论文写作 / 审稿 / 润色 / 中文去 AI 味 四件套（agent skills，含 academic-paper、academic-paper-reviewer、academic-writing-skills、Humanizer-zh）
概览
论文写作、审稿、润色、去 AI 味，以及文献检索 / 数据统计 / 图表 / 基金申请的一整套 agent skill，共 。 每个 skill 是纯文本（SKILL.md + references / templates / agents），任何能读 SKILL.md 的 agent 都能用：DSH、Claude Code、Codex、Cursor 等。 装完在项目目录下启动 agent，它读 .agents/skills/*/SKILL.md 自动匹配；也可以在对话里直接点名，例如「用 Humanizer-zh 改这段」。 仓库约 53 MB，大头是 nature-figure 的示例图（34 MB）。只想快速装几个可以把 clone 换成 --depth 1。 skill 内容版权归各自原作者，本仓库只做合集与安装说明，不主张对 skill 内容的著作权。来源、许可证状态与下架方式见 NOTICE.md。 这些 skill 是**：不是查重工具，不是 AI 检测器，也不能替你验证数据真伪。它们被要求「不得编造结果、机制、引用或元数据」，但产出仍需作者核对后再提交。
README
academic-paper-skills
论文写作、审稿、润色、去 AI 味，以及文献检索 / 数据统计 / 图表 / 基金申请的一整套 agent skill，共 86 个。
每个 skill 是纯文本（SKILL.md + references / templates / agents），任何能读 SKILL.md 的 agent 都能用：DSH、Claude Code、Codex、Cursor 等。
怎么装
git clone https://github.com/miciatefara58/academic-paper-skills.git
# 项目级（推荐）：只让这个项目看见
mkdir -p 你的项目/.agents && cp -r academic-paper-skills/skills 你的项目/.agents/skills
# 用户级：全机可用（DSH）
cp -r academic-paper-skills/skills/* ~/.dsh/skills/
# 用户级（Claude Code）
cp -r academic-paper-skills/skills/* ~/.claude/skills/
# 只装几个
mkdir -p .agents/skills && cp -r academic-paper-skills/skills/{Humanizer-zh,academic-paper} .agents/skills/
装完在项目目录下启动 agent，它读 .agents/skills/*/SKILL.md 自动匹配；也可以在对话里直接点名，例如「用 Humanizer-zh 改这段」。
仓库约 53 MB，大头是
nature-figure的示例图（34 MB）。只想快速装几个可以把 clone 换成--depth 1。
推荐起手式
写： academic-paper（整篇/提纲/章节/返修/摘要/格式转换）
改： academic-writing-skills（逐节打磨 + 双向完整性检查）
审： academic-paper-reviewer（5 席评审团）或 nature-reviewer（更严）
投： light-venue-matching（选刊）→ light-typesetting（排版）→ nature-ref-verifier（核引用）
中文改： Humanizer-zh（去空话）+ anti-defensive-writing（别自我否定）
顺序原则：先结构、再证据、后语言。
全部 skill
写作与润色
| skill | 用途 | 上游 |
|---|---|---|
academic-paper |
12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-co… | — |
academic-writing-skills |
Plan, outline, draft, review, revise, or proofread academic manuscripts, journal articles,… | — |
academic |
Academic writing multi-agent orchestrator. TRIGGER when: user is editing .tex files, revie… | — |
academic-pipeline |
Orchestrator for the full academic research pipeline: research -> write -> integrity check… | Imbad0202/academic-research-skills |
nature-writing |
Draft, restructure, or plan Nature-style manuscript sections and initial-submission materi… | — |
nature-polishing |
Polish, restructure, or translate academic prose into concise Nature-leaning English while… | — |
light-paper-writing |
Light 科研主线第 8 步·论文写作：围绕「如何让审稿人相信值得发表」组织，初稿→审稿人视角循环打磨； 每个 claim 都有证据、措辞强度匹配证据强度、绝不过度宣称。何时用：… | — |
humanities-writing-companion |
tizzy916/humanities-writing-companion | |
anti-defensive-writing |
论文写作、修改、压缩和实验组织全流程中阻止【防御性写作】。把论文视为一场学术发布会， 而不是项目总结、实验日志或自我审查报告：识别这项工作最值得发表的价值，围绕它建立 最有利、最完… | — |
anti-defensive-writing-en |
Stops defensive writing across the entire paper lifecycle — writing, revising, cutting, an… | — |
humanizer-academic |
Edit or review academic medical manuscripts to reduce formulaic AI-writing patterns while… | — |
Humanizer-zh |
编辑中文文章、评论和文档中的空话、重复及模板化表达，让文字更自然，同时保留事实、确定程度和作者声音。适用于润色已有文本，不用于判断作者身份或保证通过 AI 检测器。 | op7418/Humanizer-zh |
scientific-writing |
Drafts, revises, and audits scientific manuscripts or reports with explicit evidence prove… | — |
审稿与返修
| skill | 用途 | 上游 |
|---|---|---|
academic-paper-reviewer |
Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, rol… | Imbad0202/academic-research-skills |
paper-review |
Conduct reviewer-style, evidence-safe reviews of academic manuscripts across disciplines u… | — |
peer-review |
Prepares evidence-bounded, constructive peer-review drafts and structured manuscript asses… | — |
nature-reviewer |
Simulate Nature-style or general pre-submission peer review from the referee perspective,… | — |
nature-response |
Draft, audit, or revise Nature-style revision correspondence packages: point-by-point revi… | — |
light-review-rebuttal |
Build auditable peer-review revision and author-response packages for Light stage 13. Use… | — |
文献检索与综述
| skill | 用途 | 上游 |
|---|---|---|
academic-literature-route |
用于围绕一个选题、申报题名、综述或论文草稿收集、路线规划、筛选和整理海内外学术论文。覆盖检索式扩展、OpenAlex/Crossref/Semantic Scholar/Kimi/… | anon-research-tools/academic-literature-route |
literature-review |
Conducts systematic, scoping, and narrative literature reviews using PubMed, arXiv, bioRxi… | — |
refine-literature-question |
Refine a broad literature review topic, research direction, thesis idea, or fuzzy academic… | — |
compare-research-methods |
Compare research methods for an academic literature review, thesis proposal, or methodolog… | — |
map-literature-contradictions |
Analyze conflicting findings in a literature review and turn disagreement into structured… | — |
decompose-review-modules |
Decompose a refined research question for a literature review into 3-5 clear, mostly non-o… | — |
locate-review-research-gap |
Locate a concrete, defensible research gap from a literature review synthesis and convert… | — |
nature-academic-search |
Multi-source literature search, citation verification, strict independent other-citation a… | — |
nature-literature-pipeline |
Complete automated literature discovery pipeline: multi-source search → six-dimension scor… | — |
nature-reader |
Build full-paper Chinese-English side-by-side, figure/table/equation-aware, source-grounde… | — |
nature-paper-card |
Build a source-grounded deep-reading Paper Card for one scientific paper, preprint, PDF, D… | — |
paper-lookup |
Searches 18 scholarly APIs for papers, preprints, citations, open-access full text, reposi… | — |
bgpt-paper-search |
Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extract… | punkpeye/mcp-remote |
research-lookup |
Compiles current scholarly evidence for a scientific manuscript or research brief when the… | parallel-web/parallel-web-tools |
light-literature-search |
Light 科研主线第 1 步·文献调研:在线多源检索(OpenAlex/arXiv/Crossref/Europe PMC/DOAJ,全程免 key)→ 产出**不是论文列表,是… | — |
citation-management |
Comprehensive citation management for academic research. Search OpenAlex, PubMed, and Goog… | — |
nature-citation |
Add strict Nature/CNS citations to manuscript text by splitting long passages into citable… | — |
nature-ref-verifier |
对学术文献逐条执行多源交叉验证，逐字段对比作者、标题、年份、卷期、页码， 标记卷年/DOI年冲突、作者顺序异常、页码偏差等问题，输出结构化验证报告。 | — |
pyzotero |
Manages Zotero reference libraries using the pyzotero Python client: retrieves, creates, u… | — |
light-citation |
Verify scholarly references and claim-citation support for Light stage 10. Use when auditi… | — |
nature-downloader |
Use when a user needs lawful academic full text, CNKI institutional access, English OA ret… | — |
xmu-literature-downloader |
Use this skill whenever the user wants to use their own logged-in Xiamen University Librar… | baihe26/xmu-literature-downloader |
数据、统计与实验
| skill | 用途 | 上游 |
|---|---|---|
exploratory-data-analysis |
Performs bounded, local exploratory analysis of explicitly supported scientific files. Sup… | — |
statistical-analysis |
Guided statistical analysis for research data - test selection, assumption checking, effec… | — |
nature-statistics |
— | |
nature-data |
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans… | — |
hypothesis-generation |
Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations… | — |
scientific-critical-thinking |
Evaluates scientific claims and evidence quality. Applies to experimental design validity,… | — |
scientific-brainstorming |
Facilitates evidence-aware scientific ideation with independent generation, structured dis… | — |
light-data-engineering |
Light 科研主线第 2 步·数据工程：找得到且用得起的数据（来源/许可/版本/大小/split）+ 提 idea 前先判数据可行性 （数据够不够支撑研究/统计功… | — |
light-experiment-coding |
Light 科研主线 stage 6：把冻结的 question/estimand、experiment matrix、pre-registration 与 data lineag… | — |
light-result-analysis |
Light 科研主线第 7 步·结果分析：不描述好坏、解释「为什么」，把每条结论绑死到 claim + 证据强度，并防 p-hacking。 何时用：实验跑完要解读结果 /… | — |
nature-experiment-log |
标准化实验日志记录——直接上传或读取本地图片、语音和文字，产出带 YAML frontmatter 的 Markdown；可选集成飞书 CLI 与 Obsidian。 | — |
scholar-evaluation |
Provides qualitative-first, evidence-traceable developmental review of scholarly works and… | skai-research/ScholarEval |
图表、排版与演示
| skill | 用途 | 上游 |
|---|---|---|
nature-figure |
ChenLiu-1996/figures4papers | |
scientific-visualization |
Creates and audits truthful, accessible, publication-ready scientific figures with Matplot… | — |
light-figure |
Light 科研主线第 9 步·图表：图服务论点（每图支撑哪条 claim、删了缺什么）+ 出版级规格（栏宽/字号/色盲安全/ 误差棒+n+显著性）+ 视觉诚实（不偷偷截 y 轴/… | — |
light-typesetting |
Build and preflight submission-ready LaTeX/PDF artifacts for Light stage 11. Use when rece… | — |
scientific-slides |
Builds slide decks and presentations for research talks. Used for making PowerPoint slides… | — |
nature-paper2ppt |
Build a complete Nature-style Chinese PPTX presentation from a scientific paper, preprint,… | — |
nature-image2ppt |
Convert slide images, screenshots, scanned PDFs, and image-only PPT/PPTX files into high-f… | Paul-Jeo/nature-skills |
infographics |
Creates and reviews infographics with Nano Banana 2 via OpenRouter. Use for statistical su… | — |
markdown-mermaid-writing |
Writes scientific Markdown documentation and Mermaid diagrams for workflows, relationships… | — |
excel-to-ppt |
把 Excel 数据表（方案表、计划收集表、汇总表、指标看板等）提炼成浅底「墨金」风格的汇报 PPT——标题区 + 深色 KPI 横条 + 三张原则卡片（卡内嵌瀑布图/条形对标/清… | — |
onepage-exec-ppt |
把 Word/签呈/方案/制度/总结等文字材料提炼成“只有 1 页”的高端汇报 PPT（16:9；标题区 + KPI 横条 + 2~4 张原则卡片，内含瀑布图/新旧对比/条形对标/… | — |
基金、专利与软著
| skill | 用途 | 上游 |
|---|---|---|
fund-background-writer |
Writes NSFC grant justification research significance section. Invoke when user asks to wr… | — |
fund-literature-review-writer |
撰写NSFC申请书的国内外研究现状及发展动态分析+文献评述。Invoke when user asks to write NSFC literature review, 国内外研究… | — |
fund-research-content-writer |
NSFC研究方案写作助手（研究目标-研究内容-关键科学问题）。当用户需要撰写基金申请书的研究内容、拆解研究专题、凝练科学问题时触发。默认面上项目，支持重点/青年/省基金。 | — |
fund-technical-route-writer |
NSFC申请书研究方法、技术路线与创新特色写作助手。在用户已有研究构想基础上，对研究方法、技术路线和创新特色进行学术化表达、逻辑优化与规范化呈现。当用户需要撰写NSFC申请书的研究… | — |
nature-proposal-writer |
Proposal-first scientific writing pipeline, installed under the compatibility trigger rese… | — |
research-grants |
Supports research proposal preparation and review for NSF, NIH, DOE, DARPA, and Taiwan NST… | — |
light-patent-disclosure |
Prepare evidence-backed patent invention disclosure materials for attorney or patent-agent… | handsomestWei/patent-disclosure-skill |
nature-paper-to-patent |
Convert scientific papers, theses, technical reports, source code, figures, inventor notes… | — |
light-software-copyright |
Prepare China software copyright registration material drafts from a real software project… | Fokkyp/SoftwareCopyright-Skill |
研究流程与项目管理（light 系列）
| skill | 用途 | 上游 |
|---|---|---|
light-orchestrator |
Coordinate and recover multi-stage Light research projects through the canonical .light/pa… | — |
light-memory-pm |
Light 项目运行时记忆与项目管理常驻技能:把"项目做到哪/定了啥/出到哪版/术语怎么统一/上次断哪" 落到每个项目自己的 .light/ 目录(项目卡 + 决策日志 + 版本史… | — |
light-idea-generation |
Light 科研主线第 3 步·提 idea:从模糊方向/数据/文献结构化发散(激发算子系统生成,不是泛泛头脑风暴) → 产值得做且做得成的分层候选 idea(mo… | K-Dense-AI/scientific-agent-skills |
light-idea-critique |
Light 科研主线第 4 步·审 idea：以顶会审稿人标准严审 idea，撞车/无创新 fatal flaw 一票否决(critical 门)， 逼出真能发表的… | K-Dense-AI/scientific-agent-skills |
light-research-plan |
Light 科研主线第 5 步·研究方案与实验设计：把 idea-critique 放行的 idea 与 data feasibility 拆成**能真执行、能写进论文、 能复现*… | — |
light-project-structure |
Audit, plan, scaffold, and safely migrate research project structures across greenfield, e… | — |
light-research-ethics |
Light 科研诚信与伦理全生命周期常驻红线门:在研究分诊、审批、采集、变更、分析、投稿、发布与出版后检查 学术不端/数据造假/统计自洽/结论夸大/幻觉与撤稿 引用/自我抄袭/隐私… | — |
light-consistency |
Light 跨材料一致性常驻机读门:在所有产出材料后台核查术语 / 指标(名+值)/ 创新点表述 / 方法名 在论文·PPT·软著·代码·项目文档之间是否统一,定义一改回扫所有已产… | — |
light-venue-matching |
Build evidence-bound journal or conference shortlists for Light stage 12. Use after typese… | — |
light-file-reading |
Light 多格式文件深度理解常驻技能：强大地读 Word / PDF / PPTX / Excel / CSV / 图片 / 视频 / 代码 / 压缩包，**不只提取文字，而是理… | — |
light-frontend-design |
Light 按需工程技能·前端设计：把模糊的「做个好看的界面」落成能跑的 React/Tailwind/shadcn 代码 + 设计决策说明—— 有视觉记忆点(si… | — |
light-system-design |
Design or modernize a software system from an evidence-backed current-state inventory thro… | — |
公共支撑（不单独调用）
| skill | 用途 | 上游 |
|---|---|---|
nature-shared |
Internal shared-reference support package for installed Nature Skills, including nature-wr… | — |
来源与许可
skill 内容版权归各自原作者，本仓库只做合集与安装说明，不主张对 skill 内容的著作权。来源、许可证状态与下架方式见 NOTICE.md。
使用边界
这些 skill 是写作与评审的方法指导：不是查重工具，不是 AI 检测器，也不能替你验证数据真伪。它们被要求「不得编造结果、机制、引用或元数据」，但产出仍需作者核对后再提交。
推荐工具
换一个关键词，或者移除筛选条件。
安装
npx skillfish add miciatefara58/academic-paper-skills