academic-paper-skills

In the author's own words, from each skill's SKILL.md — showing the first 30 of 86 files.

• 学术论文搜索

  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/TinyFish/AnySearch/Grok/X 式机器检索、中文数据库补查、海外索引补查、重点期刊复核和 A/B/C/D 文献分级。

  skills/academic-literature-route/SKILL.md on GitHub (opens in a new tab)

• academic-paper-reviewer

  Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel (Journal-Fit Reviewer + 3 peer-review roles + Devil's Advocate) with field-specific expertise; role separation is not a claim of independent error processes. Supports full review, re-review (verification), quick assessment, methodology focus, Socratic guided, and calibration modes. T…

  skills/academic-paper-reviewer/SKILL.md on GitHub (opens in a new tab)

• academic-paper

  12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclosure/rebuttal-audit). 6 paper types, 5 citation formats, bilingual abstracts, LaTeX/DOCX-via-Pandoc/PDF output. Style Calibration + Writing Quality Check + Anti-Patterns with IRON RULE markers. Triggers: write paper, academic paper, guide my paper,…

  skills/academic-paper/SKILL.md on GitHub (opens in a new tab)

• academic-pipeline

  Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper, and academic-paper-reviewer into a seamless 10-stage workflow with mandatory, coverage-bounded integrity checks, two-stage peer review, and auditable quality-assurance artifacts. Tr…

  skills/academic-pipeline/SKILL.md on GitHub (opens in a new tab)

• academic-writing-skills

  Plan, outline, draft, review, revise, or proofread academic manuscripts, journal articles, theses, conference papers, abstracts, supplementary materials, and submission packages across disciplines and study designs. Use for extended-outline development, section or paragraph drafting, developmental editing, top-to-bottom and bottom-up integrity checks, reviewer-style revision, method and evidence…

  skills/academic-writing-skills/SKILL.md on GitHub (opens in a new tab)

• academic

  Academic writing multi-agent orchestrator. TRIGGER when: user is editing .tex files, reviewing thesis/paper chapters, drafting academic content, checking writing quality, or analyzing research positioning. Coordinates specialist agents in parallel for review, research, drafting, polishing, figure work, bibliography auditing, and literature surveys.

  skills/academic/SKILL.md on GitHub (opens in a new tab)

• anti-defensive-writing-en

  Stops defensive writing across the entire paper lifecycle — writing, revising, cutting, and organizing experiments. Treats the paper as a press conference, not a project summary, lab log, or self-audit: identify the single most publishable strength of the work and build the most favorable, complete, and persuasive narrative around it. Never present everything evenly, never volunteer weakness, nev…

  skills/anti-defensive-writing-en/SKILL.md on GitHub (opens in a new tab)

• 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、最完整、最有说服力的叙事。不平均展示、不主动示弱、不写实验流水账、不替审稿人 攻击自己。 触发词：论文润色、论文修改、写摘要、写引言、写结论、压缩论文、rebuttal、回复审稿意见、 组织实验、论文AI味、防御性写作、心虚。

  skills/anti-defensive-writing/SKILL.md on GitHub (opens in a new tab)

• bgpt-paper-search

  Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including experiments, reported statistics, scope, limitations, and provenance. Use for literature reviews, evidence synthesis, and finding experimental details beyond abstracts.

  skills/bgpt-paper-search/SKILL.md on GitHub (opens in a new tab)

• citation-management

  Comprehensive citation management for academic research. Search OpenAlex, PubMed, and Google Scholar for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

  skills/citation-management/SKILL.md on GitHub (opens in a new tab)

• compare-research-methods

  Compare research methods for an academic literature review, thesis proposal, or methodology section by linking each method to what it can and cannot answer. Use when the user needs to justify method choice, compare quantitative/qualitative/mixed-method designs, build a methods table, or turn "I will use this method" into a defensible argument tied to the research question.

  skills/compare-research-methods/SKILL.md on GitHub (opens in a new tab)

• decompose-review-modules

  Decompose a refined research question for a literature review into 3-5 clear, mostly non-overlapping review modules. Use when the user has a core review question and needs to build a literature review structure, reading map, subsection outline, coding scheme, or module-based search plan instead of listing papers author by author.

  skills/decompose-review-modules/SKILL.md on GitHub (opens in a new tab)

• 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/清单/甘特），深色横条与卡片金线全部原生可编辑，备注栏附讲稿。先用脚本侦察工作簿、把数字验算成断言，再按「总览→清单→构成→结构→对标→动作→风险→其余→决策」九页骨架出稿，最后用本机 PowerPoint 逐页渲图目视 QA。当用户说「把这张 Excel 做成 PPT」「表里的方案提炼成汇报」「按这个表出汇报稿」「Excel 转 PPT」「数据表做高大上 PPT」时使用；也用于已有一版汇报稿的改字、改数、加页、换配色后另出版本。不适用于：纯图表复刻、图片型 PPT 还原（用 image2ppt）、只出一页的原则说明（用 onepage-exec-ppt）。

  skills/excel-to-ppt/SKILL.md on GitHub (opens in a new tab)

• exploratory-data-analysis

  Performs bounded, local exploratory analysis of explicitly supported scientific files. Supports redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain formats are reference-only and unknown formats fail closed.

  skills/exploratory-data-analysis/SKILL.md on GitHub (opens in a new tab)

• fund-background-writer

  Writes NSFC grant justification research significance section. Invoke when user asks to write 立项依据/研究意义/项目背景 for NSFC or similar grants, or provides a research topic and wants background text.

  skills/fund-background-writer/SKILL.md on GitHub (opens in a new tab)

• 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, 国内外研究现状, 文献综述, 文献评述, or 1.2部分 of NSFC proposal.

  skills/fund-literature-review-writer/SKILL.md on GitHub (opens in a new tab)

• 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。

  skills/fund-research-content-writer/SKILL.md on GitHub (opens in a new tab)

• 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申请书的研究方法、技术路线、创新和特色时触发。

  skills/fund-technical-route-writer/SKILL.md on GitHub (opens in a new tab)

• humanities-writing-companion

  Help with humanities scholarly writing: sharpen research questions, map supplied readings, plan and draft arguments, review chapters, preserve authorial voice, and respond to reviewers. Use for history, philosophy, literature, and related argumentative scholarship, including 论文、改论文、文献综述、审稿意见、我手写我口, or “review this paragraph” when an academic draft is in context. Not for unrelated copywriting or a…

  skills/humanities-writing-companion/SKILL.md on GitHub (opens in a new tab)

• humanizer-academic

  Edit or review academic medical manuscripts to reduce formulaic AI-writing patterns while preserving scientific meaning, data, citations, and journal-appropriate tone. Use when the user asks to humanize, polish, or audit medical or scientific prose; calibrate sentence rhythm and authorial voice; remove inflated, vague, promotional, repetitive, or overly uniform language; or check paragraph cohesi…

  skills/humanizer-academic/SKILL.md on GitHub (opens in a new tab)

• 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。

  skills/Humanizer-zh/SKILL.md on GitHub (opens in a new tab)

• hypothesis-generation

  Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready analysis plans. Used when turning observations or preliminary findings into transparent, testable research plans without treating hypotheses as facts.

  skills/hypothesis-generation/SKILL.md on GitHub (opens in a new tab)

• infographics

  Creates and reviews infographics with Nano Banana 2 via OpenRouter. Use for statistical summaries, timelines, comparisons, processes, and visual explanations with supplied data or optional Sonar research. Supports ten layouts, eight style presets, reference images, and accessible palette starting points.

  skills/infographics/SKILL.md on GitHub (opens in a new tab)

• light-citation

  Verify scholarly references and claim-citation support for Light stage 10. Use when auditing a manuscript, claim map, bibliography, DOI/arXiv/PMID/ISBN/URL, BibTeX/CSL, citekeys, chimeric or fabricated citations, retraction/correction alerts, or preparing a canonical citation registry for typesetting. Builds provenance-preserving inventories, confirms metadata with independent authoritative sourc…

  skills/light-citation/SKILL.md on GitHub (opens in a new tab)

• 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出材料,把"各处说法对齐"从口头 建议落成**可机检、可阻断、可被总控 run_checkpoint 聚合的机读门**(产 light.findings.v1,术语/指标/ 创新点硬冲突 → Critical fail → exit 1)。何时用:任一材料产出或修改后、投稿/答辩/提交前的跨材料回扫、 受控定义(术语/指标/创新点)变更后。触发词:一致性 / 术语统一 / 指标对不上 / F1 vs 准确率 / 数值冲突 / 论文和PPT不一致 / 创新点表述 / 方法名 / 改名 / 软著与系统 / 术语表 / 回扫。核心纪律:事实源是项目 `.light/` 受控术语表(去本地知识库);脚本**只定位+建议…

  skills/light-consistency/SKILL.md on GitHub (opens in a new tab)

• 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/统计功效）+ **防数据泄漏**（顶会拒稿高频雷）。何时用：用户要找/选/下载公开数据集，或给了数据问 "能不能做研究/够不够/质量行不行" / 要清洗·处理缺失异常·特征工程·划分数据集·数据增强 / 自建数据集（采集·标注规范· 隐私合规·发布） / 怀疑训练测试串了数据(泄漏) / 提 idea 前评数据基础。 触发词：数据够不够 / 数据可行性 / 数据质量 / 数据泄漏 / 防穿越 / train test 重叠 / 怎么划分 / 交叉验证 / 标注规范 / 一致性 IAA / 自建数据集 / 样本量够吗 / 统计功效 / 找数据集 / 数据许可 / dataset search / data leakag…

  skills/light-data-engineering/SKILL.md on GitHub (opens in a new tab)

• light-experiment-coding

  Light 科研主线 stage 6：把冻结的 question/estimand、experiment matrix、pre-registration 与 data lineage 落成最小可运行、测试先行、无泄漏、可复现且能交给 result-analysis 的实验代码。用于实现或复现训练/预处理/评测， 设计 gold/property/metamorphic 测试，控制 Python/NumPy/框架/CUDA/DataLoader 随机性，审查 train/test 或 CV fit 穿越，记录 config/code/environment/input hashes、stdout/stderr、raw metrics、patient/entity predictions 与 failure artifacts，以及运行 stage-6 checkpoint。数据泄漏或不可复…

  skills/light-experiment-coding/SKILL.md on GitHub (opens in a new tab)

• 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/不双 y 轴伪相关/不 jet-rainbow）+ 渲染后多模态「真看一眼」+ 论文数据图程序化生成绝不 AI 生图。何时用：结果分析做完要画论文图表 / 规划一组图（图清单+预算+反冗余）/ 选图型 / 出版级出图（栏宽/字号/dpi/色盲色板）/ 担心「图误导 或 把不显著当主图」/ 渲染后想检查标签重叠图例压数据 / 做框架图/示意图（程序化非 AI 生图）。 触发词：画图 / 图表 / figure / 配图 / 出图 / 论文图 / 主图 / 图注 caption / 误差棒 error bar / 色盲 colorblind / viridis / 截断 y 轴 / 双 y 轴 / 热力图 / 框架…

  skills/light-figure/SKILL.md on GitHub (opens in a new tab)

• 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，而是理解结构 / 图表 / 数据 / 格式要求 / 隐含意图**，产结构化"理解笔记"五面 （结构逻辑·关键内容·格式约束·视觉风格·可复用）并映射到下游技能动作（这个文件→接下来能做什么）。 大量技能要先读懂用户给的文件再干活（读论文 / 读模板 / 读数据 / 读审稿意见），故常驻自动触发。 何时用：用户给了任何文件、问"这个文件讲了什么 / 帮我看看这份"、任务需理解已有材料（论文 / 模板 / 数据集 / 审稿意见 / PPT / 截图 / 代码库 / 压缩包）。触发词：读文件 / 看文件 / 这个文件 / 这份 / Word / docx / PDF / PPT / pptx / Excel / xlsx…

  skills/light-file-reading/SKILL.md on GitHub (opens in a new tab)

• 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**(signature element)、**风格自洽**(design tokens 一致)、**适配场景**(学术海报/数据大屏/管理后台/移动端/营销 landing 信息密度各不同)、**反「一眼 AI」**(紫蓝渐变/Inter/16px 圆角/巨型 hero/居中堆叠/emoji 标题)、**视觉无障碍**(WCAG 2.2)。 何时用：竞赛作品/项目演示/科研系统界面要做网页或应用 UI / 要改造现有前端 / 要选设计系统或配色或字体 / 要做 dashboard·后台·landing·移动端 UI。 触发词：前端 / 界面 / UI / 网页 / 网站 / 设计个页面 / 落地页 / landing…

  skills/light-frontend-design/SKILL.md on GitHub (opens in a new tab)

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