Agent skill

Get Review Theme

by InternScience in InternScience/DrClaw

当用户明确要求"从文件/图片/网页/描述中提取综述主题"或"生成主题+关键词+核心问题结构化输出"时使用。支持文件(PDF/Word/Markdown/Tex)、文件夹、图片、自然语言描述、网页 URL 等多种输入源,自动识别输入类型并提取内容,生成可直接用于 systematic-literature-review 及其他文献综述技能的结构化输出。

No licenceAuto-check passedDocuments & Office

Install Get Review Theme

skills CLI
$ npx skills add InternScience/DrClaw --skill get-review-theme -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install InternScience/DrClaw get-review-theme --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/InternScience/DrClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/drclaw/local_skill_hub/proposal_writing/get-review-theme .claude/skills/get-review-theme && rm -rf skills-src

Use ~/.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/

Facts

Skill name
get-review-theme
GitHub stars
172
Token cost
~1.3k tokens
SKILL.md length
215 words
Files
4 (incl. references)
Skills in repo
12
Repo updated
First seen
Licence
None found

At a glance

当用户明确要求"从文件/图片/网页/描述中提取综述主题"或"生成主题+关键词+核心问题结构化输出"时使用。支持文件(PDF/Word/Markdown/Tex)、文件夹、图片、自然语言描述、网页 URL 等多种输入源,自动识别输入类型并提取内容,生成可直接用于 systematic-literature-review 及其他文献综述技能的结构化输出。

  • Works in 4 steps: 输入类型识别 → 内容提取 → 语义理解与主题生成 → …
  • Tasks that involve Literature review
  • SKILL.md covers 角色, 触发条件, 你需要确认的输入 and 工作流(四步), plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Get Review Theme is an agent skill from InternScience/DrClaw. 当用户明确要求"从文件/图片/网页/描述中提取综述主题"或"生成主题+关键词+核心问题结构化输出"时使用。支持文件(PDF/Word/Markdown/Tex)、文件夹、图片、自然语言描述、网页 URL 等多种输入源,自动识别输入类型并提取内容,生成可直接用于 systematic-literature-review 及其他文献综述技能的结构化输出。

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `README.md`, `config.yaml` and `references/prompt_templates.md`).

It sits in Documents & Office, covering Literature review, LaTeX and PDF.

When your agent uses it

  • Tasks that involve Literature review
  • Tasks that involve LaTeX
  • Tasks that involve PDF

Example prompts

  • “从文件/图片/网页/描述中提取综述主题”
  • “生成主题+关键词+核心问题结构化输出”
  • “/get-review-theme”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. 输入类型识别
  2. 内容提取
  3. 语义理解与主题生成
  4. 输出格式化

What it can do on your machine

Read from SKILL.md and the folder at commit 4f96df0. 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml and json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    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.

Context cost

Get Review Theme loads about 1.3k tokens when it runs, and up to ~3.5k if it reads all its reference files. Until then it costs about 48 tokens; SKILL.md has 215 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.5k

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); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 215 words (~1,259 tokens).

name
get-review-theme
metadata.author
Bensz Conan
metadata.short-description
多源输入的结构化综述主题提取工具
metadata.keywords
主题提取, 综述主题, review topic, 关键词提取, 核心问题识别, 文献调研准备, systematic literature review, 输入分析, PDF 分析, 图片理解, 网页解析, 内容理解, 学术主题识别

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references) in drclaw/local_skill_hub/proposal_writing/get-review-theme of InternScience/DrClaw.

  • SKILL.md
  • README.md
  • config.yaml
  • references/prompt_templates.md

Open the folder on GitHubat commit 4f96df0

Compare with similar skills

Get Review Theme 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.

Get Review Theme compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Get Review Theme this skillInternScience/DrClaw172—~1.3kAutomated safety check: PassNone
Research Topic Extractorhuangwb8/ChineseResearchLaTeX2.9k—~666Automated safety check: PassMIT
Typst Paperbahayonghang/academic-writing-skills498—~3.6kAutomated safety check: PassNone
Paper Interpreterchujianyun/skills740—~810Automated safety check: PassCustom licence
Evidence Ledgerwanshuiyin/Anti-Autoresearch161—~11kAutomated safety check: NotesMIT
Paper Auditbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~3.6kAutomated safety check: PassCustom licence

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Questions about Get Review Theme

What does Get Review Theme do?

当用户明确要求"从文件/图片/网页/描述中提取综述主题"或"生成主题+关键词+核心问题结构化输出"时使用。支持文件(PDF/Word/Markdown/Tex)、文件夹、图片、自然语言描述、网页 URL 等多种输入源,自动识别输入类型并提取内容,生成可直接用于 systematic-literature-review 及其他文献综述技能的结构化输出。. Get Review Theme is an agent skill from InternScience/DrClaw.

When should I use Get Review Theme?

Get Review Theme fits situations like: tasks that involve Literature review; tasks that involve LaTeX; tasks that involve PDF.

How do I install Get Review Theme in Claude Code?

Run `npx skills add InternScience/DrClaw --skill get-review-theme -a claude-code`. Or copy the skill folder (drclaw/local_skill_hub/proposal_writing/get-review-theme in InternScience/DrClaw) into .claude/skills/get-review-theme in your project. Claude Code loads it when a task matches its description.

How do I install Get Review Theme in Codex?

Run `npx skills add InternScience/DrClaw --skill get-review-theme -a codex`. Or copy the skill folder (drclaw/local_skill_hub/proposal_writing/get-review-theme in InternScience/DrClaw) into .agents/skills/get-review-theme in your project. Codex loads it when a task matches its description.

Can I use Get Review Theme 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 InternScience/DrClaw --skill get-review-theme -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/get-review-theme, .gemini/skills/get-review-theme, .github/skills/get-review-theme and .opencode/skills/get-review-theme in your project.

What does Get Review Theme need to run?

SKILL.md names no scripts, command-line tools or credentials: Get Review Theme is instructions for the agent only. Our summary lists: Python 3.

Does Get Review Theme 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 Get Review Theme 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. Review the folder before installing.

What licence does Get Review Theme use?

No licence was found for Get Review Theme or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Get Review Theme use?

About 1.3k tokens (SKILL.md is roughly 5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.3k tokens, read only when the agent opens those files.

What are the alternatives to Get Review Theme?

Skills that share tags, products or a category with Get Review Theme: Research Topic Extractor (huangwb8/ChineseResearchLaTeX, 2.9k stars), Typst Paper (bahayonghang/academic-writing-skills, 498 stars), Paper Interpreter (chujianyun/skills, 740 stars) and Evidence Ledger (wanshuiyin/Anti-Autoresearch, 161 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Get Review Theme?

InternScience (a GitHub organization) maintains it in InternScience/DrClaw, which has 172 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on March 20, 2026.

Source: InternScience/DrClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.