Research AI Skills

Deterministically merge the final fingerprinted section snapshot into `output/DRAFT.md`, preserving outline order and inserting transitions only when explicitly enabled.

Construct multiple input spaces, extract a shared generic space, selectively project structure into a blend, and simulate emergent properties that are not present in either source alone.

Use when the user needs broad parallel research across many independent inputs with a shared output schema.

证据驱动论文写作参考。当用户写作或修改引言、相关工作、研究背景、文献综述、讨论、结论，或任何需要引用、实验、图表、事实材料支撑的段落时，使用此参考；重点防止编造引用、候选文献堆砌、强结论无证据、正文混入提示词和 AI 草稿痕迹。

Typesets a working paper or journal submission in house-style LaTeX from Markdown, Word (.docx), TeX, ODT, RTF, or HTML. Converts with pandoc, wraps the body in an EB Garamond template, builds the PDF…

Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups,…

Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop.…

Run regression analyses in Stata with publication-ready output tables.

Query pro-workflow wikis via SQLite FTS5 BM25 retrieval. Returns top-K passages with citations. Use when answering a question that any of the user's wikis already covers, when the user says "what does…

Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processing, geocoding, and cartographic visualization; trigger when users discuss maps,…

Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey.

統計検定の選択・仮定チェック・検出力分析・APA形式レポートを支援するスキル。 「統計分析をして」「t検定を実行」「適切な検定を選んで」等のリクエストで発動。

Use when situating an Administrative Science Quarterly (ASQ) manuscript within organization-theory conversations and sharpening the gap/tension it addresses. Positions the argument; it does not…

Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.

人文社科与法学论文写作专项参考。当用户写文学、历史、哲学、政治学、经济学、管理学、社会学、教育学、传播学、艺术学、马克思主义理论等人文社科论文，或法律、法条、司法解释、裁判文书、比较法、制度建议等法学论文，需要学科结构、研究范式、论证组织、引用体例、材料真实性和学科合规检查时使用；重点避免把理工/工程话语或通用模板误套到人文社科与法学论文。理工与医学改用同级 `../stem/SKILL.md`。

Writes or reviews a pre-analysis plan before data collection — registry choice (OSF, AEA RCT Registry, AsPredicted, registered reports), PAP structure, models and decision rules locked in advance,…

Help users decide when and how to pivot their startup. Use when someone is questioning their current direction, seeing poor traction, considering a major strategy change, or stuck in the pre-PMF…

Generate a structured paper outline from review conclusions and experiment results. Use when user says "写大纲", "paper outline", "plan the paper", "论文规划", or wants to create a paper plan before writing.

其他高等院校教师与数据科学家在追踪前沿学术时，当需要深度解析arXiv论文，用此技能可一键下载PDF并自动生成词频分析、双人播客、交互式网页、PPT演示与总结图，将数小时的文献阅读转化为多媒体内容，效率提升十倍！

用于用户请求深度研究、系统性研究、竞品分析、方案对比、趋势分析或事实核查时。**遇到以下任一情况就主动使用本 skill，不要自行搜几条就回答**：①用户出现触发词：深度研究 / 深度调研 / 深入研究 / 全面研究 / 系统研究 / 调研 / 调查 / 尽调 / 行业研究 / 市场研究 / 竞品分析 / 政策研究 / 技术研究 / 趋势研究 / 事实核查 / 写一份研究报告 / 调研报告 /…

Create academic presentations in Beamer with professional themes

Auto-grow a pro-workflow wiki by running a budget-capped BFS research loop over pluggable source fetchers (web, arXiv, GitHub). Each iteration pops a seed from the queue, fetches sources, drafts a…

Writes Specific Aims pages for grant applications. Use when drafting or revising the Specific Aims page (NIH R01/R21/R03), NSF Project Summary, or equivalent for any major funding agency. Also…

Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI, LOEUF), and loss-of-function intolerance. Essential for variant pathogenicity…

Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.

Use when choosing and justifying the research design for an Administrative Science Quarterly (ASQ) manuscript — qualitative (grounded-theory, ethnographic, historical) or quantitative — and setting…

Answer a research question with authority, currency and the counter-argument.

Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs,…

文献综述写作参考。当用户需要写文献综述、国内外研究现状、related work、研究背景中的文献梳理，或把真实文献组织成主题脉络、研究缺口和综述段落时使用。中文文献必须通过 browser-task 或用户可核验回填完成真实性核验；英文文献可用 scholar_search 获取真实元数据与引用格式。重点防止伪造文献、逐篇罗列、无来源综合、候选文献堆砌和跳过知网直接写中文研究现状。

Route content to specialized ingestion skills. Detects input type and delegates.

DEFAULT poster pipeline — build an academic conference poster (ICML/NeurIPS/ICLR/CVPR/...) as a single HTML/CSS file with measurement-driven hard gates, real paper figures, a two-hue design-token…

Create publication-quality charts and graphs for economics papers.

Converts a biomedical study storyline into a graphical abstract and, when direct image capability is available, generates the graphical abstract directly; otherwise it falls back to prompts, Mermaid…

Assists with research grant proposal writing including specific aims, significance framing, innovation articulation, approach design, and budget justification for NIH, NSF, ERC, and other funding…

Build or validate the source manifest for the source-tutorial pipeline from user-provided URLs/files.

Use this skill when the user says 'AI search', 'AI visibility', 'ChatGPT ranking', 'Perplexity optimization', 'GEO', 'generative engine optimization', or needs to optimize content for AI-powered…

AUTO-INVOKE for ANY AIWG capability question, framework/addon/extension query, steward routing, MCP profile, or when unsure where to start. ALWAYS consult before filesystem search on…

Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons…

文献检索与真实引用获取参考（中文知网/CNKI 强制门控+英文文献池阈值）。当需要中文文献、知网/CNKI 检索、GB/T 7714 参考文献、中文引用真实性核验或补全导出时优先使用。必须显式触发 browser-task 进知网检索并导出引用，不可用则由用户手动回填；拿到页面可见元数据、来源链接或可核验回填后才能写中文引用，绝不假装打开知网或凭记忆编造文献。英文文献池阈值与获取层级也在此参考。

Organizes an author’s response to peer review. Extracts every referee and editor point, tags severity and type, orders the revision by dependency, flags defensible pushbacks as questions, and builds a…

A design-school graduation project: a civic wayfinding system for a transit hub — the brief, the process, and the outcome. Built as a decision-grade coursework defense deck for crit panel, faculty.

Measures timing side channels in cryptographic implementations by running them, using dudect for statistical analysis and Timecop over Valgrind for dynamic tracing. Covers the formal, symbolic,…

Builds background-gap-objective logic for biomedical manuscript introductions with clear study positioning and disciplined narrative structure.

Looks up current LiveKit facts (API signatures, CLI flags, config options, model and provider support, SDK changelogs, pricing) from the docs instead of answering from memory. Use whenever a question…

Méthodologie « verification-first » pour les Chambres Africaines Extraordinaires (procès Hissène Habré, Dakar). Toute citation est vérifiée (forumchambresafricaines.org, legal-tools.org). Couvre le…

Pipeline for ML/AI research papers — lit review to LaTeX submission

Research Elixir/Phoenix/Ecto topics or evaluate Hex libraries (--library). Use when learning about libraries, patterns, or comparing approaches. Searches HexDocs, ElixirForum, GitHub.

Use when a `source-tutorial` workspace has ingested sources and needs a grounded tutorial contract before structure planning.

Queries external academic APIs (CrossRef, Semantic Scholar, DBLP, doi.org) to verify whether a citation exists. Implements robust HTTP sessions with retry logic, exponential backoff, and rate…

GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT. Use whenever the user mentions GPU/CUDA/NVIDIA acceleration, or wants…

Scaffolds or audits a social-science replication package and evaluates the manuscript and archived research objects against FAIR principles. Scaffold mode writes the folder structure, README,…