search across 25+ sources, deduplication, batch downloading (including PDFs), and citation auditing. It supports export to BibTeX/RIS/JSON, provides Chinese literature search, workflow presets, and MCP/DSH plugin support. Users can configure their environment and API keys to quickly organize large volumes of literature locally and automate the processing of academic resources.

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dsh-ai4scholar: Leveraging 38 Academic Tools in DSH for Literature Search, Full-Text Reading, and Citation Generation

dsh-ai4scholar is a DeepSeek Harness web plugin maintained by literaf, offering 38 native academic tools via ai4scholar.net. It covers Semantic Scholar, PubMed, Google Scholar, arXiv, bioRxiv/medRxiv, and DOI, supporting unified search, PDF full-text segmented reading, auto_cite for automatic citation, and sci_draw for scientific visualization. The installation command is `dsh plugin --profile web add dsh-ai4scholar`, and the AI4Scholar API Key needs to be configured in the Web settings or via environment variables; some platforms charge based on credits, while arXiv and DOI are free. Licensed under MIT, current version v0.3.3.

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