brycewang-stanford/Auto-Empirical-Research-Skills

这个仓库里有 1161 个技能，GitHub 星标 ★ 3,829。

• Full-empirical-analysis-skillClassical end-to-end empirical analysis workflow in the traditional Python econo
• Full-empirical-analysis-skill-RClassical end-to-end empirical analysis workflow in the modern tidyverse + econo
• Full-empirical-analysis-skill-StataClassical end-to-end empirical analysis workflow in the traditional Stata ecosys
• auto-empirical-research-skillsRoute empirical-research requests through the Auto-Empirical Research Skills cat
• StatsPAI_skillUse when the user asks to run a full empirical / causal analysis in Python — by
• Full-empirical-analysis-skillClassical end-to-end empirical analysis workflow in the traditional Python econo
• Full-empirical-analysis-skill-StataClassical end-to-end empirical analysis workflow in the traditional Stata ecosys
• Full-empirical-analysis-skill-RClassical end-to-end empirical analysis workflow in the modern tidyverse + econo
• academic-paper-composerSystematic writing framework for philosophy and interdisciplinary academic paper
• academic-paper-strategistSystematic strategic planning framework for philosophy and interdisciplinary aca
• medical-imaging-review>
• paper-slide-deckGenerate professional slide deck images from academic papers and content. Create
• research-proposal>
• hypothesis-generationStructured hypothesis formulation from observations. Use when you have experimen
• literature-reviewConduct comprehensive, systematic literature reviews using multiple academic dat
• research-grantsWrite competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC.
• scientific-writingCore skill for the deep research and writing tool. Write scientific manuscripts
• citation-managementComprehensive citation management for academic research. Search Google Scholar a
• hypothesis-generationGenerate testable hypotheses. Formulate from observations, design experiments, e
• literature-reviewConduct comprehensive, systematic literature reviews using multiple academic dat
• peer-reviewSystematic peer review toolkit. Evaluate methodology, statistics, design, reprod
• research-grantsWrite competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specif
• scholar-evaluationApply the ScholarEval framework to systematically evaluate scholarly work across
• scientific-critical-thinkingEvaluate research rigor. Assess methodology, experimental design, statistical va
• scientific-writingCore skill for the deep research and writing tool. Write scientific manuscripts
• Getting Started with Research SuperpowersIntroduction to literature search & review skills - systematic paper finding, sc
• Answering Research QuestionsMain orchestration workflow for systematic literature research - search, evaluat
• Building Paper Screening RubricsCollaboratively build and refine paper screening rubrics through brainstorming,
• Checking ChEMBL for Structured SAR DataCheck if medicinal chemistry papers are in ChEMBL database to access curated bio
• Cleaning Up Research SessionsSafely remove intermediate files from completed research sessions while preservi
• Evaluating Paper RelevanceTwo-stage paper screening - abstract scoring then deep dive for specific data ex
• Finding Open Access PapersUse Unpaywall API to find free full-text versions of paywalled papers
• Searching Scientific LiteraturePubMed search with keyword optimization, result parsing, and metadata extraction
• Subagent-Driven Literature ReviewUse parallel subagents for large-scale paper screening and deep dive analysis
• Traversing Citation NetworksSmart backward and forward citation following via Semantic Scholar, with relevan
• stat-writingEnd-to-end statistical writing assistant for LaTeX - draft title/abstract/keywor
• academic-plottingGenerates publication-quality figures for ML papers from research context. Given
• autoresearchOrchestrates end-to-end autonomous AI research projects using a two-loop archite
• ml-paper-writingWrite publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI,
• latex-document>
• python-panel-dataPanel data analysis with Python using linearmodels and pandas.
• r-econometricsRun IV, DiD, and RDD analyses in R with proper diagnostics
• stata-regressionRun regression analyses in Stata with publication-ready output tables.
• beamer-presentationCreate academic presentations in Beamer with professional themes
• econ-visualizationCreate publication-quality charts and graphs for economics papers.
• api-data-fetcherFetch economic data from FRED, World Bank, and other APIs
• stata-data-cleaningClean and transform messy data in Stata with reproducible workflows
• code-simplifierSimplify and clean up code after changes are complete. Reduces complexity, impro
• commit-push-prCommit changes, push to remote, and create a pull request. Use for completing fe
• sdd>
• techdebtFind and fix technical debt including duplicated code, dead code, outdated patte
• research-ideationGenerate research questions from economic phenomena
• lit-review-assistantSearch, summarize, and synthesize economics literature
• general-equilibrium-model-builderBuild and solve Walrasian general equilibrium models with theory derivations and
• latex-econ-modelWrite and typeset economic models in LaTeX with proper notation
• academic-paper-writerDraft economics papers with proper structure and academic style
• latex-tablesGenerate publication-ready regression tables in LaTeX.
• causal-inference-mixtapeThis skill should be used when the user asks to "implement a DiD regression", "w
• bayesian-estimation>-
• causal-inference>-
• causal-ml>-
• empirical-playbook>-
• estimateRun a structural estimation pipeline — routes to /workflows:work with estimation
• game-theory>-
• identification-proofs>-
• lfgFull autonomous research workflow — brainstorm, plan, implement, review, and doc
• publication-output>-
• replicateBuild and verify replication packages — routes to reproducibility-auditor agent
• reproducible-pipelines>-
• slfgFull autonomous research workflow using swarm mode for parallel execution
• structural-modeling>-
• submission-guide>-
• workflows_brainstormExplore methodological approaches through structured analysis before planning im
• workflows_compoundDocument a recently solved research problem to compound methodological knowledge
• workflows_ideateDivergent research ideation — generate many candidate directions, then adversari
• workflows_planTransform research descriptions into well-structured implementation plans follow
• workflows_reviewRun multi-agent econometric review on estimation code, identification arguments,
• workflows_workExecute research implementation plans efficiently while maintaining estimation q
• commitStage, commit, create PR, and merge to main. Use for the standard commit-PR-merg
• compile-latexCompile a Beamer LaTeX slide deck with XeLaTeX (3 passes + bibtex). Use when com
• context-status|
• create-lectureCreate new Beamer lecture from papers and materials. Guided workflow with notati
• data-analysisEnd-to-end R data analysis workflow from exploration through regression to publi
• deep-audit|
• deployRender Quarto slides and sync to docs/ for GitHub Pages deployment. Use when dep
• devils-advocateChallenge slide design with 5-7 pedagogical questions. Checks ordering, prerequi
• extract-tikzExtract TikZ diagrams from Beamer source, compile to PDF, convert to SVG with 0-
• interview-meInteractive interview to formalize a research idea into a structured specificati
• learn|
• lit-reviewStructured literature search and synthesis with citation extraction and gap iden
• pedagogy-reviewRun holistic pedagogical review on lecture slides. Checks narrative arc, student
• proofreadRun the proofreading protocol on lecture files. Checks grammar, typos, overflow,
• qa-quartoAdversarial Quarto vs Beamer QA. Critic finds issues, fixer applies fixes, loops
• research-ideationGenerate structured research questions, testable hypotheses, and empirical strat
• review-paperComprehensive manuscript review covering argument structure, econometric specifi
• review-rRun the R code review protocol on R scripts. Checks code quality, reproducibilit
• slide-excellenceMulti-agent slide review (visual, pedagogy, proofreading). Use for comprehensive
• translate-to-quartoTranslate Beamer LaTeX to Quarto RevealJS. Multi-phase workflow with TikZ extrac
• validate-bibValidate bibliography entries against citations in all lecture files. Find missi
• visual-auditPerform adversarial visual audit of Quarto or Beamer slides checking for overflo
• compiledeckCreate and compile beautiful Beamer presentations following the Rhetoric of Deck
• fletcherDefamiliarization audit for empirical output. Systematically interrogates every
• newprojectScaffold a new research project with standard directory structure, CLAUDE.md tem
• referee2Systematic audit and review by Referee 2. Two modes — "deck" reviews slide prese
• split-pdfDownload, split, and deeply read academic PDFs. Use when asked to read, review,
• causal-inference-rRun IV, DiD, and RDD analyses in R with proper diagnostics. Use when implementin
• commitStage, commit, create PR, and merge to main. Use for the standard commit-PR-merg
• compile-latexCompile a LaTeX manuscript with pdflatex (3 passes + bibtex). Use when compiling
• data-analysisEnd-to-end R data analysis workflow from exploration through regression to publi
• devils-advocateChallenge research design decisions, assumptions, and methodology choices with s
• econometrics-juliaJulia-based econometric and structural estimation for computationally intensive
• econometrics-rR-based econometric analysis for academic research. Use when writing R code for
• interview-meInteractive interview to formalize a research idea into a structured specificati
• lit-reviewStructured literature search and synthesis with citation extraction and gap iden
• proofreadRun the proofreading protocol on manuscript files. Checks grammar, typos, overfl
• research-ideationGenerate structured research questions, testable hypotheses, and empirical strat
• review-juliaRun the Julia code review protocol on Julia scripts. Checks code quality, type s
• review-paperComprehensive manuscript review covering argument structure, identification stra
• review-rRun the R code review protocol on R scripts. Checks code quality, reproducibilit
• stata>
• validate-bibValidate bibliography entries against citations in all manuscript files. Find mi
• data-analysis>-
• data-finder>-
• deep-audit>-
• lit-review>-
• new-project>-
• proofread>-
• quality-gate>-
• research-setup>-
• review-paper>-
• review-r>-
• validate-bib>-
• write-paper>-
• analyzeEnd-to-end data analysis dispatching Coder and Data-engineer for implementation,
• discoverDiscovery phase combining research interviews, literature search, data discovery
• new-projectFull research pipeline from idea to paper. Orchestrates all phases — discovery,
• reviewAll quality reviews — routes to appropriate critics based on target file type an
• reviseR&R cycle — classify referee comments and route to appropriate agents. Replaces
• strategizeDesign identification strategy or pre-analysis plan. Dispatches Strategist (prop
• submitSubmission pipeline — journal targeting, replication package, audit, and final g
• talkCreate and audit presentations (Beamer or Quarto RevealJS). Combines talk creati
• toolsUtility commands — commit, compile, validate-bib, journal, context-status, deplo
• writeDraft academic paper sections with notation protocol, anti-hedging, and humanize
• agent-authoring>-
• daaf-orchestrator>-
• data-scientist>-
• education-data-context>-
• education-data-explorer>-
• education-data-query>-
• education-data-source-campus-safety>-
• education-data-source-ccd>-
• education-data-source-crdc>-
• education-data-source-eada>-
• education-data-source-edfacts>-
• education-data-source-fsa>-
• education-data-source-ipeds>-
• education-data-source-meps>-
• education-data-source-nacubo>-
• education-data-source-nccs>-
• education-data-source-nhgis>-
• education-data-source-pseo>-
• education-data-source-saipe>-
• education-data-source-scorecard>-
• election-data-source-countypres>-
• geopandas>-
• linearmodels>-
• marimo>-
• plotly>-
• plotnine>-
• polars>-
• pyfixest>-
• r-python-translation>-
• science-communication>-
• scikit-learn>-
• skill-authoring>-
• stata-python-translation>-
• statsmodels>-
• svy>-
• stata-accounting-research|
• ai-augmented-economistIntegrate AI tools into economic research, teaching, and policy analysis with at
• doc-coauthoringCoordinate writing, revision, and submission workflows for collaborative academi
• policy-brief-writingCreate concise policy briefs that translate research into actionable recommendat
• research-directorStrategic research leadership for designing high-impact research agendas, coordi
• research-paper-writingPlan, draft and refine research papers with reproducible analysis and publicatio
• python-econ-computingUse when writing Python code for DSGE models, HANK models, numerical economic co
• review-grantRun a 6-agent pre-submission panel review for a grant proposal targeting a speci
• review-papRun a 6-agent pre-submission review of a pre-analysis plan (PAP) for a specified
• review-paperRun a 6-agent pre-submission referee report for an academic paper targeting a sp
• review-paper-codeReview research code for reproducibility and quality, extract the paper's main e
• review-paper-lightRun a fast 2-agent pre-submission check for an economics paper — focuses on cont
• apsa-styleAPSA style checker for Quarto (.qmd) files. Checks numbers, capitalization, abbr
• assess-outlineAssesses a research paper outline (.qmd file) against structured criteria from K
• latex-to-quartoConverts LaTeX article-class .tex documents to Quarto .qmd format for multi-form
• latex-to-typstTranslates LaTeX documents (.tex) to Typst (.typ), focusing on article-class doc
• markdown-unwrapUnwraps hard-wrapped markdown files so that each sentence ends with a newline in
• paper-summaryWrites expert academic paper summaries for social science research, particularly
• proofreadExpert copy editor for Quarto (.qmd) files. Checks grammar, spelling, punctuatio
• pseudo-mergeTakes a proofread or apsa-style report file (or any markdown file using **Origin
• quarto-cleanCleans a Quarto (.qmd) file by replacing LaTeX holdovers with proper Quarto/Pand
• redistricting-analysisRedistricting analysis in R using the redistverse ecosystem. Use whenever the us
• write-wellProse quality checker for Quarto (.qmd) files, grounded in William Zinsser''s *O
• bayesian-workflow>
• causal-inference>
• academic-paperAcademic paper writing skill with 12-agent pipeline. v2.5: Style Calibration (le
• academic-paper-reviewerMulti-perspective academic paper review with dynamic reviewer personas. Simulate
• academic-pipelineOrchestrator for the full academic research pipeline: research -> write -> integ
• deep-researchUniversal deep research agent team. 13-agent pipeline for rigorous academic rese
• a1|
• a2|
• a5|
• b1|
• b2|
• c1|
• c2|
• c3|
• c5|
• d2|
• d4|
• diverga|
• doctor|
• e1|
• e2|
• e3|
• f5|
• g1|
• g2|
• g5|
• g6|
• help|
• hud|
• humanize|
• i0|
• i1|
• i2|
• i3|
• diverga-memory|
• orchestrator|
• research-coordinator|
• setup|
• universal-ma-codebook|
• x1|
• algorithm-designerDesign and document statistical algorithms with pseudocode and complexity analys
• computational-inferenceComputational methods for statistical inference and optimization
• numerical-methodsNumerical algorithms and computational techniques for statistics
• simulation-architectDesign and implementation of comprehensive simulation studies
• statistical-software-qaQuality assurance and testing protocols for statistical software
• asymptotic-theoryM-estimation, influence functions, and semiparametric efficiency theory for caus
• identification-theoryDAG and potential outcomes frameworks for causal mediation identification
• mathematical-foundationsCore mathematical concepts and theoretical frameworks for statistics
• proof-architectStructured methodology for constructing and verifying mathematical proofs in sta
• cross-disciplinary-ideationField connection mapping and systematic ideation for method transfer
• literature-gap-finderMethod×Setting matrices and systematic gap identification
• mediation-meta-analystMeta-analysis frameworks and methods for mediation studies
• method-transfer-engineSix-phase protocol for adapting methods across research domains
• sensitivity-analystSensitivity analysis frameworks and assumption-testing methods
• methods-communicatorEffective communication strategies for statistical methods
• methods-paper-writerJASA/Biometrika manuscript structure with VanderWeele notation standards
• publication-strategistStrategic publication planning and venue selection for research
• econ-abstract-writing>
• academic-writingActivate when the user is drafting any academic economics content from scratch (
• anti-hallucination>
• econ-intro-writing>
• event-study>
• academic-paper-verify>
• commitStage, commit, create PR, and merge to main. Use for the standard commit-PR-merg
• data-analysisEnd-to-end R data analysis workflow from exploration through regression to publi
• deployRender Quarto slides and sync to docs/ for GitHub Pages deployment. Use when dep
• devils-advocateChallenge a slide deck design with 5-7 specific pedagogical questions. Checks or
• interview-meInteractive interview to formalize a research idea into a structured specificati
• lit-reviewStructured literature search and synthesis with citation extraction and gap iden
• proofreadRun the proofreading protocol on lecture files. Checks grammar, typos, overflow,
• replicate-paperRun a full 6-phase autonomous replication of a biomedical/epidemiology paper aga
• research-ideationGenerate structured research questions, testable hypotheses, and empirical strat
• review-paperComprehensive manuscript review covering argument structure, econometric specifi
• review-rRun the R code review protocol on R scripts. Checks code quality, reproducibilit
• abstractReads the manuscript and notebooks to generate a structured abstract. Use when w
• bib-checkCross-checks citation keys in index.qmd against references.bib, reporting missin
• check-envVerifies required tools (Quarto, uv, Python, R, Stata, TeX) and Jupyter kernels
• citeFinds a paper by title, author, or DOI, adds BibTeX to references.bib, and shows
• codebookAuto-generates a Markdown codebook from a dataset (CSV, DTA, Excel, Parquet) wit
• data-auditScans notebooks for data file references and verifies each file exists on disk.
• draft-sectionDrafts academic prose for a manuscript section from bullet points or an outline.
• env-snapshotCaptures tool versions, packages, and kernel info as a reproducibility record in
• executeExecutes all registered notebooks, strips noisy cell metadata, and syncs Jupytex
• figures-galleryGenerates an HTML gallery of all project figures with captions and source notebo
• freeze-checkChecks whether registered notebooks have current, stale, or missing outputs. Use
• handoffWrites a session handoff report to handoffs/ with project state, work done, deci
• initFills all [FILL:] placeholders across the template to initialize a new research
• interpret-resultsWrites academic prose interpreting regression output. Use when describing estima
• literature-noteCreates a structured annotation note in references/ with sections for research q
• new-analysisScaffolds a method-specific analysis notebook (DiD, IV, RDD, LASSO, Panel FE) wi
• new-notebookCreates a Jupyter notebook with Jupytext pairing and registers it in _quarto.yml
• new-slide-deckCreates a Quarto revealjs slide deck in slides/ with the project style guide. Us
• referee-responseDrafts a point-by-point response letter to referee comments with suggested edits
• regression-tableFormats estimation output as a publication-quality regression table with stars,
• renderRuns the clean render pipeline (HTML, PDF, Word) via scripts/render.sh. Use when
• robustness-tableGenerates robustness check code and formats results as a combined table. Use for
• submission-prepRuns pre-submission checks (word count, anonymization, citations, placeholders,
• sync-texTransfers prose edits from latex/index.tex (Overleaf) back into index.qmd. Use a
• coding-guidelinesStandardized Python & Stata coding practices for empirical research projects
• data-docDocument datasets, variables, sources, and merge keys for replication
• lit-reviewSummarize academic papers, extract key findings, and identify research gaps
• project-structureProject directory organization and script naming conventions for research
• referee-responseStructure responses to referee reports for R&R submissions
• robustnessChecklist of empirical robustness tests for finance/economics papers
• python-panel-dataPanel data analysis with Python using linearmodels and pandas.
• r-econometricsRun IV, DiD, and RDD analyses in R with proper diagnostics
• stata-regressionRun regression analyses in Stata with publication-ready output tables.
• beamer-presentationCreate academic presentations in Beamer with professional themes
• econ-visualizationCreate publication-quality charts and graphs for economics papers.
• api-data-fetcherFetch economic data from FRED, World Bank, and other APIs
• stata-data-cleaningClean and transform messy data in Stata with reproducible workflows
• research-ideationGenerate research questions from economic phenomena
• lit-review-assistantSearch, summarize, and synthesize economics literature
• general-equilibrium-model-builderBuild and solve Walrasian general equilibrium models with theory derivations and
• latex-econ-modelWrite and typeset economic models in LaTeX with proper notation
• academic-paper-writerDraft economics papers with proper structure and academic style
• latex-tablesGenerate publication-ready regression tables in LaTeX.
• stata>
• stata-c-plugins>-
• stata-skill-contributor>
• agent-identifierUse when creating or configuring Claude Code agents and their frontmatter.
• architecture-designUse only when creating new registrable ML components that require Factory or Reg
• bug-detectiveThis skill should be used when the user asks to "debug this", "fix this error",
• citation-verificationThis skill provides reference guidance for citation verification in academic wri
• code-review-excellenceThis skill should be used when the user asks to review a diff or pull request, w
• command-developmentThis skill should be used when the user asks to "create a slash command", "add a
• daily-codingUse for everyday coding tasks that involve writing or modifying source code.
• daily-paper-generatorUse when the user asks to "generate daily paper", "search arXiv for EEG papers",
• defuddleExtract clean markdown content from web pages using Defuddle CLI, removing clutt
• doc-coauthoringThis skill should be used when the user asks to co-author documentation, draft a
• frontend-designCreate distinctive, production-grade frontend interfaces with high design qualit
• git-workflowThis skill should be used when the user asks to "create git commit", "manage bra
• hook-developmentThis skill should be used when the user asks to "create a hook", "add a PreToolU
• json-canvasCreate and edit JSON Canvas files (.canvas) with nodes, edges, groups, and conne
• kaggle-learnerThis skill should be used when the user asks to "learn from Kaggle", "study Kagg
• latex-conference-template-organizerOrganize messy conference LaTeX template .zip files into clean Overleaf-ready st
• mcp-integrationThis skill should be used when the user asks to "add MCP server", "integrate MCP
• ml-paper-writingWrite publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. U
• obsidian-basesCreate and edit Obsidian Bases (.base files) with views, filters, formulas, and
• obsidian-cliInteract with Obsidian vaults using the Obsidian CLI to read, create, search, an
• obsidian-experiment-logUse this skill when the user discusses experiment design, ablations, training ru
• obsidian-link-graphUse this skill when the user wants to repair or strengthen Obsidian wikilinks am
• obsidian-literature-workflowUse this skill when the user keeps paper notes inside an Obsidian project knowle
• obsidian-markdownCreate and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, pro
• obsidian-project-bootstrapThis skill should be used when the user asks to start a new research project, im
• obsidian-project-lifecycleUse this skill when the user wants to detach, archive, purge, or otherwise chang
• obsidian-project-memoryThis skill should be used when the user asks to maintain an Obsidian knowledge b
• obsidian-research-logUse this skill when the user is discussing daily research work, TODOs, plans, st
• obsidian-synthesis-mapUse this skill when generating higher-level synthesis notes such as literature r
• paper-self-reviewThis skill should be used when the user asks to "review paper quality", "check p
• planning-with-filesTransforms workflow to use Manus-style persistent markdown files for planning, p
• plugin-structureThis skill should be used when the user asks to "create a plugin", "scaffold a p
• post-acceptanceThis skill should be used when the user asks to "prepare conference presentation
• research-ideationThis skill should be used when the user asks to "brainstorm research ideas", "us
• results-analysisThis skill should be used when the user asks to "analyze experimental results",
• results-reportThis skill should be used when the user asks to "write an experiment report", "s
• review-responseSystematic review response workflow from comment analysis to professional rebutt
• skill-developmentThis skill should be used when the user asks to create a new skill, repair an ex
• skill-improverThis skill should be used when the user asks to "apply skill improvements", "upd
• skill-quality-reviewerThis skill should be used when the user asks to "analyze skill quality", "evalua
• ui-ux-pro-maxThis skill should be used when the user asks to design or review a UI, create a
• uv-package-managerMaster the uv package manager for fast Python dependency management, virtual env
• verification-loopThis skill should be used when the user asks to "verify code", "run verification
• web-design-reviewerThis skill enables visual inspection of websites running locally or remotely to
• webapp-testingToolkit for interacting with and testing local web applications using Playwright
• writing-anti-aiThis skill should be used when the user asks to "remove AI writing patterns", "h
• zotero-obsidian-bridgeUse this skill when papers are collected in Zotero but the user wants detailed r
• research-companion>-
• industrial-ai-research>
• latex-paper-enEnglish LaTeX academic paper assistant for existing `.tex` projects. Use this sk
• latex-thesis-zhChinese LaTeX thesis assistant for existing .tex degree thesis projects (XeLaTeX
• paper-auditDeep-review-first audit for Chinese and English academic papers across LaTeX, Ty
• typst-paperTypst academic paper assistant for existing `.typ` paper projects in English or
• literature-review帮助用户撰写高质量的文献综述类论文。提供从选题、文献检索、评估筛选、结构规划到最终写作的全流程指导。适用于需要撰写独立文献综述论文或学术论文中文献综述部分的用户
• economist-data-skillGuide economists to authoritative data sources with explicit, confirmed data spe
• academic-proofreaderPerform an exhaustive, multi-pass proofread and copy-edit of an applied-microeco
• marginaleffectsManual for the marginaleffects R and Python package, and guide to the book "Mode
• pyfixest-referenceDense, machine-readable API reference for PyFixest — high-dimensional fixed-effe
• audit-replicationValidate the replication package for the sewage-house-prices project. Runs 10 ch
• commitStage, commit, and push changes for the sewage project. Creates a branch, commit
• context-status|
• create-talkGenerate Beamer presentations for the sewage-house-prices project by dispatching
• data-analysisEnd-to-end R data analysis for the sewage project. Writes analysis scripts follo
• data-depositPrepare a replication package for the sewage-house-prices project. Generates AEA
• draft-paperDraft sections of the sewage-house-prices academic paper. Handles section drafti
• econometrics-checkCausal inference design audit for the sewage-house-prices project. Runs a 4-phas
• humanizerStrip AI writing patterns from text. Checks 24 patterns across 4 categories (str
• identifyDesign or review identification strategy for the sewage-house-prices project. Pr
• interview-meStructured conversational interview to formalise a research idea or extension in
• lit-reviewStructured literature search and synthesis for the sewage-house-prices project.
• paper-excellenceComprehensive multi-dimensional review of the sewage-house-prices project. Runs
• proofreadProofread the sewage-house-prices manuscript. Checks 6 categories — structure, c
• research-ideationGenerate structured research questions, hypotheses, and empirical strategies fro
• respond-to-refereeStructure point-by-point referee responses for the sewage-house-prices paper. Cl
• review-paperSimulated peer review of the sewage-house-prices manuscript. Dispatches 2 indepe
• review-rR code review for the sewage project. Checks script structure, reproducibility,
• slide-excellenceMulti-agent review for research presentation slides in the sewage-house-prices p
• submitFinal submission verification gate for the sewage-house-prices paper. Runs full
• target-journalJournal targeting analysis for the sewage-house-prices paper. Recommends ranked
• validate-bibValidate bibliography entries against citations in manuscript and Quarto book fi
• ablation-plannerUse when main results pass result-to-claim (claim_supported=yes or partial) and
• analyze-resultsAnalyze ML experiment results, compute statistics, generate comparison tables an
• arxivSearch, download, and summarize academic papers from arXiv. Use when user says "
• auto-paper-improvement-loopAutonomously improve a generated paper via GPT-5.4 xhigh review → implement fixe
• auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews via Codex MCP, i
• auto-review-loop-llmAutonomous research review loop using any OpenAI-compatible LLM API. Configure v
• auto-review-loop-minimaxAutonomous multi-round research review loop using MiniMax API. Use when you want
• comm-lit-review-claude-singleCommunications-domain literature review with Claude-style knowledge-base-first r
• dse-loopAutonomous design space exploration loop for computer architecture and EDA. Runs
• experiment-bridgeWorkflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PL
• experiment-planTurn a refined research proposal or method idea into a detailed, claim-driven ex
• feishu-notifySend notifications to Feishu/Lark. Internal utility used by other skills, or man
• formula-derivationStructures and derives research formulas when the user wants to 推导公式, build a th
• grant-proposalDraft a structured grant proposal from research ideas and literature. Supports K
• idea-creatorGenerate and rank research ideas given a broad direction. Use when user says "找i
• idea-discoveryWorkflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creat
• idea-discovery-robotWorkflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware
• mermaid-diagramGenerate Mermaid diagrams from user requirements. Saves .mmd and .md files to fi
• monitor-experimentMonitor running experiments, check progress, collect results. Use when user says
• novelty-checkVerify research idea novelty against recent literature. Use when user says "查新",
• paper-compileCompile LaTeX paper to PDF, fix errors, and verify output. Use when user says \"
• paper-figureGenerate publication-quality figures and tables from experiment results. Use whe
• paper-illustrationGenerate publication-quality AI illustrations for academic papers using Gemini i
• paper-planGenerate a structured paper outline from review conclusions and experiment resul
• paper-posterGenerate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable P
• paper-slidesGenerate conference presentation slides (beamer LaTeX → PDF + editable PPTX) fro
• paper-writeDraft LaTeX paper section by section from an outline. Use when user says \"写论文\"
• paper-writingWorkflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure
• pixel-artGenerate pixel art SVG illustrations for READMEs, docs, or slides. Use when user
• proof-writerWrites rigorous mathematical proofs for ML/AI theory. Use when asked to prove a
• rebuttalWorkflow 4: Submission rebuttal pipeline. Parses external reviews, enforces cove
• research-litSearch and analyze research papers, find related work, summarize key ideas. Use
• research-pipelineFull research pipeline: Workflow 1 (idea discovery) → implementation → Workflow
• research-refineTurn a vague research direction into a problem-anchored, elegant, frontier-aware
• research-refine-pipelineRun an end-to-end workflow that chains `research-refine` and `experiment-plan`.
• research-reviewGet a deep critical review of research from GPT via Codex MCP. Use when user say
• result-to-claimUse when experiments complete to judge what claims the results support, what the
• run-experimentDeploy and run ML experiments on local or remote GPU servers. Use when user says
• semantic-scholarSearch published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar A
• ablation-plannerUse when main results pass result-to-claim (`claim_supported = yes` or `partial`
• analyze-resultsAnalyze ML experiment results, compute statistics, generate comparison tables an
• arxivSearch, download, and summarize academic papers from arXiv. Use when user says \
• auto-paper-improvement-loopAutonomously improve a generated paper via GPT-5.4 xhigh review \u2192 implement
• auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using a secondar
• auto-review-loop-llmAutonomous research review loop using any OpenAI-compatible LLM API. Configure v
• auto-review-loop-minimaxAutonomous multi-round research review loop using MiniMax API. Use when you want
• comm-lit-reviewCommunications-domain literature review and related-work search with database-aw
• dse-loopAutonomous design space exploration loop for computer architecture and EDA. Runs
• experiment-bridgeWorkflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PL
• experiment-planTurn a refined research proposal or method idea into a detailed, claim-driven ex
• feishu-notifySend notifications to Feishu/Lark. Internal utility used by other skills, or man
• formula-derivationStructure and derive research formulas when the user wants to 推导公式, derive a the
• grant-proposalDraft a structured grant proposal from research ideas and literature. Supports K
• idea-creatorGenerate and rank research ideas given a broad direction. Use when user says \"\
• idea-discoveryWorkflow 1: Full idea discovery pipeline. Orchestrates research-lit \u2192 idea-
• idea-discovery-robotWorkflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware
• mermaid-diagramGenerate Mermaid diagrams from user requirements. Save .mmd and .md files to fig
• monitor-experimentMonitor running experiments, check progress, collect results. Use when user says
• novelty-checkVerify research idea novelty against recent literature. Use when user says \"\u6
• paper-compileCompile LaTeX paper to PDF, fix errors, and verify output. Use when user says \\
• paper-figureGenerate publication-quality figures and tables from experiment results. Use whe
• paper-illustrationGenerate publication-quality AI illustrations for academic papers using Gemini i
• paper-planGenerate a structured paper outline from review conclusions and experiment resul
• paper-posterGenerate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable P
• paper-slidesGenerate conference presentation slides (beamer LaTeX → PDF + editable PPTX) fro
• paper-writeDraft LaTeX paper section by section from an outline. Use when user says \\\"\u5
• paper-writingWorkflow 3: Full paper writing pipeline. Orchestrates paper-plan \u2192 paper-fi
• pixel-artGenerate pixel art SVG illustrations for READMEs, docs, or slides. Use when user
• proof-writerWrites rigorous mathematical proofs for ML/AI theory. Use when asked to prove a
• rebuttalWorkflow 4: Submission rebuttal pipeline. Parses external reviews, enforces cove
• research-litSearch and analyze research papers, find related work, summarize key ideas. Use
• research-pipelineFull research pipeline: Workflow 1 (idea discovery) \u2192 implementation \u2192
• research-refineTurn a vague research direction into a problem-anchored, elegant, frontier-aware
• research-refine-pipelineRun an end-to-end workflow that chains `research-refine` and `experiment-plan`.
• research-reviewGet a deep critical review of research from GPT using a secondary Codex agent. U
• result-to-claimUse when experiments complete to judge what claims the results support, what the
• run-experimentDeploy and run ML experiments on local or remote GPU servers. Use when user says
• training-checkPeriodically check WandB metrics during training to catch problems early (NaN, l
• auto-paper-improvement-loopAutonomously improve a generated paper via Claude review through claude-review M
• auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using Claude Cod
• novelty-checkVerify research idea novelty against recent literature. Use when user says \"查新\
• paper-figureGenerate publication-quality figures and tables from experiment results. Use whe
• paper-planGenerate a structured paper outline from review conclusions and experiment resul
• paper-writeDraft LaTeX paper section by section from an outline. Use when user says \"写论文\"
• research-refineTurn a vague research direction into a problem-anchored, elegant, frontier-aware
• research-reviewGet a deep critical review of research from Claude via claude-review MCP. Use wh
• auto-paper-improvement-loopAutonomously improve a generated paper via Gemini review through gemini-review M
• auto-review-loopAutonomous multi-round research review loop. Repeatedly reviews using Gemini via
• grant-proposalDraft a structured grant proposal from research ideas and literature. Supports K
• idea-creatorGenerate and rank research ideas given a broad direction. Use when user says \"\
• idea-discoveryWorkflow 1: Full idea discovery pipeline. Orchestrates research-lit \u2192 idea-
• idea-discovery-robotWorkflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware
• novelty-checkVerify research idea novelty against recent literature. Use when user says \"查新\
• paper-figureGenerate publication-quality figures and tables from experiment results. Use whe
• paper-planGenerate a structured paper outline from review conclusions and experiment resul
• paper-posterGenerate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable P
• paper-slidesGenerate conference presentation slides (beamer LaTeX → PDF + editable PPTX) fro
• paper-writeDraft LaTeX paper section by section from an outline. Use when user says \"写论文\"
• paper-writingWorkflow 3: Full paper writing pipeline. Orchestrates paper-plan \u2192 paper-fi
• research-refineTurn a vague research direction into a problem-anchored, elegant, frontier-aware
• research-reviewGet a deep critical review of research from Gemini via gemini-review MCP. Use wh
• system-profileProfile a target (script, process, GPU, memory, interconnect) using external too
• training-checkPeriodically check WandB metrics during training to catch problems early (NaN, l
• vast-gpuRent, manage, and destroy GPU instances on vast.ai. Use when user says \"rent gp
• algorithm-visualizer-guideGuide to Algorithm Visualizer for interactive algorithm exploration
• bokeh-visualization-guideGuide to Bokeh for interactive browser-based research visualizations
• chart-image-generatorGenerate publication-quality chart images from research data
• color-accessibility-guideColorblind-friendly palettes and accessible visualization design
• d3-visualization-guideGuide to D3.js for building custom interactive data visualizations
• echarts-visualization-guideGuide to Apache ECharts for interactive research data dashboards
• geospatial-viz-guideCreate maps, choropleths, and spatial data visualizations for research
• interactive-viz-guideInteractive data visualization with Plotly, ECharts, and D3
• metabase-analytics-guideGuide to Metabase for open-source research data analytics and dashboards
• network-visualization-guideVisualize networks, graphs, citation maps, and relational data
• plotly-interactive-guideGuide to Plotly.py for interactive scientific visualizations in Python
• publication-figures-guideCreate journal-quality scientific figures with proper styling and accessibility
• python-dataviz-guidePublication-quality data visualization with matplotlib, seaborn, and plotly
• redash-analytics-guideGuide to Redash for SQL-driven research data dashboards and sharing
• dataviz-skills14 data visualization skills. Trigger: charts, plots, figures, publication-quali
• causal-inference-guideCausal inference methods including DiD, IV, RDD, and synthetic control
• econml-causal-guideApply EconML for causal inference combining machine learning and econometrics
• iv-regression-guideApply instrumental variables, 2SLS, and address endogeneity issues
• mostly-harmless-guideReplication code and guide for Mostly Harmless Econometrics methods
• panel-data-analystExpert panel data regression analysis with fixed effects and GMM
• panel-data-guidePanel data analysis with fixed and random effects models
• python-causality-guideLearn causal inference with Python using the Brave and True handbook
• robustness-checksSequential robustness checks in Stata with confounder blocks
• econometrics-skills12 econometrics skills. Trigger: causal analysis, regression models, treatment e
• stata-accounting-guideSTATA code for empirical accounting and financial economics research
• stata-analyst-guideStata workflows for publication-ready sociology and social science research
• stata-reference-guideComprehensive Stata reference covering syntax, econometrics, and 20+ packages
• time-series-guideApply ARIMA, VAR, cointegration, and time series econometric methods
• bayesian-statistics-guideBayesian inference methods including prior selection, MCMC, and model comparison
• data-anomaly-detectionDetect anomalies and outliers in research data using statistical methods
• hypothesis-testing-guideStatistical hypothesis testing, power analysis, and significance reporting
• meta-analysis-guideConduct systematic meta-analyses with effect size pooling and heterogeneity
• ml-experiment-trackerPlan reproducible ML experiment runs with parameters and metrics tracking
• modeling-strategy-guideStrategic statistical modeling, experimentation, and causal inference
• nonparametric-tests-guideApply Mann-Whitney, Kruskal-Wallis, and other nonparametric methods
• power-analysis-guideSample size calculation and statistical power analysis guide
• sem-guideStructural equation modeling with latent variables guide
• statistics-skills10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, h
• survival-analysis-guideConduct Kaplan-Meier, Cox regression, and time-to-event analyses
• csv-data-analyzerLoad, explore, clean, and analyze CSV data with statistical summaries
• data-cleaning-pipelineSystematic data cleaning workflows for research datasets
• data-cog-guideUpload messy CSVs with minimal prompting for deep automated analysis
• missing-data-handlingDiagnose missing data patterns and apply appropriate imputation strategies
• pandas-data-wranglingData cleaning, transformation, and exploratory analysis with pandas
• questionnaire-design-guideQuestionnaire and survey design with Likert scales and coding
• wrangling-skills10 data wrangling skills. Trigger: messy data, format conversion, missing values
• stata-data-cleaningClean, transform, and validate messy research data using Stata
• streamline-analyst-guideEnd-to-end data analysis AI agent with Streamlit UI
• survey-data-processingClean, recode, and prepare survey response data for analysis
• text-mining-guideApply NLP and text mining techniques to research text data
• ai-agent-papers-guideCurated 2024-2026 AI agent research papers collection
• ai-model-benchmarkingBenchmark AI models across 60+ academic evaluation suites and metrics
• anomaly-detection-papers-guideIndustrial anomaly detection methods and benchmark papers
• autonomous-agents-papers-guideDaily-updated collection of autonomous AI agent papers
• computer-vision-guideApply computer vision research methods, models, and evaluation tools
• deep-learning-papers-guideAnnotated deep learning paper implementations with code walkthroughs
• dl-transformer-finetuneBuild transformer fine-tuning plans for classification and generation
• domain-adaptation-papers-guideComprehensive collection of domain adaptation research papers
• generative-ai-guideCurated guide to generative AI covering LLMs and diffusion models
• graph-learning-papers-guideConference papers on graph neural networks and graph learning
• huggingface-apiSearch and discover ML models, datasets, and Spaces on Hugging Face
• huggingface-inference-guideRun NLP and CV model inference via Hugging Face free-tier API
• keras-deep-learningBuild and debug deep learning models with Keras and TensorFlow backend
• kolmogorov-arnold-networks-guidePapers and tutorials on KAN learnable activation networks
• llm-evaluation-guideEvaluate and benchmark large language models for research applications
• llm-from-scratch-guideBuild a ChatGPT-like LLM from scratch using PyTorch step by step
• ml-pipeline-guideBuild and deploy reproducible production ML pipelines for research
• nlp-toolkit-guideNLP analysis with perplexity scoring, burstiness, and entropy metrics
• npcpy-research-guideAll-in-one Python library for NLP, agents, and knowledge graphs
• prompt-engineering-researchSystematic prompt engineering methods for AI-assisted academic research workf...
• pytorch-guideAvoid common PyTorch mistakes and apply robust training patterns
• pytorch-lightning-guidePyTorch Lightning framework for scalable model training and research
• reinforcement-learning-guideReinforcement learning fundamentals, algorithms, and research
• responsible-ai-guideResources for trustworthy, fair, and ethical AI research
• ai-ml-skills27 ai & machine learning skills. Trigger: ML experiments, model training, deep l
• tensorflow-guideTensorFlow best practices for tf.function, GPU memory, and deployment
• transformer-architecture-guideGuide to Transformer architectures for NLP and computer vision
• vmas-simulator-guideVectorized multi-agent reinforcement learning simulator
• alphafold-apiQuery AlphaFold protein structure predictions by UniProt accession
• bioagents-guideAI scientist framework for autonomous biological research workflows
• biothings-apiQuery gene, variant, and drug annotations via BioThings APIs
• clawbio-guideOpenClaw bioinformatics skill library for genomics pipelines
• clinical-dialogue-agents-guidePapers on AI agents for clinical dialogue and medical QA
• clinical-research-guideDesign clinical studies and report using CONSORT, STROBE guidelines
• clinicaltrials-apiClinical trial registry database search API
• clinicaltrials-api-v2Search and analyze clinical trials via the ClinicalTrials.gov v2 API
• ena-sequence-apiAccess nucleotide sequence data from the European Nucleotide Archive
• enrichr-apiPerform gene set enrichment analysis using the Enrichr API
• ensembl-rest-apiQuery gene, sequence, and variant data via the Ensembl REST API
• epidemiology-guideEpidemiological study designs, measures of association, and public health ana...
• genomas-guideAutomate gene expression analysis with the GenoMAS multi-agent system
• genomics-analysis-guideWorkflows for RNA-seq, GWAS, and variant calling in genomic research
• genotex-benchmark-guideBenchmark for LLM agents on gene expression data analysis
• med-researcher-guideMulti-agent system for biomedical literature review and synthesis
• med-researcher-r1-guideMedical deep research agent with reasoning chain analysis
• medgeclaw-guideAI research assistant for biomedicine, RNA-seq, and drug discovery
• medical-data-apiAccess FDA drug data and WHO global health statistics for research
• medical-imaging-guideMedical image analysis with deep learning for research applications
• ncbi-blast-apiRun sequence similarity searches via the NCBI BLAST REST API
• ncbi-datasets-apiAccess genomes, genes, and taxonomy data via NCBI Datasets v2 API
• pdb-structure-apiSearch and retrieve 3D protein structures from the RCSB Protein Data Bank
• quickgo-apiBrowse and search Gene Ontology annotations via the QuickGO API
• biomedical-skills24 biomedical research skills. Trigger: medical research, clinical trials, genom
• architecture-design-guideDesign principles of form, function, sustainability in architecture
• innovation-management-guideInnovation metrics, R&D management research, and technology forecasting
• market-analysis-guideStructured frameworks for market sizing, competitive analysis, and strategic ...
• operations-research-guideOptimization and operations research methods for business and logistics
• business-skills5 business research skills. Trigger: business strategy, market analysis, competi
• strategic-management-guideFrameworks for strategic planning, resource allocation, and organizational an...
• cactus-cheminformatics-guidePNNL cheminformatics LLM agent for molecular analysis
• catalysis-hub-apiQuery computational catalysis reaction data via Catalysis Hub GraphQL
• chemeagle-guideMulti-agent system for chemical literature information extraction
• chemgraph-agent-guideAutomate molecular simulations with the ChemGraph agentic framework
• computational-chemistry-guideDFT, molecular simulation, and reaction prediction tools for chemists
• molecular-dynamics-guideMolecular dynamics simulation setup, execution, and trajectory analysis
• pubchem-api-guideSearch PubChem for chemical compounds, structures, and bioassay data
• retrosynthesis-guideRetrosynthetic analysis and computational reaction prediction
• chemistry-skills9 chemistry skills. Trigger: chemical structure analysis, reaction prediction, m
• spectroscopy-analysis-guideSpectral data analysis for NMR, IR, mass spectrometry, and UV-Vis
• ai-security-papers-guideAI security papers from top-4 security conferences
• algorithms-complexity-guideAnalyze algorithm complexity and computational efficiency for research
• code-llm-papers-guideSurvey and paper collection on LLMs for code generation
• dblp-apiSearch computer science publications, authors, and venues via DBLP
• distributed-systems-guideDistributed systems design patterns and analysis for CS research
• formal-verification-guideFormal methods, theorem proving, and model checking for CS research
• gaussian-splatting-papers-guideCurated papers and resources for 3D Gaussian Splatting
• llm-aiops-guidePapers on LLMs for IT operations and AIOps research
• cs-skills10 computer science skills. Trigger: algorithms, systems research, software engi
• software-engineering-researchGuide to software engineering research topics and methodologies
• software-heritage-apiArchive and retrieve source code history via Software Heritage API
• biodiversity-data-guideBiodiversity data access, species occurrence, and ecological tools
• conservation-biology-guideApply conservation biology methods, databases, and assessment tools
• gbif-apiGlobal biodiversity data API for species occurrences and datasets
• inaturalist-apiCitizen science platform API for biodiversity observations
• ecology-skills5 ecology & environmental science skills. Trigger: biodiversity surveys, species
• species-distribution-guideSpecies distribution modeling with MaxEnt, SDM methods, and GBIF data
• behavioral-economics-guideBehavioral economics research methods and key frameworks
• development-economics-guideApply development economics research methods and data sources
• fred-apiFederal Reserve Economic Data API for US economic indicators
• imf-data-api-guideRetrieve IMF economic indicators, exchange rates, and country data
• nber-working-papers-apiAccess NBER working papers and economic research datasets
• post-labor-economicsPost-labor economies with automation, UBI, and wealth distribution
• pricing-psychology-guideBehavioral economics in pricing strategies and consumer decisions
• repec-economics-apiAccess 4M+ economics working papers and articles via RePEc API
• economics-skills9 economics skills. Trigger: economic modeling, policy analysis, macroeconomic d
• world-bank-data-guideAccess World Bank development indicators and country statistics
• academic-study-methodsEvidence-based study techniques for academic learning and retention
• assessment-design-guidePsychometrics and educational assessment design for researchers
• curriculum-design-guideSystematic approaches to curriculum design using backward design and alignment
• educational-research-methodsQuantitative and qualitative research methods for education studies
• learning-science-guideEvidence-based learning science principles for educational research and practice
• mooc-analytics-guideAnalyzing MOOC data, learning analytics, and online education metrics
• open-syllabus-apiAnalyze most-taught books and texts via Open Syllabus analytics
• education-skills7 education research skills. Trigger: pedagogical research, course design, learn
• akshare-finance-dataAccess Chinese and global financial data using the AkShare Python library
• financial-data-analysisMethods for acquiring, cleaning, and analyzing financial datasets for research
• finsight-research-guideDeep financial research with the FinSight multi-agent system
• options-analytics-agent-guideAI agent for options pricing, Greeks, and strategy analysis
• portfolio-optimization-guidePortfolio theory, optimization algorithms, and asset allocation methods
• quantitative-finance-guideQuantitative methods for financial modeling, derivatives pricing, and risk an...
• risk-modeling-guideFinancial risk modeling including VaR, stress testing, and credit risk
• finance-skills8 finance skills. Trigger: financial modeling, market data, risk analysis, quant
• stata-accounting-researchSTATA code patterns for empirical accounting and finance research
• climate-modeling-guideClimate simulation, modeling tools, and climate data analysis methods
• climate-science-guideClimate data analysis, modeling workflows, and carbon neutrality research met...
• gis-remote-sensing-guideGIS analysis and remote sensing workflows for geospatial research applications
• pangaea-data-apiAccess earth and environmental science datasets via PANGAEA API
• satellite-remote-sensingSatellite imagery analysis and remote sensing for earth science research
• seismology-data-guideEarthquake data analysis, seismogram processing, and seismic research
• geoscience-skills6 geoscience & climate skills. Trigger: earth science data, GIS, remote sensing,
• digital-humanities-guideComputational methods for humanities research including text mining and netwo...
• ethical-philosophy-guideApplied ethics research methods and major ethical frameworks
• history-research-guideHistorical research from primary sources to scholarly analysis
• philosophy-research-guideResearch methods and analytical frameworks for philosophical inquiry and scho...
• political-history-guideChinese and European political struggle history and comparative analysis
• humanities-skills5 humanities skills. Trigger: textual analysis, archival research, digital human
• caselaw-access-apiQuery 360+ years of US case law via the Harvard Caselaw Access Project
• courtlistener-apiLegal case law database with PACER data and judge profiles
• legal-agent-skills-guideAgent skills collection for legal research and automation
• legal-nlp-guideNLP techniques for legal text analysis, case law mining, and contracts
• legal-research-guideLegal research methods, case law analysis, and compliance tools
• opencontracts-guideLegal document annotation, versioning, and analysis platform
• patent-analysis-guidePatent search, classification, landscape analysis, and prior art mining
• regulatory-compliance-guideRegulatory text mining, compliance research, and policy analysis tools
• law-skills9 legal research skills. Trigger: legal research, case law analysis, regulatory
• uk-legislation-apiAccess UK laws and statutory instruments via the Legislation.gov.uk API
• lean-theorem-proving-guideLLM agent for formal theorem proving in Lean 4
• linear-algebra-applicationsApply linear algebra concepts to research computing and data analysis
• numerical-methods-guideApply numerical methods and scientific computing techniques
• oeis-apiOn-Line Encyclopedia of Integer Sequences API
• math-skills6 mathematics skills. Trigger: mathematical proofs, theorem proving, numerical m
• symbolic-computation-guideComputer algebra systems: SymPy, SageMath, and Mathematica for research
• topology-data-analysisTopological data analysis: persistent homology, Mapper, and TDA tools
• clinical-pharmacology-guideClinical pharmacology principles for dosing, drug interactions, and patient s...
• clinical-trial-design-guideClinical trial methodology, biostatistics, and study design guidance
• drug-development-guideEnd-to-end drug development pipeline from target identification to regulatory...
• drug-target-interactionComputational drug-target interaction prediction and virtual screening
• madd-drug-discovery-guideMulti-agent system for automated drug discovery pipelines
• pharmacovigilance-guideAdverse drug event detection, safety signal mining, and drug monitoring
• pharma-skills6 pharmaceutical research skills. Trigger: drug discovery, pharmacology, clinica
• astrophysics-data-guideAstronomical data processing with Astropy, FITS files, and sky surveys
• computational-physics-guideComputational physics methods, simulations, and research tools
• nasa-ads-apiSearch astrophysics and physics literature via NASA ADS bibliographic database
• particle-physics-guideParticle physics data analysis with ROOT, HEPData, and event processing
• quantum-computing-guideExplore quantum computing research with Qiskit and Cirq frameworks
• physics-skills5 physics & astrophysics skills. Trigger: physics simulations, astronomical data
• ipums-microdata-apiAccess harmonized census and survey microdata via the IPUMS API
• network-analysis-guideSocial network analysis methods, metrics, and visualization tools
• psychology-research-guidePsychological research methods, experimental design, and analysis
• social-science-skills6 social science skills. Trigger: survey research, social networks, psychology,
• social-research-methodsCore methods for empirical social science research including surveys and expe...
• sociology-research-methodsSociological research methods from observation to quantitative analysis
• survey-research-guideDesign, deploy, and analyze surveys for social science and organizational res...
• citation-alert-guideSet up citation alerts and track new papers citing key references
• conference-proceedings-guideFind, access, and cite conference papers and proceedings effectively
• literature-mapping-guideVisual literature mapping and connected papers exploration
• paper-recommendation-guideSystematic paper recommendation and discovery using multiple methods
• papers-we-love-guideCommunity-curated directory of influential CS research papers
• rss-paper-feedsSet up RSS feeds and alerts to track new publications in your research area
• semantic-paper-radarSemantic literature discovery and synthesis using embeddings
• semantic-scholar-recs-guidePaper discovery via recommendation APIs (OpenAlex, CrossRef citation networks)
• discovery-skills9 paper discovery skills. Trigger: finding new relevant papers, tracking citatio
• zotero-arxiv-daily-guideGuide to Zotero arXiv Daily for personalized daily paper recommendations
• arxiv-latex-sourceDownload and parse LaTeX source files from arXiv preprints
• bioc-pmc-apiAccess PMC Open Access articles in BioC format for text mining
• core-api-guideSearch and retrieve open access research papers via CORE aggregator
• dataverse-apiDeposit and discover research datasets via Harvard Dataverse API
• doaj-apiSearch open access journals and articles in the DOAJ directory
• hal-archive-apiAccess French and European research via the HAL open archive API
• institutional-repository-guideAccess papers from institutional and subject repositories at scale
• interlibrary-loan-guideAccess papers through interlibrary loan and document delivery services
• open-access-guideNavigate open access policies, repositories, and legal full-text retrieval me...
• open-access-mining-guideMine open access full-text repositories for research data extraction
• osf-apiManage open science projects and preprints via the OSF REST API
• pmc-ftp-bulk-downloadBulk download PMC Open Access articles via FTP for large-scale mining
• pmc-oai-apiPubMed Central OAI-PMH metadata harvesting
• preprint-servers-guideGuide to preprint servers across scientific disciplines
• fulltext-skills16 full-text access skills. Trigger: accessing paper PDFs, bulk downloading, ope
• unpaywall-apiFind free legal full-text versions of scholarly articles via Unpaywall
• zotero-ai-butler-guideAI-powered paper summarization plugin for Zotero
• academic-paper-summarizerSummarize academic papers with structured extraction of key elements
• altmetrics-guideGuide to altmetrics and research impact beyond traditional citations
• bibliometrix-guidePerform science mapping and bibliometric analysis with R bibliometrix
• citation-network-guideAnalyze citation networks, impact metrics, and bibliometric patterns
• crossref-apiResolve DOIs and retrieve publication metadata from CrossRef registry
• crossref-event-data-apiTrack scholarly mentions across the web via Crossref Event Data
• datacite-apiResolve dataset DOIs and query research data metadata via DataCite
• doi-content-negotiationRetrieve structured metadata from any DOI via HTTP content negotiation
• doi-resolution-guideDOI content negotiation and metadata retrieval techniques
• h-index-guideUnderstanding and calculating research impact metrics
• journal-metrics-guideUnderstand journal impact factors, h5-index, CiteScore, and SJR
• opencitations-apiQuery open citation data and reference networks via OpenCitations
• orcid-apiLook up researcher profiles and academic identities via the ORCID registry
• orcid-integration-guideSet up and leverage ORCID for researcher identification and profiles
• orkg-apiQuery the Open Research Knowledge Graph for structured research data
• plumx-metrics-apiTrack research impact beyond citations via PlumX altmetrics API
• ror-organization-apiIdentify and link research organizations via the ROR registry API
• metadata-skills24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, a
• sophosia-reference-guideReference manager with PDF viewer and Markdown note support
• viaf-authority-apiDisambiguate author identities via the VIAF authority file API
• wikidata-api-guideQuery Wikidata SPARQL for scholarly metadata, authors, and entities
• zoplicate-dedup-guideDetect and manage duplicate items in Zotero libraries
• zotero-actions-tags-guideZotero workflow automation with custom actions and tags
• zotmoov-guideZotero plugin for automatic attachment file organization
• zutilo-guideZotero utility plugin for keyboard shortcuts and batch editing
• arxiv-apiSearch and retrieve preprints from the arXiv open-access repository
• arxiv-batch-reportingBatch search and report generation from arXiv preprint repository
• arxiv-cli-toolsCommand-line tools for searching and batch-downloading arXiv papers
• arxiv-paper-processorProcess and analyze arXiv papers systematically for research workflows
• baidu-scholar-guideUsing Baidu Scholar for Chinese and English academic literature search
• base-academic-searchSearch 400M+ open access documents via the BASE search engine API
• biorxiv-apiPreprint server API for biology and medicine papers
• boolean-search-guideMaster Boolean operators and advanced search syntax for academic databases
• chatpaper-guideUse ChatPaper to summarize and search arXiv papers with LLM assistance
• citation-chaining-guideForward and backward citation chaining techniques for literature search
• citeseerx-apiSearch computer science literature via the CiteSeerX digital library
• database-comparison-guideCompare major academic databases and when to use each for research
• deep-literature-searchMulti-source exhaustive literature search across academic databases
• eric-education-apiSearch 2M+ education research records via the ERIC database API
• europe-pmc-apiSearch biomedical and life sciences literature via Europe PMC
• findpapers-guideSearch multiple academic databases simultaneously with Findpapers
• google-scholar-guideAdvanced Google Scholar search techniques for comprehensive literature discovery
• ieee-xplore-apiSearch IEEE's 6M+ engineering and CS publications via the Xplore API
• lens-scholarly-apiSearch 300M+ scholarly and patent records via the Lens.org API
• mesh-terms-guideNavigate MeSH vocabulary for precise PubMed and MEDLINE searches
• open-library-apiSearch and access book metadata via the Open Library API
• open-semantic-search-guideSelf-hosted semantic search and text mining platform
• openaire-apiSearch EU-funded research outputs via the OpenAIRE Graph API
• openalex-apiQuery the OpenAlex catalog of scholarly works, authors, and institutions
• plos-open-access-apiSearch PLOS open access journals with full-text Solr-powered API
• pubmed-apiSearch biomedical literature and retrieve records via PubMed E-utilities
• scielo-apiAccess Latin American and developing world research via SciELO API
• semantic-scholar-apiSearch papers and analyze citation graphs via OpenAlex and CrossRef APIs
• share-research-apiDiscover open access research outputs via the SHARE notification API
• search-skills31 database search skills. Trigger: finding papers, search strategies, querying
• systematic-search-strategyConstruct rigorous systematic search strategies for literature reviews
• worldcat-search-apiSearch the world's largest library catalog via OCLC WorldCat API
• ai-scientist-v2-guideAutomated scientific discovery via agentic tree search by Sakana AI
• aim-experiment-guideTrack and compare research experiments with Aim experiment tracker
• claude-academic-workflow-guideClaude Code template for LaTeX, Beamer, and R research workflows
• data-collection-automationAutomate survey deployment, data collection, and pipeline management
• datagen-research-guideAI-driven multi-agent research assistant for end-to-end studies
• kedro-pipeline-guideBuild reproducible data science pipelines with Kedro for research projects
• mle-agent-guideIntelligent companion for ML engineering with arXiv integration
• paper-to-agent-guideTransform research papers into interactive AI agents for exploration
• rd-agent-guideMicrosoft AI-driven R&D agent for automated data and model development
• research-workflow-automationAutomate repetitive research tasks with pipelines, schedulers, and scripting
• automation-skills10 research automation skills. Trigger: automating experiments, tracking results
• auto-deep-research-guideAutomated deep research tool for thorough topic investigation
• deep-searcher-guideOpen deep research alternative for private data with vector search
• gpt-researcher-guideAutonomous agent for comprehensive deep research on any topic
• in-depth-research-guideStructured methodology for conducting exhaustive multi-source investigations
• khoj-research-guideAI second brain for deep research and personal knowledge management
• kosmos-scientist-guideClaude Code-driven autonomous AI Scientist for discovery
• llm-scientific-discovery-guideSurvey of LLM agents for biomedical scientific discovery
• local-deep-research-guideDeep research agent searching 10+ sources with local or cloud LLMs
• meta-synthesis-guideConduct qualitative meta-synthesis and evidence synthesis methods
• open-researcher-guideOpen pipeline for generating deep research trajectories with LLMs
• scoping-review-guideScoping review methodology for broad evidence mapping
• deep-research-skills13 deep research & systematic reviews skills. Trigger: systematic reviews, multi
• systematic-review-guideSystematic review methodology with PRISMA and evidence synthesis
• tongyi-deep-research-guideOpen-source deep research agent by Alibaba for scholarly research
• eu-horizon-guideNavigate EU Horizon Europe funding programs and proposal writing
• figshare-apiResearch data sharing and repository
• grant-budget-guidePrepare and justify research grant budgets across funding agencies
• grant-writing-guideWrite competitive research proposals with clear objectives and budgets
• nih-reporter-api-guideSearch NIH-funded grants and research projects via RePORTER API
• nsf-award-api-guideSearch NSF awards and grants with free public API, no auth required
• nsf-grant-guideNavigate NSF grant applications, program selection, and strategies
• open-science-guidePre-registration, open data, and FAIR principles for research
• funding-skills9 grants & funding skills. Trigger: grant applications, funding search, budget p
• zenodo-apiOpen research repository for all disciplines
• action-research-guideDesign and conduct action research and participatory studies
• claude-scientific-guideReady-to-use agent skills for scientific research and engineering
• experimental-design-guideDesign rigorous experiments using DOE, factorial designs, and response surfaces
• grad-school-guidePractical advice for thriving in PhD programs and academic research
• grounded-theory-guideApply grounded theory methodology to develop theory from data
• mixed-methods-guideGuide to designing and conducting mixed methods research
• osf-api-guideAccess Open Science Framework for preregistrations, preprints, and data
• parsifal-slr-guidePlan and manage systematic literature reviews with Parsifal platform
• qualitative-research-guideDesign and conduct qualitative research using grounded theory and case studies
• research-paper-kbBuild a persistent cross-session knowledge base from academic papers
• research-town-guideSimulate human research communities with multi-agent AI collaboration
• scientify-idea-generationGenerate research ideas from collected papers with gap analysis
• methodology-skills13 research methodology skills. Trigger: study design, methodology selection, sc
• slr-automation-guideTools and pipelines for automating systematic literature reviews
• automated-review-guideAI-assisted peer review tools, workflows, and quality standards
• latte-review-guideAutomate systematic literature reviews with LatteReview AI agents
• paper-critique-frameworkStructured framework for writing peer review reports and paper critiques
• paper-reading-assistantAI-assisted paper reading, PDF Q&A, and summarization workflows
• peer-review-guideConduct thorough, constructive peer reviews and evaluate research papers
• rebuttal-writing-guideWrite effective rebuttals to reviewer comments for journal submissions
• review-response-guideCraft effective point-by-point reviewer response letters
• scientify-write-review-paperWrite literature reviews and survey papers from collected papers
• paper-review-skills8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality
• google-colab-guideRun and manage Google Colab notebooks for Python and ML research
• jupyter-notebook-guideBest practices for computational research notebooks with reproducible workflows
• kaggle-api-guideDownload datasets, manage competitions and notebooks via Kaggle API
• overleaf-cli-guideSync and manage Overleaf LaTeX projects from the command line
• python-reproducibility-guideReproducible Python environments, notebooks, and literate programming
• r-reproducibility-guideCreate reproducible research workflows with R and RMarkdown/Quarto
• sandbox-execution-guideSecure sandboxed code execution environments for reproducible research computing
• code-exec-skills7 code execution skills. Trigger: running code, interactive notebooks, Jupyter,
• code-flow-visualizerConvert Python, JavaScript, and TypeScript functions into Mermaid flowcharts
• excalidraw-diagram-guideGenerate hand-drawn style Excalidraw diagrams from text descriptions
• json-data-visualizerGuide to JSON Crack for visualizing complex JSON data structures
• kroki-diagram-apiGenerate diagrams from text via Kroki's multi-format rendering API
• mermaid-architect-guideDesign complex multi-diagram architectures using advanced Mermaid syntax
• mermaid-diagram-guideCreate flowcharts, sequence diagrams, and architecture diagrams with Mermaid
• plantuml-guideCreate UML diagrams and architecture visualizations with PlantUML
• scientific-illustration-guideCreate graphical abstracts, schematic diagrams, and scientific illustrations
• diagram-skills9 diagrams & visuals skills. Trigger: creating diagrams, flowcharts, architectur
• tldraw-whiteboard-guideGuide to tldraw for infinite canvas whiteboarding and diagram creation
• anystyle-apiCitation reference parser using machine learning
• docsgpt-guideDeploy DocsGPT for private document analysis and research knowledge bases
• grobid-pdf-parsingExtract structured text, metadata, and references from academic PDFs
• large-document-readerSplit and read long documents chapter-by-chapter for structured analysis
• markdown-academic-guideWrite academic papers in Markdown with Pandoc for multi-format output
• paper-parse-guideDeep dual-mode reading of academic papers from PDF or URL sources
• pdf-extraction-guidePDF parsing, text extraction, and document format conversion
• document-skills10 document processing skills. Trigger: extracting text from PDFs, parsing refer
• zotero-addon-market-guidePlugin marketplace and discovery platform for Zotero
• zotero-night-theme-guideDark mode theme plugin for Zotero reference manager
• zotero-style-guideFeature-rich Zotero plugin for UI customization and styling
• citation-network-builderBuild and analyze citation networks from academic reference data
• concept-map-generatorGenerate structured concept maps from academic texts automatically
• graphiti-guideBuild real-time knowledge graphs for AI agents using Graphiti by Zep
• knowledge-graph-constructionBuild research knowledge graphs for literature synthesis and RAG systems
• notero-zotero-notion-guideSync Zotero references and annotations to Notion databases
• ontology-design-guideDesign ontologies and knowledge graphs for research data modeling
• openspg-guideAnt Group knowledge graph engine with SPG and KAG framework
• rag-methodology-guideRAG architecture for academic knowledge retrieval and synthesis
• knowledge-graph-skills9 knowledge graphs skills. Trigger: building knowledge graphs, connecting concep
• zotero-markdb-connect-guideSync Zotero references to Obsidian and Logseq markdown
• handwriting-recognition-guideApply handwriting OCR to digitize historical and archival documents
• latex-ocr-guideExtract and convert mathematical formulas from images and PDFs to LaTeX code
• latex-translation-guideTranslate LaTeX documents preserving math formulas and structure
• multilingual-research-guideStrategies for translating academic papers while preserving technical accuracy
• pdf-math-translate-guideTranslate scientific PDFs with preserved math formatting via PDFMathTranslate
• ocr-translate-skills7 ocr & translation skills. Trigger: scanning documents, recognizing formulas, t
• zotero-pdf-translate-guideGuide to Zotero PDF Translate for multilingual PDF and annotation translation
• zotero-pdf2zh-guidePDF Chinese translation plugin for Zotero reference manager
• academic-web-scrapingEthical web scraping and API-based data collection for research
• dataset-finder-guideSearch and download research datasets from Kaggle, HuggingFace, and repos
• easy-spider-guideGuide to EasySpider for visual no-code web data collection
• google-scholar-scraperEthical Google Scholar data collection techniques and best practices
• repository-harvesting-guideHarvest metadata from open repositories using OAI-PMH protocol
• scraping-skills6 web scraping & data collection skills. Trigger: collecting web data, finding d
• web-scraping-ethics-guideScrape web data ethically and legally for research purposes
• academic-citation-managerManage academic citations across BibTeX, APA, MLA, and Chicago formats
• bibtex-management-guideClean, format, deduplicate, and manage BibTeX bibliography files for LaTeX
• citation-assistant-skillClaude Code skill for citation workflow via OpenAlex and CrossRef
• citation-style-guideAPA, MLA, Chicago citation format guide with CSL configuration
• jabref-reference-guideGuide to JabRef open-source BibTeX and BibLaTeX reference manager
• jasminum-zotero-guideGuide to Jasminum for retrieving CNKI Chinese academic metadata in Zotero
• mendeley-apiManage references and search Mendeley's catalog via REST API
• obsidian-citation-guideCitation plugin for Obsidian note-taking with BibTeX support
• obsidian-zotero-guideInsert citations and notes from Zotero into Obsidian knowledge bases
• onecite-reference-guideAI toolkit to parse, complete, and format academic references
• papersgpt-zotero-guideAI plugin for Zotero with ChatGPT, Claude, and DeepSeek support
• papis-cli-guideGuide to Papis command-line document and bibliography manager for researchers
• reference-manager-comparisonCompare Zotero, Mendeley, EndNote, and Paperpile for research use
• citation-skills22 citation management skills. Trigger: managing references, formatting citation
• zotero-apiReference management library and collections API
• zotero-better-bibtex-guideGuide to Better BibTeX for Zotero for LaTeX and BibTeX workflows
• zotero-better-notes-guideGuide to Zotero Better Notes for comprehensive note-taking in research
• zotero-gpt-guideGuide to Zotero GPT for AI-powered research assistance within Zotero
• zotero-mcp-guideGuide to Zotero MCP for connecting Zotero library with AI assistants
• zotero-mdnotes-guideExport Zotero items and annotations to Markdown note files
• zotero-reference-guidePDF references add-on for enriching Zotero library metadata
• zotero-scholar-guideSave papers with metadata to Zotero via its API programmatically
• zotfile-attachment-guideGuide to ZotFile for Zotero attachment management, renaming, and syncing
• abstract-writing-guideCraft structured research abstracts that maximize clarity and journal acceptance
• discussion-writing-guideWrite effective discussion sections that interpret results and impact
• introduction-writing-guideGuide to writing effective research paper introductions
• literature-review-writingStructure and write comprehensive literature reviews for any field
• methods-section-guideGuide to writing clear and reproducible methodology sections
• ml-paper-writingWrite ML/AI research papers targeting NeurIPS, ICML, and ICLR venues
• research-paper-writerGuide for writing formal academic papers following IEEE and ACM standards
• response-to-reviewersWrite effective point-by-point responses to peer reviewer comments for revisions
• scientific-writing-guideCurated tools and techniques for scientific writing beyond LaTeX
• scientific-writing-resourcesCurated tools and resources for effective scientific writing
• scientific-writing-wrapperAI-powered scientific writing workflow from outline to polished draft
• composition-skills11 academic writing skills. Trigger: writing paper sections, structuring argumen
• academic-writing-latexLaTeX-based academic writing assistant for thesis and paper templates
• bibliography-management-guideManage references with BibLaTeX, natbib, and LaTeX bibliography styles
• latex-drawing-collectionLaTeX drawing examples for Bayesian networks, tensors, and diagrams
• latex-drawing-guideTikZ and PGFPlots techniques for publication-quality scientific figures
• latex-ecosystem-guideComprehensive guide to LaTeX editors, packages, and typesetting workflows
• latex-templates-collectionCollection of LaTeX templates for papers, presentations, and CVs
• math-typesetting-guideLaTeX math typesetting, equation formatting, and cross-referencing
• md-to-pdf-academicConvert Markdown to publication-quality PDF with LaTeX math rendering
• overleaf-collaboration-guideGuide to collaborative LaTeX editing with Overleaf
• latex-skills11 latex skills. Trigger: LaTeX typesetting, formatting papers, mathematical not
• tex-render-guideRender LaTeX math expressions to images in PNG, JPEG, and SVG
• tikz-diagrams-guideCreate publication-quality scientific diagrams with TikZ in LaTeX
• academic-tone-guideAdjust writing tone and register for academic audiences and venues
• academic-translation-guideAcademic translation, post-editing, and Chinglish correction guide
• academic-writing-refinerChecklist-driven academic English polishing and Chinglish correction
• ai-writing-humanizerRemove AI-generated patterns to produce natural, authentic academic writing
• chinese-text-humanizerTransform AI-generated Chinese text into natural academic writing style
• conciseness-editing-guideEliminate wordiness and redundancy in academic prose for clarity
• grammar-checker-guideUse grammar and style checking tools to polish academic manuscripts
• paper-polish-guideReview and polish LaTeX research papers for clarity and style
• plagiarism-detection-guideUse plagiarism detection tools and ensure manuscript originality
• polish-skills9 editing & proofreading skills. Trigger: polishing drafts, academic tone, proof
• arxiv-preprint-templateLaTeX template for arXiv preprints in NIPS/NeurIPS style format
• beamer-presentation-guideGuide to creating academic presentations with LaTeX Beamer
• conference-paper-templateTemplates and formatting guides for major academic conference submissions
• elegant-paper-templateBeautiful LaTeX template for working papers and technical reports
• graphical-abstract-guideCreate SVG graphical abstracts for journal paper submissions
• novathesis-guideLaTeX thesis template supporting multiple universities and formats
• scientific-article-pdfGenerate publication-ready scientific article PDFs from templates
• sjtuthesis-guideWrite SJTU theses using the SJTUThesis LaTeX template with full compliance
• templates-skills11 paper templates skills. Trigger: starting a new paper, formatting for submiss
• thesis-template-guideSet up LaTeX templates for PhD and Master's thesis documents
• thesis-writing-guideTemplates, formatting rules, and strategies for thesis and dissertation writing
• thuthesis-guideWrite Tsinghua University theses using the ThuThesis LaTeX template
• humanizer_academic|
• deslopRemove AI writing patterns from prose. Use this skill when writing, drafting, ed
• stop-slopRemove AI writing patterns from prose. Use when drafting, editing, or reviewing
• avoid-ai-writingAudit and rewrite content to remove AI writing patterns ("AI-isms"). Use this sk
• de-aigc-skills中英双语学术降 AIGC / bilingual academic de-AIGC skill. Removes AI-generated writing si
• humanize-chinese>
• aer-consistencyUse when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscri
• aer-identificationUse when selecting, implementing, or stress-testing the causal identification st
• aer-introductionUse when drafting or rewriting the introduction of an economics manuscript targe
• aer-literatureUse when positioning a manuscript against the existing economics literature, bui
• aer-paper-bodyUse when drafting or revising the body sections of an AER, AER:Insights, or AEJ
• aer-preregistrationUse when the project collects primary data or runs a field, lab, or survey exper
• aer-rebuttalUse when responding to a Revise & Resubmit decision from AER, AER:Insights, or a
• aer-referee-simUse when a complete draft exists and needs an adversarial internal review before
• aer-replicationUse when assembling the AEA Data and Code Availability deposit for an AER, AER:I
• aer-robustnessUse when the main empirical results exist but the manuscript lacks the robustnes
• aer-statspaiUse when aer-identification has fixed the design, after methodology choice and b
• aer-submissionUse when running the final pre-submission audit for an AER, AER:Insights, or AEJ
• aer-tables-figuresUse when constructing or revising regression tables, descriptive statistics tabl
• aer-topic-selectionUse when evaluating whether a research idea clears the AER top-5 bar, when routi
• aer-workflowUse when deciding which AER-skills sub-skill to use next, before choosing a spec
• choosing-causalpy-methodsChoose the appropriate CausalPy experiment class from a causal question, data st
• running-causalpy-experimentsFit, summarize, plot, and interpret a chosen CausalPy experiment. Use after the
• running-placebo-analysisPerforms placebo-in-time sensitivity analysis with hierarchical null model and o
• slr-prismaGuide users through writing a systematic literature review (SLR) following the P
• thematic-analysisConduct rigorous thematic analysis (TA) of qualitative data following Braun and
• citation-checkAudit in-text/reference parity, DOIs, claim support, and citation style.
• conjoint-cleaningClean and reshape Qualtrics conjoint exports to analysis-ready long format.
• conjoint-designDesign conjoint experiments: attributes, power, AMCE/AMIE estimation.
• conjoint-diagnosticsDiagnose conjoint design integrity, estimation choices, and validity.
• cross-national-designDesign cross-national survey experiments: power, equivalence, localization.
• divergeBefore implementing, generate 3-5 conceptually distinct approaches labeled by cr
• fair-checkAudit manuscript and replication package against FAIR open-science principles.
• figure-table-auditAudit figures, tables, captions, cross-references, and statistical notes.
• figuresDesign and format publication-quality figures: chart choice, color, scales, lege
• hypothesis-buildingBuild falsifiable causal hypotheses: DAGs, FPCI, equivalence testing.
• journal-reviewDraft a senior peer-review report on a social-science manuscript.
• list-experimentDesign and diagnose list experiments (item count technique).
• literature-reviewBuild or audit a literature review: evidence map, gaps, synthesis plan.
• methods-reportingCheck methods reporting against CONSORT, JARS, DA-RT standards.
• narrative-buildingDraft scientific introductions: argument logic, framing, multi-experiment cohere
• paper-review-litePre-submission audit: argument, numerics, refs, writing, figures, replication.
• post-ocr-cleanupClean post-OCR text: correction, QA, multilingual handling, provenance.
• pre-registration-writingWrite pre-analysis plans: PAP structure, registry, analysis strategy.
• replication-packageScaffold or audit a social-science replication package at a target directory. Ge
• survey-designDesign survey instruments: questions, scales, flow, social desirability.
• tablesDesign and format publication-quality tables: column order, row grouping, notes,
• text-classificationLLM-based text classification: codebook, validation, agreement statistics.
• topic-modelingStructural topic modeling: STM spec, topic count, coherence-exclusivity.
• vlm-ocr-pipelineVLM-based OCR pipeline: model selection, prompts, architecture, evaluation.
• r-bayesPatterns for Bayesian inference in R using brms, including multilevel models, DA
• r-oopR object-oriented programming guide for S7, S3, S4, and vctrs. Use when designin
• r-package-developmentR package development guide covering dependencies, API design, testing, and docu
• r-performanceR performance best practices including profiling, benchmarking, vctrs, and optim
• r-style-guideR style guide covering naming conventions, spacing, layout, and function design
• rlang-patternsrlang metaprogramming patterns for data-masking, injection operators, and dynami
• tdd-workflowTest-driven development workflow for R using testthat. Use when writing new feat
• tidyverse-patternsModern tidyverse patterns for R including pipes, joins, grouping, purrr, and str
• econ-writeExpert economics paper writing assistant synthesizing advice from 50+ top guides
• EdgarToolsQuery and analyze SEC filings using EdgarTools
• briefing-noteStructured policy briefing note (1-2 pages). Issue, background, analysis, option
• cost-benefitCost-benefit analysis. Produces economic NPV and financial NPV side by side, wit
• econ-auditAudit economic analysis outputs (fiscal briefings, macro briefings, market resea
• fiscal-briefingPublic finances briefing. Supports UK, US, and Australia. Produces a single comp
• longlistBrainstorm a longlist of benefits and costs for a project. Outputs two clean tab
• macro-briefingMacroeconomic monitor. Supports UK, US, Euro area, and Australia. Pulls GDP, inf
• market-researchIndustry and market research. Market sizing, structure, competition, regulation,
• openalexUse when the user asks about academic literature, research papers, scholarly wor
• academic-baselineUse when working on any empirical academic research context — paper writing, dat
• brainstormUse when starting a new research project, exploring a research idea, deciding wh
• citation-managementUse when adding citations to a .bib file, importing references by DOI, cleaning
• compile-latexUse when compiling a LaTeX paper, debugging LaTeX errors, building a paper PDF,
• data-collectionUse when collecting data for a research project, downloading time series, buildi
• execute-planUse when a research implementation plan exists in docs/superpapers/plans/ and th
• journal-guidelinesUse when preparing a paper for submission to a specific journal, checking format
• journal-selectionUse when choosing a target journal for a paper, comparing journal rankings, aski
• literature-searchUse when the user asks to search for papers, review literature, find references
• paper-reviewUse when a paper is complete or near-complete and a holistic pre-submission audi
• paper-writingUse when drafting, rewriting, reviewing, or auditing prose for any section of an
• replication-driven-researchUse when starting empirical analysis, creating a data pipeline, generating resul
• robustness-checksUse when a main specification has produced a result, when preparing a paper appe
• statistical-modelingUse when estimating a statistical or econometric model, running a regression, sp
• tables-and-figuresUse when generating a LaTeX results table, creating a figure for a paper, format
• write-planUse when a research design spec exists and the user is ready to translate it int
• analyze>
• data-clean>
• data-profile>
• data-validate>
• eda>
• process-model>
• research-init>
• research-intake>
• visualize>
• check-citationsVerify academic citations against CrossRef, Semantic Scholar, and OpenAlex. Dete
• dowhy>-
• lifelinesComplete survival analysis library in Python. Handles right-censored data, Kapla
• stataShow mcp-stata identity, connected tools, and status. Use when the user asks if
• stata-causal-inferenceDesign, run, and critique causal inference workflows in Stata. Use when the user
• stata-data-auditAudit datasets for structure, missingness, labeling, suspicious values, duplicat
• stata-data-provenanceTrack dataset lineage, transformation steps, merge logic, and reproducibility ri
• stata-environment-diagnoseDiagnose local Stata, MCP, package, startup, graph-export, and permissions issue
• stata-graphList, export, and review Stata graphs from the current session.
• stata-helpLook up Stata command documentation and display formatted help text.
• stata-inspectDescribe and summarize the current dataset in memory. Optionally inspect a speci
• stata-lintRun static analysis on a Stata .do or .ado file and report style and best-practi
• stata-logTail, read, or search a Stata log file from a previous command or background tas
• stata-modernizeImprove, modernize, and optimize existing Stata code for performance, portabilit
• stata-power-analysisPlan and critique power, MDE, and sample-size calculations for Stata-based resea
• stata-publication-qaReview regression outputs, tables, and graphs for publication readiness. Use whe
• stata-referee-responseOrganize and execute Stata workflows for referee responses, robustness requests,
• stata-replicationRun replication, robustness, and specification-sensitivity workflows for Stata p
• stata-resultsFetch and display stored r(), e(), and s() results from the last Stata command.
• stata-runRun arbitrary Stata code or a .do file and display the result.
• stata-setupInstall, configure, update, or verify mcp-stata across Claude Code, Codex, Gemin
• stata-table-builderBuild and review paper-ready regression, balance, and summary tables from Stata
• stata-toolkitActivate when users mention Stata commands, .do files, regressions, econometrics
• game-theory-paper-writerGenerate, continue, revise, polish, and stress-test game theory research papers.
• citation-fidelity学术引用核查Skill。要求每条引用必须定位到PDF原页，区分直接引用/间接引用，找不到原文则标注"待核"。触发词：引用核查/检查引用/citation che
• codebook-pass调查数据清洗Skill。处理调查数据（CGSS/CHIP/CSS等）时的标准化清洗流程，包括缺失值处理、变量编码统一、数据异常值检测。触发词：数据清洗/调查数据
• did-reviewer双重差分(DID)实证审查Skill。做DID分析前必须检查平行趋势假设、画图可视化、报告违背情况。触发词：DID审查/双重差分检查/平行趋势/DiD revi
• econ-reviewer经济学顶刊标准审稿Skill。按AER/QJE/Econometrica/JPE顶刊标准审查论文输出（图表+回归表），列出潜在致命缺陷。触发词：顶刊审稿/论文审
• grillme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
• latex-tableLaTeX回归表格生成Skill。辅助生成符合AER/QJE等顶刊格式的三线表，包括标准误聚类标注、显著性星标、固定效应标注。触发词：LaTeX表格/回归表/三
• R-optimizerR语言实证分析优化Skill。优化R代码效率、处理大规模面板数据、加速回归计算（并行化、向量化、向量化）。触发词：R语言优化/R加速/R性能优化/大规模数据处理
• agent-browserBrowser automation CLI for AI agents. Use when the user needs to interact with w
• arxivSearch and retrieve academic papers from arXiv using their free REST API. No API
• China-CF-Study根据研究者提供的**研究计划书（Research Proposal）**执行基于中国制度环境的公司金融类实证研究全流程。**启动后第一件事：根据计划书的主题、识
• chinese-ppt2Upgrade of chinese-ppt for Chinese Beamer decks (xelatex + ctex + fandol, CUFE t
• chinese-quote-converterConvert English straight quotation marks ("...") to Chinese curved quotation mar
• Command DevelopmentThis skill should be used when the user asks to "create a slash command", "add a
• data-cleaningClean and transform messy data for analysis in Python, R, or Stata
• data-fetcherFetch economic data from FRED, World Bank, BLS, OECD, and Yahoo Finance
• did-analysis|
• do-agentThis skill should be used when the user asks to "/do-agent", asks for "Execute c
• econfin-idea-finder>
• Econfin-Proposal>
• figure|
• fix-chinesePROACTIVE SKILL — automatically apply whenever writing, generating, or editing a
• Foreign-CF-Study根据研究者提供的**研究计划书（Research Proposal）**执行基于**外国（美国/欧盟/英国/日本/跨国）制度环境**的公司金融类实证研究全流程。
• iv-estimation|
• journal-digest>
• markitdownConvert various file formats (PDF, Office documents, images, audio, web content,
• marp-exportExport Marp slide markdown files to PDF (default), HTML, PPTX, or PNG. Handles t
• marp-slides-creator专业Marp演示文稿制作助手。支持完整工作流程：工作空间初始化、内容分析、slides制作、多维度审阅、中文语言规范审阅（中文演示文稿）、PNG转换检查、终稿确
• master-thesis-reviewGenerate master's thesis review reports (硕士论文评阅意见) calibrated to a given score.
• md-to-docxConvert Markdown files to Word documents (.docx) with proper formatting, Chinese
• ml-causal|
• novelty-checkVerify research idea novelty against recent literature. Use when user says "查新",
• ols-regression|
• panel-data|
• paper-pipelineOrchestrate the complete post-first-draft polishing pipeline for an academic LaT
• paper-polishProofread and verify academic papers in LaTeX. Runs 19 sequential checks coverin
• paper-referee-reviseRevise an academic paper based on journal referee reports. Reads referee comment
• paper-self-reviseRevise an academic paper based on internal review comments. Reads review report
• paper-styleRestructure an academic paper's title and section structure to match a target jo
• paper-submissionEvaluate a paper's contribution novelty, identify best-fit SSCI journal fields a
• paper-writerAutomatically write empirical sections of academic papers in LaTeX by reading ta
• rdd-analysis|
• readabilityCorrect grammar errors, typos, and improve academic readability in LaTeX, Markdo
• referee-reportGenerate academic referee reports for economics/finance papers, followed by a 15
• reference-verifyVerify references in an academic paper: check whether each BibTeX entry is real,
• Significance-Search|
• skill-creatorCreate new skills, modify and improve existing skills, and measure skill perform
• stata>
• stats|
• synthetic-control|
• table|
• time-series|
• web-access所有联网操作必须通过此 skill 处理，包括：搜索、网页抓取、登录后操作、网络交互等。触发场景：用户要求搜索信息、查看网页内容、访问需要登录的网站、操作网页界
• web-researchSearches multiple web sources, synthesizes findings, and produces cited research
• academic-paper-search>-
• five-questions>
• literature-survey-generator>-
• nber-working-papers-apiAccess NBER working papers and economic research datasets
• unpaywall-apiFind free legal full-text versions of scholarly articles via Unpaywall
• ssci-polishPolish English academic papers for SSCI journal submission. This skill checks gr
• literature-review-tools>-
• kaggle-researchUse when a research task needs reproducible Kaggle discovery, metadata inspectio