Agent skill

Paper Research

by stophobia in stophobia/deerflow2.0-enhanced

学术论文调研技能,用于搜索、筛选和分析学术论文。支持 arXiv、Google Scholar、Semantic Scholar 等学术数据库,提供论文检索、引用分析、研究趋势追踪、文献综述生成等功能。触发条件:用户提及"论文"、"学术研究"、"文献综述"、"arXiv"、"研究趋势"、"学术搜索"等关键词。

MITAuto-check passedResearch & Science

Install Paper Research

skills CLI
$ npx skills add stophobia/deerflow2.0-enhanced --skill paper-research -a claude-code

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

GitHub CLI
$ gh skill install stophobia/deerflow2.0-enhanced paper-research --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/stophobia/deerflow2.0-enhanced.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/public/paper-research .claude/skills/paper-research && 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
paper-research
GitHub stars
821
Token cost
~661 tokens
SKILL.md length
226 words
Files
1
Skills in repo
5
Repo updated
First seen
Licence
MIT

At a glance

学术论文调研技能,用于搜索、筛选和分析学术论文。支持 arXiv、Google Scholar、Semantic Scholar 等学术数据库,提供论文检索、引用分析、研究趋势追踪、文献综述生成等功能。触发条件:用户提及"论文"、"学术研究"、"文献综述"、"arXiv"、"研究趋势"、"学术搜索"等关键词。

  • Works in 10 steps: 论文检索 → 论文分析 → 引用分析 → …
  • Tasks that involve Academic paper search
  • SKILL.md covers 概述, 使用场景, 核心能力 and 调研方法论, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Paper Research is an agent skill from stophobia/deerflow2.0-enhanced. 学术论文调研技能,用于搜索、筛选和分析学术论文。支持 arXiv、Google Scholar、Semantic Scholar 等学术数据库,提供论文检索、引用分析、研究趋势追踪、文献综述生成等功能。触发条件:用户提及"论文"、"学术研究"、"文献综述"、"arXiv"、"研究趋势"、"学术搜索"等关键词。

Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Academic paper search. It works with arXiv and Semantic Scholar. The repository describes itself as: DeerFlow 2.0 Enhanced - Chinese localization + New skills. The licence is MIT.

When your agent uses it

  • Tasks that involve Academic paper search

Example prompts

  • “/paper-research”

Workflow steps

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

  1. 论文检索
  2. 论文分析
  3. 引用分析
  4. 研究趋势
  5. 文献综述
  6. 需求确认
  7. 论文检索
  8. 论文筛选
  9. 分析整理
  10. 报告生成

What it can do on your machine

Read from SKILL.md and the folder at commit 814bde3. 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 markdown).

    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

Paper Research loads about 661 tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 226 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~43
When it runs · the whole SKILL.md, loaded when a task matches
~661

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

The full file from stophobia/deerflow2.0-enhanced at commit 814bde3, republished under its MIT licence (© stophobia). 226 words, ~661 tokens.

Download SKILL.mdSave it as .claude/skills/paper-research/SKILL.md (or your agent's skills folder).
name
paper-research
description
学术论文调研技能,用于搜索、筛选和分析学术论文。支持 arXiv、Google Scholar、Semantic Scholar 等学术数据库,提供论文检索、引用分析、研究趋势追踪、文献综述生成等功能。触发条件:用户提及"论文"、"学术研究"、"文献综述"、"arXiv"、"研究趋势"、"学术搜索"等关键词。

学术论文调研技能 (Paper Research)

综合多学术数据库的论文调研技能,支持论文检索、引用分析、研究趋势追踪和文献综述生成。

概述

本技能整合多个学术数据源:

  • arXiv 预印本论文
  • Google Scholar 学术搜索
  • Semantic Scholar 语义搜索
  • 论文引用分析
  • 研究趋势可视化
  • 文献综述生成

使用场景

当用户提及以下内容时激活:

  • "论文搜索"、"查找论文"
  • "学术研究"、"文献调研"
  • "arXiv 论文"
  • "文献综述"、"综述"
  • "研究趋势"、"领域动态"
  • "论文推荐"、"相关工作"
  • "引用分析"、"被引次数"

核心能力

1. 论文检索
  • 关键词搜索
  • 作者搜索
  • 机构搜索
  • 主题分类检索
  • 日期范围筛选
  • 相关论文推荐
2. 论文分析
  • 论文摘要提取
  • 核心贡献总结
  • 方法论分析
  • 实验结果解读
  • 代码/数据集链接
3. 引用分析
  • 论文引用关系图
  • 高引用论文识别
  • 研究影响力评估
  • h-index 计算
  • 领域重要论文
4. 研究趋势
  • 年度发表趋势
  • 关键词热度变化
  • 新兴主题识别
  • 技术演进路线
  • 领域里程碑论文
5. 文献综述
  • 相关工作整理
  • 方法对比分析
  • 技术路线总结
  • 研究空白识别
  • 未来方向建议

调研方法论

Phase 1: 需求确认

明确调研目标:

  • 研究主题/关键词
  • 需要什么类型的论文(理论/应用/综述)
  • 时间范围要求
  • 需要多少篇核心论文
Phase 2: 论文检索

数据源优先级:

  1. arXiv - 最新预印本,速度快
  2. Google Scholar - 最全,覆盖面广
  3. Semantic Scholar - 引用分析强
  4. PubMed - 生物医学领域
  5. IEEE Xplore - 工程领域
  6. ACM Digital Library - 计算机领域

检索策略:

# 基础检索
关键词1 AND 关键词2

# 扩展检索
关键词1 OR 关键词2
关键词1 NOT 关键词3

# 进阶检索
site:arxiv.org 关键词
"精确短语"
作者:姓名
Phase 3: 论文筛选

筛选标准:

  1. 相关性 - 与主题的直接关联度
  2. 质量 - 期刊/会议级别
  3. 引用数 - 影响力指标
  4. 时效性 - 最近3-5年为主
  5. 可获取性 - 是否有 PDF/代码
Phase 4: 分析整理

对筛选后的论文进行深度分析:

  1. 论文核心贡献
  2. 方法论特点
  3. 实验设置与结果
  4. 优点与局限性
  5. 与其他工作的关系
Phase 5: 报告生成

生成结构化报告:

  1. 执行摘要
  2. 领域概述
  3. 核心论文分析
  4. 技术路线演进
  5. 研究趋势
  6. 未来方向建议
  7. 参考文献

使用工具

检索阶段
  • web_search - 通用学术搜索
  • web_fetch - 获取论文详情页
  • arxiv_api - 直接查询 arXiv(如果有)
分析阶段
  • 手动阅读摘要和结论
  • 提取关键信息
  • 对比分析方法
报告阶段
  • write - 生成 Markdown 报告
  • chart-visualization - 生成趋势图表(如需要)

报告输出格式

文件命名
主题_论文调研_YYYYMMDD.md
主题_论文调研_YYYYMMDD.html
报告结构
markdown
# [主题] 论文调研报告

## 执行摘要
[1-2段概括调研目的、主要发现、核心论文]

## 一、领域概述
### 1.1 研究背景
### 1.2 研究意义

## 二、核心论文分析
### 2.1 基础理论
[奠基性论文]
### 2.2 重要进展
[里程碑论文]
### 2.3 最新成果
[近2年论文]

## 三、技术路线
### 3.1 方法论演进
### 3.2 主流方案对比
### 3.3 新兴方向

## 四、研究趋势
### 4.1 年度发表量
### 4.2 关键词热度
### 4.3 机构分布

## 五、文献目录
### 5.1 高影响力论文(按引用排序)
### 5.2 相关论文列表

## 六、未来研究方向
[基于调研的洞见和建议]

## 参考文献
[所有引用论文]

质量标准

  1. 来源可查 - 每篇论文标注来源链接
  2. 信息准确 - 摘要/结论需来自原论文
  3. 分类清晰 - 按主题/时间/方法分类
  4. 对比分析 - 横向对比不同论文
  5. 趋势洞察 - 基于数据的趋势判断

注意事项

  1. 优先使用官方来源(arXiv、 publisher官网)
  2. 区分预印本和正式发表论文
  3. 注意论文的 peer-review 状态
  4. 标注可能存在利益冲突
  5. 尊重版权,不直接复制大段内容
  6. 对于争议性结论,多方验证

输出

最终交付:

  1. Markdown 格式调研报告(.md)
  2. HTML 格式调研报告(.html,推荐)
  3. 可选:趋势图表(如需要)

与其他技能的配合

  • deep-research - 提供更广的网络调研
  • chart-visualization - 生成趋势可视化
  • consulting-analysis - 生成专业咨询报告

© stophobia, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/public/paper-research of stophobia/deerflow2.0-enhanced.

Open the folder on GitHubat commit 814bde3

Compare with similar skills

Paper Research 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.

Paper Research compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Research this skillstophobia/deerflow2.0-enhanced821—~661Automated safety check: PassMIT
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Paper Research on arXivXiaomiMiMo/MiMo-Code14k—~1.5kAutomated safety check: PassMIT
Paper Searchopenags/paper-search-mcp2.8k—~1.2kAutomated safety check: NotesMIT
Literature Review AgentAr9av/PaperOrchestra6771 repos~5.2kAutomated safety check: PassCustom licence
Nature Academic Searchwp-a/nature-academic-search301—~1.4kAutomated safety check: PassMIT

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Questions about Paper Research

What does Paper Research do?

学术论文调研技能,用于搜索、筛选和分析学术论文。支持 arXiv、Google Scholar、Semantic Scholar 等学术数据库,提供论文检索、引用分析、研究趋势追踪、文献综述生成等功能。触发条件:用户提及"论文"、"学术研究"、"文献综述"、"arXiv"、"研究趋势"、"学术搜索"等关键词。. 0-enhanced.

When should I use Paper Research?

Paper Research fits situations like: tasks that involve Academic paper search.

How do I install Paper Research in Claude Code?

Run `npx skills add stophobia/deerflow2.0-enhanced --skill paper-research -a claude-code`. Or copy the skill folder (skills/public/paper-research in stophobia/deerflow2.0-enhanced) into .claude/skills/paper-research in your project. Claude Code loads it when a task matches its description.

How do I install Paper Research in Codex?

Run `npx skills add stophobia/deerflow2.0-enhanced --skill paper-research -a codex`. Or copy the skill folder (skills/public/paper-research in stophobia/deerflow2.0-enhanced) into .agents/skills/paper-research in your project. Codex loads it when a task matches its description.

Can I use Paper Research 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 stophobia/deerflow2.0-enhanced --skill paper-research -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paper-research, .gemini/skills/paper-research, .github/skills/paper-research and .opencode/skills/paper-research in your project.

What does Paper Research need to run?

SKILL.md names no scripts, command-line tools or credentials: Paper Research is instructions for the agent only.

Does Paper Research 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 Paper Research 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 Paper Research use?

Paper Research is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Paper Research use?

About 661 tokens (SKILL.md is roughly 2.6k 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 Paper Research?

Skills that share tags, products or a category with Paper Research: Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Paper Research on arXiv (XiaomiMiMo/MiMo-Code, 14k stars), Paper Search (openags/paper-search-mcp, 2.8k stars) and Literature Review Agent (Ar9av/PaperOrchestra, 677 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Research?

stophobia (a GitHub user) maintains it in stophobia/deerflow2.0-enhanced, which has 821 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on March 23, 2026.

Source: stophobia/deerflow2.0-enhanced on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.