Skill collection
brycewang-stanford/Auto-Empirical-Research-Skills agent skills
- skills
- 383
- GitHub stars
- 4.6k
GitHub description: “🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文，并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.”
- Stars
- 4,556 (540 forks)
- Licence
- Unknown
- Last push
- Oct 2026
- Created
- Apr 2026
- Homepage
- copaper.ai
- academic-research
- agent-skills
- ai-agent
- awesome-list
- communication
- economics
- education
- empirical-research
- international-relations
- political-science
- psychology
- public-administration
- reproducible-research
- skills-library
- social-science
- sociology
Install all skills
npx skills add brycewang-stanford/Auto-Empirical-Research-SkillsAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in brycewang-stanford/Auto-Empirical-Research-Skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | A skill your agent uses when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscript for internal consistency: headline numbers across abstract, introduction, results, and tables… | brycewang-stanford/ | 4.6k | 1 repo | ~2.6k | Automated safety check: Pass | Unknown | 6 days ago |
| 2 | English LaTeX academic paper assistant for existing .tex projects. | brycewang-stanford/ | 4.6k | 1 repo | ~2.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 3 | Opinionated Bayesian modeling workflow with PyMC and ArviZ. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~3.5k | Automated safety check: Pass | MIT | 6 days ago |
| 4 | A skill your agent uses when the user asks to "generate daily paper", "search arXiv for EEG papers", "find EEG decoding papers", "review brain-computer interface papers", or wants to create paper… | brycewang-stanford/ | 4.6k | — | ~2.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 5 | Deeply analyze any empirical economics PDF using the five-question framework (五问框架): research question, identification strategy, core estimand, robustness logic, and scholarly contribution. | brycewang-stanford/ | 4.6k | — | ~1.7k | Automated safety check: Notes | Unknown | 6 days ago |
| 6 | A skill your agent uses when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an… | brycewang-stanford/ | 4.6k | — | ~868 | Automated safety check: Pass | Unknown | 6 days ago |
| 7 | Chinese LaTeX thesis assistant for existing .tex degree thesis projects (XeLaTeX/LuaLaTeX/latexmk). | brycewang-stanford/ | 4.6k | — | ~1.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 8 | This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes… | brycewang-stanford/ | 4.6k | — | ~2.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 9 | Deep-review-first audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats. | brycewang-stanford/ | 4.6k | — | ~3.6k | Automated safety check: Pass | Unknown | 6 days ago |
| 10 | 10.Typst Paper Typst academic paper assistant for existing .typ paper projects in English or Chinese. | brycewang-stanford/ | 4.6k | — | ~1.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 11 | Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. | brycewang-stanford/ | 4.6k | 3 repos | ~847 | Automated safety check: Pass | MIT | 6 days ago |
| 12 | Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. | brycewang-stanford/ | 4.6k | — | ~3.3k | Automated safety check: Pass | CC-BY-SA-4.0 | 6 days ago |
| 13 | A skill your agent uses when selecting, implementing, or stress-testing the causal identification strategy for an empirical economics manuscript — difference-in-differences (including staggered… | brycewang-stanford/ | 4.6k | 1 repo | ~3k | Automated safety check: Pass | Unknown | 6 days ago |
| 14 | A skill your agent uses when drafting or rewriting the introduction of an economics manuscript targeted at AER, AER:Insights, or an AEJ, or when compressing an abstract to the mandatory 100-word… | brycewang-stanford/ | 4.6k | 1 repo | ~2.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 15 | A skill your agent uses when positioning a manuscript against the existing economics literature, building the antecedents map for the introduction, deciding what to cite, or verifying that every… | brycewang-stanford/ | 4.6k | 1 repo | ~2.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 16 | A skill your agent uses when drafting or revising the body sections of an AER, AER:Insights, or AEJ manuscript — institutional background, data, empirical strategy, results, mechanisms, and… | brycewang-stanford/ | 4.6k | 1 repo | ~3.3k | Automated safety check: Pass | Unknown | 6 days ago |
| 17 | 17.Aer Rebuttal A skill your agent uses when responding to a Revise & Resubmit decision from AER, AER:Insights, or an AEJ, and a point-by-point response letter plus aligned manuscript revisions are needed. | brycewang-stanford/ | 4.6k | 1 repo | ~2.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 18 | A skill your agent uses when a complete draft exists and needs an adversarial internal review before submission — simulating the AER desk screen and three referee reports with calibrated severity… | brycewang-stanford/ | 4.6k | 1 repo | ~2.7k | Automated safety check: Pass | Unknown | 6 days ago |
| 19 | A skill your agent uses when assembling the AEA Data and Code Availability deposit for an AER, AER:Insights, or AEJ acceptance, writing the README, or auditing a replication package before the AEA… | brycewang-stanford/ | 4.6k | 1 repo | ~2.8k | Automated safety check: Pass | Unknown | 6 days ago |
| 20 | A skill your agent uses when the main empirical results exist but the manuscript lacks the robustness, heterogeneity, mechanism, and placebo checks that AER referees will demand. | brycewang-stanford/ | 4.6k | 1 repo | ~2.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 21 | A skill your agent uses when running the final pre-submission audit for an AER, AER:Insights, or AEJ manuscript — length, format, cover letter, per-author disclosure statements, file packaging, and… | brycewang-stanford/ | 4.6k | 1 repo | ~2.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 22 | A skill your agent uses when constructing or revising regression tables, descriptive statistics tables, or figures after results are estimated and before submission for an AER, AER:Insights, or AEJ… | brycewang-stanford/ | 4.6k | 1 repo | ~2k | Automated safety check: Pass | Unknown | 6 days ago |
| 23 | A skill your agent uses when evaluating whether a research idea clears the AER top-5 bar, when routing between AER, AER:Insights, and the AEJ family, or when sharpening a fuzzy contribution sentence… | brycewang-stanford/ | 4.6k | 1 repo | ~2k | Automated safety check: Pass | Unknown | 6 days ago |
| 24 | This skill should be used when the user asks to "review paper quality", "check paper completeness", "validate paper structure", "self-review before submission", or mentions systematic paper quality… | brycewang-stanford/ | 4.6k | 1 repo | ~1.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 25 | 25.Stata Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 17+ community packages (reghdfe, estout, did, rdrobust… | brycewang-stanford/ | 4.6k | 1 repo | ~3.3k | Automated safety check: Pass | Unknown | 6 days ago |
| 26 | STATA code pattern library for empirical archival accounting research. | brycewang-stanford/ | 4.6k | 1 repo | ~1.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 27 | 27.Fletcher Defamiliarization audit for empirical output. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | 1 repo | ~2.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 28 | A skill your agent uses when compiling a LaTeX paper, debugging LaTeX errors, building a paper PDF, or when a .tex file fails to produce output. | brycewang-stanford/ | 4.6k | — | ~913 | Automated safety check: Pass | Unknown | 6 days ago |
| 29 | Recommend AND run open-source AI tools, agents, Claude Code / Codex skills, and MCP servers for any stage of a literature review — searching, reading, extracting, synthesizing, screening… | brycewang-stanford/ | 4.6k | — | ~2.5k | Automated safety check: Notes | Unknown | 6 days ago |
| 30 | Evaluate a paper's contribution novelty, identify best-fit SSCI journal fields and ABS star rating, and recommend 20 target journals. | brycewang-stanford/ | 4.6k | — | ~3.4k | Automated safety check: Notes | Unknown | 6 days ago |
| 31 | This skill should be used when the user asks to "search for academic papers", "find working papers on SSRN", "look up a DOI", "download paper PDF", "check open access availability", "search NBER… | brycewang-stanford/ | 4.6k | — | ~3.5k | Automated safety check: Notes | Unknown | 6 days ago |
| 32 | A skill your agent uses when the project collects primary data or runs a field, lab, or survey experiment, before the intervention begins — write the pre-analysis plan, size the sample from a power… | brycewang-stanford/ | 4.6k | — | ~1.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 33 | Guide for creating DAAF agent definition files. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~2.9k | Automated safety check: Pass | Unknown | 6 days ago |
| 34 | This skill covers Bayesian estimation and inference in quantitative social science. | brycewang-stanford/ | 4.6k | — | ~3.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 35 | This skill covers causal inference methods in observational and quasi-experimental settings. | brycewang-stanford/ | 4.6k | — | ~3.1k | Automated safety check: Pass | Unknown | 6 days ago |
| 36 | Production-grade Bayesian causal inference with PyMC, CausalPy, and DoWhy. | brycewang-stanford/ | 4.6k | — | ~2k | Automated safety check: Pass | MIT | 6 days ago |
| 37 | This skill should be used when the user asks to "implement a DiD regression", "write a causal inference pipeline", "set up an event study", "implement instrumental variables", "run a regression… | brycewang-stanford/ | 4.6k | — | ~1.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 38 | 38.Causal ML This skill covers causal machine learning methods in applied economics and quantitative social science. | brycewang-stanford/ | 4.6k | — | ~2.2k | Automated safety check: Pass | Unknown | 6 days ago |
| 39 | 中英双语学术降 AIGC / bilingual academic de-AIGC skill. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~5k | Automated safety check: Pass | Unknown | 6 days ago |
| 40 | 40.Did Analysis Econometrics skill for Difference-in-Differences (DID) analysis. | brycewang-stanford/ | 4.6k | — | ~1.7k | Automated safety check: Pass | Unknown | 6 days ago |
| 41 | Downloads education datasets from configured mirror sources (parquet/CSV) with local Polars filtering. | brycewang-stanford/ | 4.6k | — | ~2.8k | Automated safety check: Pass | Unknown | 6 days ago |
| 42 | CSS — annual Clery Act crime/fire safety for Title IV institutions. | brycewang-stanford/ | 4.6k | — | ~4.1k | Automated safety check: Pass | Unknown | 6 days ago |
| 43 | CCD — federal universe of all U.S. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~4.4k | Automated safety check: Pass | Unknown | 6 days ago |
| 44 | CRDC — biennial OCR survey of all U.S. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~4.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 45 | FSA — Title IV aid at institution level (~5,500 institutions, 1999-2021). | brycewang-stanford/ | 4.6k | — | ~4.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 46 | MEPS — Urban Institute modeled school-level poverty (% at 100% FPL), from CCD + SAIPE (public schools, 2009-2022, 2-3yr lag). | brycewang-stanford/ | 4.6k | — | ~3.5k | Automated safety check: Pass | Unknown | 6 days ago |
| 47 | NACUBO endowment data (~650 institutions, 2012-2022). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.6k | — | ~4.1k | Automated safety check: Pass | Unknown | 6 days ago |
| 48 | NCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016). | brycewang-stanford/ | 4.6k | — | ~4.2k | Automated safety check: Pass | Unknown | 6 days ago |
Questions, answered from the data.
What is the best skill in brycewang-stanford/Auto-Empirical-Research-Skills?
Aer Consistency from brycewang-stanford/Auto-Empirical-Research-Skills ranks first of the 383 skills in brycewang-stanford/Auto-Empirical-Research-Skills listed here, with the highest score: its repository has 4.6k GitHub stars, 1 other GitHub owner carry a copy, its SKILL.md loads about 2.6k tokens and it passes the automated safety check with no findings. Next come Latex Paper En and Bayesian Workflow.
Are the skills in brycewang-stanford/Auto-Empirical-Research-Skills official?
None yet. All 383 skills in brycewang-stanford/Auto-Empirical-Research-Skills listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How do I install all skills from brycewang-stanford/Auto-Empirical-Research-Skills?
Run npx skills add brycewang-stanford/Auto-Empirical-Research-Skills in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.