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在 OpenClaw 中安装
/install paper-highlight
功能描述
Automatically highlight academic papers by 5 semantic categories — goal, motivation, method, results, contributions — to help you quickly skim a paper. Confi...
安全使用建议
This skill appears to be a straightforward local PDF highlighter implemented with PyMuPDF. Before installing, verify the Homebrew 'uv' formula is the intended package (the SKILL.md uses 'uv' to manage the virtualenv — you can substitute a standard venv creation if you prefer). Review scripts/highlight_paper.py yourself to confirm there are no unexpected network calls (the provided portion appears rule-based and local). Note the SKILL.md will ask for explicit consent before processing large PDFs. If you want to be extra cautious, run the script inside an isolated environment and inspect its output destination (where annotated PDFs are written) to ensure it only writes files you expect.
功能分析
Type: OpenClaw Skill
Name: paper-highlight
Version: 1.0.0
The paper-highlight skill bundle is a legitimate utility designed to semantically annotate academic PDFs using the PyMuPDF library. The core logic in `scripts/highlight_paper.py` uses keyword scoring and section analysis to apply highlights and summary notes locally to a document. The `SKILL.md` instructions include a responsible 'Preflight Gate' that requires the agent to warn the user about potential token costs before processing, and there is no evidence of data exfiltration, malicious command execution, or obfuscation.
能力评估
Purpose & Capability
Name/description promise (semantic PDF highlighting) matches the bundled artifacts: SKILL.md describes a local workflow and the repository contains a PyMuPDF-based script (scripts/highlight_paper.py) plus a rules doc. The declared binaries (python3 and uv) and the PyMuPDF dependency are appropriate for this purpose.
Instruction Scope
Runtime instructions only reference local files, creating a venv, installing pymupdf, pre-reading the PDF, and annotating it. The SKILL.md explicitly requires user confirmation before doing costly full-paper processing. There are example absolute paths (/Users/yo/…) but that appears to be an example usage, not a directive to access unrelated system files.
Install Mechanism
Install uses a Homebrew formula named 'uv' to provide the 'uv' binary, which the SKILL.md uses to create a venv and run pip. Using Homebrew is reasonable, but the 'uv' tool is less common than e.g. python -m venv; you should verify the 'uv' formula you will install is the expected project and not an unrelated package before running brew install.
Credentials
The skill requests no environment variables or credentials. The workflow operates on user-supplied PDFs and a local virtualenv; no secrets or external service credentials are required.
Persistence & Privilege
The skill is not always-enabled, does not request elevated or system-wide changes, and its install/usage creates a venv inside the skill folder. It does not request to modify other skills or global agent configuration.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install paper-highlight - 安装完成后，直接呼叫该 Skill 的名称或使用
/paper-highlight触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
Initial release of paper-highlight.
- Automatically highlights academic papers in 5 semantic categories (goal, motivation, method, results, contributions).
- Configurable highlight density levels, opacity, and optional note/summary layers.
- Includes a preflight gate: estimates page/word/token count and warns users before heavy processing.
- Uses soft pastel highlight colors (with light/dark modes) for clear, non-intrusive marks.
- Provides precise controls for density, per-page limits, and optional highlight categories.
- Workflow instructions and detailed usage guidelines included in documentation.
元数据
常见问题
Paper Highlight 是什么？
Automatically highlight academic papers by 5 semantic categories — goal, motivation, method, results, contributions — to help you quickly skim a paper. Confi... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 153 次。
如何安装 Paper Highlight？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install paper-highlight」即可一键安装，无需额外配置。
Paper Highlight 是免费的吗？
是的，Paper Highlight 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Paper Highlight 支持哪些平台？
Paper Highlight 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Paper Highlight？
由 Yorch（@yorch233）开发并维护，当前版本 v1.0.0。
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