Agent skill

Systematic Literature Review

by InternScience in InternScience/DrClaw

当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研"时使用。AI 自定检索词,多源检索→去重→AI 逐篇阅读并评分(1–10分语义相关性与子主题分组)→按高分优先比例选文→自动生成"综/述"字数预算→资深领域专家自由写作(固定摘要/引言/子主题/讨论/展望/结论),保留正文字数与参考文献数硬校验,强制导出 PDF 与…

No licenceAuto-check passedResearch & Science

Install Systematic Literature Review

skills CLI
$ npx skills add InternScience/DrClaw --skill systematic-literature-review -a claude-code

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

GitHub CLI
$ gh skill install InternScience/DrClaw systematic-literature-review --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/systematic-literature-review .claude/skills/systematic-literature-review && 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
systematic-literature-review
GitHub stars
172
Token cost
~3.9k tokens
SKILL.md length
815 words
Files
76 (incl. scripts, references)
Skills in repo
12
Repo updated
First seen
Licence
None found

At a glance

当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研"时使用。AI 自定检索词,多源检索→去重→AI 逐篇阅读并评分(1–10分语义相关性与子主题分组)→按高分优先比例选文→自动生成"综/述"字数预算→资深领域专家自由写作(固定摘要/引言/子主题/讨论/展望/结论),保留正文字数与参考文献数硬校验,强制导出 PDF 与…

  • Works in 5 steps: {主题}(一句话,必需) → 时间/语言/研究类型等范围约束(可选) → 档位:Premium(默认)/Standard/Basic(支持中文:旗舰级/标准… → …
  • 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(7 步 + 字数预算), plus 10 more sections
  • Calls python3, python and pip; reaches doi.org

What it does

Systematic Literature Review is an agent skill from InternScience/DrClaw. 当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研"时使用。AI 自定检索词,多源检索→去重→AI 逐篇阅读并评分(1–10分语义相关性与子主题分组)→按高分优先比例选文→自动生成"综/述"字数预算→资深领域专家自由写作(固定摘要/引言/子主题/讨论/展望/结论),保留正文字数与参考文献数硬校验,强制导出 PDF 与 Word。支持多语言翻译与智能编译(en/zh/ja/de/fr/es)。

Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 79 other files, including scripts and reference files (for example `README.md`, `config.yaml` and `examples/longevity-lifestyle-01/longevity_lifestyle_01_工作条件.md`).

It sits in Research & Science, covering Literature review.

When your agent uses it

  • Tasks that involve Literature review

Example prompts

  • “做系统综述/文献综述/related work/相关工作/文献调研”
  • “/systematic-literature-review”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. {主题}(一句话,必需)
  2. 时间/语言/研究类型等范围约束(可选)
  3. 档位:Premium(默认)/Standard/Basic(支持中文:旗舰级/标准级/基础级)
  4. 目标字数与参考文献范围:如未指定,按 config.yaml 的默认范围
  5. 输出目录/安全化前缀(可选,默认安全化主题)

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

    Ships 1 file in scripts/, which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • python
    • pip

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • doi.org

    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

Systematic Literature Review loads about 3.9k tokens when it runs, and up to ~1.2M if it reads all its reference files. Until then it costs about 61 tokens; SKILL.md has 815 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~61
When it runs · the whole SKILL.md, loaded when a task matches
~3.9k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.2M

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 815 words (~3,896 tokens).

name
systematic-literature-review
metadata.author
Bensz Conan
metadata.short-description
相关性评分驱动的系统综述流水线(LaTeX+BibTeX,PDF/Word 强制,支持多语言)
metadata.keywords
文献综述, 系统综述, literature review, related work, 相关工作, 文献调研, 相关性评分, 子主题自动分组, 高分优先, LaTeX, BibTeX, PDF, Word, word count, citation count, BibTeX 清洗, 模板回退, 多语言…

Read the full SKILL.md on GitHub

Files

SKILL.md and 75 other files (scripts, references) in drclaw/local_skill_hub/proposal_writing/systematic-literature-review of InternScience/DrClaw.

  • SKILL.md
  • README.md
  • config.yaml
  • examples/longevity-lifestyle-01/longevity_lifestyle_01_review.docx
  • examples/longevity-lifestyle-01/longevity_lifestyle_01_review.pdf
  • examples/longevity-lifestyle-01/longevity_lifestyle_01_review.tex
  • examples/longevity-lifestyle-01/longevity_lifestyle_01_参考文献.bib
  • examples/longevity-lifestyle-01/longevity_lifestyle_01_工作条件.md
  • examples/longevity-lifestyle-01/longevity_lifestyle_01_验证报告.md
  • examples/longevity-lifestyle-01/references.bib
  • latex-template/gbt7714-nsfc.bst
  • latex-template/nature-reviews-template.tex
  • references/ai_query_generation_prompt.md
  • references/ai_scoring_prompt.md
  • references/development-validation-guide.md
  • references/expert-review-writing.md
  • references/mcp-literature-search-engines.md
  • … and 59 more

Open the folder on GitHubat commit 4f96df0

Compare with similar skills

Systematic Literature Review 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.

Systematic Literature Review compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Systematic Literature Review this skillInternScience/DrClaw172—~3.9kAutomated safety check: PassNone
Nature Paper CardYuan1z0825/nature-skills47k2 repos~2.1kAutomated safety check: PassApache-2.0
Systematic Review ScreenerImbad0202/academic-research-skills51k—~8.4kAutomated safety check: PassCustom licence
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Preprint Search on bioRxivLigphiDonk/Oh-my--paper73912 repos~3.7kAutomated safety check: PassMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence

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  • Literature Review

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Questions about Systematic Literature Review

What does Systematic Literature Review do?

当用户明确要求"做系统综述/文献综述/related work/相关工作/文献调研"时使用。AI 自定检索词,多源检索→去重→AI 逐篇阅读并评分(1–10分语义相关性与子主题分组)→按高分优先比例选文→自动生成"综/述"字数预算→资深领域专家自由写作(固定摘要/引言/子主题/讨论/展望/结论),保留正文字数与参考文献数硬校验,强制导出 PDF 与…. Systematic Literature Review is an agent skill from InternScience/DrClaw.

When should I use Systematic Literature Review?

Systematic Literature Review fits situations like: tasks that involve Literature review.

How do I install Systematic Literature Review in Claude Code?

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

How do I install Systematic Literature Review in Codex?

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

Can I use Systematic Literature Review 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 systematic-literature-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/systematic-literature-review, .gemini/skills/systematic-literature-review, .github/skills/systematic-literature-review and .opencode/skills/systematic-literature-review in your project.

What does Systematic Literature Review need to run?

Going by SKILL.md and its folder, Systematic Literature Review needs the command-line tools its instructions call (python3, python and pip).

Does Systematic Literature Review access the network?

SKILL.md names 1 domain. In commands or code: doi.org; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Systematic Literature Review 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 Systematic Literature Review use?

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

How many tokens does Systematic Literature Review use?

About 3.9k tokens (SKILL.md is roughly 16k 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 1.2M tokens, read only when the agent opens those files.

What are the alternatives to Systematic Literature Review?

Skills that share tags, products or a category with Systematic Literature Review: Nature Paper Card (Yuan1z0825/nature-skills, 47k stars), Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars), Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars) and Preprint Search on bioRxiv (LigphiDonk/Oh-my--paper, 739 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Systematic Literature Review?

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.