Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says "做海报", "制作海报", "conference poster", "make poster", "生成poster", "poster session", or wants to create a poster for a conference presentation.

development2,932

auto-review-loop

Autonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

tools2,932

reference-verify

Verify references in an academic paper: check whether each BibTeX entry is real, whether in-text citations match the cited paper's actual content, and produce a structured verification report. Use when user says "验证参考文献", "ref verify", "check references", "核实引用", "引用是否正确", or wants to audit citations in a LaTeX manuscript.

testing2,932

Generate Mermaid diagrams from user requirements. Saves .mmd and .md files to figures/ directory with syntax verification. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and 18 more diagram types.

data-ai2,932

econfin-idea-finder

公司金融实证研究的"漏斗式选题查找器"。互动开场先后询问 (1) 研究方向、(2) 候选标题数量 N，再扫描全球文献（已出版英文学术期刊 + SSRN working paper + 全球高校 department seminar 1 年内日程），基于 Edmans (2024) "1000 Rejections" 红线生成 N 个候选标题，**通过并行 subagent（Agent 工具）批量生成计划书 + 查新；每个 subagent 必须强制调用 Skill 工具加载 econfin-proposal 与 novelty-check 两个预设 skill 完成各自模块**，**只有当 novelty score >= 9 时（即 JF/JFE/RFS 顶刊层次），subagent 才把 proposal + 查新报告合并的 md 写入 F:\Dropbox\CC\选题大全\<研究方向短名>\（以"简短选题名称-分数"命名，子文件夹名由 Step 0 从用户输入的研究方向派生）；< 9 分的选题在 subagent 内部直接丢弃，绝不写盘、绝不输出**。当用户说"找选题"、"帮我找选题"、"想做 X 方向"、 "empirical CF idea search"、"批量生成研究计划书"、"100 ideas"、"econfin-idea-finder" 时触发。

testing2,932

Command Development

development2,932

research-companion

Strategic research companion — brainstorm, evaluate, and decide on research directions. TRIGGER when the user wants to brainstorm research, evaluate research ideas, do project triage, or explore a problem space. Orchestrates brainstormer, idea-critic, and research-strategist agents through a 6-phase pipeline: Seed → Diverge → Evaluate → Deepen → Frame → Decide. Includes Carlini's conclusion-first test.

testing2,932

arxiv

Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.

development2,932

analyze-results

Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

data-ai2,932

ablation-planner

Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Codex designs ablations from a reviewer's perspective, CC reviews feasibility and implements.

development2,932

Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says "robotics idea discovery", "机器人找idea", "embodied AI idea", "机器人方向探索", "sim2real 选题", or wants ideas for manipulation, locomotion, navigation, drones, humanoids, or general robot learning.

development2,932

compiledeck

Create and compile beautiful Beamer presentations following the Rhetoric of Decks philosophy. Use when making slides, creating decks, or compiling .tex presentation files.

development2,932

paper-poster

development2,932

pixel-art

Generate pixel art SVG illustrations for READMEs, docs, or slides. Use when user says "画像素图", "pixel art", "make an SVG illustration", "README hero image", or wants a cute visual.

documentation2,932

proof-writer

Writes rigorous mathematical proofs for ML/AI theory. Use when asked to prove a theorem, lemma, proposition, or corollary, fill in missing proof steps, formalize a proof sketch, 补全证明, 写证明, 证明某个命题, or determine whether a claimed proof can actually be completed under the stated assumptions.

development2,932

experiment-bridge

Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge", "从计划到跑实验", "deploy the plan", or has an experiment plan ready to execute.

development2,932

grant-proposal

Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use when user says "write grant", "grant proposal", "申請書", "write KAKENHI", "科研費", "基金申请", "写基金", "NSF proposal", or wants to turn research ideas into a funding application.

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paper-poster

development2,932

paper-slides

development2,932

rebuttal

Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.

devops2,932

Generate academic research proposals for PhD applications. Use when user asks to "write a research proposal", "create PhD proposal", "generate research plan", "撰写研究计划", "写博士申请", "doctoral proposal", or mentions specific research topics for PhD application. Supports STEM, humanities, and social sciences with field-specific adaptations. Follows Nature Reviews-style academic writing conventions. Supports both English and Chinese output based on user preference.

testing2,869

academic-paper-composer

Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready manuscript. Use when users want to: (1) write a paper from a detailed outline, (2) ensure quality control during writing, (3) maintain consistency across chapters, (4) prepare a submission-ready manuscript, or (5) systematically execute a planned paper. Triggered by phrases like 'write the paper from this outline,' 'compose the full manuscript,' 'execute the outline,' or when users have completed strategic planning (academic-paper-strategist skill) and are ready to write. Takes optimized outline as input; outputs complete manuscript with iterative quality checks.

development2,869

Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.

development2,869

pyfixest-reference

Dense, machine-readable API reference for PyFixest — high-dimensional fixed-effects OLS/WLS/IV and Poisson (feols, fepois, feglm), clustered/robust standard errors, R-style formula syntax, and post-estimation. Use when writing or debugging Python fixed-effects regressions with the pyfixest package.

development2,821

苏格拉底诘问式研究选题Skill。通过连续追问帮你厘清研究思路、聚焦研究子领域、明确研究问题(RQ)，识别出未被研究过的新意选题。触发词：帮我选题/研究问题不清晰/想做一个有新意的论文/不断问我问题/厘清思路

data-ai2,324

Full-empirical-analysis-skill

tools2,303

Full-empirical-analysis-skill-R

tools2,303

Convert various file formats (PDF, Office documents, images, audio, web content, structured data) to Markdown optimized for LLM processing. Use when converting documents to markdown, extracting text from PDFs/Office files, transcribing audio, performing OCR on images, extracting YouTube transcripts, or processing batches of files. Supports 20+ formats including DOCX, XLSX, PPTX, PDF, HTML, EPUB, CSV, JSON, images with OCR, and audio with transcription.

development2,095

web-research

development2,095

Upgrade of chinese-ppt for Chinese Beamer decks (xelatex + ctex + fandol, CUFE template). Same 7-section outline and X→M→Y framework, but adds (a) mandatory 1.3 line-spacing + 3pt paragraph spacing, (b) overflow-prevention line budget + balanced split-frame rules, (c) prose rewrites that strip AI-ish "关键比较/理论映射" labels and redundant 章节括号注释, (d) stricter CJK-space + middle-dot rules, (e) retrofit workflow for existing chinese-ppt decks, (f) mandatory local linespread reset inside TikZ / table / fixed-geometry frames. Use for "做中文学术PPT 2 版"、"中文 Beamer 改进版"、"答辩 PPT chinese-ppt2"、"防越界 PPT"等请求。用户在 Overleaf 编译，只产出 .tex + figures/，不要附加 compile 脚本。

development1,938

chinese-quote-converter

documentation1,938

marp-export

development1,938

ols-regression

Econometrics skill for OLS regression and linear models. Activates when the user asks about: "run OLS", "linear regression", "ordinary least squares", "interpret regression results", "heteroskedasticity", "multicollinearity", "regression assumptions", "robust standard errors", "GLS", "WLS", "fit a regression model", "check regression diagnostics", "OLS假设", "最小二乘法", "线性回归", "回归系数", "残差检验", "异方差", "多重共线性", "普通最小二乘", "稳健标准误", "回归诊断"

testing1,938

arxiv

development1,938

Econfin-Proposal

金融经济学实证论文计划书生成器。根据用户提供的研究方向，生成包含标题、假说、数据来源、实证策略、预期结果表格、稳健性检验、异质性分析、机制检验等12个完整模块的研究计划书。内置中国微观/宏观数据库（皮皮侠1599个数据集、马克数据377个数据集）和WRDS国际数据库索引，自动匹配可用数据源。融合Edmans (2024) "Learnings From 1000 Rejections"的编辑视角作为质量护栏，确保选题具有真正的边际贡献而非"just another determinant of Y"。当用户提到以下任何情境时触发：写研究计划书、research proposal、论文开题、选题+计划、帮我设计一个实证研究、empirical research design、我想研究X对Y的影响怎么做、帮我找个能发表的选题、generate proposal、写一个可以投稿的研究方案、研究设计、identification strategy、DID/RDD/IV研究设计。即使用户只是描述了一个经济金融现象并想知道"能不能做成论文"，也应考虑使用此技能。

content-media1,938

data-fetcher

Fetch economic data from FRED, World Bank, BLS, OECD, and Yahoo Finance

data-ai1,938

skill-creator

testing1,938

agent-browser

tools1,938

data-cleaning

Clean and transform messy data for analysis in Python, R, or Stata

development1,938

panel-data

Econometrics skill for panel data models. Activates when the user asks about: "panel data", "fixed effects", "random effects", "Hausman test", "within estimator", "between estimator", "two-way fixed effects", "clustered standard errors panel", "FE model", "RE model", "pooled OLS", "unobserved heterogeneity", "panel regression", "first difference estimator", "entity fixed effects", "time fixed effects", "面板数据", "固定效应", "随机效应", "豪斯曼检验", "双向固定效应", "面板回归", "个体效应", "时间效应", "一阶差分"

testing1,938

journal-digest

经济金融顶刊文献速递与选题建议生成器。通过RSS和网页抓取获取经济学、金融学、会计学顶级期刊的最新论文，筛选公司金融相关文献，生成中文综述摘要和研究选题建议。当用户提到"期刊速递"、"文献周报"、"论文速递"、"最新文献"、"journal digest"、"paper digest"、 "选题建议"、"研究选题"、"顶刊追踪"、"文献追踪"、"周报"时触发此技能。即使用户只是说"帮我看看最近有什么新论文"或"最近顶刊发了什么"，也应该触发。

research1,938

figure

Econometrics skill for generating publication-quality figures for top economics journals. Activates when the user asks about: "econometric figure", "publication figure", "journal figure", "AER figure", "QJE figure", "event study plot", "coefficient plot", "coefplot", "binned scatter", "binscatter", "RDD plot", "parallel trends plot", "kernel density", "distribution plot", "time series plot", "map", "figure formatting", "academic plot", "论文图表", "学术图", "系数图", "事件研究图", "散点图", "分布图", "趋势图", "回归可视化"

development1,938

do-agent

data-ai1,938

rdd-analysis

Econometrics skill for Regression Discontinuity Design (RDD). Activates when the user asks about: "regression discontinuity", "RDD", "RD design", "sharp RDD", "fuzzy RDD", "running variable", "forcing variable", "cutoff", "bandwidth selection", "local linear regression", "McCrary test", "density test", "RDROBUST", "continuity assumption", "donut hole RDD", "geographic RDD", "断点回归", "回归不连续", "运行变量", "截断值", "带宽选择", "精确断点", "模糊断点", "密度检验", "局部线性回归"

testing1,938

Significance-Search

Parallel control variable combination search via Stata. Exhaustively searches all subsets of optional controls to find the combination that maximises |t| of the independent variable. Activates when user says: "控制变量搜索", "搜控制变量", "control variable search", "跑控制变量组合", "暴力搜索", "调控制变量".

Generate, continue, revise, polish, and stress-test game theory research papers. Use when the user provides a game theory topic, phenomenon, draft, outline, model idea, literature anchor, reviewer comments, or asks for 博弈论论文生成, 选题建模, 文献迁移, 模型修正, 均衡分析, 数值模拟, 论文润色, 改稿打磨, or R&R response work.

testing1,887

stata-help

Look up Stata command documentation and display formatted help text.

development1,789

stata-lint

Run static analysis on a Stata .do or .ado file and report style and best-practice issues.

development1,789

stata-modernize

Improve, modernize, and optimize existing Stata code for performance, portability, and maintainability. Use when legacy patterns such as preserve/restore, cd,

development1,789

stata-power-analysis

Plan and critique power, MDE, and sample-size calculations for Stata-based research workflows. Use when the user is designing a study, checking detectability, or defending precision claims.

testing1,789

stata-run

Run arbitrary Stata code or a .do file and display the result.

development1,789

stata-publication-qa

Review regression outputs, tables, and graphs for publication readiness. Use when the user asks whether a result is ready for a paper, appendix, seminar, referee response, or coauthor review.

testing1,789

stata-replication

Run replication, robustness, and specification-sensitivity workflows for Stata projects. Use when a researcher wants to reproduce a result, rerun a pipeline, compare specifications, audit a do-file sequence, or check whether a claim is stable.

testing1,789

stata-setup

Install, configure, update, or verify mcp-stata across Claude Code, Codex, Gemini CLI, Cursor, Windsurf, and VS Code. Activate when users ask to set up the Stata toolkit or troubleshoot the installation.

tools1,789

stata-results

Fetch and display stored r(), e(), and s() results from the last Stata command.

tools1,789

stata-referee-response

Organize and execute Stata workflows for referee responses, robustness requests, and coauthor follow-ups. Use when the user needs to answer a critique with targeted reruns, tables, figures, and a defensible audit trail.

testing1,789

stata

Show mcp-stata identity, connected tools, and status. Use when the user asks if mcp-stata is available, asks about access to the toolkit, or asks what Stata tools are connected.

tools1,789

stata-toolkit

Activate when users mention Stata commands, .do files, regressions, econometrics, stored results, graphs, dataset inspection, replication, or Stata errors. Route the task through mcp-stata tools and the specialized research skills instead of treating it as plain text coding.

tools1,789

stata-environment-diagnose

Diagnose local Stata, MCP, package, startup, graph-export, and permissions issues. Use when setup is failing, Stata is not discovered, packages are missing, logs are truncated, or a managed machine behaves differently from a normal workstation.

tools1,789

stata-log

Tail, read, or search a Stata log file from a previous command or background task.

data-ai1,789

stata-inspect

Describe and summarize the current dataset in memory. Optionally inspect a specific variable with codebook.

development1,789

stata-graph

List, export, and review Stata graphs from the current session.

tools1,789

stata-table-builder

Build and review paper-ready regression, balance, and summary tables from Stata outputs. Use when the user needs a clean table for a draft, appendix, or coauthor share-out.

development1,789

replication-package

Scaffold or audit a social-science replication package at a target directory. Generates folder structure, README, master.R, figure/table crosswalk, codebook template, LICENSE placeholder, and pre-release checklist. Adapted from Yusaku Horiuchi's replication-package-guide with FAIR-principle integration; platform-neutral (Harvard Dataverse, OSF, Zenodo, GitHub releases, institutional archives).

development1,703

tidyverse-patterns

Modern tidyverse patterns for R including pipes, joins, grouping, purrr, and stringr. Use when writing tidyverse R code.

development1,703

rlang-patterns

rlang metaprogramming patterns for data-masking, injection operators, and dynamic dots. Use when writing functions that use tidy evaluation.

data-ai1,703

briefing-note

Structured policy briefing note (1-2 pages). Issue, background, analysis, options, recommendation. UK GES, Australian Treasury, consulting formats. Auto-populates from econstack data skills.

development1,703

pre-registration-writing

Write pre-analysis plans: PAP structure, registry, analysis strategy.

documentation1,703

openalex

Use when the user asks about academic literature, research papers, scholarly works, authors, citations, institutions, journals, or any academic metadata. Trigger when users want to search for papers, find author profiles, track citations, discover related works, or explore academic topics. Also use when users mention DOIs, ORCIDs, h-index, publication venues, or research metrics.

testing1,703

r-package-development

R package development guide covering dependencies, API design, testing, and documentation. Use when developing R packages.

development1,703

fiscal-briefing

Public finances briefing. Supports UK, US, and Australia. Produces a single compact briefing on borrowing, debt, receipts, spending, and fiscal rules. Optional debt sustainability analysis via the debtkit R package. User-selectable sub-components and multi-format export.

development1,703

longlist

Brainstorm a longlist of benefits and costs for a project. Outputs two clean tables (benefits and costs), each with materiality (H/M/L), a cash flow tag (cash in / cash out / non-cash), a quantification method, and a monetisation method. Supports HMT Green Book, EU Better Regulation Guidelines, World Bank, Asian Development Bank, and the Victorian Treasury High Value High Risk (HVHR) framework.

development1,703

brainstorm

Use when starting a new research project, exploring a research idea, deciding whether a question is viable, or before touching code or data for a new paper. Runs a research-focused brainstorm that clarifies research question, identification strategy, data feasibility, and contribution before any implementation.

development1,703

eda

Comprehensive exploratory data analysis with publication-quality descriptive tables, correlation matrices, distribution plots, and assumption testing. Generates a standalone EDA report with Table 1 (gtsummary/great_tables), correlation heatmap, distribution diagnostics, VIF for multicollinearity, and normality/homoscedasticity tests. All figures are APA-formatted and colorblind-safe. Use when the user says "exploratory analysis," "EDA," "descriptive statistics," "explore the data," "Table 1," "correlations," "distributions," or when /data-clean completes successfully. Triggers on "EDA," "descriptive," "Table 1," "explore," "correlations."

development1,703

cost-benefit

Cost-benefit analysis. Produces economic NPV and financial NPV side by side, with BCR, optimism bias (with mitigation), Marginal Excess Tax Burden, real-terms rebasing, WELLBY / QALY / VPF wellbeing valuation, sensitivity, switching values, EANC for unequal-life options, validation gate, and a one-line headline verdict (socially worthwhile vs financially self-sustaining). Backed by the greenbook R package (HM Treasury Green Book primitives) when available, with graceful fallback. Supports HMT Green Book, EU Better Regulation, World Bank, ADB, and Victorian HVHR. Reads a longlist markdown file directly via --from.

testing1,703

econ-audit

Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across core categories including counterfactual, additionality, discounting, double counting, distributional analysis, Aqua Book RIGOUR, and Flyvbjerg-style strategic misrepresentation detection. Returns a RAG scorecard with issues ranked by severity.

development1,703

EdgarTools

Query and analyze SEC filings using EdgarTools

tools1,703

tables-and-figures

Use when generating a LaTeX results table, creating a figure for a paper, formatting descriptive statistics, preparing regression output for publication, or producing vector-quality graphics. Enforces booktabs, threeparttable, vector PDFs, and script-generated output.

development1,703

robustness-checks

Use when a main specification has produced a result, when preparing a paper appendix, when a reviewer requests robustness, or before declaring any empirical finding final. Guides selection of design-appropriate checks without mandating a fixed checklist.

testing1,703

paper-writing

Use when drafting, rewriting, reviewing, or auditing prose for any section of an empirical academic paper (Abstract, Introduction, Methods, Data, Results, Discussion, Conclusion) or specialized output (job market paper, grant proposal, policy brief, referee response).

testing1,703

write-plan

Use when a research design spec exists and the user is ready to translate it into a concrete implementation plan with phased tasks, artifacts, and verification criteria. Produces a research execution plan organized in canonical research phases — collection, preparation, analysis, robustness, writing, submission.

documentation1,703

journal-selection

Use when choosing a target journal for a paper, comparing journal rankings, asking "where should I submit this", or building a submission strategy across multiple journals. Field-agnostic — detects the paper's research area and suggests appropriate outlets across tiers.

development1,703

journal-guidelines

Use when preparing a paper for submission to a specific journal, checking formatting requirements, parsing instructions for authors, building a submission checklist, or adapting a paper to a journal template. Fetches the journal's official guidelines via web and produces a verifiable checklist.

development1,703

research-intake

Bidirectional review — THE entry point for every research engagement. Reviews everything the researcher has (data, docs, code, instruments) and produces two outputs: (1) a gap analysis showing what their project needs to meet gold standards, and (2) suite-learning findings identifying what our skill suite can learn from what they brought. Runs at the START of every engagement and in lighter form at session END. Use when the user says "I have data," "review what I have," "where do I start," "look at my project," "what am I missing," or at the beginning of any research engagement. Also triggers on "intake," "gap analysis," "audit my materials," "what should I improve."

development1,703

paper-review

Use when a paper is complete or near-complete and a holistic pre-submission audit is needed. Cross-cuts text, code, tables, figures, results, citations, and reproducibility in a single pass and produces a persistent audit report. Works standalone on papers written outside the plugin.

tools1,703

data-validate

Run declarative data quality checks and generate a codebook. Checks completeness, distributions, impossible values, duplicates, outliers, encoding issues, attention check failures, and manipulation check results. Produces a pointblank/pandera validation report and an auto-generated codebook. Use when the user says "validate data," "check data quality," "generate codebook," "what's wrong with my data," "data audit," "check my dataset," or when /research-intake identifies missing validation. Triggers on "validate," "data quality," "codebook," "check my data."

development1,703

data-profile

Generate a complete, manuscript-ready data profile: demographics summary table, scale identification with reliability (alpha, omega, CFA), comprehensive codebook, sample characteristics, and measurement documentation — all following current best practices at the time of execution. Searches for the latest reporting standards (JARS, TOP, APA) before generating output. Produces everything a Methods section needs to describe the data. Use when the user says "describe my data for the manuscript," "demographics table," "what scales are in here," "codebook," "Methods section data," "sample characteristics," or any time they need data documented for publication. Triggers on "profile," "demographics," "scales," "codebook," "sample description," "Methods section."

development1,703

visualize

Create publication-quality figures that meet journal submission standards. APA 7th defaults with journal-specific overrides. Supports interaction plots, mediation path diagrams, forest plots, marginal effects, Johnson-Neyman plots, correlation heatmaps, and coefficient plots. All figures are colorblind-safe, high DPI, and exported in multiple formats (PDF, PNG, SVG, TIFF). Use when the user says "publication figures," "journal figures," "APA figures," "visualize results," "make plots," "interaction plot," "path diagram," "forest plot," or when /analyze or /process-model or /robustness completes. Triggers on "visualize," "figure," "plot," "diagram."

development1,703

research-init

Scaffold a new research project with full reproducibility infrastructure in R and/or Python. Creates directory structure, pipeline stubs (targets/Snakemake), environment lockfiles (renv/uv), documentation templates (codebook, decision log, pre-registration, Cornell README), Quarto manuscript template, and proper .gitignore. Can wrap existing data in gold-standard structure. Use when the user says "new project," "scaffold," "start a study," "set up a project," "I have data and need to organize it," or when /research-intake recommends scaffolding.

development1,703

thematic-analysis

Conduct rigorous thematic analysis (TA) of qualitative data following Braun and Clarke's (2006) six-phase framework. Use whenever the user mentions 'thematic analysis', 'TA', 'Braun and Clarke', 'qualitative coding', 'identifying themes', or asks for help analysing interviews, focus groups, open-ended survey responses, or transcripts to identify patterns. Also trigger for questions about inductive vs theoretical coding, semantic vs latent themes, essentialist vs constructionist epistemology, building a thematic map, or writing up a qualitative findings section. Covers all six phases, the four upfront analytic decisions, the 15-point quality checklist, and the five common pitfalls. Produces a Word document write-up and an annotated thematic map. Does NOT cover IPA, grounded theory, discourse analysis, conversation analysis, or narrative analysis — use a different method for those.

development1,703

market-research

Industry and market research. Market sizing, structure, competition, regulation, supply chains, pricing, M&A. Produces a single compact, source-cited research report with Porter's Five Forces, HHI / CR4, PESTLE, and trade flows. Supports UK, US, EU, Australia, and global scope, with multi-geography comparison.

testing1,703

check-citations

Verify academic citations against CrossRef, Semantic Scholar, and OpenAlex. Detects AI-hallucinated references, chimeric citations, and suspicious patterns.

testing1,703

conjoint-design

Design conjoint experiments: attributes, power, AMCE/AMIE estimation.

content-media1,703

figure-table-audit

Audit figures, tables, captions, cross-references, and statistical notes.

testing1,703

conjoint-cleaning

Clean and reshape Qualtrics conjoint exports to analysis-ready long format.

development1,703

paper-review-lite

Pre-submission audit: argument, numerics, refs, writing, figures, replication.

testing1,703

topic-modeling

Structural topic modeling: STM spec, topic count, coherence-exclusivity.

data-ai1,703

statistical-modeling

Use when estimating a statistical or econometric model, running a regression, specifying an identification strategy, testing a hypothesis, or fitting any model to empirical data. Guides the process (assumptions, estimation, reporting, diagnostics) without forcing a fixed method list.

testing1,703

academic-baseline

Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other superpapers skills.

development1,703

fair-check

Audit manuscript and replication package against FAIR open-science principles.

testing1,703

dowhy

Causal inference framework for answering "does X cause Y?" beyond correlation. DoWhy (Microsoft Research) provides the identify-estimate-refute loop: define a causal graph (DAG), identify the causal effect using backdoor/frontdoor/instrumental variable criteria, estimate treatment effects with multiple estimators, and validate results with automated refutation tests. Use when: distinguishing causation from correlation, estimating treatment effects (ATE, ATT, CATE), designing and analyzing A/B tests with confounders, using instrumental variables, performing counterfactual reasoning ("what would have happened if..."), validating causal claims with sensitivity analysis, working with observational data where randomization is impossible, or any analysis where the question is "what is the CAUSAL effect of X on Y" rather than just "how do X and Y relate?"

development1,703

narrative-building

Draft scientific introductions: argument logic, framing, multi-experiment coherence.

development1,703

execute-plan

Use when a research implementation plan exists in docs/superpapers/plans/ and the user is ready to execute it — collecting data, running analysis, producing outputs, writing the paper. Orchestrates task execution with replication-driven verification and two-stage review at phase boundaries.

testing1,703

compile-latex

Use when compiling a LaTeX paper, debugging LaTeX errors, building a paper PDF, or when a .tex file fails to produce output. Handles engine detection (xelatex vs pdflatex), bibliography systems (biber vs bibtex), and multi-pass compilation.

development1,703

replication-driven-research

Use when starting empirical analysis, creating a data pipeline, generating results, or when data or model specifications change. Enforces end-to-end reproducibility — every number in the paper must be regenerable from raw data by a script with a fixed seed. Replaces TDD for the research domain.

testing1,703

stata-causal-inference

Design, run, and critique causal inference workflows in Stata. Use when the user is working on identification, treatment effects, DiD, IV, event studies, RD, or assumption-sensitive empirical claims.

data-ai1,703

stata-data-audit

Audit datasets for structure, missingness, labeling, suspicious values, duplicate identifiers, and documentation readiness. Use when a researcher asks for data QA, codebook review, sanity checks, or pre-analysis cleanup guidance.

development1,703

stata-data-provenance

Track dataset lineage, transformation steps, merge logic, and reproducibility risks in Stata workflows. Use when the user needs to explain where data came from, how it changed, or why a pipeline can be trusted.

development1,703

process-model

Implement Hayes PROCESS mediation and moderation models transparently via lavaan and bruceR, with bootstrap CIs, index of moderated mediation, Johnson-Neyman regions of significance, and APA-formatted output that matches familiar PROCESS tables. Maps model numbers (1-24) to inspectable lavaan syntax instead of black-box macros. Use when the user says "PROCESS model," "mediation," "moderated mediation," "conditional indirect effect," "Hayes model," "indirect effect," "moderation," or when /analyze encounters a mediation/moderation hypothesis. Triggers on "PROCESS," "mediation," "moderation," "indirect effect," "Hayes."

development1,703

literature-review

Build or audit a literature review: evidence map, gaps, synthesis plan.

development1,703

figures

Design and format publication-quality figures: chart choice, color, scales, legends, captions, reproducibility.

development1,703

hypothesis-building

Build falsifiable causal hypotheses: DAGs, FPCI, equivalence testing.

development1,703

methods-reporting

Check methods reporting against CONSORT, JARS, DA-RT standards.

testing1,703

vlm-ocr-pipeline

VLM-based OCR pipeline: model selection, prompts, architecture, evaluation.

devops1,703

r-oop

R object-oriented programming guide for S7, S3, S4, and vctrs. Use when designing R classes or choosing an OOP system.

documentation1,703

macro-briefing

Macroeconomic monitor. Supports UK, US, Euro area, and Australia. Pulls GDP, inflation, employment, wages, rates, trade, housing, and fiscal data. Each country follows its central bank's reporting structure. Produces a single clean briefing with a traffic-light assessment and user-selectable sub-components.

data-ai1,703

journal-review

Draft a senior peer-review report on a social-science manuscript.

testing1,703

post-ocr-cleanup

Clean post-OCR text: correction, QA, multilingual handling, provenance.

testing1,703

conjoint-diagnostics

Diagnose conjoint design integrity, estimation choices, and validity.

content-media1,703

tables

Design and format publication-quality tables: column order, row grouping, notes, precision, reproducibility.

development1,703

cross-national-design

Design cross-national survey experiments: power, equivalence, localization.

content-media1,703

literature-search

Use when the user asks to search for papers, review literature, find references on a topic, verify a paper exists, or build a bibliography. Enforces web verification of every citation via web fetch to prevent hallucinated references.

development1,703

citation-management

Use when adding citations to a .bib file, importing references by DOI, cleaning a bibliography, detecting duplicate entries, or normalizing citation keys. Uses direct .bib manipulation with CrossRef API for metadata resolution — no external tool dependencies.

tools1,703

text-classification

LLM-based text classification: codebook, validation, agreement statistics.

development1,703

analyze

Confirmatory hypothesis testing matched to pre-registration, with full assumption testing, effect sizes, confidence intervals, and APA 7th formatted output. Supports OLS/GLM regression, panel regression (fixest), mixed models (lme4), SEM/CFA (lavaan), meta-analysis (metafor), and delegates PROCESS models to /process-model. Reads pre-registration to align planned analyses, flags deviations, and generates decision log entries for post-hoc choices. Use when the user says "test hypotheses," "run analysis," "confirmatory," "regression," "SEM," "mediation," "mixed model," "meta-analysis," or when /eda completes. Triggers on "analyze," "hypothesis," "regression," "model," "test."

development1,703

diverge

Before implementing, generate 3-5 conceptually distinct approaches labeled by creativity dimension (Novel, Surprising, Diverse, Conventional), then hold for selection. Brainstorm-then-select to resist defaulting to the most obvious solution.

data-ai1,703

r-performance

R performance best practices including profiling, benchmarking, vctrs, and optimization strategies. Use when optimizing R code.

development1,703

list-experiment

Design and diagnose list experiments (item count technique).

content-media1,703

data-clean

Produce documented data cleaning scripts that log every transformation with N before/after each step, generate a CONSORT-style exclusion flow diagram, create decision log entries for every subjective choice, compute scale reliability and composites, and write cleaned data to data/processed/. Never modifies raw data. Use when the user says "clean data," "prepare data," "apply exclusion criteria," "handle missing data," "create composites," "data preprocessing," or when /data-validate found issues to address. Triggers on "clean," "exclusion," "missing data," "preprocessing," "composites," "reverse code."

development1,703

r-bayes

Patterns for Bayesian inference in R using brms, including multilevel models, DAG validation, and marginal effects. Use when performing Bayesian analysis.

data-ai1,703

data-collection

Use when collecting data for a research project, downloading time series, building a dataset, accessing economic or social data APIs, or scraping data from a non-API source. Handles source discovery, respectful collection, local caching, and manifest documentation.

development1,703

citation-check

Audit in-text/reference parity, DOIs, claim support, and citation style.

testing1,703

lifelines

Complete survival analysis library in Python. Handles right-censored data, Kaplan-Meier curves, and Cox regression. Standard for clinical trial analysis and epidemiology.

tools1,703

r-style-guide

R style guide covering naming conventions, spacing, layout, and function design best practices. Use when writing R code.

development1,703

tdd-workflow

Test-driven development workflow for R using testthat. Use when writing new features, fixing bugs, or refactoring code. Enforces test-first development with 80%+ coverage.

development1,703

survey-design

Design survey instruments: questions, scales, flow, social desirability.

testing1,703

econ-write

Expert economics paper writing assistant synthesizing advice from 50+ top guides by Cochrane, McCloskey, Shapiro, Head, Bellemare, Goldin, Glaeser, Kremer, and other leading economists. USE THIS SKILL whenever the user writes, edits, reviews, rewrites, or structures any economics paper, thesis, job market paper, abstract, introduction, conclusion, results section, literature review, or referee response. Also handles LaTeX formatting, presentations, and paper audits. Covers all paper types (applied, theory, structural, mixed) and all sections.

development1,703

new-project

Start a new research project by conducting a structured interview to formalize a research idea, then generates research questions with identification strategies and a project spec. Make sure to use this skill whenever the user wants to develop or document a new research idea — not to search for literature or data. Triggers include: "new project", "start research", "I have an idea", "help me develop this", "I want to study X", "help me formalize this idea", "what's my research question", "what identification strategy should I use", "write up my project idea", or when the user describes a topic they want to turn into a paper.

development1,685

zotero-mcp-guide

Guide to Zotero MCP for connecting Zotero library with AI assistants

tools1,685

latex-drawing-guide

TikZ and PGFPlots techniques for publication-quality scientific figures

testing1,685

grammar-checker-guide

Use grammar and style checking tools to polish academic manuscripts

tools1,685

ai-writing-humanizer

Remove AI-generated patterns to produce natural, authentic academic writing

data-ai1,685

running-causalpy-experiments

Fit, summarize, plot, and interpret a chosen CausalPy experiment. Use after the causal method has been selected, including when configuring PyMC/sklearn models and scale-aware custom priors.

data-ai1,685

choosing-causalpy-methods

Choose the appropriate CausalPy experiment class from a causal question, data structure, treatment assignment, and identification assumptions. Use before writing analysis code when the method is not yet settled.

development1,685

bibliography-management-guide

Manage references with BibLaTeX, natbib, and LaTeX bibliography styles

documentation1,685

novathesis-guide

LaTeX thesis template supporting multiple universities and formats

development1,685

thuthesis-guide

Write Tsinghua University theses using the ThuThesis LaTeX template

documentation1,685

beamer-presentation-guide

Guide to creating academic presentations with LaTeX Beamer

documentation1,685

arxiv-preprint-template

LaTeX template for arXiv preprints in NIPS/NeurIPS style format

development1,685

literature-review-writing

Structure and write comprehensive literature reviews for any field

documentation1,685

polish-skills

9 editing & proofreading skills. Trigger: polishing drafts, academic tone, proofreading, translation. Design: style checkers and editing workflows for clear, concise academic English.

testing1,685

conference-paper-template

Templates and formatting guides for major academic conference submissions

development1,685

humanize-chinese

Detect and humanize AI-generated Chinese text. 20+ rule detection categories plus statistical features (sentence-length CV, short-sentence fraction, comma density, perplexity, GLTR, DivEye) plus scene-aware LR fusion (rule × 0.2 + LR × 0.8) trained on three scenes: general / academic / longform 长文本 (≥1500 字)。Unified CLI: ./humanize {detect,rewrite,academic,style,compare}. 8 style transforms (casual/zhihu/xiaohongshu/wechat/academic/literary/weibo/novel)。 Multi-paragraph rewriting (paragraph length CV、跨段 trigram 重复) plus best-of-N humanize (默认 N=10 取最低 LR)。165 replacement patterns + CiLin 同义词词林 38873 with collision blacklist。 Academic paper AIGC reduction for CNKI/VIP/Wanfang (知网/维普/万方 AIGC 检测降重)。 Pure Python, no dependencies, offline。v5.0.0 — HC3 fused 准确率 95%、学术 hero 100→35 (-65)、工作汇报 96→13 (-83)、长篇博客 96→41 (-55)。 Use when user says: "去AI味", "降AIGC", "人性化文本", "humanize chinese", "AI检测", "AIGC降重", "去除AI痕迹", "文本改写", "论文降重", "知网检测", "维普检测", "AI写作检测", "让文字更自然", "detect AI text", "humanize text", "reduce AIGC score", "make text human-like", "去ai化", "改成人话", "去机器味", "降低AI率", "过AIGC检测", "长文本改写", "小说改写"

tools1,685

conciseness-editing-guide

Eliminate wordiness and redundancy in academic prose for clarity

testing1,685

ml-paper-writing

Write ML/AI research papers targeting NeurIPS, ICML, and ICLR venues

documentation1,685

latex-ecosystem-guide

Comprehensive guide to LaTeX editors, packages, and typesetting workflows

documentation1,685

plagiarism-detection-guide

Use plagiarism detection tools and ensure manuscript originality

tools1,685

thesis-template-guide

Set up LaTeX templates for PhD and Master's thesis documents

documentation1,685

research-paper-writer

Guide for writing formal academic papers following IEEE and ACM standards

documentation1,685

humanizer_academic

Remove signs of AI-generated writing from academic medical papers. Use when editing or reviewing manuscripts to make them sound more natural and professionally written. Based on Wikipedia's "Signs of AI writing" guide, adapted for medical literature. Detects and fixes patterns including: inflated significance claims, superficial -ing analyses, vague attributions, AI vocabulary words, copula avoidance, excessive hedging, generic conclusions, informal word choices (linked/beyond/via/where/yield), overly assertive causal claims, and artificially condensed expressions. Preserves legitimate academic transitions (Notably, Prior studies have shown, etc.).

testing1,685

scientific-writing-guide

Curated tools and techniques for scientific writing beyond LaTeX

tools1,685

response-to-reviewers

Write effective point-by-point responses to peer reviewer comments for revisions

documentation1,685

running-placebo-analysis

Performs placebo-in-time sensitivity analysis with hierarchical null model and optional Bayesian assurance. Use when checking model robustness, verifying lack of pre-intervention effects, or estimating study power.

testing1,685

elegant-paper-template

Beautiful LaTeX template for working papers and technical reports

business1,685

paper-polish-guide

Review and polish LaTeX research papers for clarity and style

documentation1,685

validate-bib

Validate bibliography entries against citations in all source files. Find missing entries and unused references. Make sure to use this skill whenever the user has any concern about bibliography completeness or citation keys. Triggers include: "validate my bib", "check my citations", "find missing references", "I'm getting undefined citation errors", "are all my citations in the bib file", "check for unused references", "my bibliography is broken", "missing bib entries", "citation not found", or after adding new references from a lit review or before submission.

testing1,685

composition-skills

11 academic writing skills. Trigger: writing paper sections, structuring arguments, academic prose. Design: section-by-section guides (abstract, intro, methods, discussion) with templates.

documentation1,685

deslop

Remove AI writing patterns from prose. Use this skill when writing, drafting, editing, reviewing, or revising any text to eliminate predictable AI tells, slop, and formulaic patterns. Trigger this skill whenever the user asks to "deslop", "de-AI", "make it sound human," "remove AI patterns," "remove AI tropes," "clean up AI writing," fix "slop," "deslop" text, or review prose for authenticity. Also use when the user asks you to write or draft anything and wants it to sound natural rather than AI-generated. Common use cases include scientific writing (manuscripts, abstracts, cover letters, grant narratives, discussion sections, peer review responses), blog posts, newsletters, memos, reports, and any other substantial prose.

testing1,685

latex-drawing-collection

LaTeX drawing examples for Bayesian networks, tensors, and diagrams

tools1,685

introduction-writing-guide

Guide to writing effective research paper introductions

documentation1,685

scientific-writing-resources

Curated tools and resources for effective scientific writing

tools1,685

zotero-better-notes-guide

Guide to Zotero Better Notes for comprehensive note-taking in research

documentation1,685

chinese-text-humanizer

Transform AI-generated Chinese text into natural academic writing style

data-ai1,685

zotfile-attachment-guide

Guide to ZotFile for Zotero attachment management, renaming, and syncing

testing1,685

discussion-writing-guide

Write effective discussion sections that interpret results and impact

documentation1,685

abstract-writing-guide

Craft structured research abstracts that maximize clarity and journal acceptance

documentation1,685

academic-writing-refiner

Checklist-driven academic English polishing and Chinglish correction

testing1,685

stop-slop

Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

data-ai1,685

slr-prisma

Guide users through writing a systematic literature review (SLR) following the PRISMA 2020 framework. Use this skill whenever the user mentions 'systematic review', 'systematic literature review', 'SLR', 'PRISMA', 'PRISMA 2020', 'PRISMA flow diagram', 'PRISMA checklist', or asks for help writing, structuring, or auditing a literature review that follows reporting guidelines. Also trigger when the user asks about inclusion/exclusion criteria for a review, search strategies for databases like Scopus/WoS/PubMed, study selection processes, risk of bias assessment, or narrative synthesis for a review paper. This skill covers the full PRISMA 2020 checklist (27 items), produces a Word document manuscript in strict journal article format, generates an annotated PRISMA flow diagram, and enforces APA 7th Edition referencing throughout. It does NOT cover meta-analysis or statistical pooling. By Chuah Kee Man.

development1,685

write-paper

Draft a full academic paper manuscript from analysis outputs, project spec, and lit review. Make sure to use this skill whenever the user wants to turn completed analysis into a written paper — not to run analysis or review existing writing. Triggers include: "write the paper", "draft the manuscript", "write up the results", "start the paper", "turn my results into a paper", "write the introduction", "draft the empirics section", "I have my results, now write the paper", "help me write this up", "write the abstract", or any request to produce academic prose from existing research outputs.

documentation1,685

academic-tone-guide

Adjust writing tone and register for academic audiences and venues

documentation1,685

latex-skills

11 latex skills. Trigger: LaTeX typesetting, formatting papers, mathematical notation, Beamer. Design: template-based guides with package recommendations and compilation tips.

development1,685

data-finder

Find and assess datasets for a research question. Dispatches Explorer agents to search across data source categories, then Explorer-Critic to stress-test each candidate. Produces a ranked list with feasibility grades. Make sure to use this skill whenever the user wants to identify or evaluate data sources — not to search for papers or run analysis. Triggers include: "find data", "what data should I use", "find a dataset for this", "where can I get data on X", "assess datasets", "what datasets exist for", "help me find data", "is there data on this", "what are my data options", "I need data for this project", or any request to locate empirical data sources for a research question.

development1,685

zotero-gpt-guide

Guide to Zotero GPT for AI-powered research assistance within Zotero

documentation1,685

research-setup

Interactive setup wizard that configures a new project for the social-science-research plugin. Asks the user questions about their field, institution, journals, datasets, key researchers, and R color palette, then writes the answers into references/domain-profile.md and CLAUDE.md. Make sure to use this skill first whenever a user is starting fresh or wants to configure the plugin. Triggers include: "set up my project", "configure the plugin", "run setup", "initialize this project", "I just installed the plugin", "set my field", "set my institution", "configure my domain profile", or any request to personalize the plugin for a specific research context.

tools1,685

review-r

Run the R code review protocol on R scripts. Checks code quality, reproducibility, domain correctness, and professional standards. Produces a report without editing files. Make sure to use this skill whenever the user wants their existing R code evaluated or audited — not when they want new analysis written. Triggers include: "review my R script", "check my R code", "is my code replication-ready", "audit this R file", "does this code follow conventions", "will this reproduce", "check my analysis script", "code review", "review-r", or when the user has an existing .R file and wants quality feedback rather than new code.

development1,685

academic-writing-latex

LaTeX-based academic writing assistant for thesis and paper templates

research1,685

bayesian-workflow

Opinionated Bayesian modeling workflow with PyMC and ArviZ. Contains critical guardrails (nutpie sampler, prior/posterior predictive checks, LOO-PIT calibration, prior sensitivity checks, 94% HDI, non-centered parameterizations, reproducible seeds) that agents won't apply unprompted — always consult before writing Bayesian model code. Trigger on: building probabilistic/Bayesian models, prior elicitation, MCMC inference, convergence diagnostics (divergences, R-hat, ESS), model comparison (LOO-CV, ELPD, stacking weights), hierarchical/multilevel models, count regressions, logistic regression with uncertainty, prior sensitivity analysis, reporting Bayesian results, or mentions of PyMC, ArviZ, InferenceData, credible intervals, posterior distributions, shrinkage, uncertainty quantification. Also trigger for model comparison, diagnosing sampling problems, choosing priors, or presenting stats to non-technical audiences.

development1,685

fletcher

Defamiliarization audit for empirical output. Systematically interrogates every feature of a figure, table, or set of results — not just the main finding. Named for Jason Fletcher, who asked about the spike at t=1 when everyone else was looking at t=2. Use when you have output and are about to interpret or report it.

testing1,685

md-to-pdf-academic

Convert Markdown to publication-quality PDF with LaTeX math rendering

testing1,685

lit-review

Structured literature review using a parallel fleet of Librarian agents. Searches top journals, working paper repositories (NBER, SSRN, IZA), and traces citation chains from key papers. Make sure to use this skill whenever the user wants to survey existing research on a topic — not to find datasets or write a paper. Triggers include: "review the literature", "find related papers", "what's been done on X", "search for papers on", "do a lit review", "find papers about", "what papers should I cite", "who has written about this", "survey the literature", "find prior work on", or any request to locate and summarize academic publications on a topic.

testing1,685

quality-gate

Verify that every quantitative claim in the paper is traceable to an analysis output file, and that no important output was omitted. Make sure to use this skill whenever the user wants to check that the paper and analysis are consistent before submission. Triggers include: "run the quality gate", "check the paper matches the analysis", "verify consistency", "does the paper match my results", "check my numbers", "are my tables right", "quality check before submission", "verify my claims", "make sure everything is consistent", "double-check the paper against my output files", or any pre-submission integrity check between paper text and computed results.

testing1,685

zotero-better-bibtex-guide

Guide to Better BibTeX for Zotero for LaTeX and BibTeX workflows

documentation1,685

zotero-reference-guide

PDF references add-on for enriching Zotero library metadata

development1,685

graphical-abstract-guide

Create SVG graphical abstracts for journal paper submissions

documentation1,685

templates-skills

11 paper templates skills. Trigger: starting a new paper, formatting for submission, venue-specific layouts. Design: ready-to-use templates for arXiv preprint, conferences, thesis, and posters.

development1,685

overleaf-collaboration-guide

Guide to collaborative LaTeX editing with Overleaf

documentation1,685

latex-templates-collection

Collection of LaTeX templates for papers, presentations, and CVs

content-media1,685

data-analysis

End-to-end data analysis workflow in R or Python — from exploration through regression to publication-ready tables and figures. Make sure to use this skill whenever the user wants to run any empirical analysis, write analysis code, or produce output from data. Triggers include: "analyze this data", "run a regression", "write R code for this", "write Python code for this", "I have a dataset", "help me with this regression", "run a DiD", "run an RDD", "event study", "IV regression", "fit a model", "produce a table", "make a figure", "explore my data", or any request involving a dataset path or empirical estimation.

development1,685

academic-translation-guide

Academic translation, post-editing, and Chinglish correction guide

documentation1,685

chinese-de-aigc

面向中文学术论文的降 AIGC 检测率 Skill。针对知网、万方、维普、Turnitin 中文版的检测机制，识别并消除中文大语言模型的 17 类结构化写作痕迹。采用"定位 → 诊断 → 改写 → 自评 → 复查"五步闭环工作流，分章节差异化策略（摘要/引言/文献综述/方法/结果/讨论/结论），保持学术严谨性前提下通过检测。

data-ai1,685

referee2

Systematic audit and review by Referee 2. Two modes — "deck" reviews slide presentations for rhetoric, visual quality, and compile cleanliness; "code" performs cross-language replication and econometric audit of empirical pipelines. Use when reviewing slides, auditing code, or verifying replication.

development1,685

tex-render-guide

Render LaTeX math expressions to images in PNG, JPEG, and SVG

documentation1,685

math-typesetting-guide

LaTeX math typesetting, equation formatting, and cross-referencing

development1,685

methods-section-guide

Guide to writing clear and reproducible methodology sections

testing1,685

zotero-scholar-guide

Save papers with metadata to Zotero via its API programmatically

development1,685

sjtuthesis-guide

Write SJTU theses using the SJTUThesis LaTeX template with full compliance

documentation1,685

zotero-mdnotes-guide

Export Zotero items and annotations to Markdown note files

documentation1,685

tikz-diagrams-guide

Create publication-quality scientific diagrams with TikZ in LaTeX

testing1,685

proofread

Run the proofreading protocol on academic writing — papers or manuscripts. Checks grammar, typos, layout issues, consistency, and academic writing quality. Produces a report without editing files. Make sure to use this skill whenever the user wants surface-level writing errors found — not substantive academic critique. Triggers include: "proofread", "check for typos", "grammar check", "look for errors in my draft", "proofread all", "polish this", "check my writing", "are there any mistakes", "proofread before I send this", or when the user wants a clean-up pass rather than feedback on arguments or methods.

testing1,685

scientific-article-pdf

Generate publication-ready scientific article PDFs from templates

testing1,685

review-paper

Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections. Make sure to use this skill whenever the user wants substantive academic feedback on a paper — not just surface edits. Triggers include: "review my paper", "give me feedback on this draft", "what would a referee say", "anticipate referee objections", "act as a referee", "check my identification strategy", "is my argument convincing", "review this manuscript", "critique my paper", "will this pass review", or any request for deep critique of academic writing beyond typos and grammar.

testing1,685

deep-audit

Deep consistency audit of the entire repository — launches 4 parallel specialist agents to find factual errors, code bugs, broken references, count mismatches, and cross-document inconsistencies, then fixes all issues and loops until clean. Make sure to use this skill whenever the user wants a comprehensive repository-wide check — not a targeted review of a single file. Triggers include: "audit", "deep audit", "find inconsistencies", "check everything", "run a full audit", "are there any broken references", "check the whole repo", "something feels off", "run the audit loop", or after making broad changes across multiple files.

development1,685

scientific-writing-wrapper

AI-powered scientific writing workflow from outline to polished draft

testing1,685

thesis-writing-guide

Templates, formatting rules, and strategies for thesis and dissertation writing

development1,685

avoid-ai-writing

Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms," "clean up AI writing," "edit writing for AI patterns," "audit writing for AI tells," or "make this sound less like AI." Supports a detection-only mode that flags patterns without rewriting.

testing1,685

paper-review-skills

8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools.

tools1,661

sandbox-execution-guide

Secure sandboxed code execution environments for reproducible research computing

development1,661

latte-review-guide

Automate systematic literature reviews with LatteReview AI agents

documentation1,661

reference-manager-comparison

Compare Zotero, Mendeley, EndNote, and Paperpile for research use

research1,661

bibtex-management-guide

Clean, format, deduplicate, and manage BibTeX bibliography files for LaTeX

development1,661

papersgpt-zotero-guide

AI plugin for Zotero with ChatGPT, Claude, and DeepSeek support

tools1,661

kaggle-api-guide

Download datasets, manage competitions and notebooks via Kaggle API

development1,661

review-response-guide

Craft effective point-by-point reviewer response letters

documentation1,661

academic-web-scraping

Ethical web scraping and API-based data collection for research

development1,661

google-colab-guide

Run and manage Google Colab notebooks for Python and ML research

development1,661

experimental-design-guide

Design rigorous experiments using DOE, factorial designs, and response surfaces

development1,661

action-research-guide

Design and conduct action research and participatory studies

testing1,661

grounded-theory-guide

Apply grounded theory methodology to develop theory from data

development1,661

methodology-skills

13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches.

development1,661

mermaid-architect-guide

Design complex multi-diagram architectures using advanced Mermaid syntax

documentation1,661

mixed-methods-guide

Guide to designing and conducting mixed methods research

documentation1,661

parsifal-slr-guide

Plan and manage systematic literature reviews with Parsifal platform

documentation1,661

qualitative-research-guide

Design and conduct qualitative research using grounded theory and case studies

documentation1,661

research-paper-kb

Build a persistent cross-session knowledge base from academic papers

development1,661

scientify-idea-generation

Generate research ideas from collected papers with gap analysis

testing1,661

slr-automation-guide

Tools and pipelines for automating systematic literature reviews

tools1,661

automated-review-guide

AI-assisted peer review tools, workflows, and quality standards

tools1,661

paper-critique-framework

Structured framework for writing peer review reports and paper critiques

development1,661

rebuttal-writing-guide

Write effective rebuttals to reviewer comments for journal submissions

documentation1,661

scientify-write-review-paper

Write literature reviews and survey papers from collected papers

testing1,661

jupyter-notebook-guide

Best practices for computational research notebooks with reproducible workflows

testing1,661

code-exec-skills

7 code execution skills. Trigger: running code, interactive notebooks, Jupyter, Colab, sandboxed execution. Design: execution environment guides with setup instructions and best practices.

development1,661

overleaf-cli-guide

Sync and manage Overleaf LaTeX projects from the command line

tools1,661

python-reproducibility-guide

Reproducible Python environments, notebooks, and literate programming

development1,661

r-reproducibility-guide

Create reproducible research workflows with R and RMarkdown/Quarto

testing1,661

code-flow-visualizer

Convert Python, JavaScript, and TypeScript functions into Mermaid flowcharts

development1,661

excalidraw-diagram-guide

Generate hand-drawn style Excalidraw diagrams from text descriptions

documentation1,661

json-data-visualizer

Guide to JSON Crack for visualizing complex JSON data structures

documentation1,661

tldraw-whiteboard-guide

Guide to tldraw for infinite canvas whiteboarding and diagram creation

documentation1,661

grobid-pdf-parsing

Extract structured text, metadata, and references from academic PDFs

data-ai1,661

large-document-reader

Split and read long documents chapter-by-chapter for structured analysis

documentation1,661

document-skills

10 document processing skills. Trigger: extracting text from PDFs, parsing references, document Q&A. Design: parsing pipelines (GROBID, marker) and structured extraction tools.

tools1,661

knowledge-graph-skills

9 knowledge graphs skills. Trigger: building knowledge graphs, connecting concepts, ontology design. Design: graph construction, traversal, and visualization for research knowledge.

development1,661

ontology-design-guide

Design ontologies and knowledge graphs for research data modeling

documentation1,661

rag-methodology-guide

RAG architecture for academic knowledge retrieval and synthesis

documentation1,661

pdf-math-translate-guide

Translate scientific PDFs with preserved math formatting via PDFMathTranslate

development1,661

handwriting-recognition-guide

Apply handwriting OCR to digitize historical and archival documents

documentation1,661

dataset-finder-guide

Search and download research datasets from Kaggle, HuggingFace, and repos

documentation1,661

web-scraping-ethics-guide

Scrape web data ethically and legally for research purposes

development1,661

citation-skills

22 citation management skills. Trigger: managing references, formatting citations, BibTeX, bibliographies. Design: reference manager integrations and citation style guides (APA, IEEE, etc.).

development1,661

knowledge-graph-construction

Build research knowledge graphs for literature synthesis and RAG systems

development1,661

zotero-addon-market-guide

Plugin marketplace and discovery platform for Zotero

tools1,661

paper-parse-guide

Deep dual-mode reading of academic papers from PDF or URL sources

documentation1,661

pdf-extraction-guide

PDF parsing, text extraction, and document format conversion

development1,661

zotero-style-guide

Feature-rich Zotero plugin for UI customization and styling

tools1,661

concept-map-generator

Generate structured concept maps from academic texts automatically

research1,661

docsgpt-guide

Deploy DocsGPT for private document analysis and research knowledge bases

devops1,661

claude-scientific-guide

Ready-to-use agent skills for scientific research and engineering

testing1,661

notero-zotero-notion-guide

Sync Zotero references and annotations to Notion databases

documentation1,661

osf-api-guide

Access Open Science Framework for preregistrations, preprints, and data

development1,661

zotero-markdb-connect-guide

Sync Zotero references to Obsidian and Logseq markdown

documentation1,661

ocr-translate-skills

7 ocr & translation skills. Trigger: scanning documents, recognizing formulas, translating academic papers. Design: specialized OCR (LaTeX, handwriting) and translation for scholarly content.

testing1,661

latex-ocr-guide

Extract and convert mathematical formulas from images and PDFs to LaTeX code

development1,661

multilingual-research-guide

Strategies for translating academic papers while preserving technical accuracy

documentation1,661

zotero-pdf2zh-guide

PDF Chinese translation plugin for Zotero reference manager

tools1,661

zotero-pdf-translate-guide

Guide to Zotero PDF Translate for multilingual PDF and annotation translation

documentation1,661

openspg-guide

Ant Group knowledge graph engine with SPG and KAG framework

development1,661

academic-citation-manager

Manage academic citations across BibTeX, APA, MLA, and Chicago formats

development1,661

jabref-reference-guide

Guide to JabRef open-source BibTeX and BibLaTeX reference manager

documentation1,661

google-scholar-scraper

Ethical Google Scholar data collection techniques and best practices

development1,661

citation-style-guide

APA, MLA, Chicago citation format guide with CSL configuration

development1,661

jasminum-zotero-guide

Guide to Jasminum for retrieving CNKI Chinese academic metadata in Zotero

documentation1,661

papis-cli-guide

Guide to Papis command-line document and bibliography manager for researchers

tools1,661

onecite-reference-guide

AI toolkit to parse, complete, and format academic references

tools1,661

citation-network-builder

Build and analyze citation networks from academic reference data

development1,661

mendeley-api

Manage references and search Mendeley's catalog via REST API

development1,661

kroki-diagram-api

Generate diagrams from text via Kroki's multi-format rendering API

development1,661

paper-reading-assistant

AI-assisted paper reading, PDF Q&A, and summarization workflows

data-ai1,661

latex-translation-guide

Translate LaTeX documents preserving math formulas and structure

documentation1,661

obsidian-zotero-guide

Insert citations and notes from Zotero into Obsidian knowledge bases

testing1,661

zotero-night-theme-guide

Dark mode theme plugin for Zotero reference manager

tools1,661

research-town-guide

Simulate human research communities with multi-agent AI collaboration

documentation1,661

plantuml-guide

Create UML diagrams and architecture visualizations with PlantUML

documentation1,661

markdown-academic-guide

Write academic papers in Markdown with Pandoc for multi-format output

development1,661

diagram-skills

9 diagrams & visuals skills. Trigger: creating diagrams, flowcharts, architecture visuals, LaTeX drawings. Design: tool-specific guides (Mermaid, Excalidraw, TikZ) with academic conventions.

tools1,661

repository-harvesting-guide

Harvest metadata from open repositories using OAI-PMH protocol

documentation1,661

scientific-illustration-guide

Create graphical abstracts, schematic diagrams, and scientific illustrations

testing1,661

mermaid-diagram-guide

Create flowcharts, sequence diagrams, and architecture diagrams with Mermaid

documentation1,661

graphiti-guide

Build real-time knowledge graphs for AI agents using Graphiti by Zep

development1,661

citation-assistant-skill

Claude Code skill for citation workflow via OpenAlex and CrossRef

development1,661

obsidian-citation-guide

Citation plugin for Obsidian note-taking with BibTeX support

tools1,661

grad-school-guide

Practical advice for thriving in PhD programs and academic research

documentation1,661

easy-spider-guide

Guide to EasySpider for visual no-code web data collection

development1,661

peer-review-guide

Conduct thorough, constructive peer reviews and evaluate research papers

documentation1,661

scraping-skills

6 web scraping & data collection skills. Trigger: collecting web data, finding datasets, API access for research. Design: ethical scraping methods with rate limiting and data quality checks.

development1,661

anystyle-api

Citation reference parser using machine learning

development1,661

zotero-api

Reference management library and collections API

development1,661

orcid-api

Look up researcher profiles and academic identities via the ORCID registry

development1,556

plumx-metrics-api

Track research impact beyond citations via PlumX altmetrics API

development1,556

kosmos-scientist-guide

Claude Code-driven autonomous AI Scientist for discovery

development1,556

share-research-api

Discover open access research outputs via the SHARE notification API

development1,556

citation-network-guide

Analyze citation networks, impact metrics, and bibliometric patterns

testing1,556

orcid-integration-guide

Set up and leverage ORCID for researcher identification and profiles

testing1,556

arxiv-api

Search and retrieve preprints from the arXiv open-access repository

development1,556

opencitations-api

Query open citation data and reference networks via OpenCitations

development1,556

automation-skills

10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools.

tools1,556

lens-scholarly-api

Search 300M+ scholarly and patent records via the Lens.org API

development1,556

h-index-guide

Understanding and calculating research impact metrics

documentation1,556

journal-metrics-guide

Understand journal impact factors, h5-index, CiteScore, and SJR

testing1,556

crossref-api

Resolve DOIs and retrieve publication metadata from CrossRef registry

development1,556

open-library-api

Search and access book metadata via the Open Library API

development1,556

zenodo-api

Open research repository for all disciplines

development1,556

arxiv-paper-processor

Process and analyze arXiv papers systematically for research workflows

research1,556

search-skills

31 database search skills. Trigger: finding papers, search strategies, querying academic databases. Design: one skill per database/tool with API details, query syntax, and rate limits.

tools1,556

research-workflow-automation

Automate repetitive research tasks with pipelines, schedulers, and scripting

tools1,556

altmetrics-guide

Guide to altmetrics and research impact beyond traditional citations

testing1,556

open-science-guide

Pre-registration, open data, and FAIR principles for research

testing1,556

deep-research-skills

13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading.

testing1,556

doi-content-negotiation

Retrieve structured metadata from any DOI via HTTP content negotiation

development1,556

meta-synthesis-guide

Conduct qualitative meta-synthesis and evidence synthesis methods

documentation1,556

datagen-research-guide

AI-driven multi-agent research assistant for end-to-end studies

documentation1,556

nsf-grant-guide

Navigate NSF grant applications, program selection, and strategies

documentation1,556

paper-to-agent-guide

Transform research papers into interactive AI agents for exploration

documentation1,556

nih-reporter-api-guide

Search NIH-funded grants and research projects via RePORTER API

development1,556

grant-writing-guide

Write competitive research proposals with clear objectives and budgets

documentation1,556

grant-budget-guide

Prepare and justify research grant budgets across funding agencies

testing1,556

figshare-api

Research data sharing and repository

development1,556

eu-horizon-guide

Navigate EU Horizon Europe funding programs and proposal writing

documentation1,556

gpt-researcher-guide

Autonomous agent for comprehensive deep research on any topic

documentation1,556

doi-resolution-guide

DOI content negotiation and metadata retrieval techniques

development1,556

tongyi-deep-research-guide

Open-source deep research agent by Alibaba for scholarly research

documentation1,556

systematic-review-guide

Systematic review methodology with PRISMA and evidence synthesis

documentation1,556

aim-experiment-guide

Track and compare research experiments with Aim experiment tracker

documentation1,556

scoping-review-guide

Scoping review methodology for broad evidence mapping

documentation1,556

sophosia-reference-guide

Reference manager with PDF viewer and Markdown note support

documentation1,556

open-researcher-guide

Open pipeline for generating deep research trajectories with LLMs

devops1,556

local-deep-research-guide

Deep research agent searching 10+ sources with local or cloud LLMs

devops1,556

llm-scientific-discovery-guide

Survey of LLM agents for biomedical scientific discovery

testing1,556

khoj-research-guide

AI second brain for deep research and personal knowledge management

documentation1,556

in-depth-research-guide

Structured methodology for conducting exhaustive multi-source investigations

documentation1,556

deep-searcher-guide

Open deep research alternative for private data with vector search

documentation1,556

auto-deep-research-guide

Automated deep research tool for thorough topic investigation

tools1,556

rd-agent-guide

Microsoft AI-driven R&D agent for automated data and model development

development1,556

kedro-pipeline-guide

Build reproducible data science pipelines with Kedro for research projects

development1,556

claude-academic-workflow-guide

Claude Code template for LaTeX, Beamer, and R research workflows

development1,556

ai-scientist-v2-guide

Automated scientific discovery via agentic tree search by Sakana AI

testing1,556

worldcat-search-api

Search the world's largest library catalog via OCLC WorldCat API

development1,556

systematic-search-strategy

Construct rigorous systematic search strategies for literature reviews

development1,556

pubmed-api

Search biomedical literature and retrieve records via PubMed E-utilities

development1,556

openaire-api

Search EU-funded research outputs via the OpenAIRE Graph API

development1,556

open-semantic-search-guide

Self-hosted semantic search and text mining platform

documentation1,556

mesh-terms-guide

Navigate MeSH vocabulary for precise PubMed and MEDLINE searches

testing1,556

ieee-xplore-api

Search IEEE's 6M+ engineering and CS publications via the Xplore API

development1,556

google-scholar-guide

Advanced Google Scholar search techniques for comprehensive literature discovery

development1,556

findpapers-guide

Search multiple academic databases simultaneously with Findpapers

documentation1,556

europe-pmc-api

Search biomedical and life sciences literature via Europe PMC

development1,556

deep-literature-search

Multi-source exhaustive literature search across academic databases

data-ai1,556

database-comparison-guide

Compare major academic databases and when to use each for research

documentation1,556

data-collection-automation

Automate survey deployment, data collection, and pipeline management

tools1,556

eric-education-api

Search 2M+ education research records via the ERIC database API

development1,556

datacite-api

Resolve dataset DOIs and query research data metadata via DataCite

development1,556

citeseerx-api

Search computer science literature via the CiteSeerX digital library

development1,556

citation-chaining-guide

Forward and backward citation chaining techniques for literature search

testing1,556

chatpaper-guide

Use ChatPaper to summarize and search arXiv papers with LLM assistance

documentation1,556

boolean-search-guide

Master Boolean operators and advanced search syntax for academic databases

documentation1,556

base-academic-search

Search 400M+ open access documents via the BASE search engine API

development1,556

baidu-scholar-guide

Using Baidu Scholar for Chinese and English academic literature search

documentation1,556

zutilo-guide

Zotero utility plugin for keyboard shortcuts and batch editing

tools1,556

zotero-actions-tags-guide

Zotero workflow automation with custom actions and tags

tools1,556

zoplicate-dedup-guide

Detect and manage duplicate items in Zotero libraries

documentation1,556

ror-organization-api

Identify and link research organizations via the ROR registry API

development1,556

wikidata-api-guide

Query Wikidata SPARQL for scholarly metadata, authors, and entities

development1,556

funding-skills

9 grants & funding skills. Trigger: grant applications, funding search, budget planning, data repositories. Design: funder-specific guides with eligibility, submission requirements, and timelines.

testing1,556

openalex-api

Query the OpenAlex catalog of scholarly works, authors, and institutions

development1,556

metadata-skills

24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records.

tools1,556

scielo-api

Access Latin American and developing world research via SciELO API

development1,556

arxiv-batch-reporting

Batch search and report generation from arXiv preprint repository

business1,556

plos-open-access-api

Search PLOS open access journals with full-text Solr-powered API

development1,556

bibliometrix-guide

Perform science mapping and bibliometric analysis with R bibliometrix

testing1,556

mle-agent-guide

Intelligent companion for ML engineering with arXiv integration

documentation1,556

nsf-award-api-guide

Search NSF awards and grants with free public API, no auth required

development1,556

zotmoov-guide

Zotero plugin for automatic attachment file organization

tools1,556

viaf-authority-api

Disambiguate author identities via the VIAF authority file API

development1,556

semantic-scholar-api

Search papers and analyze citation graphs via OpenAlex and CrossRef APIs

development1,556

orkg-api

Query the Open Research Knowledge Graph for structured research data

development1,556

academic-paper-summarizer

Summarize academic papers with structured extraction of key elements

research1,556

crossref-event-data-api

Track scholarly mentions across the web via Crossref Event Data

development1,556

arxiv-cli-tools

Command-line tools for searching and batch-downloading arXiv papers

tools1,556

biorxiv-api

Preprint server API for biology and medicine papers

development1,556

papers-we-love-guide

Community-curated directory of influential CS research papers

documentation1,312

bioc-pmc-api

Access PMC Open Access articles in BioC format for text mining

development1,312

institutional-repository-guide

Access papers from institutional and subject repositories at scale

documentation1,312

legal-nlp-guide

NLP techniques for legal text analysis, case law mining, and contracts

documentation1,312

arxiv-latex-source

Download and parse LaTeX source files from arXiv preprints

research1,312

oeis-api

On-Line Encyclopedia of Integer Sequences API

development1,312

zotero-arxiv-daily-guide

Guide to Zotero arXiv Daily for personalized daily paper recommendations

documentation1,312

semantic-scholar-recs-guide

Paper discovery via recommendation APIs (OpenAlex, CrossRef citation networks)

development1,312

semantic-paper-radar

Semantic literature discovery and synthesis using embeddings

data-ai1,312

rss-paper-feeds

Set up RSS feeds and alerts to track new publications in your research area

research1,312

paper-recommendation-guide

Systematic paper recommendation and discovery using multiple methods

documentation1,312

conference-proceedings-guide

Find, access, and cite conference papers and proceedings effectively

testing1,312

citation-alert-guide

Set up citation alerts and track new papers citing key references

testing1,312

literature-mapping-guide

Visual literature mapping and connected papers exploration

documentation1,312

survey-research-guide

Design, deploy, and analyze surveys for social science and organizational res...

testing1,312

sociology-research-methods

Sociological research methods from observation to quantitative analysis

testing1,312

social-research-methods

Core methods for empirical social science research including surveys and expe...

testing1,312

psychology-research-guide

Psychological research methods, experimental design, and analysis

documentation1,312

social-science-skills

6 social science skills. Trigger: survey research, social networks, psychology, behavioral studies. Design: quantitative and qualitative methods for social science research.

testing1,312

network-analysis-guide

Social network analysis methods, metrics, and visualization tools

tools1,312

ipums-microdata-api

Access harmonized census and survey microdata via the IPUMS API

development1,312

doaj-api

Search open access journals and articles in the DOAJ directory

development1,312

quantum-computing-guide

Explore quantum computing research with Qiskit and Cirq frameworks

development1,312

satellite-remote-sensing

Satellite imagery analysis and remote sensing for earth science research

testing1,312

geoscience-skills

6 geoscience & climate skills. Trigger: earth science data, GIS, remote sensing, climate modeling. Design: geospatial tools, satellite data processing, and environmental models.

tools1,312

particle-physics-guide

Particle physics data analysis with ROOT, HEPData, and event processing

documentation1,312

physics-skills

5 physics & astrophysics skills. Trigger: physics simulations, astronomical data, computational physics. Design: domain databases (NASA ADS, arXiv) and simulation tool guides.

tools1,312

computational-physics-guide

Computational physics methods, simulations, and research tools

tools1,312

astrophysics-data-guide

Astronomical data processing with Astropy, FITS files, and sky surveys

documentation1,312

pharmacovigilance-guide

Adverse drug event detection, safety signal mining, and drug monitoring

documentation1,312

madd-drug-discovery-guide

Multi-agent system for automated drug discovery pipelines

devops1,312

drug-target-interaction

Computational drug-target interaction prediction and virtual screening

tools1,312

drug-development-guide

End-to-end drug development pipeline from target identification to regulatory...

development1,312

pharma-skills

6 pharmaceutical research skills. Trigger: drug discovery, pharmacology, clinical trial design, regulatory filing. Design: end-to-end pipeline from target identification to clinical trials.

tools1,312

clinical-pharmacology-guide

Clinical pharmacology principles for dosing, drug interactions, and patient s...

tools1,312

clinical-trial-design-guide

Clinical trial methodology, biostatistics, and study design guidance

tools1,312

numerical-methods-guide

Apply numerical methods and scientific computing techniques

testing1,312

topology-data-analysis

Topological data analysis: persistent homology, Mapper, and TDA tools

tools1,312

lean-theorem-proving-guide

LLM agent for formal theorem proving in Lean 4

documentation1,312

educational-research-methods

Quantitative and qualitative research methods for education studies

research1,312

open-access-mining-guide

Mine open access full-text repositories for research data extraction

documentation1,312

math-skills

6 mathematics skills. Trigger: mathematical proofs, theorem proving, numerical methods, linear algebra. Design: formal verification tools and computational mathematics guides.

tools1,312

opencontracts-guide

Legal document annotation, versioning, and analysis platform

documentation1,312

legal-research-guide

Legal research methods, case law analysis, and compliance tools

tools1,312

humanities-skills

5 humanities skills. Trigger: textual analysis, archival research, digital humanities, philosophy. Design: digital tools and qualitative methods for humanities scholarship.

tools1,312

law-skills

9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools.

tools1,312

courtlistener-api

Legal case law database with PACER data and judge profiles

development1,312

caselaw-access-api

Query 360+ years of US case law via the Harvard Caselaw Access Project

development1,312

philosophy-research-guide

Research methods and analytical frameworks for philosophical inquiry and scho...

development1,312

history-research-guide

Historical research from primary sources to scholarly analysis

documentation1,312

ethical-philosophy-guide

Applied ethics research methods and major ethical frameworks

development1,312

digital-humanities-guide

Computational methods for humanities research including text mining and netwo...

documentation1,312

pangaea-data-api

Access earth and environmental science datasets via PANGAEA API

development1,312

gis-remote-sensing-guide

GIS analysis and remote sensing workflows for geospatial research applications

documentation1,312

climate-science-guide

Climate data analysis, modeling workflows, and carbon neutrality research met...

tools1,312

climate-modeling-guide

Climate simulation, modeling tools, and climate data analysis methods

tools1,312

stata-accounting-research

STATA code patterns for empirical accounting and finance research

development1,312

risk-modeling-guide

Financial risk modeling including VaR, stress testing, and credit risk

testing1,312

quantitative-finance-guide

Quantitative methods for financial modeling, derivatives pricing, and risk an...

testing1,312

portfolio-optimization-guide

Portfolio theory, optimization algorithms, and asset allocation methods

development1,312

finance-skills

8 finance skills. Trigger: financial modeling, market data, risk analysis, quantitative finance. Design: data sources, quantitative methods, and regulatory frameworks.

development1,312

financial-data-analysis

Methods for acquiring, cleaning, and analyzing financial datasets for research

testing1,312

finsight-research-guide

Deep financial research with the FinSight multi-agent system

testing1,312

open-syllabus-api

Analyze most-taught books and texts via Open Syllabus analytics

development1,312

learning-science-guide

Evidence-based learning science principles for educational research and practice

testing1,312

mooc-analytics-guide

Analyzing MOOC data, learning analytics, and online education metrics

documentation1,312

education-skills

7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools.

tools1,312

assessment-design-guide

Psychometrics and educational assessment design for researchers

documentation1,312

academic-study-methods

Evidence-based study techniques for academic learning and retention

research1,312

preprint-servers-guide

Guide to preprint servers across scientific disciplines

testing1,312

discovery-skills

9 paper discovery skills. Trigger: finding new relevant papers, tracking citations, staying current. Design: automated monitoring, recommendation engines, and alert setup guides.

testing1,312

nasa-ads-api

Search astrophysics and physics literature via NASA ADS bibliographic database

development1,312

legal-agent-skills-guide

Agent skills collection for legal research and automation

tools1,312

linear-algebra-applications

Apply linear algebra concepts to research computing and data analysis

data-ai1,312

fulltext-skills

16 full-text access skills. Trigger: accessing paper PDFs, bulk downloading, open access, text mining. Design: legal full-text retrieval from open repositories, archives, and preprint servers.

content-media1,312

symbolic-computation-guide

Computer algebra systems: SymPy, SageMath, and Mathematica for research

documentation1,312

osf-api

Manage open science projects and preprints via the OSF REST API

development1,312

zotero-ai-butler-guide

AI-powered paper summarization plugin for Zotero

tools1,312

pmc-ftp-bulk-download

Bulk download PMC Open Access articles via FTP for large-scale mining

tools1,312

pmc-oai-api

PubMed Central OAI-PMH metadata harvesting

development1,312

open-access-guide

Navigate open access policies, repositories, and legal full-text retrieval me...

testing1,312

akshare-finance-data

Access Chinese and global financial data using the AkShare Python library

development1,312

curriculum-design-guide

Systematic approaches to curriculum design using backward design and alignment

documentation1,312

hal-archive-api

Access French and European research via the HAL open archive API

development1,312

dataverse-api

Deposit and discover research datasets via Harvard Dataverse API

development1,312

patent-analysis-guide

Patent search, classification, landscape analysis, and prior art mining

documentation1,312

interlibrary-loan-guide

Access papers through interlibrary loan and document delivery services

development1,312

uk-legislation-api

Access UK laws and statutory instruments via the Legislation.gov.uk API

development1,312

options-analytics-agent-guide

AI agent for options pricing, Greeks, and strategy analysis

testing1,312

seismology-data-guide

Earthquake data analysis, seismogram processing, and seismic research

documentation1,312

political-history-guide

Chinese and European political struggle history and comparative analysis

documentation1,312

regulatory-compliance-guide

Regulatory text mining, compliance research, and policy analysis tools

tools1,312

unpaywall-api

Find free legal full-text versions of scholarly articles via Unpaywall

development1,312

core-api-guide

Search and retrieve open access research papers via CORE aggregator

development1,312

med-researcher-guide

Multi-agent system for biomedical literature review and synthesis

documentation1,287

clinicaltrials-api

Clinical trial registry database search API

tools1,287

med-researcher-r1-guide

Medical deep research agent with reasoning chain analysis

documentation1,287

npcpy-research-guide

All-in-one Python library for NLP, agents, and knowledge graphs

development1,287

medical-data-api

Access FDA drug data and WHO global health statistics for research

development1,287

catalysis-hub-api

Query computational catalysis reaction data via Catalysis Hub GraphQL

development1,287

medical-imaging-guide

Medical image analysis with deep learning for research applications

documentation1,287

generative-ai-guide

Curated guide to generative AI covering LLMs and diffusion models

documentation1,287

transformer-architecture-guide

Guide to Transformer architectures for NLP and computer vision

documentation1,287

conservation-biology-guide

Apply conservation biology methods, databases, and assessment tools

tools1,287

gbif-api

Global biodiversity data API for species occurrences and datasets

development1,287

bioagents-guide

AI scientist framework for autonomous biological research workflows

development1,287

gaussian-splatting-papers-guide

Curated papers and resources for 3D Gaussian Splatting

documentation1,287

clinical-research-guide

Design clinical studies and report using CONSORT, STROBE guidelines

tools1,287

code-llm-papers-guide

Survey and paper collection on LLMs for code generation

development1,287

quickgo-api

Browse and search Gene Ontology annotations via the QuickGO API

development1,287

operations-research-guide

Optimization and operations research methods for business and logistics

documentation1,287

ai-model-benchmarking

Benchmark AI models across 60+ academic evaluation suites and metrics

data-ai1,287

llm-evaluation-guide

Evaluate and benchmark large language models for research applications

documentation1,287

anomaly-detection-papers-guide

Industrial anomaly detection methods and benchmark papers

documentation1,287

autonomous-agents-papers-guide

Daily-updated collection of autonomous AI agent papers

documentation1,287

ai-agent-papers-guide

Curated 2024-2026 AI agent research papers collection

documentation1,287

huggingface-inference-guide

Run NLP and CV model inference via Hugging Face free-tier API

development1,287

graph-learning-papers-guide

Conference papers on graph neural networks and graph learning

documentation1,287

keras-deep-learning

Build and debug deep learning models with Keras and TensorFlow backend

development1,287

llm-from-scratch-guide

Build a ChatGPT-like LLM from scratch using PyTorch step by step

development1,287

ml-pipeline-guide

Build and deploy reproducible production ML pipelines for research

development1,287

nlp-toolkit-guide

NLP analysis with perplexity scoring, burstiness, and entropy metrics

tools1,287

epidemiology-guide

Epidemiological study designs, measures of association, and public health ana...

testing1,287

pytorch-lightning-guide

PyTorch Lightning framework for scalable model training and research

development1,287

biothings-api

Query gene, variant, and drug annotations via BioThings APIs

development1,287

clawbio-guide

OpenClaw bioinformatics skill library for genomics pipelines

development1,287

responsible-ai-guide

Resources for trustworthy, fair, and ethical AI research

development1,287

tensorflow-guide

TensorFlow best practices for tf.function, GPU memory, and deployment

devops1,287

domain-adaptation-papers-guide

Comprehensive collection of domain adaptation research papers

documentation1,287

pytorch-guide

Avoid common PyTorch mistakes and apply robust training patterns

documentation1,287

biomedical-skills

24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides.

tools1,287

enrichr-api

Perform gene set enrichment analysis using the Enrichr API

development1,287

ensembl-rest-api

Query gene, sequence, and variant data via the Ensembl REST API

development1,287

clinical-dialogue-agents-guide

Papers on AI agents for clinical dialogue and medical QA

tools1,287

dl-transformer-finetune

Build transformer fine-tuning plans for classification and generation

development1,287

huggingface-api

Search and discover ML models, datasets, and Spaces on Hugging Face

development1,287

genomas-guide

Automate gene expression analysis with the GenoMAS multi-agent system

documentation1,287

genomics-analysis-guide

Workflows for RNA-seq, GWAS, and variant calling in genomic research

documentation1,287

algorithms-complexity-guide

Analyze algorithm complexity and computational efficiency for research

development1,287

chemeagle-guide

Multi-agent system for chemical literature information extraction

development1,287

medgeclaw-guide

AI research assistant for biomedicine, RNA-seq, and drug discovery

testing1,287

ncbi-blast-api

Run sequence similarity searches via the NCBI BLAST REST API

development1,287

ncbi-datasets-api

Access genomes, genes, and taxonomy data via NCBI Datasets v2 API

development1,287

innovation-management-guide

Innovation metrics, R&D management research, and technology forecasting

documentation1,287

business-skills

5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research.

development1,287

market-analysis-guide

Structured frameworks for market sizing, competitive analysis, and strategic ...

development1,287

chemgraph-agent-guide

Automate molecular simulations with the ChemGraph agentic framework

development1,287

computational-chemistry-guide

DFT, molecular simulation, and reaction prediction tools for chemists

tools1,287

molecular-dynamics-guide

Molecular dynamics simulation setup, execution, and trajectory analysis

documentation1,287

cs-skills

10 computer science skills. Trigger: algorithms, systems research, software engineering, security papers. Design: theory, complexity analysis, code-centric research, and security methods.

development1,287

retrosynthesis-guide

Retrosynthetic analysis and computational reaction prediction

development1,287

spectroscopy-analysis-guide

Spectral data analysis for NMR, IR, mass spectrometry, and UV-Vis

documentation1,287

formal-verification-guide

Formal methods, theorem proving, and model checking for CS research

testing1,287

species-distribution-guide

Species distribution modeling with MaxEnt, SDM methods, and GBIF data

testing1,287

ai-security-papers-guide

AI security papers from top-4 security conferences

testing1,287

behavioral-economics-guide

Behavioral economics research methods and key frameworks

development1,287

post-labor-economics

Post-labor economies with automation, UBI, and wealth distribution

tools1,287

pricing-psychology-guide

Behavioral economics in pricing strategies and consumer decisions

testing1,287

repec-economics-api

Access 4M+ economics working papers and articles via RePEc API

development1,287

world-bank-data-guide

Access World Bank development indicators and country statistics

development1,287

prompt-engineering-research

Systematic prompt engineering methods for AI-assisted academic research workf...

data-ai1,287

development-economics-guide

Apply development economics research methods and data sources

development1,287

economics-skills

9 economics skills. Trigger: economic modeling, policy analysis, macroeconomic data, FRED. Design: theory plus empirical methods with standard economics databases.

data-ai1,287

reinforcement-learning-guide

Reinforcement learning fundamentals, algorithms, and research

development1,287

biodiversity-data-guide

Biodiversity data access, species occurrence, and ecological tools

tools1,287

distributed-systems-guide

Distributed systems design patterns and analysis for CS research

documentation1,287

deep-learning-papers-guide

Annotated deep learning paper implementations with code walkthroughs

development1,287

vmas-simulator-guide

Vectorized multi-agent reinforcement learning simulator

documentation1,287

ena-sequence-api

Access nucleotide sequence data from the European Nucleotide Archive

development1,287

genotex-benchmark-guide

Benchmark for LLM agents on gene expression data analysis

documentation1,287

nber-working-papers-api

Access NBER working papers and economic research datasets

development1,287

ecology-skills

5 ecology & environmental science skills. Trigger: biodiversity surveys, species data, environmental monitoring. Design: field data collection, spatial analysis, and conservation biology workflows.

testing1,287

imf-data-api-guide

Retrieve IMF economic indicators, exchange rates, and country data

development1,287

pubchem-api-guide

Search PubChem for chemical compounds, structures, and bioassay data

development1,287

llm-aiops-guide

Papers on LLMs for IT operations and AIOps research

documentation1,287

clinicaltrials-api-v2

Search and analyze clinical trials via the ClinicalTrials.gov v2 API

tools1,287

computer-vision-guide

Apply computer vision research methods, models, and evaluation tools

tools1,287

inaturalist-api

Citizen science platform API for biodiversity observations

development1,287

cactus-cheminformatics-guide

PNNL cheminformatics LLM agent for molecular analysis

development1,287

architecture-design-guide

Design principles of form, function, sustainability in architecture

testing1,287

ai-ml-skills

27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows.

development1,287

software-engineering-research

Guide to software engineering research topics and methodologies

documentation1,287

strategic-management-guide

Frameworks for strategic planning, resource allocation, and organizational an...

development1,287

dblp-api

Search computer science publications, authors, and venues via DBLP

development1,287

chemistry-skills

9 chemistry skills. Trigger: chemical structure analysis, reaction prediction, molecular modeling. Design: computational chemistry tools and cheminformatics workflows.

tools1,287

pdb-structure-api

Search and retrieve 3D protein structures from the RCSB Protein Data Bank

development1,287

software-heritage-api

Archive and retrieve source code history via Software Heritage API

development1,287

fred-api

Federal Reserve Economic Data API for US economic indicators

development1,287

kolmogorov-arnold-networks-guide

Papers and tutorials on KAN learnable activation networks

development1,287

alphafold-api

Query AlphaFold protein structure predictions by UniProt accession

development1,287

power-analysis-guide

Sample size calculation and statistical power analysis guide

documentation1,232

research-review

Get a deep critical review of research from Gemini via gemini-review MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.

tools1,232

ablation-planner

Use when main results pass result-to-claim (`claim_supported = yes` or `partial`) and ablation studies are needed for paper submission. A secondary Codex agent designs ablations from a reviewer's perspective; the local executor reviews feasibility and implements.

development1,232

data-cog-guide

Upload messy CSVs with minimal prompting for deep automated analysis

documentation1,232

meta-analysis-guide

Conduct systematic meta-analyses with effect size pooling and heterogeneity

documentation1,232

hypothesis-testing-guide

Statistical hypothesis testing, power analysis, and significance reporting

testing1,232

panel-data-guide

Panel data analysis with fixed and random effects models

documentation1,232

statistics-skills

10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation.

development1,232

bayesian-statistics-guide

Bayesian inference methods including prior selection, MCMC, and model comparison

documentation1,232

time-series-guide

Apply ARIMA, VAR, cointegration, and time series econometric methods

documentation1,232

stata-reference-guide

Comprehensive Stata reference covering syntax, econometrics, and 20+ packages

documentation1,232

data-anomaly-detection

Detect anomalies and outliers in research data using statistical methods

data-ai1,232

idea-creator

data-ai1,232

streamline-analyst-guide

End-to-end data analysis AI agent with Streamlit UI

documentation1,232

grant-proposal

development1,232

feishu-notify

Send notifications to Feishu/Lark. Internal utility used by other skills, or manually via /feishu-notify. Supports push-only (webhook) and interactive (bidirectional) modes. Use when user says \"发飞书\", \"notify feishu\", or other skills need to send status updates.

tools1,232

survey-data-processing

Clean, recode, and prepare survey response data for analysis

development1,232

comm-lit-review

Communications-domain literature review and related-work search with database-aware source control. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, scheduling, MAC/PHY, rate adaptation, channel estimation, beamforming, or communication-system research and the user wants papers, prior art, a survey, related work, or a landscape summary. Prioritize IEEE Xplore and ScienceDirect, prefer formal publications over preprints, and separate foundational work from recent progress.

testing1,232

tools1,232

paper-plan

research1,232

paper-writing

Workflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished, submission-ready PDF. Use when user says \"写论文全流程\", \"write paper pipeline\", \"从报告到PDF\", \"paper writing\", or wants the complete paper generation workflow.

development1,232

chart-image-generator

Generate publication-quality chart images from research data

testing1,232

paper-write

Draft LaTeX paper section by section from an outline. Use when user says \"写论文\", \"write paper\", \"draft LaTeX\", \"开始写\", or wants to generate LaTeX content from a paper plan.

documentation1,232

system-profile

Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", or wants performance analysis.

tools1,232

run-experiment

Deploy and run ML experiments on local or remote GPU servers. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.

devops1,232

research-review

testing1,232

monitor-experiment

Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

testing1,232

mermaid-diagram

Generate Mermaid diagrams from user requirements. Save .mmd and .md files to figures/ with syntax verification. Supports flowcharts, sequence diagrams, class diagrams, ER diagrams, Gantt charts, and many more diagram types.

data-ai1,232

idea-discovery

Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \"找idea全流程\", \"idea discovery pipeline\", \"从零开始找方向\", or wants the complete idea exploration workflow.

development1,232

research-refine

Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative Gemini review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.

research1,232

submit

Final submission verification gate for the sewage-house-prices paper. Runs full paper excellence review, replication audit, enforces score gates, and generates cover letter draft and submission checklist. This skill should be used when asked to "submit", "prepare for submission", or "submission checklist".

testing1,065

grant-proposal

development1,065

data-deposit

Prepare a replication package for the sewage-house-prices project. Generates AEA-compliant README, master script, numbered script order, install script, and deposit checklist. Validates the package against 10 verification checks. This skill should be used when asked to "prepare replication", "data deposit", "create replication package", or "package for submission".

testing1,065

Journal targeting analysis for the sewage-house-prices paper. Recommends ranked journal list across 3 tiers with formatting requirements, submission strategy, and desk rejection risk assessment. This skill should be used when asked to "target a journal", "where should we submit", "journal fit", or "submission strategy".

development1,065

experiment-plan

testing1,065

auto-paper-improvement-loop

Autonomously improve a generated paper via Claude review through claude-review MCP → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

tools1,065

auto-review-loop

Autonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

tools1,065

Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be used when asked to "design the strategy", "identify the effect", "write a strategy memo", or "think through identification".

development1,065

research-refine-pipeline

development1,065

idea-discovery-robot

Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says \"robotics idea discovery\", \"机器人找idea\", \"embodied AI idea\", \"机器人方向探索\", \"sim2real 选题\", or wants ideas for manipulation, locomotion, navigation, drones, humanoids, or general robot learning.

development1,065

research-refine

research1,065

auto-paper-improvement-loop

Autonomously improve a generated paper via Gemini review through gemini-review MCP → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

tools1,065

data-ai1,065

semantic-scholar

Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and TLDR. Use when user says "search semantic scholar", "find IEEE papers", "find journal papers", "venue papers", "citation search", or wants published literature beyond arXiv preprints.

development1,065

auto-review-loop

Autonomous multi-round research review loop. Repeatedly reviews using Gemini via gemini-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

tools1,065

audit-replication

Validate the replication package for the sewage-house-prices project. Runs 10 checks covering script execution, file integrity, output freshness, dependency verification, data provenance, and README completeness (AEA format). This skill should be used when asked to "audit replication", "check the package", or "verify reproducibility".

development1,065

create-talk

Generate Beamer presentations for the sewage-house-prices project by dispatching the Storyteller agent (creator) and Discussant agent (critic). Supports 4 formats — job market, seminar, short, lightning. Derives all content from the paper.

development1,065

proofread

Proofread the sewage-house-prices manuscript. Checks 6 categories — structure, claims-evidence alignment, identification fidelity, writing quality, grammar, and compilation. Produces a scored report without editing files. This skill should be used when asked to "proofread", "review the paper", "check the manuscript", or "quality check".

development1,065

industrial-ai-research

Industrial AI literature research with mandatory intake questions, venue-aware source prioritization, structured report outputs, and survey draft generation. Use when the user needs up-to-date research on predictive maintenance, intelligent scheduling, industrial anomaly detection, smart manufacturing, cyber-physical systems, edge AI for automation, or crossover robotics-for-industry topics. Also trigger for adjacent terms: "digital twin", "industrial IoT", "Industry 4.0", "manufacturing AI", "factory automation", "process optimization", or "survey draft" in industrial contexts.

tools671

latex-thesis-zh

Chinese LaTeX thesis assistant for existing .tex degree thesis projects (XeLaTeX/LuaLaTeX/latexmk). Use this skill whenever a user works on a Chinese master's or doctoral thesis needing compilation, GB/T 7714 bibliography checks, chapter structure mapping, template detection (thuthesis, pkuthss), terminology consistency, logic coherence review, heading lead-in checks, title optimization, de-AI editing, experiment chapter review, three-line table validation, or abstract structure diagnosis. Trigger even for single issues like "帮我编译论文", "检查国标格式", "看看绪论逻辑", "毕业论文", "学位论文", "硕士/博士论文", "三线表", "检查摘要", or "摘要结构".

testing671

writing-anti-ai

This skill should be used when the user asks to "remove AI writing patterns", "humanize this text", "make this sound more natural", "remove AI-generated traces", "fix robotic writing", or needs to eliminate AI writing patterns from prose. Supports both English and Chinese text. Based on Wikipedia's "Signs of AI writing" guide, detects and fixes inflated symbolism, promotional language, superficial -ing analyses, vague attributions, AI vocabulary, negative parallelisms, and excessive conjunctive phrases.

testing671

zotero-obsidian-bridge

Use this skill when papers are collected in Zotero but the user wants detailed reading notes, project-linked literature synthesis, collection-wide paper-note coverage checks, and a connected knowledge map inside the bound Obsidian project knowledge base.

testing671

latex-paper-en

English LaTeX academic paper assistant for existing `.tex` projects. Use this skill whenever the user wants to compile, lint, audit, or improve an English LaTeX conference or journal paper such as IEEE, ACM, Springer, NeurIPS, or ICML submissions. Trigger even when the user only mentions one paper issue, such as bibliography errors, grammar cleanup, sentence splitting, logic review, expression polishing, translation, title optimization, figure checks, pseudocode review, algorithm block cleanup, de-AI editing, experiment-section review, table structure validation, three-line table generation, abstract structure diagnosis, or journal adaptation. Also trigger for "proofread my paper", "fix my LaTeX", "prepare for submission", "check my manuscript", "improve my writing", "three-line table", "booktabs", "check abstract", "reformat for another journal", "换投", `algorithm2e`, `algorithmicx`, `algpseudocodex`, `Require/Ensure`, or "Algorithm 1" when the user has a .tex file.

development671

obsidian-project-lifecycle

Use this skill when the user wants to detach, archive, purge, or otherwise change the lifecycle state of an Obsidian project knowledge base.

tools635

post-acceptance

This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thread", or mentions post-acceptance conference preparation. Provides comprehensive workflow for presentation, poster, and promotion content creation.

documentation635

obsidian-project-bootstrap

This skill should be used when the user asks to start a new research project, import an existing code-plus-Markdown repository into Obsidian, or bind the current repository to a compact research knowledge base for future syncing.

development635

obsidian-link-graph

Use this skill when the user wants to repair or strengthen Obsidian wikilinks among existing canonical project notes, especially across papers, knowledge notes, experiments, results, and writing.

testing635

obsidian-synthesis-map

Use this skill when generating higher-level synthesis notes such as literature reviews, comparison matrices, project summaries, or other cross-note summaries inside the project knowledge base.

tools635

results-report

This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions turning completed experiment artifacts into a structured, decision-oriented research report. It assumes strict analysis should come from `results-analysis` first.

testing635

review-response

Systematic review response workflow from comment analysis to professional rebuttal writing. Use when the user asks to "write rebuttal", "respond to reviewers", "draft review response", or "analyze review comments". Improves paper acceptance rates.

documentation635

ui-ux-pro-max

This skill should be used when the user asks to design or review a UI, create a landing page or dashboard, choose colors or typography, improve accessibility, or implement polished frontend interfaces with a clear design system.

development635

planning-with-files

Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user mentions planning, organizing work, tracking progress, or wants structured output.

data-ai635

web-design-reviewer

This skill enables visual inspection of websites running locally or remotely to identify and fix design issues. Triggers on requests like "review website design", "check the UI", "fix the layout", "find design problems". Detects issues with responsive design, accessibility, visual consistency, and layout breakage, then performs fixes at the source code level.

development635

obsidian-bases

Create and edit Obsidian Bases (.base files) with views, filters, formulas, and summaries. Use when working with .base files, creating database-like views of notes, or when the user mentions Bases, table views, card views, filters, or formulas in Obsidian.

data-ai635

obsidian-cli

Interact with Obsidian vaults using the Obsidian CLI to read, create, search, and manage notes, tasks, properties, and more. Also supports plugin and theme development with commands to reload plugins, run JavaScript, capture errors, take screenshots, and inspect the DOM. Use when the user asks to interact with their Obsidian vault, manage notes, search vault content, perform vault operations from the command line, or develop and debug Obsidian plugins and themes.

tools635

obsidian-markdown

Create and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, properties, and other Obsidian-specific syntax. Use when working with .md files in Obsidian, or when the user mentions wikilinks, callouts, frontmatter, tags, embeds, or Obsidian notes.

testing635

obsidian-literature-workflow

Use this skill when the user keeps paper notes inside an Obsidian project knowledge base and wants filesystem-first literature review, explicit agent-first Zotero ingestion, `Papers/` plus `Knowledge/` synthesis, collection-wide normalization, and a default literature canvas without Obsidian MCP.

tools635

uv-package-manager

Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.

development635

skill-quality-reviewer

This skill should be used when the user asks to "analyze skill quality", "evaluate this skill", "review skill quality", "check my skill", or "generate quality report". Evaluates local skills across description quality, content organization, writing style, and structural integrity.

testing635

webapp-testing

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

tools635

skill-improver

This skill should be used when the user asks to "apply skill improvements", "update skill from plan", "execute improvement plan", "fix skill issues", "implement skill recommendations", or mentions applying improvements from quality review reports. Reads improvement-plan-{name}.md files generated by skill-quality-reviewer and intelligently merges and executes the suggested changes to improve Claude Skills quality.

testing635

results-analysis

This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance", "do ablation analysis", or mentions interpreting experiment data with rigorous statistics and visualization. It focuses on strict analysis bundles, not Results-section prose.

development635

plugin-structure

This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json", "use ${CLAUDE_PLUGIN_ROOT}", "add commands/agents/skills/hooks", "configure auto-discovery", or needs guidance on plugin directory layout, manifest configuration, component organization, file naming conventions, or Claude Code plugin architecture best practices.

tools635

paper-self-review

This skill should be used when the user asks to "review paper quality", "check paper completeness", "validate paper structure", "self-review before submission", or mentions systematic paper quality checking. Provides comprehensive quality assurance checklist for academic papers.

testing635

skill-development

This skill should be used when the user asks to create a new skill, repair an existing skill, improve trigger descriptions, reorganize skill structure, or make a Claude skill more reusable and internally consistent.

development635

ml-paper-writing

Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, conducting literature reviews, finding related work, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, citation verification workflows, and paper discovery/evaluation criteria.

testing635

obsidian-research-log

Use this skill when the user is discussing daily research work, TODOs, plans, standups, meetings, milestones, or general project progress that should be reflected in Obsidian daily notes, plan notes, and hub updates.

data-ai635

obsidian-project-memory

This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes synchronized, summarize project context into durable notes, or update experiments, results, papers, writing, and plans in an Obsidian vault without requiring MCP.

tools635

obsidian-experiment-log

Use this skill when the user discusses experiment design, ablations, training runs, evaluation, baselines, metrics, failures, or result interpretation that should be logged into Obsidian experiment and result notes.

data-ai635

verification-loop

This skill should be used when the user asks to "verify code", "run verification", "check quality", "validate changes", or before creating a PR. Provides comprehensive verification including build, type check, lint, tests, security scan, and diff review.

development635

research-ideation

This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select research method", "plan research", or mentions research project initiation phase. Provides comprehensive guidance for research startup workflow from idea generation to planning.

development635

bug-detective

This skill should be used when the user asks to "debug this", "fix this error", "investigate this bug", "troubleshoot this issue", "find the problem", "something is broken", "this isn't working", "why is this failing", or reports errors/exceptions/bugs. Provides systematic debugging workflow and common error patterns.

development566

frontend-design

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

development566

citation-verification

This skill provides reference guidance for citation verification in academic writing. Use when the user asks about "citation verification best practices", "how to verify references", "preventing fake citations", or needs guidance on citation accuracy. This skill supports ml-paper-writing by providing detailed verification principles and common error patterns.

testing566

json-canvas

Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases, mind maps, flowcharts, or when the user mentions Canvas files in Obsidian.

tools566

defuddle

Extract clean markdown content from web pages using Defuddle CLI, removing clutter and navigation to save tokens. Use instead of WebFetch when the user provides a URL to read or analyze, for online documentation, articles, blog posts, or any standard web page.

tools566

architecture-design

Use only when creating new registrable ML components that require Factory or Registry patterns.

data-ai566

git-workflow

This skill should be used when the user asks to "create git commit", "manage branches", "follow git workflow", "use Conventional Commits", "handle merge conflicts", or asks about git branching strategies, version control best practices, pull request workflows. Provides comprehensive Git workflow guidance for team collaboration.

tools566

agent-identifier

Use when creating or configuring Claude Code agents and their frontmatter.

development566

latex-conference-template-organizer

Organize messy conference LaTeX template .zip files into clean Overleaf-ready structure. Use when the user asks to "organize LaTeX template", "clean up .zip template", or "prepare Overleaf submission template".

tools566

stata

development566

code-review-excellence

This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review.

development566

daily-coding

Use for everyday coding tasks that involve writing or modifying source code.

development566

mcp-integration

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.

tools566

hook-development

This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLAUDE_PLUGIN_ROOT}", "set up event-driven automation", "block dangerous commands", or mentions hook events (PreToolUse, PostToolUse, Stop, SubagentStop, SessionStart, SessionEnd, UserPromptSubmit, PreCompact, Notification). Provides comprehensive guidance for creating and implementing Claude Code plugin hooks with focus on advanced prompt-based hooks API.

tools566

daily-paper-generator

Use when the user asks to "generate daily paper", "search arXiv for EEG papers", "find EEG decoding papers", "review brain-computer interface papers", or wants to create paper summaries for EEG/brain decoding/speech decoding research. This skill automates searching arXiv for recent papers on EEG decoding, EEG speech decoding, or brain foundation models, reviewing paper quality, and generating structured Chinese/English summaries.

testing566

doc-coauthoring

This skill should be used when the user asks to co-author documentation, draft a proposal, write a technical spec, create a decision doc or RFC, or structure a substantial document through iterative collaboration and reader testing.

testing566

kaggle-learner

This skill should be used when the user asks to "learn from Kaggle", "study Kaggle solutions", "analyze Kaggle competitions", or mentions Kaggle competition URLs. Provides access to extracted knowledge from winning Kaggle solutions across NLP, CV, time series, tabular, and multimodal domains.

data-ai566

d4

Agent D4 - Measurement Instrument Developer - Scale construction and psychometric validation. Covers item development, validity evidence, and reliability testing for social science research.

development538

codebook

Auto-generates a Markdown codebook from a dataset (CSV, DTA, Excel, Parquet) with types and summary statistics. Use when documenting variables.

development538

review-paper

Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections

testing538

numerical-methods

Numerical algorithms and computational techniques for statistics

development538

data-analysis

End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures

data-ai538

i1

Paper Retrieval Agent - Multi-database paper fetching from Semantic Scholar, OpenAlex, arXiv Handles rate limiting, deduplication, and PDF URL extraction Use when: fetching papers, searching databases, paper retrieval Triggers: fetch papers, retrieve papers, database search, Semantic Scholar, OpenAlex, arXiv

data-ai538

i3

RAG Builder with Parallel Document Processing Vector database construction with local embeddings (zero cost) Handles PDF download, text extraction, chunking, and vector database creation Absorbed B5 (Parallel Document Processor) capabilities Use when: building RAG, creating vector database, downloading PDFs, embedding documents, batch processing Triggers: build RAG, create vector database, download PDFs, embed documents, batch PDF processing

development538

submission-prep

Runs pre-submission checks (word count, anonymization, citations, placeholders, cross-refs) and generates a checklist. Use before journal submission.

testing538

identification-theory

DAG and potential outcomes frameworks for causal mediation identification

development538

python-panel-data

Panel data analysis with Python using linearmodels and pandas.

development538

commit

Stage, commit, create PR, and merge to main. Use for the standard commit-PR-merge cycle.

data-ai538

beamer-presentation

Create academic presentations in Beamer with professional themes

content-media538

sensitivity-analyst

Sensitivity analysis frameworks and assumption-testing methods

development538

academic-paper-writer

Draft economics papers with proper structure and academic style

documentation538

statistical-software-qa

Quality assurance and testing protocols for statistical software

testing538

stata-regression

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

tools538

econ-visualization

Create publication-quality charts and graphs for economics papers.

testing538

e2

Agent E2 - Qualitative Coding Specialist - Systematic coding and theme development. Covers codebook development, coding strategies, saturation assessment, and CAQDAS guidance.

development538

new-analysis

Scaffolds a method-specific analysis notebook (DiD, IV, RDD, LASSO, Panel FE) with boilerplate. Use when starting a new econometric analysis.

testing538

lit-review

Structured literature search and synthesis with citation extraction and gap identification

testing538

mediation-meta-analyst

Meta-analysis frameworks and methods for mediation studies

development538

universal-ma-codebook

Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review pipeline. Triggers: meta-analysis, codebook, data extraction, Hedges g, effect size

development538

research-coordinator

Research Coordinator v12.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X). Features: Human Checkpoints First, VS Methodology, Paradigm Detection, Systematic Review Automation. Supports quantitative, qualitative, mixed methods research, and systematic review automation. Language: English. Responds in Korean when user input is Korean. Triggers: research question, theoretical framework, hypothesis, literature review, meta-analysis, effect size, IRB, PRISMA, statistical analysis, sample size, bias, journal, peer review, conceptual framework, visualization, systematic review, qualitative, phenomenology, grounded theory, thematic analysis, mixed methods, interview, focus group, ethnography, action research, paper retrieval, AI screening, RAG builder, humanization, AI pattern detection

tools538

sync-tex

Transfers prose edits from latex/index.tex (Overleaf) back into index.qmd. Use after pulling LaTeX edits from a collaborator.

tools538

stata-skill-contributor

Guide for contributing to the stata-skill project. Use when the user wants to run the eval pipeline, analyze test results, improve reference docs, add new package documentation, or work on roadmap items. Covers the testing infrastructure, multi-agent analysis workflow, cost estimates, and links to prior eval results and improvement history.

testing538

stata-data-cleaning

Clean and transform messy data in Stata with reproducible workflows

testing538

stata-c-plugins

Develop high-performance C/C++ plugins for Stata using the stplugin.h SDK. Use when the user asks to create a Stata plugin, write C/C++ code for Stata, accelerate a Stata command with C, build cross-platform Stata plugins, or translate/port a Python or R package into Stata. Covers the full lifecycle: SDK setup, data flow, memory safety, .ado wrappers with preserve/merge, cross-platform compilation, performance optimization (pthreads, pre-sorted indices, XorShift RNG), debugging, and distribution via net install. Also includes a translation workflow for porting Python/R packages to Stata — wrapping existing C++ backends when available, or writing C from scratch when not.

tools538

render

Runs the clean render pipeline (HTML, PDF, Word) via scripts/render.sh. Use when asked to render, build, or compile the manuscript.

development538

simulation-architect

Design and implementation of comprehensive simulation studies

content-media538

setup

Diverga v12.0 setup wizard. 4-step researcher profile setup. Captures discipline, experience, tools, database access, and Agent Teams + VS Arena preference. Triggers: setup, configure, 설정, install

tools538

econ-intro-writing

Guide for writing the introduction to an academic economics paper. Use this skill whenever the user asks for help writing, drafting, revising, or structuring an introduction to an economics paper - whether empirical micro, development economics, applied economics, or related fields. Also trigger when the user mentions "intro," "introduction section," "opening paragraphs," or asks how to motivate, frame, or present their research question in a paper. This skill synthesizes best practices from David Evans (CGDev), Keith Head, Claudia Sahm, Marc Bellemare, and Deirdre McCloskey.

development538

research-ideation

Generate research questions from economic phenomena

research538

referee-response

Drafts a point-by-point response letter to referee comments with suggested edits. Use after a revise-and-resubmit.

documentation538

r-econometrics

Run IV, DiD, and RDD analyses in R with proper diagnostics

tools538

publication-strategist

Strategic publication planning and venue selection for research

research538

proofread

Run the proofreading protocol on lecture files. Checks grammar, typos, overflow, consistency, and academic writing quality. Produces a report without editing files.

testing538

cross-disciplinary-ideation

Field connection mapping and systematic ideation for method transfer

testing538

proof-architect

Structured methodology for constructing and verifying mathematical proofs in statistical research

testing538

academic-paper-verify

Thoroughly verify all code, tables, figures, modeling decisions, and quantitative claims in an academic paper against its source R scripts and output files. Use this skill whenever you need to audit, replicate, or verify an academic research paper - including cross-checking LaTeX tables against R output, validating econometric modeling choices, ensuring sample sizes are consistent, building a verification manifest, and running automated replication tests. Trigger this skill for any mention of: paper verification, replication check, table audit, code-paper consistency, reproducing results, verifying estimates, checking coefficients, or any variant of "does the paper match the code."

development538

orchestrator

Unified Agent Teams orchestrator for Diverga v12.0.0. Manages Agent Teams creation, VS Arena debate, and subagent dispatch. Single entry point for all parallel/debate workflows. Replaces research-orchestrator and vs-arena skills. Triggers: orchestrator, agent team, create team, parallel agents, debate, competing, collaborate, VS Arena

data-ai538

event-study

Use this skill whenever the user wants to conduct an event study, create event study plots, test for parallel trends, implement difference-in-differences designs, or work with any panel data estimation that involves pre/post treatment comparisons. Trigger on phrases like "event study", "parallel trends", "pre-trends", "dynamic treatment effects", "leads and lags", "TWFE", "two-way fixed effects", "staggered adoption", "staggered treatment", "difference-in-differences", "DiD", "Sun and Abraham", "Callaway and Sant'Anna", "de Chaisemartin", "Borusyak", "did_multiplegt", "fixest", "did2s", "bacon decomposition", or any reference to plotting coefficients around a treatment event. Also trigger when the user uploads panel data and wants to estimate treatment effects with variation in treatment timing. All code is in R.

development538

new-notebook

Creates a Jupyter notebook with Jupytext pairing and registers it in _quarto.yml. Use when adding a new notebook.

data-ai538

methods-communicator

Effective communication strategies for statistical methods

tools538

diverga-memory

Diverga Memory System v7.0 - Context-persistent research support with checkpoint auto-trigger and cross-session continuity. Triggers: memory, remember, context, recall, checkpoint, decision, persist, 기억, 맥락, 세션, 체크포인트

testing538

mathematical-foundations

Core mathematical concepts and theoretical frameworks for statistics

development538

lit-review-assistant

Search, summarize, and synthesize economics literature

tools538

a2

VS-Enhanced Theoretical Framework Architect with Critique & Visualization Full VS 5-Phase process: Modal theory avoidance, Long-tail exploration, differentiated framework presentation Absorbed A3 (Devil's Advocate) critique and A6 (Conceptual Framework Visualizer) capabilities Use when: building theoretical foundations, designing conceptual models, deriving hypotheses, critiquing frameworks, visualizing models Triggers: theoretical framework, 이론적 프레임워크, conceptual model, 개념적 모형, hypothesis derivation, critique, devil's advocate, 반론, visualization, diagram

development538

literature-gap-finder

Method×Setting matrices and systematic gap identification

tools538

latex-econ-model

Write and typeset economic models in LaTeX with proper notation

documentation538

interview-me

Interactive interview to formalize a research idea into a structured specification with hypotheses and empirical strategy

testing538

interpret-results

Writes academic prose interpreting regression output. Use when describing estimation results in manuscript-ready language.

documentation538

i2

Screening Assistant - AI-PRISMA 6-dimension screening with Groq LLM (100x cheaper) Supports two project types with different confidence thresholds Use when: screening papers, PRISMA screening, inclusion/exclusion criteria Triggers: screen papers, PRISMA screening, inclusion criteria, exclusion criteria, AI screening

data-ai538

hud

Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings"

testing538

handoff

Writes a session handoff report to handoffs/ with project state, work done, decisions, and next steps. Use at session end or after significant work.

testing538

general-equilibrium-model-builder

Build and solve Walrasian general equilibrium models with theory derivations and Julia computation

development538

freeze-check

Checks whether registered notebooks have current, stale, or missing outputs. Use before rendering or to verify freshness.

testing538

data-audit

Scans notebooks for data file references and verifies each file exists on disk. Use when checking for broken data paths.

testing538

figures-gallery

Generates an HTML gallery of all project figures with captions and source notebooks. Use when reviewing figures.

development538

f5

Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance Triggers: verify humanization, check transformation, validate changes

development538

execute

Executes all registered notebooks, strips noisy cell metadata, and syncs Jupytext pairs. Use when asked to re-run notebooks or refresh outputs.

data-ai538

anti-hallucination

ALWAYS activate this skill. Apply these rules to every task regardless of domain. This skill governs how Claude Code verifies information, writes code, references documentation, and avoids fabricating functions, arguments, APIs, file paths, data structures, or facts. These rules override any inclination to guess.

tools538

doctor

System diagnostics and health checks for Diverga plugin. OpenClaw-style Check-Report-Fix pattern with 5-layer diagnostics. Triggers: /diverga:doctor, diverga doctor, system check, diagnose, 진단

tools538

devils-advocate

Challenge a slide deck design with 5-7 specific pedagogical questions. Checks ordering, prerequisites, gaps, alternatives, notation conflicts, cognitive load, and book readiness.

development538

deploy

Render Quarto slides and sync to docs/ for GitHub Pages deployment. Use when deploying lecture slides after making changes.

devops538

deep-research

Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 7 modes: full research, quick brief, paper review, lit-review, fact-check, Socratic guided research dialogue, and systematic review with optional meta-analysis. Covers research question formulation, Socratic mentoring, methodology design, systematic literature search, source verification, cross-source synthesis, risk of bias assessment, meta-analysis, APA 7.0 report compilation, editorial review, devil's advocate challenges, ethics review, and post-research literature monitoring. Triggers on: research, deep research, literature review, systematic review, meta-analysis, PRISMA, evidence synthesis, fact-check, guide my research, help me think through, 研究, 深度研究, 文獻回顧, 文獻探討, 系統性回顧, 後設分析, 事實查核, 引導我的研究, 幫我釐清, 幫我想想, 我不確定要研究什麼, 研究方向, 研究主題.

development538

d2

Agent D2 - Data Collection Specialist - Interviews, Focus Groups & Observation. Covers protocol development, question design, probing strategies, transcription conventions, and systematic observation. Absorbed D3 (Observation Protocol Designer) capabilities.

development538

humanize

Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline Orchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes Enforces checkpoints between every pass with mandatory AskUserQuestion Supports conservative (L1-2), balanced (L1-3), balanced-fast (L1-3 merged), aggressive (L1-4) modes Rich Checkpoint v2.0: section-level scores, selective humanization, target auto-stop G5+F5 parallel execution, section-selective humanization Triggers: humanize, humanize my draft, humanize manuscript, make natural, remove AI patterns Korean triggers: 휴먼화, 자연스럽게, AI 패턴 제거

development538

computational-inference

Computational methods for statistical inference and optimization

tools538

cite

Finds a paper by title, author, or DOI, adds BibTeX to references.bib, and shows citation syntax. Use when adding a reference.

testing538

check-env

Verifies required tools (Quarto, uv, Python, R, Stata, TeX) and Jupyter kernels are installed. Use when setting up or troubleshooting.

tools538

c2

VS-Enhanced Qualitative Design Consultant with Ethnography & Action Research Enhanced VS 3-Phase process: Avoids overused phenomenology, proposes context-optimal qualitative strategies Absorbed H1 (Ethnographic Research Advisor) and H2 (Action Research Facilitator) capabilities Use when: selecting qualitative research design, planning phenomenology/grounded theory/case study/ethnography/action research Triggers: phenomenology, 현상학, grounded theory, 근거이론, case study, 사례연구, narrative inquiry, ethnography, 민족지, action research, 실행연구, qualitative design

testing538

bib-check

Cross-checks citation keys in index.qmd against references.bib, reporting missing, orphaned, and duplicate entries. Use when verifying citations.

testing538

academic-writing

Activate when the user is drafting any academic economics content from scratch (e.g., outlines, abstracts, introductions, data/methods/identification sections, results narratives, conclusions, referee responses, table/figure captions) and needs economics-specific structure, phrasing options, and quality checks to produce publication-ready prose.

testing538

a5

Agent A5 - Paradigm & Worldview Advisor - Philosophical foundations for research design. Covers ontology, epistemology, axiology, and methodology alignment. Use when: establishing philosophical foundations, justifying methodological choices, writing positionality statements Triggers: paradigm, 패러다임, ontology, epistemology, worldview, 세계관, philosophical foundations, 철학적 기초

data-ai538

init

Fills all [FILL:] placeholders across the template to initialize a new research project. Use when setting up a freshly cloned project.

research538

method-transfer-engine

Six-phase protocol for adapting methods across research domains

data-ai538

latex-tables

Generate publication-ready regression tables in LaTeX.

tools538

regression-table

Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics. Use when creating a results table.

development538

g6

VS-Enhanced Academic Style Humanizer - Transforms writing patterns to achieve authentic scholarly voice Applies transformations from G5 analysis to create natural academic prose Use when: improving AI-assisted writing quality, preparing manuscripts, enhancing scholarly voice Triggers: humanize, transform, make natural, improve writing quality, improve style

development538

env-snapshot

Captures tool versions, packages, and kernel info as a reproducibility record in notes/. Use when documenting the environment.

tools538

i0

Systematic Review Pipeline Orchestrator - Coordinates systematic literature review automation Manages the complete 7-stage PRISMA 2020 pipeline from research question to RAG system Delegates to specialized agents (I1, I2, I3) while enforcing human checkpoints Use when: conducting systematic reviews, building knowledge repositories, PRISMA automation Triggers: systematic review, PRISMA, literature review automation

tools538

x1

Research Guardian - Ethics Advisory & Bias Detection across all research stages Enhanced VS 3-Phase process: Surface-level screening, deep contextual analysis, constructive recommendations Use when: reviewing research ethics, checking for bias, assessing trustworthiness, QRP screening Triggers: ethics review, IRB, bias detection, QRP, trustworthiness, research integrity, p-hacking, HARKing

development538

research-ideation

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset

testing538

econ-abstract-writing

Guide for writing the abstract of an academic economics paper. Use this skill whenever the user asks for help writing, drafting, revising, or structuring an abstract for an economics paper - whether empirical micro, development economics, applied economics, or related fields. Also trigger when the user mentions "abstract," "paper summary," or asks how to compress their findings into a short description. This skill synthesizes best practices from David Evans (CGDev), Marc Bellemare, and patterns observed in top economics journals (AER, QJE, AEJ: Applied, etc.).

development538

methods-paper-writer

JASA/Biometrika manuscript structure with VanderWeele notation standards

documentation538

review-r

Run the R code review protocol on R scripts. Checks code quality, reproducibility, domain correctness, and professional standards. Produces a report without editing files.

development538

abstract

Reads the manuscript and notebooks to generate a structured abstract. Use when writing or updating the abstract.

tools538

draft-section

Drafts academic prose for a manuscript section from bullet points or an outline. Use when writing or expanding a section.

research538

literature-note

Creates a structured annotation note in references/ with sections for research question, data, findings, and relevance. Use when documenting a paper.

documentation538

new-slide-deck

Creates a Quarto revealjs slide deck in slides/ with the project style guide. Use when a presentation is needed.

documentation538

asymptotic-theory

M-estimation, influence functions, and semiparametric efficiency theory for causal inference

testing538

g1

VS-Enhanced Journal Matcher with Journal Intelligence MCP — Real-time journal data pipeline with checkpoint-based human decisions. Uses OpenAlex + Crossref APIs for live metrics. Light VS applied: Avoids IF-centric recommendations + multi-dimensional matching strategy Use when: selecting target journals, planning submissions, comparing publication options Triggers: journal, submission, impact factor, academic journal, publication, submit

tools538

g5

VS-Enhanced Academic Style Auditor - Academic Writing Quality Analysis Identifies 24+ writing patterns that reduce scholarly quality, adapted from Wikipedia AI Cleanup guidelines Use when: checking drafts before submission, improving academic writing quality, preparing for style improvement Triggers: writing quality, style audit, pattern check, writing review, academic style check

testing538

g2

Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 (Quality functions) capabilities Use when: writing abstracts, creating summaries, peer review response, pre-registration, reporting checklists, reproducibility Triggers: abstract, plain language, press release, summary, communication, peer review, revision, pre-registration, OSF, PRISMA, CONSORT, reproducibility

testing538

e1

E1-Quantitative Analysis Guide with Code Generation & Sensitivity Analysis VS-Enhanced with Full 5-Phase process: Avoids obvious analyses, explores innovative methodologies Expanded to include qualitative analysis (thematic, grounded theory, content, narrative) Absorbed E4 (Analysis Code Generator) and E5 (Sensitivity Analysis - Primary Study) capabilities Use when: selecting statistical/qualitative methods, interpreting results, checking assumptions, generating code, sensitivity analysis Triggers: statistical analysis, ANOVA, regression, t-test, power analysis, assumption checking, effect size, thematic analysis, grounded theory, content analysis, narrative analysis, NVivo, ATLAS.ti, coding, qualitative data, R code, Python code, SPSS syntax, sensitivity analysis, robustness check

development538

diverga

Diverga Dashboard - Live configuration status and feature overview. 24 specialized agents across 9 categories for social science research. VS methodology prevents mode collapse. Human checkpoints enforce human-in-the-loop decisions. Triggers: /diverga, diverga dashboard, diverga status

development538

c1

VS-Enhanced Quantitative Design Consultant with Materials & Sampling Enhanced VS 3-Phase process: Avoids obvious experimental designs, proposes context-optimal quantitative strategies Absorbed C4 (Experimental Materials Developer) and D1 (Sampling Strategy Advisor) capabilities Use when: selecting quantitative research design, planning experimental/survey methodology, power analysis, developing materials, sampling Triggers: RCT, quasi-experimental, experimental design, survey design, power analysis, sample size, factorial design, materials, stimuli, sampling strategy

development538

b1

VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies Supports: Systematic Review (PRISMA 2020), Scoping Review (JBI/PRISMA-ScR), Meta-Synthesis, Realist Synthesis, Narrative Review, Rapid Review Use when: conducting any type of literature review, systematic reviews, meta-analyses, scoping reviews, finding prior research Triggers: literature review, PRISMA, systematic review, scoping review, meta-synthesis, realist synthesis, narrative review, rapid review

development538

c5

Meta-Analysis Master with Data Integrity, Effect Size, Error Prevention & Sensitivity Multi-gate validation and workflow orchestration for meta-analysis. Absorbed C6 (Data Integrity Guard), C7 (Error Prevention Engine), B3 (Effect Size Extractor), E5 (Sensitivity Analysis - Meta) capabilities Triggers: meta-analysis, pooled effect, heterogeneity, forest plot, funnel plot, Hedges g, data integrity, effect size extraction, sensitivity analysis

data-ai538

b2

VS-Enhanced Evidence Quality Appraiser - Prevents Mode Collapse with context-adaptive quality assessment Enhanced VS 3-Phase process: Avoids automatic tool application, delivers research-specific evaluation strategies Use when: appraising study quality, assessing risk of bias, grading evidence Triggers: quality appraisal, RoB, GRADE, Newcastle-Ottawa, risk of bias, methodological quality

tools538

a1

VS-Enhanced Research Question Refiner - Prevents Mode Collapse and derives differentiated research questions Enhanced VS 3-Phase process: Modal question avoidance, alternatives presentation, differentiated RQ recommendation Use when: refining research ideas, formulating research questions, clarifying scope Triggers: research question, 연구 질문, PICO, SPIDER, research idea

content-media538

api-data-fetcher

Fetch economic data from FRED, World Bank, and other APIs

development538

robustness-table

Generates robustness check code and formats results as a combined table. Use for sensitivity analysis.

development538

algorithm-designer

Design and document statistical algorithms with pseudocode and complexity analysis

development538

help

Diverga help guide - displays all 24 agents across 9 categories, commands, and usage examples. Triggers: help, guide, how to use, 도움말

development538

c3

Agent C3 - Mixed Methods Design Consultant Comprehensive mixed methods research design specialist covering sequential, concurrent, embedded, and multiphase designs with Morse notation. Core Capabilities: - Sequential Explanatory (QUAN → qual): Explain quantitative results - Sequential Exploratory (QUAL → quan): Develop instruments - Convergent Parallel (QUAN + QUAL): Comprehensive understanding - Embedded (QUAN(qual)): Secondary strand addresses different question - Multiphase: Long-term projects with iterative phases - Morse notation interpretation and recommendation

development538

e3

Agent E3 - Mixed Methods Integration Specialist - Qual-Quant data integration and meta-inference. Covers joint display creation, integration strategies, and legitimation techniques.

testing538

latex-to-quarto

Converts LaTeX article-class .tex documents to Quarto .qmd format for multi-format publishing (HTML, PDF, Word). Use when asked to convert, port, migrate, or translate a .tex LaTeX file to Quarto; when porting an academic paper or manuscript from LaTeX to Quarto; when a .tex document needs to render to HTML, Word, or Typst PDF. Covers preamble → YAML front matter, section headings, text formatting, math, citations (natbib/biblatex), cross-references, figures, tables, lists, footnotes, hyperlinks, and special characters.

development392

assess-outline

Assesses a research paper outline (.qmd file) against structured criteria from Kosuke Imai's empirical research guide. Evaluates the abstract and section outline for: research question clarity, stated contributions, hypotheses and testable implications, data description, planned results and inferential approach, and robustness checks. Detects causal papers from the abstract and conditionally assesses identification strategy only when causal framing is present. Produces a structured markdown report with PASS/PARTIAL/FAIL assessments and actionable suggestions. Use when asked to assess, evaluate, review, or check a paper outline, abstract-and-outline, or research plan in a .qmd file.

testing392

pseudo-merge

Takes a proofread or apsa-style report file (or any markdown file using **Original:** / **Recommended:** syntax) and rewrites the original source file with git merge conflict markers so the user can accept or reject each suggested edit using VS Code or Positron's built-in merge conflict UI. Branch names are "original" and "claude-edits". Use when asked to apply edits, insert conflict markers, or set up merge resolution for a copy-edit report. Supports an optional @sec-label argument to restrict markers to one section.

development392

redistricting-analysis

Redistricting analysis in R using the redistverse ecosystem. Use whenever the user is working with redist, redistmetrics, ggredist, geomander, adj, alarmdata, PL94171, censable, easycensus, tinytiger, baf, rict, or redistio. Covers the complete pipeline: Census and spatial data loading, adjacency graph construction, SMC/MCMC simulation, constraints (population balance, county splits, VRA compliance), convergence diagnostics, plan metrics (compactness, partisan fairness, splits), visualization, summary tables, and interactive plan drawing. Invoke whenever the user mentions redistricting, gerrymandering, district plans, simulation ensembles, or any redistverse package by name.

devops392

academic-paper-reviewer

Multi-perspective academic paper review with dynamic reviewer personas. Simulates 5 independent reviewers (EIC + 3 peer reviewers + Devil's Advocate) with field-specific expertise. Supports full review, re-review (verification), quick assessment, methodology focus, and Socratic guided modes. Triggers on: review paper, peer review, manuscript review, referee report, review my paper, critique paper, simulate review, editorial review.

development392

stata-accounting-research

STATA code pattern library for empirical archival accounting research. Provides tested syntax from 126 peer-reviewed JAR (Journal of Accounting Research) replication files (2017-2025). Use when the user asks procedural questions like "How do I implement [method]?" or "Show me code for [technique]" — including: entropy balancing, propensity score matching (PSM), difference-in-differences (DiD), regression discontinuity (RDD), instrumental variables (IV), event studies (CAR/BHAR), survival analysis, Fama-MacBeth regressions, bootstrap, quantile regression, reghdfe/xtreg/areg, clustering standard errors, fixed effects, esttab/outreg2 table formatting, winsorization, leads/lags. Users can specify their variables (e.g., treatment, outcomes, controls) and receive adapted syntax. NOTE: This skill provides code patterns from published papers, not research design advice.

development392

latex-to-typst

Translates LaTeX documents (.tex) to Typst (.typ), focusing on article-class documents. Use when asked to convert, port, migrate, or translate LaTeX to Typst. Covers document structure, text formatting, page layout, math equations and symbols, figures, tables, TikZ-to-CeTZ diagrams, bibliography, cross-references, footnotes, and code blocks. Includes comprehensive symbol mapping tables.

development392

apsa-style

APSA style checker for Quarto (.qmd) files. Checks numbers, capitalization, abbreviations, italics, in-text citations, titles of works, neutral and unbiased language, and APSA-specific terminology against the APSA Style Manual for Political Science (2018, updated 2023). Produces a structured markdown report organized by document section — never modifies the source file. Use when asked to check APSA style, fix citations, review capitalization, check number formatting, or flag biased language in a .qmd document. For grammar, spelling, and punctuation, use the proofread skill instead. Supports an optional output-file argument and an optional @sec-label argument to restrict checking to one section.

development392

markdown-unwrap

Unwraps hard-wrapped markdown files so that each sentence ends with a newline instead of mid-sentence line breaks. Joins continuation lines within a paragraph into single lines, then re-breaks at sentence boundaries (period, question mark, exclamation point). Preserves blank lines, headings, fenced code blocks, block quotes, and list items. Use when asked to unwrap text, fix line breaks, reflow sentences, or clean up hard-wrapped markdown or .qmd files.

development392

academic-paper

Academic paper writing skill with 12-agent pipeline. v2.5: Style Calibration (learn author's writing voice from past papers) + Writing Quality Check (writing quality checklist for natural prose). Supports IMRaD, literature review, theoretical, case study, policy brief, and conference paper structures. APA 7.0 (default), Chicago, MLA, IEEE, Vancouver citation formats. Bilingual abstracts (zh-TW + EN). Multi-format output (LaTeX, DOCX, PDF, Markdown). Triggers on: write paper, academic paper, paper outline, write abstract, revise paper, check citations, convert to LaTeX, guide my paper, parse reviews, revision roadmap, 寫論文, 學術論文, 論文大綱, 寫摘要, 修改論文, 檢查引用, 引導我寫論文, 帶我規劃論文, 逐章規劃, 論文架構, 審查意見, 修訂路線圖.

development392

write-well

Prose quality checker for Quarto (.qmd) files, grounded in William Zinsser's *On Writing Well* (30th Anniversary Edition). Checks for clutter, weak verbs, hollow qualifiers, clichés, inflated academic voice, poor leads and endings, pronoun and tense inconsistency, and unclear explanation. Produces a structured markdown report organized by document section — never modifies the source file. Use when asked to improve prose quality, tighten writing, reduce clutter, or apply Zinsser's writing principles to a draft. For grammar and punctuation, use the proofread skill. For APSA style rules, use the apsa-style skill. Supports an optional output-file argument and an optional @sec-label argument to restrict checking to one section.

tools392

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 9-stage workflow with mandatory integrity verification, two-stage peer review, and reproducible quality gates. Triggers on: academic pipeline, research to paper, full paper workflow, paper pipeline, end-to-end paper, research-to-publication, complete paper workflow.

testing392

proofread

Expert copy editor for Quarto (.qmd) files. Checks grammar, spelling, punctuation, and academic writing quality. Produces a structured markdown report organized by document section — never modifies the source file. Use when asked to proofread, check grammar, fix typos, or review prose in a .qmd document. For APSA style rules (numbers, citations, capitalization, abbreviations, neutral language), use the apsa-style skill instead. Supports an optional output-file argument and an optional @sec-label argument to restrict checking to one section.

development392

python-econ-computing

Use when writing Python code for DSGE models, HANK models, numerical economic computation, causal inference, or quantitative economic data analysis

development392

causal-inference

Production-grade Bayesian causal inference with PyMC, CausalPy, and DoWhy. Enforces DAG-first thinking, mandatory user checkpoints for assumptions, design-specific refutation, and defensible reporting with causal language guardrails. Trigger on: causal inference, causal effect estimation, treatment effects, counterfactuals, difference-in-differences (DiD), synthetic control, regression discontinuity (RDD), interrupted time series (ITS), instrumental variables (IV), propensity scores, DAGs, causal graphs, confounders, backdoor criterion, do-calculus, interventional distributions, pm.do(), pm.observe(), CausalPy, DoWhy, mediation analysis, refutation, sensitivity analysis, parallel trends, placebo tests, or any question of the form "does X cause Y" or "what is the effect of X on Y."

testing392

quarto-clean

Cleans a Quarto (.qmd) file by replacing LaTeX holdovers with proper Quarto/Pandoc syntax so the document renders correctly to HTML, PDF (Typst/LaTeX), and Word. Fixes citations (\citep → [@key]), cross-references (\ref → @label), figures (\includegraphics → markdown), tables, text formatting (\textbf → **bold**), inline math ( → $ $), hyperlinks (\href → [text](url)), footnotes (\footnote → ^[]), list environments, section headings, and R Markdown chunk options (dot-style → #| YAML). Use when asked to clean, fix, modernize, or port a Quarto or R Markdown document; when LaTeX commands appear in a .qmd file; when a document fails to render to Word or Typst; or when citations/cross-references do not appear in non-LaTeX output.

development392

paper-summary

Writes expert academic paper summaries for social science research, particularly political science and applied statistics. Use when asked to summarize, review, or create a reading summary of an academic paper, PDF, or research article. Accepts a file (PDF or text format) or a directory of papers. Produces a structured markdown summary — approximately 400–600 words — covering primary contributions, major questions and answers with point estimates, methods and data, and limitations and robustness. Includes BibTeX citation retrieved from Google Scholar and keyword metadata.

development392

svy

Complex survey analysis: strata/PSU/weights, variance estimation (Taylor, BRR, jackknife, bootstrap), survey GLM, domain analysis, calibration. Polars-native. Use for NHANES, CPS, ACS PUMS, BRFSS, DHS. Non-survey regression: statsmodels/pyfixest.

data-ai360

pyfixest

Fast high-dimensional fixed effects: OLS, Poisson, IV with multi-way FE; DiD (TWFE, did2s, Sun-Abraham); clustered SEs; etable/coefplot/iplot. Use for FE regressions or DiD. For panel RE/between use linearmodels; for GLM without FE use statsmodels.

data-ai360

stata-python-translation

Stata-to-Python translation for data analysis. Maps Stata commands (reghdfe, xtreg, ivregress, margins, esttab, svy:) to Python (polars, pyfixest, statsmodels, svy). Use when user has Stata background or requests Stata-equivalent code comments.

development360

skill-authoring

Guide for creating and auditing DAAF skills (SKILL.md). Covers frontmatter, metadata vocabulary, progressive disclosure, decision trees, reference files. Use when creating, reviewing, or debugging skill loading. For agent files, use agent-authoring.

development360

r-python-translation

R-to-Python translation for data analysis. Maps R packages (tidyverse, ggplot2, fixest, survey, sf, plm) to Python equivalents (polars, plotnine, pyfixest, svy, geopandas). Use when user has R background or requests R-equivalent code comments.

development360

statsmodels

Statistical modeling: OLS/WLS/GLS, GLM (logit, probit, Poisson), time series (ARIMA, VAR), mixed effects, diagnostics. Formula API. Use for regressions without fixed effects, GLMs, or time series. For FE/DiD use pyfixest; panel/IV use linearmodels.

development360

science-communication

Translating technical findings for non-technical audiences. Narrative frameworks (Pyramid Principle, SCQA), plain-language translation, executive summaries, policy briefs, causal language. Use when presenting to stakeholders or reviewing deliverables

development360

scikit-learn

Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines. For unsupervised analysis, classification, or prediction. For econometric regression use pyfixest/statsmodels.

testing360

education-data-source-fsa

FSA — Title IV aid at institution level (~5,500 institutions, 1999-2021). Pell Grants, Direct/PLUS loans, campus-based aid, financial responsibility scores, 90/10 metrics. Use for aid distribution, loan volume, or for-profit analysis. By unitid.

testing302

education-data-source-saipe

SAIPE — annual Census poverty estimates for school districts (Portal; county/state not in Portal). Use for district poverty, Title I context, or trends. ~18-month lag. No race/ethnicity disaggregation at district level — use ACS 5-year for that.

testing302

polars

Polars DataFrame library for high-performance data manipulation. Lazy/eager execution, expressions, I/O (CSV, Parquet, JSON), aggregations, joins, string/datetime ops, pandas interop. Use for Polars DataFrames or reading/writing Parquet files.

development302

education-data-query

Downloads education datasets from configured mirror sources (parquet/CSV) with local Polars filtering. Use when writing fetch scripts or retrieving CCD, IPEDS, CRDC, SAIPE data. Load after education-data-explorer — retrieval here, not discovery.

data-ai302

education-data-source-meps

MEPS — Urban Institute modeled school-level poverty (% at 100% FPL), from CCD + SAIPE (public schools, 2009-2022, 2-3yr lag). Use when FRPL is unreliable due to CEP. Consistent cross-state measurement. Public schools only.

data-ai302

education-data-source-nacubo

NACUBO endowment data (~650 institutions, 2012-2022). Portal: 7 columns only (total endowment, per-FTE, YoY change). Use for endowment size/trends. Full investment/spending needs direct NACUBO access. For all-institution coverage use IPEDS finance.

data-ai302

linearmodels

Panel data, IV/GMM, system regression. PanelOLS (FE/RE), BetweenOLS, Fama-MacBeth, IV2SLS/LIML/GMM, SUR, 3SLS, Driscoll-Kraay SEs. Use for RE/between, system estimation, or GMM. Complements pyfixest (FE + DiD) and statsmodels (GLM + time series).

data-ai302

education-data-source-ccd

CCD — federal universe of all U.S. public K-12 schools (~100K) and districts (~18K). Enrollment, staffing, finance, directory data (1986-present). Use for public school analysis by grade/race/sex. Public only; excludes private and postsecondary.

data-ai302

plotly

Plotly interactive visualization. Express and Graph Objects: scatter, line, bar, heatmap, 3D, geographic charts; subplots; styling; export. Use when interactivity (hover/zoom) is needed. For static figures use plotnine; for GIS use geopandas.

tools302

plotnine

plotnine static visualization (ggplot2 syntax for Python). Geoms, aesthetics, scales, coordinates, facets, themes. Use for static publication-quality figures with grammar-of-graphics syntax. For interactive charts use plotly; for maps use geopandas.

development302

education-data-source-edfacts

EDFacts — K-12 outcomes: assessment proficiency, ACGR graduation rates, ESSA accountability at school/district level (2009-2020). Within-state trends and subgroup gaps. Complements CCD with outcome data. Cannot compare across states — use NAEP.

testing302

education-data-source-pseo

PSEO — Census data linking graduates to employment via LEHD wage records. Earnings percentiles at 1/5/10 years post-graduation by institution, degree, CIP. Use for graduate earnings analysis. Coverage: ~29% of graduates from ~31 states.

testing302

geopandas

Spatial data: GeoDataFrames, spatial joins, CRS/projections, choropleth/interactive maps, spatial autocorrelation, PySAL. Use for geographic data, spatial files (Shapefile, GeoPackage, GeoParquet), or spatial stats. For charts without GIS use plotly.

data-ai302

education-data-source-eada

EADA — college athletics gender equity (~2,000+ institutions, 2002-2021). Participation, coaching, salaries, expenses, revenues, athletic aid by gender. Not Title IX compliance data. No sector column; join IPEDS on unitid for institution type.

testing302

marimo

Reactive Python notebook system. Cell reactivity, UI elements (sliders, dropdowns, tables), SQL cells, plotting, app deployment. Use when assembling Stage 9 notebooks, building data apps, or converting Jupyter to marimo .py format.

development302

election-data-source-countypres

County Presidential Returns 2000-2024 (MIT MEDSL). Vote shares, party trends, turnout by county_fips (joins census/education data). Requires HARVARD_DATAVERSE_API_KEY. Critical: mode='TOTAL' drops ~1K counties post-2020 — use 3-pattern reconstruction

development302

education-data-source-nhgis

NHGIS — census geography crosswalks via Portal: links schools (ncessch) and colleges (unitid) to tracts, block groups, CBSAs (1990-2020). Census demographics NOT in Portal — access NHGIS directly. Use for linking education data to census geography.

data-ai302

education-data-source-scorecard

College Scorecard — post-enrollment outcomes linking aid records to IRS/Treasury earnings. Earnings, loan repayment, debt via six Portal sub-datasets. Use when tax-record-based earnings needed. Tracks only Title IV aid recipients, not all students.

testing302

education-data-source-ipeds

IPEDS — primary federal postsecondary data (~6,500 institutions, 1980-present): enrollment, completions, graduation rates, finance, aid, admissions, HR. For college/university analysis. Grad rates = first-time full-time; finance needs GASB/FASB care.

data-ai302

education-data-source-crdc

CRDC — biennial OCR survey of all U.S. public schools (2011-2021). Discipline, course access, harassment, restraint/seclusion by race/sex/disability/EL. Use for civil rights and equity analysis. 2020-21 COVID-impacted; 2011-14 sampled, not universe.

testing302

education-data-source-nccs

NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016). Revenue, expenses, assets, endowment, governance beyond IPEDS. Use when IRS financial depth needed. Portal ends 2016; public institutions excluded (no Form 990).

development302

education-data-source-campus-safety

CSS — annual Clery Act crime/fire safety for Title IV institutions. Portal: hate crimes only (2005-2021); primary offenses, VAWA, arrests, fire safety need ope.ed.gov directly. Use for campus crime analysis. Identified by IPEDS unitid.

development302

education-data-explorer

Discovers education data from Urban Institute Portal: endpoints, variables, year coverage, join keys (CCD, IPEDS, CRDC, Scorecard, SAIPE). Use to map questions to data. Load before education-data-query — discovery here, download there.

data-ai302

slide-excellence

Multi-agent slide review (visual, pedagogy, proofreading). Use for comprehensive quality check before milestones.

development271

review-r

Run the R code review protocol on R scripts. Checks code quality, reproducibility, domain correctness, and professional standards. Produces a report without editing files.

development271

validate-bib

Validate bibliography entries against citations in all manuscript files. Find missing entries and unused references.

testing271

review-r

Run the R code review protocol on R scripts. Checks code quality, reproducibility, domain correctness, and professional standards. Produces a report without editing files.

development271

literature-review

development271

review-julia

Run the Julia code review protocol on Julia scripts. Checks code quality, type stability, parallel computing patterns, and scientific computing standards. Produces a report without editing files.

development271

causal-inference-mixtape

This skill should be used when the user asks to "implement a DiD regression", "write a causal inference pipeline", "set up an event study", "implement instrumental variables", "run a regression discontinuity design", "build a synthetic control model", "implement propensity score matching", "write parallel trends test", "implement Bacon decomposition", or needs code templates for causal inference methods in Python, R, or Stata. Based on Scott Cunningham's Causal Inference: The Mixtape.

development271

compile-latex

Compile a Beamer LaTeX slide deck with XeLaTeX (3 passes + bibtex). Use when compiling lecture slides.

development271

econometrics-julia

Julia-based econometric and structural estimation for computationally intensive tasks. Use for structural models, maximum likelihood, GMM, numerical optimization, simulations, and high-performance computing. Covers DataFrames.jl, FixedEffectModels.jl, Optim.jl, and performance optimization.

data-ai271

review-paper

Comprehensive manuscript review covering argument structure, identification strategy, econometric specification, citation completeness, and potential referee objections.

testing271

data-scientist

Data science methodology for Python research: EDA, validation, causal inference (IV, DiD, RD, synthetic control), clustering/PCA/UMAP, supervised ML, geospatial, visualization. Method selection guidance. For syntax, load tool-specific skills.

tools271

research-ideation

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset.

testing271

daaf-orchestrator

Operational framework for the DAAF orchestrator. Defines engagement modes, confirmation protocol, subagent dispatch, context budget, and reference-loading. Loaded exclusively by the orchestrator — not for subagents or user questions.

development271

qa-quarto

Adversarial Quarto vs Beamer QA. Critic finds issues, fixer applies fixes, loops until APPROVED (max 5 rounds).

testing271

data-analysis

End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures

data-ai271

data-analysis

End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures.

data-ai271

write

Draft academic paper sections with notation protocol, anti-hedging, and humanizer pass. Replaces /draft-paper and /humanizer.

documentation271

StatsPAI_skill

Agent-native one-stop toolkit for the full empirical data-analysis pipeline in Python (v1.6+). 900+ functions, one import (`import statspai as sp`), unified API. Covers the complete loop after data cleaning — descriptive stats & EDA (sp.sumstats, sp.balance_table, sp.balance_panel), estimand-first research-question DSL (sp.causal_question), LLM-assisted DAG discovery (sp.llm_dag_propose/validate/constrained), one-call orchestration (sp.causal), classical estimators (OLS, IV, DID, staggered DID, RDD, PSM, SCM), ML causal (DML, Causal Forest, Meta-Learners, TMLE), neural causal, text causal (sp.causal_text), and diagnostics + robustness (sp.diagnose, sp.spec_curve, sp.honest_did). Use when the user asks to run a full empirical analysis, decide which estimator to use ("DID vs RD vs IV?"), explore models via DAG, estimate treatment effects, evaluate policy, run observational studies, or apply any of the listed econometric methods in Python. Every function returns structured result objects with self-describing schemas for LLM-driven workflows. Data cleaning (missing values, type coercion, merges) is *not* covered — handle that with pandas first, then enter StatsPAI.

tools271

workflows:work

Execute research implementation plans efficiently while maintaining estimation quality and finishing features

testing271

workflows:review

Run multi-agent econometric review on estimation code, identification arguments, and research artifacts

development271

workflows:ideate

Divergent research ideation — generate many candidate directions, then adversarially filter to the strongest

research271

workflows:compound

Document a recently solved research problem to compound methodological knowledge

documentation271

submit

Submission pipeline — journal targeting, replication package, audit, and final gate. Replaces /submit, /target-journal, /audit-replication, /data-deposit.

testing271

analyze

End-to-end data analysis dispatching Coder and Data-engineer for implementation, coder-critic for review. Supports R, Stata, Python, Julia. Replaces /data-analysis.

development271

proofread

Run the proofreading protocol on manuscript files. Checks grammar, typos, overflow, consistency, and academic writing quality. Produces a report without editing files.

testing271

causal-inference-r

Run IV, DiD, and RDD analyses in R with proper diagnostics. Use when implementing causal inference methods, event studies, or treatment effect estimation.

tools271

commit

Stage, commit, create PR, and merge to main. Use for the standard commit-PR-merge cycle.

data-ai271

compile-latex

Compile a LaTeX manuscript with pdflatex (3 passes + bibtex). Use when compiling the research paper.

development271

extract-tikz

Extract TikZ diagrams from Beamer source, compile to PDF, convert to SVG with 0-based indexing. Use when updating TikZ diagrams for Quarto slides.

development271

workflows:brainstorm

Explore methodological approaches through structured analysis before planning implementation

data-ai271

learn

Extract reusable knowledge from the current session into a persistent skill. Use when you discover something non-obvious, create a workaround, or develop a multi-step workflow that future sessions would benefit from.

development271

lit-review

Structured literature search and synthesis with citation extraction and gap identification

testing271

proofread

Run the proofreading protocol on lecture files. Checks grammar, typos, overflow, consistency, and academic writing quality. Produces a report without editing files.

testing271

context-status

Show current context status and session health. Use to check how much context has been used, whether auto-compact is approaching, and what state will be preserved.

testing271

agent-authoring

Guide for creating DAAF agent definition files. Covers 12-section template, hook registration, skills-in-frontmatter, integration checklist. Use when adding or revising agents. For SKILL.md files, use skill-authoring instead.

testing271

devils-advocate

Challenge slide design with 5-7 pedagogical questions. Checks ordering, prerequisites, and cognitive load.

development271

latex-document

Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations (Beamer), scientific posters, formal letters, exams/quizzes, books, cheat sheets, reference cards, exam formula sheets, fillable PDF forms (hyperref form fields), conditional content (etoolbox toggles), mail merge from CSV/JSON (Jinja2 templates), version diffing (latexdiff), charts (pgfplots + matplotlib), tables (booktabs + CSV import), images (TikZ), Mermaid diagrams, AI-generated images, watermarks, landscape pages, bibliography/citations (BibTeX/biblatex), multi-language/CJK (auto XeLaTeX), algorithms/pseudocode, colored boxes (tcolorbox), SI units (siunitx), Pandoc format conversion (Markdown/DOCX/HTML ↔ LaTeX), and PDF-to-LaTeX conversion of handwritten or printed documents (math, business, legal, general). Compile script supports pdflatex, xelatex, lualatex with auto-detection, latexmk backend, texfot log filtering, PDF/A output, and verbosity control (--verbose/--quiet). Empirically optimized scaling: single agent 1-10 pages, split 11-20, batch-7 pipeline 21+. Use when user asks to: (1) create a resume/CV/cover letter, (2) write a LaTeX document, (3) create PDF with tables/charts/images, (4) compile a .tex file, (5) make a report/invoice/presentation, (6) anything involving LaTeX or pdflatex, (7) convert/OCR a PDF to LaTeX, (8) convert handwritten notes, (9) create charts/graphs/diagrams, (10) create slides, (11) write a thesis or dissertation, (12) create an academic CV, (13) create a poster, (14) create an exam/quiz, (15) create a book, (16) convert between document formats (Markdown, DOCX, HTML to/from LaTeX), (17) generate Mermaid diagrams for LaTeX, (18) create a formal business letter, (19) create a cheat sheet or reference card, (20) create an exam formula sheet or crib sheet, (21) condense lecture notes/PDFs into a cheat sheet, (22) create a fillable PDF form with text fields/checkboxes/dropdowns, (23) create a document with conditional content/toggles (show/hide sections), (24) generate batch/mail-merge documents from CSV/JSON data, (25) create a version diff PDF (latexdiff) highlighting changes between documents, (26) create a homework or assignment submission with problems and solutions, (27) create a lab report with data tables, graphs, and error analysis, (28) encrypt or password-protect a PDF, (29) merge multiple PDFs into one, (30) optimize/compress a PDF for web or email, (31) lint or check a LaTeX document for common issues, (32) count words in a LaTeX document, (33) analyze document statistics (figures, tables, citations), (34) fetch BibTeX from a DOI, (35) convert a Graphviz .dot file to PDF/PNG, (36) convert a PlantUML .puml file to PDF/PNG, (37) create a one-pager/fact sheet/executive summary, (38) create a datasheet or product specification sheet, (39) extract pages from a PDF (page ranges, odd/even), (40) check LaTeX package availability before compiling, (41) analyze citations and cross-reference with .bib files, (42) debug LaTeX compilation errors, (43) make a document accessible (PDF/A, tagged PDF), (44) create lecture notes or course handouts, (45) fill an existing PDF form (fillable fields or non-fillable with annotations), (46) extract text or tables from a PDF (pdfplumber, pypdf), (47) OCR a scanned PDF to text (pytesseract), (48) create a PDF programmatically with reportlab (Canvas, Platypus), (49) rotate or crop PDF pages (pypdf), (50) add a watermark to an existing PDF, (51) extract metadata from a PDF (title, author, subject).

tools271

visual-audit

Perform adversarial visual audit of Quarto or Beamer slides checking for overflow, font consistency, box fatigue, and layout issues.

testing271

translate-to-quarto

Translate Beamer LaTeX to Quarto RevealJS. Multi-phase workflow with TikZ extraction and QA.

testing271

review-paper

Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections

testing271

workflows:plan

Transform research descriptions into well-structured implementation plans following project conventions

research271

commit

Stage, commit, create PR, and merge to main. Use for the standard commit-PR-merge cycle.

data-ai271

create-lecture

Create new Beamer lecture from papers and materials. Guided workflow with notation consistency.

documentation271

revise

R&R cycle — classify referee comments and route to appropriate agents. Replaces /respond-to-referee.

documentation271

devils-advocate

Challenge research design decisions, assumptions, and methodology choices with specific critical questions. Helps strengthen the paper before submission.

development271

review

All quality reviews — routes to appropriate critics based on target file type and flags. Replaces /paper-excellence, /proofread, /econometrics-check, /review-r, /review-paper.

testing271

interview-me

Interactive interview to formalize a research idea into a structured specification with hypotheses and empirical strategy

testing271

econometrics-r

R-based econometric analysis for academic research. Use when writing R code for panel data, difference-in-differences, instrumental variables, spatial econometrics, or regression analysis. Covers data.table, fixest, sf, modelsummary, and publication-ready outputs.

development271

discover

Discovery phase combining research interviews, literature search, data discovery, and ideation. Routes to appropriate agents based on arguments. Replaces /interview-me, /lit-review, /find-data, /research-ideation.

data-ai271

interview-me

Interactive interview to formalize a research idea into a structured specification with hypotheses and empirical strategy.

testing271

lit-review

Structured literature search and synthesis with citation extraction and gap identification.

testing271

new-project

Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch.

devops271

research-ideation

Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset

testing271

validate-bib

Validate bibliography entries against citations in all lecture files. Find missing entries and unused references.

testing271

tools

Utility commands — commit, compile, validate-bib, journal, context-status, deploy, learn. Replaces individual utility skills.

tools271

deep-audit

Deep consistency audit of the entire repository infrastructure. Launches 4 parallel specialist agents to find factual errors, code bugs, count mismatches, and cross-document inconsistencies. Then fixes all issues and loops until clean. Use when: after making broad changes, before releases, or when user says "audit", "find inconsistencies", "check everything".

development271

education-data-context

Interpretation guidance for Urban Institute Portal datasets. Coded values (-1/-2/-3), year definitions, grade encoding, suppression, licensing, cross-source joins. Use when interpreting Portal data before analysis. Routes to source-specific skills.

development271

pedagogy-review

Run holistic pedagogical review on lecture slides. Checks narrative arc, student prerequisites, worked examples, notation clarity, and deck pacing.

development271

strategize

Design identification strategy or pre-analysis plan. Dispatches Strategist (proposer) and strategist-critic (validator). Replaces /identify and /pre-analysis-plan.

content-media271

deploy

Render Quarto slides and sync to docs/ for GitHub Pages deployment. Use when deploying lecture slides after making changes.

devops271

talk

Create and audit presentations (Beamer or Quarto RevealJS). Combines talk creation, visual audit, and compilation. Replaces /create-talk, /visual-audit, /compile-latex (for talks).

development271

stata

Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 17+ community packages (reghdfe, estout, did, rdrobust, etc.). Covers syntax, options, gotchas, and idiomatic patterns. Use this skill whenever the user asks you to write, debug, or explain Stata code.

development271

techdebt

Find and fix technical debt including duplicated code, dead code, outdated patterns, and code smells. Run at the end of sessions to clean up.

development54

stata-data-cleaning

Clean and transform messy data in Stata with reproducible workflows

testing54

empirical-playbook

This skill covers applied microeconomic empirical methods and research design. Use when the user is selecting an identification strategy, comparing estimators, running diagnostics, designing a research study, or evaluating an empirical strategy. Triggers on "which method", "what estimator", "how to choose", "method comparison", "empirical strategy", "research design", "applied micro", "identification strategy", "power analysis", "design-based", "model-based", "minimum detectable effect", "specification".

testing54

academic-paper-writer

Draft economics papers with proper structure and academic style

documentation54

statspai

Agent-native causal inference & econometrics toolkit for Python. 390+ functions, one import, unified API. Covers OLS, IV, DID, staggered DID, RDD, PSM, SCM, DML, Causal Forest, Meta-Learners, TMLE, neural causal models, and more. Every function returns structured result objects with self-describing schemas for LLM-driven workflows.

tools54

python-panel-data

Panel data analysis with Python using linearmodels and pandas.

development54

estimate

Run a structural estimation pipeline — routes to /workflows:work with estimation context from empirical-playbook

devops54

r-econometrics

Run IV, DiD, and RDD analyses in R with proper diagnostics

tools54

beamer-presentation

Create academic presentations in Beamer with professional themes

content-media54

slfg

Full autonomous research workflow using swarm mode for parallel execution

research54

publication-output

This skill covers publication-quality tables and figures for academic research papers. Use when formatting regression results, summary statistics, Monte Carlo output, or research visualizations for LaTeX inclusion. Triggers on "table", "figure", "tabulate", "stargazer", "publication-ready", "LaTeX table", "event study plot", "coefficient plot", "RD plot", "power curve", "specification curve", "binscatter", "format results", "booktabs".

development54

replicate

Build and verify replication packages — routes to reproducibility-auditor agent

development54

commit-push-pr

Commit changes, push to remote, and create a pull request. Use for completing features or fixes ready for review.

tools54

research-ideation

Generate research questions from economic phenomena

research54

latex-tables

Generate publication-ready regression tables in LaTeX.

tools54

submission-guide

This skill covers academic journal submission, referee responses, and revision management. Use when the user is preparing a manuscript for submission, formatting for a specific journal, responding to referees, or managing revisions. Triggers on "submit", "referee", "revision", "R&R", "response letter", "journal", "formatting", "submission", "resubmit", "cover letter", "referee report", "revise and resubmit".

development54

general-equilibrium-model-builder

Build and solve Walrasian general equilibrium models with theory derivations and Julia computation

development54

sdd

Implements the Spec-Driven Development lifecycle (Intent, Requirements, Design, Tasks, Build) for structured feature development. Use when the user wants to scaffold a new feature spec, generate EARS requirements, create a technical design, break work into tasks, or check spec status. Trigger on keywords: sdd, spec-driven, ears requirements, feature spec.

development54

stata-regression

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

tools54

structural-modeling

This skill covers structural econometric models. Use when the user is building, estimating, or debugging structural models — including BLP demand estimation, dynamic discrete choice, auction models, or any workflow involving moment conditions, nested fixed-point algorithms, or MPEC formulations. Triggers on "structural model", "moment conditions", "NFXP", "MPEC", "BLP", "random coefficients", "dynamic discrete choice", "CCP", "Rust model", "auction estimation", "GMM objective", "inner loop", "contraction mapping", or convergence/starting value problems in optimization-based estimation.

development54

econ-visualization

Create publication-quality charts and graphs for economics papers.

testing54

code-simplifier

Simplify and clean up code after changes are complete. Reduces complexity, improves readability, and ensures consistency.

development54

lfg

Full autonomous research workflow — brainstorm, plan, implement, review, and document

documentation54

causal-inference

This skill covers causal inference methods in observational and quasi-experimental settings. Use when the user is implementing, choosing between, or debugging causal identification strategies — including instrumental variables, difference-in-differences, regression discontinuity, synthetic control, or matching estimators. Triggers on "causal effect", "identification strategy", "instrumental variable", "2SLS", "GMM", "difference-in-differences", "DiD", "staggered treatment", "regression discontinuity", "RDD", "synthetic control", "matching", "propensity score", "IPW", "AIPW", "doubly robust", "LATE", "ATT", "ATE", "parallel trends", "exclusion restriction", "first stage", "weak instruments", or "endogeneity".

development54

lit-review-assistant

Search, summarize, and synthesize economics literature

tools54

reproducible-pipelines

This skill covers reproducible research pipelines and replication packages. Use when the user is setting up a research project directory structure, configuring workflow managers (Make, Snakemake, DVC), managing computational environments, preparing replication packages for journal submission, or debugging reproducibility failures. Triggers on "reproducible", "replication package", "Makefile", "Snakemake", "DVC", "pipeline", "workflow manager", "data versioning", "conda environment", "Docker", "seed management", "AEA data editor", "replication", "project structure", or "submission checklist".

development54

latex-econ-model

Write and typeset economic models in LaTeX with proper notation

documentation54

game-theory

This skill covers game-theoretic methods in structural econometrics and industrial organization. Use when the user is working with strategic interactions, equilibrium analysis, or game-theoretic structural models — including entry games, conduct testing, auction models with strategic bidding, bargaining, or matching markets. Triggers on "Nash equilibrium", "subgame perfect", "best response", "strategic interaction", "entry game", "conduct testing", "auction", "mechanism design", "matching market", "bargaining", "BNE", "Bayesian Nash", "static game", "dynamic game", "repeated game", "multiple equilibria", "equilibrium selection", "discrete game", "oligopoly", "game-theoretic", "player", "payoff", "strategy", "dominant strategy", "Bresnahan-Reiss", "Ciliberto-Tamer", "partial identification", "set identification", or markup test.

development54

causal-ml

This skill covers causal machine learning methods in applied economics and quantitative social science. Use when implementing or choosing between modern ML-based causal estimators — including double machine learning, DML, partially linear models, interactive regression models, cross-fitting, Neyman orthogonality, debiased ML, causal forests, generalized random forest, GRF, honest causal trees, AIPW with machine learning, doubly robust with machine learning, DR-Learner, T-Learner, S-Learner, X-Learner, meta-learners, heterogeneous treatment effects, conditional average treatment effect, CATE, HTE, high-dimensional controls, LASSO controls, post-LASSO, post-double selection, Belloni-Chernozhukov-Hansen, Riesz representer, Chernozhukov, sample splitting, econml, DoubleML package, or any combination of machine learning and causal inference.

development54

bayesian-estimation

This skill covers Bayesian estimation and inference in quantitative social science. Use when the user is specifying priors, running MCMC, diagnosing chain convergence, or reporting posterior summaries — including hierarchical models, Bayesian structural models, and small-sample settings where priors regularize. Triggers on "Bayesian estimation", "Bayesian inference", "MCMC", "Markov chain Monte Carlo", "Stan", "PyMC", "NumPyro", "prior", "posterior", "credible interval", "Bayesian structural", "Bayesian BLP", "Bayesian DSGE", "hierarchical model", "random effects Bayesian", "posterior predictive check", "Bayes factor", "prior predictive check", "NUTS", "HMC", "Hamiltonian Monte Carlo", "R-hat", "rhat", "effective sample size", "ESS", "Bayesian calibration", "posterior distribution", "prior elicitation", "weakly informative prior", "brms", "rstanarm", "cmdstanpy", "pymc", "arviz".

development54

api-data-fetcher

Fetch economic data from FRED, World Bank, and other APIs

development54

identification-proofs

This skill covers formal identification arguments and proofs in structural and reduced-form econometrics. Use when the user needs to prove or formalize that a parameter is identified — including writing identification propositions, stating regularity conditions, deriving rank conditions, or showing observational equivalence fails. Triggers on "identification proof", "identification argument", "identify the parameter", "show identification", "identification condition", "exclusion restriction proof", "rank condition", "order condition", "identification strategy formal", "nonparametric identification", "parametric identification", "local identification", "global identification", "observational equivalence", "identification at infinity", "completeness condition", "regularity conditions", "Rothenberg", "proof of identification", "identification result", "identified parameter", "point identified", "set identified", "partial identification".

data-ai54

Adoption

brycewang-stanford

auto-empirical-research-skills

literature-review-tools

review-paper-light

review-grant

data-doc

Full-empirical-analysis-skill-Stata

research-paper-writing

ai-augmented-economist

coding-guidelines

aer-statspai

aer-preregistration

aer-identification

policy-brief-writing

aer-submission

aer-rebuttal

review-pap

aer-referee-sim

doc-coauthoring

referee-response

project-structure

lit-review

economist-data-skill

aer-robustness

aer-literature

review-paper-code

aer-workflow

StatsPAI_skill

research-director

Full-empirical-analysis-skill

aer-replication

aer-topic-selection

aer-tables-figures

Full-empirical-analysis-skill-R

robustness

review-paper

aer-introduction

aer-consistency

aer-paper-body

novelty-check

paper-poster

auto-review-loop

reference-verify

novelty-check

paper-polish

paper-submission

referee-report

paper-referee-revise

master-thesis-review

Command Development

auto-review-loop-minimax

run-experiment

vast-gpu

paper-slides

training-check

auto-paper-improvement-loop

research-lit

readability

paper-illustration

research-review

result-to-claim

paper-write

research-pipeline

idea-discovery

dse-loop

paper-writing

feishu-notify

mermaid-diagram

econfin-idea-finder

Command Development

research-companion

arxiv

analyze-results

ablation-planner

command-development

newproject

split-pdf

monitor-experiment

paper-plan