AI Review Skill
NeuroDong/Ai-Review
Generates structured AI paper reviews (SoT style) for LaTeX, PDF, and Word manuscripts.
阅读、分析并总结学术文献（PDF论文），生成结构化的文献概要笔记。核心能力：论文元信息提取、研究问题识别、方法论梳理、实验结果分析、个人评价生成，以及多篇文献横向对比。支持中英文论文、单篇精读与批量文献综述。当用户提供 PDF 论文文件、要求阅读文献、总结论文、文献综述、论文概要、论文精读、paper summary、paper review、读论文、读…
Install Literature Reader
$ npx skills add wpsnote/wpsnote-skills --skill literature-reader -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wpsnote/wpsnote-skills literature-reader --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/literature-reader .claude/skills/literature-reader && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "literature-reader" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-reader into .claude/skills/literature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "literature-reader", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-readerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add wpsnote/wpsnote-skills --skill literature-reader -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wpsnote/wpsnote-skills literature-reader --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/literature-reader .agents/skills/literature-reader && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "literature-reader" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-reader into .agents/skills/literature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "literature-reader", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add wpsnote/wpsnote-skills --skill literature-reader -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wpsnote/wpsnote-skills literature-reader --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/literature-reader .cursor/skills/literature-reader && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "literature-reader" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-reader into .cursor/skills/literature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "literature-reader", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/wpsnote/wpsnote-skills.git --path skills/literature-reader--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add wpsnote/wpsnote-skills --skill literature-reader -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wpsnote/wpsnote-skills literature-reader --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/literature-reader .gemini/skills/literature-reader && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "literature-reader" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-reader into .gemini/skills/literature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "literature-reader", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install wpsnote/wpsnote-skills literature-readerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add wpsnote/wpsnote-skills --skill literature-reader -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/literature-reader .github/skills/literature-reader && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "literature-reader" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-reader into .github/skills/literature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "literature-reader", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add wpsnote/wpsnote-skills --skill literature-reader -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wpsnote/wpsnote-skills literature-reader --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/literature-reader .opencode/skills/literature-reader && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "literature-reader" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/literature-reader into .opencode/skills/literature-reader/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "literature-reader", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
literature-reader- GitHub stars
- 179
- Token cost
- ~793 tokens
- SKILL.md length
- 206 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 37
- Repo updated
- First seen
- Licence
- None found
At a glance
阅读、分析并总结学术文献（PDF论文），生成结构化的文献概要笔记。核心能力：论文元信息提取、研究问题识别、方法论梳理、实验结果分析、个人评价生成，以及多篇文献横向对比。支持中英文论文、单篇精读与批量文献综述。当用户提供 PDF 论文文件、要求阅读文献、总结论文、文献综述、论文概要、论文精读、paper summary、paper review、读论文、读…
- Works in 4 steps: 获取 PDF 内容 → 内容分析 → 生成文献概要 → …
- Tasks that involve PDF
- SKILL.md covers 指令, 特殊场景处理, 输出规范 and 示例, plus 1 more section
- Runs Python scripts from its folder; calls pip3 and python3
What it does
Literature Reader is an agent skill from wpsnote/wpsnote-skills. 阅读、分析并总结学术文献（PDF论文），生成结构化的文献概要笔记。核心能力：论文元信息提取、研究问题识别、方法论梳理、实验结果分析、个人评价生成，以及多篇文献横向对比。支持中英文论文、单篇精读与批量文献综述。当用户提供 PDF 论文文件、要求阅读文献、总结论文、文献综述、论文概要、论文精读、paper summary、paper review、读论文、读 paper、帮我看看这篇论文、分析这篇文章、这篇论文讲了什么、论文的方法是什么、帮我做文献笔记、批量读论文、对比这几篇论文时使用此 skill。处理 .pdf 格式文件。
Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/extract_pdf.py`). Compatibility notes: 需要 macOS 或 Linux 环境。Cursor 内置 Read 工具可直接读取 PDF，大多数场景无需额外依赖。当 Read 工具无法正常处理 PDF 时，备选方案需 Python 3 和 pdfplumber 库，详见 references/pdf-extract.md。
It sits in Documents & Office, covering PDF and Peer review.
When your agent uses it
- Tasks that involve PDF
- Tasks that involve Peer review
Example prompts
- “/literature-reader”
Requirements
- Python 3
- Compatibility (from SKILL.md): 需要 macOS 或 Linux 环境。Cursor 内置 Read 工具可直接读取 PDF，大多数场景无需额外依赖。当 Read 工具无法正常处理 PDF 时，备选方案需 Python 3 和 pdfplumber 库，详见 references/pdf-extract.md。
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- 获取 PDF 内容
- 内容分析
- 生成文献概要
- 质量检查
What it can do on your machine
Read from SKILL.md and the folder at commit 2d9885d. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pip3python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip3, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
需要 macOS 或 Linux 环境。Cursor 内置 Read 工具可直接读取 PDF，大多数场景无需额外依赖。当 Read 工具无法正常处理 PDF 时，备选方案需 Python 3 和 pdfplumber 库，详见 references/pdf-extract.md。
From compatibility in the SKILL.md frontmatter.
Context cost
Literature Reader loads about 793 tokens when it runs. Until then it costs about 71 tokens; SKILL.md has 206 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 206 words (~793 tokens).
“首选方式： 使用 Cursor 内置 Read 工具直接读取 PDF 文件。”
- name
- literature-reader
- compatibility
- 需要 macOS 或 Linux 环境。Cursor 内置 Read 工具可直接读取 PDF，大多数场景无需额外依赖。当 Read 工具无法正常处理 PDF 时，备选方案需 Python 3 和 pdfplumber 库，详见 references/pdf-extract.md。
- metadata.author
- huziyu
- metadata.version
- 1.1.0
Files
SKILL.md and 1 other file (scripts) in skills/literature-reader of wpsnote/wpsnote-skills.
- SKILL.md
- scripts/extract_pdf.py
Open the folder on GitHubat commit 2d9885d
Compare with similar skills
Literature Reader next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Literature Reader this skillwpsnote/wpsnote-skills | 179 | — | ~793 | Automated safety check: Pass | None | |
| AI Review SkillNeuroDong/Ai-Review | 626 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Paper ReviewRapidAI/MaClaw | 145 | — | ~1k | Automated safety check: Pass | MIT | |
| Paperreviewcnfjlhj/ai-collab-playbook | 452 | — | ~668 | Automated safety check: Pass | None | |
| Paper Auditbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.6k | Automated safety check: Pass | Custom licence | |
| Scholar Evaluationaipoch/medical-research-skills | 2k | — | ~932 | Automated safety check: Pass | MIT |
Similar skills
Paper Review
RapidAI/MaClaw
论文深度解读 Skill — 下载论文PDF → LLM深度解读（问题/创新点/方法原理/实验分析）→ PDF图片提取 → 生成组会PPT → 生成解读音频MP3。端到端学术论文解读工具。
Paperreview
cnfjlhj/ai-collab-playbook
A skill your agent uses when the user explicitly wants to upload a final or near-final PDF to paperreview.ai for an external second opinion.
Paper Audit
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Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats.
Scholar Evaluation
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Implements the ScholarEval framework to evaluate scholarly documents; trigger when the user provides a PDF/DOCX/TXT file or pasted text and requests critique, scoring, or quality assessment.
Sci Paper Reviewer
aipoch/medical-research-skills
Simulates a strict SCI peer-review workflow; trigger when a user uploads or pastes a manuscript (PDF/DOC/DOCX/TXT) and requests an innovation score (1–12) plus experimental-logic vulnerability…
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Related
Categories
Questions about Literature Reader
What does Literature Reader do?
阅读、分析并总结学术文献（PDF论文），生成结构化的文献概要笔记。核心能力：论文元信息提取、研究问题识别、方法论梳理、实验结果分析、个人评价生成，以及多篇文献横向对比。支持中英文论文、单篇精读与批量文献综述。当用户提供 PDF 论文文件、要求阅读文献、总结论文、文献综述、论文概要、论文精读、paper summary、paper review、读论文、读…. Literature Reader is an agent skill from wpsnote/wpsnote-skills.
When should I use Literature Reader?
Literature Reader fits situations like: tasks that involve PDF; tasks that involve Peer review.
How do I install Literature Reader in Claude Code?
Run `npx skills add wpsnote/wpsnote-skills --skill literature-reader -a claude-code`. Or copy the skill folder (skills/literature-reader in wpsnote/wpsnote-skills) into .claude/skills/literature-reader in your project. Claude Code loads it when a task matches its description.
How do I install Literature Reader in Codex?
Run `npx skills add wpsnote/wpsnote-skills --skill literature-reader -a codex`. Or copy the skill folder (skills/literature-reader in wpsnote/wpsnote-skills) into .agents/skills/literature-reader in your project. Codex loads it when a task matches its description.
Can I use Literature Reader in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add wpsnote/wpsnote-skills --skill literature-reader -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/literature-reader, .gemini/skills/literature-reader, .github/skills/literature-reader and .opencode/skills/literature-reader in your project.
What does Literature Reader need to run?
Going by SKILL.md and its folder, Literature Reader needs Python for the scripts in its folder and the command-line tools its instructions call (pip3 and python3). Our summary lists: Python 3. Compatibility (from SKILL.md): 需要 macOS 或 Linux 环境。Cursor 内置 Read 工具可直接读取 PDF，大多数场景无需额外依赖。当 Read 工具无法正常处理 PDF 时，备选方案需 Python 3 和 pdfplumber 库，详见 references/pdf-extract.md。.
Does Literature Reader access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Literature Reader safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Literature Reader use?
No licence was found for Literature Reader or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Literature Reader use?
About 793 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Literature Reader?
Skills that share tags, products or a category with Literature Reader: AI Review Skill (NeuroDong/Ai-Review, 626 stars), Paper Review (RapidAI/MaClaw, 145 stars), Paperreview (cnfjlhj/ai-collab-playbook, 452 stars) and Paper Audit (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Literature Reader?
wpsnote (a GitHub organization) maintains it in wpsnote/wpsnote-skills, which has 179 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on May 25, 2026.
Source: wpsnote/wpsnote-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.