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Scholar Search Skills
by
WOWCharlotte
· GitHub ↗
· v1.0.0
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Install in OpenClaw
/install scholar-search-skills
Description
学术论文搜索与下载工具。当用户要求搜索某一主题的科研论文时触发此技能,支持从 arXiv、ICLR、ICML、NeurIPS 等来源搜索、筛选和下载论文,并生成结构化摘要和 BibTeX 引用。
Usage Guidance
这是一个功能上与描述一致的“学术论文搜索与下载”技能,但在安装/运行前请注意以下事项:
- 来源可信度:技能没有公开主页或明确源码仓库(source: unknown)。在安装或执行任何安装命令前,请要求或查验完整源码仓库、发布者信息与提交历史。尽量只从可信仓库(例如作者 GitHub)克隆并审查代码。
- 避免直接全局安装:SKILL.md 建议使用 `npx ... -g` 和 `pip install`,这些会下载并执行第三方代码。优先在隔离环境(虚拟环境、容器、沙箱或临时 VM)中运行,或手动审阅将被安装的软件包。不要在生产机器上直接执行全局安装命令。
- 查看并审计脚本:scripts/score_papers.py 可被静态审阅(其行为看起来正常、只做文本相似度打分)。仍建议检查其他脚本/工具(如 docling 包)源代码以确认无远程命令执行或隐藏回呼。
- 限定下载源与路径:下载 PDF 时确保仅从 arxiv.org 等受信任域名下载,并在运行前检查将写入的位置(~/papers/*)。
- Google Scholar 抓取:SKILL.md 建议使用 web_fetch 访问 Google Scholar 以做引用追踪;注意这可能违反服务条款或触发反爬机制,且不需要凭据。可考虑手动或通过官方 API/受允许的方式进行引用检索。
- 权限最小化:若只需要打分或摘要功能,可跳过 npx 全局安装并在受控环境中仅运行 score_papers.py(并在需要时手动安装其 Python 依赖)。
如果你想继续安装:要求提供源码仓库 URL、npm/pypi 包出处与签名,或在隔离环境中先运行并观察网络/文件系统行为。
Capability Analysis
Type: OpenClaw Skill
Name: scholar-search-skills
Version: 1.0.0
The skill bundle is designed for academic paper search and download, performing file system operations (creating directories, downloading PDFs via `wget`, reading/writing CSV/JSON files) and network calls (arXiv, Google Scholar). It also installs another OpenClaw skill (`docling`) using `npx skills add`. While these capabilities are necessary for its stated purpose, they introduce inherent risks such as potential arbitrary file overwrite/read (via `wget` output path or `scripts/score_papers.py` input/output paths) and supply chain risk from installing external skills. There is no clear evidence of intentional malicious behavior like data exfiltration to unauthorized endpoints or explicit prompt injection attempts to subvert the agent's core function, but the broad file and network access, combined with user-controlled paths, makes it suspicious rather than benign due to potential vulnerabilities.
Capability Assessment
Purpose & Capability
名称与描述(搜索、下载 arXiv/会议论文、生成摘要和 BibTeX)与 SKILL.md 和脚本行为一致;所需权限和资源(下载 PDF、解析 PDF、关键词打分)与目的相符,未请求与功能无关的环境变量或凭据。
Instruction Scope
大部分指令局限于搜索、下载和解析论文(创建 ~/papers 子目录、使用 wget 下载 arXiv PDF、用 docling 解析、用脚本打分)。需注意:SKILL.md 建议检查/访问本地技能目录 (~/.agents/skills/arxiv-search/),以及使用 web_fetch 抓取 Google Scholar(可能涉及爬取与服务条款相关问题)。总体上指令不明显越权,但包含有潜在风险的网络抓取与本地路径访问。
Install Mechanism
技能注册表中没有 install spec(instruction-only),但 SKILL.md 建议执行外部安装命令:pip install scikit-learn rapidfuzz(常见但会安装第三方包),以及 npx skills add existential-birds/beagle@docling -g -y(通过 npx 全局安装不明来源包/脚本)。这些命令会下载并在本地执行第三方代码且未提供指纹/来源校验,增加了供应链/执行任意代码风险。
Credentials
技能不要求任何环境变量或凭据(requires.env 空),也未声明访问云凭据或其他服务令牌,所需权限相对有限(写入用户家目录、下载文件、全局包安装)。唯一需要注意的是它会读取本地技能目录路径来检测 arxiv-search,这会泄露本地技能存在性,但不直接要求敏感凭证。
Persistence & Privilege
技能没有设置 always: true,也未要求修改其它技能配置。风险点在于 SKILL.md 建议执行全局安装(npx -g / pip install)并在用户主目录创建文件夹,这会对主机环境产生持久更改。建议在受控环境或虚拟环境中执行而非直接全局安装。
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install scholar-search-skills - After installation, invoke the skill by name or use
/scholar-search-skills - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of Scholar Search Skills: a tool for academic paper search, filtering, and download.
- Supports automated search from sources including arXiv, ICLR, ICML, and NeurIPS.
- Integrates with arxiv-search and docling for professional search and PDF parsing.
- Enables structured summaries, automatic BibTeX citation extraction, and keyword relevance scoring.
- Provides a full workflow for literature collection, summary generation, citation tracking, and output formatting.
- Includes scripts and templates for relevance scoring, literature review outlines, and organized output files.
Metadata
Frequently Asked Questions
What is Scholar Search Skills?
学术论文搜索与下载工具。当用户要求搜索某一主题的科研论文时触发此技能,支持从 arXiv、ICLR、ICML、NeurIPS 等来源搜索、筛选和下载论文,并生成结构化摘要和 BibTeX 引用。 It is an AI Agent Skill for Claude Code / OpenClaw, with 452 downloads so far.
How do I install Scholar Search Skills?
Run "/install scholar-search-skills" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Scholar Search Skills free?
Yes, Scholar Search Skills is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Scholar Search Skills support?
Scholar Search Skills is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Scholar Search Skills?
It is built and maintained by WOWCharlotte (@wowcharlotte); the current version is v1.0.0.
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