brycewang-stanford/Auto-Empirical-Research-Skills - 第 6 页

topic-modeling

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

原文语言：英语

vlm-ocr-pipeline

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

原文语言：英语

stata-causal-inference

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

原文语言：英语

stata-data-audit

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

原文语言：英语

stata-data-provenance

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

原文语言：英语

stata-environment-diagnose

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

原文语言：英语

stata-graph

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

原文语言：英语

stata-help

Look up Stata command documentation and display formatted help text.

原文语言：英语

stata-inspect

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

原文语言：英语

stata-lint

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

原文语言：英语

stata-log

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

原文语言：英语

stata-modernize

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

原文语言：英语

stata-power-analysis

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

原文语言：英语

stata-publication-qa

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

原文语言：英语

stata-referee-response

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

原文语言：英语

stata-replication

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

原文语言：英语

stata-results

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

原文语言：英语

stata-run

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

原文语言：英语

stata-setup

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

原文语言：英语

stata

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

原文语言：英语

stata-table-builder

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

原文语言：英语

stata-toolkit

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

原文语言：英语

choosing-causalpy-methods

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

原文语言：英语

running-causalpy-experiments

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

原文语言：英语

running-placebo-analysis

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

原文语言：英语

slr-prisma

Guide users through writing a systematic literature review (SLR) following the PRISMA 2020 framework. Use this skill whenever the user mentions 'systematic review', 'systematic literature review', 'SLR', 'PRISMA', 'PRISMA 2020', 'PRISMA flow diagram', 'PRISMA…

原文语言：英语

thematic-analysis

Conduct rigorous thematic analysis (TA) of qualitative data following Braun and Clarke's (2006) six-phase framework. Use whenever the user mentions 'thematic analysis', 'TA', 'Braun and Clarke', 'qualitative coding', 'identifying themes', or asks for help…

原文语言：英语

citation-check

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

原文语言：英语

conjoint-cleaning

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

原文语言：英语

conjoint-diagnostics

Diagnose conjoint design integrity, estimation choices, and validity.

原文语言：英语

diverge

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

原文语言：英语

fair-check

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

原文语言：英语

figure-table-audit

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

原文语言：英语

journal-review

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

原文语言：英语

list-experiment

Design and diagnose list experiments (item count technique).

原文语言：英语

methods-reporting

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

原文语言：英语

replication-package

Scaffold or audit a social-science replication package at a target directory. Generates folder structure, README, master.R, figure/table crosswalk, codebook template, LICENSE placeholder, and pre-release checklist. Adapted from Yusaku Horiuchi's…

原文语言：英语

r-bayes

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

原文语言：英语

r-oop

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

原文语言：英语

r-package-development

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

原文语言：英语