skills/15-Felpix-Studios-social-science-research/skills/proofread/SKILL.md
Run the proofreading protocol on academic writing — papers or manuscripts. Checks grammar, typos, layout issues, consistency, and academic writing quality. Produces a report without editing files. Make sure to use this skill whenever the user wants surface-level writing errors found — not substantive academic critique. Triggers include: "proofread", "check for typos", "grammar check", "look for errors in my draft", "proofread all", "polish this", "check my writing", "are there any mistakes", "proofread before I send this", or when the user wants a clean-up pass rather than feedback on arguments or methods.
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research proofreadInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Run the mandatory proofreading protocol on papers or manuscripts. Produces a report of all issues WITHOUT editing any source files.
Identify files to review:
$ARGUMENTS is a specific filename: review that file only$ARGUMENTS is all: review all files in manuscripts/ and Quarto/ (if it exists)$ARGUMENTS is a file in manuscripts/: treat as manuscript (not slides)$ARGUMENTS is empty or ambiguous and multiple files exist, use AskUserQuestion:
For each file, launch the proofreader agent that checks for:
GRAMMAR: Subject-verb agreement, articles (a/an/the), prepositions, tense consistency TYPOS: Misspellings, search-and-replace artifacts, duplicated words LAYOUT ISSUES: Overfull hbox (LaTeX slides/manuscripts), content exceeding slide boundaries (Quarto), table/column overflow in manuscripts CONSISTENCY: Citation format, notation, terminology, variable names matching table column names ACADEMIC QUALITY: Informal language, missing words, awkward constructions
Produce a detailed report for each file listing every finding with:
Save each report to quality_reports/:
.tex slide files: quality_reports/FILENAME_report.md.qmd slide files: quality_reports/FILENAME_qmd_report.mdquality_reports/FILENAME_proofread.mdIMPORTANT: Do NOT edit any source files.
Only produce the report. Fixes are applied separately after user review (see rules/proofreading-protocol.md).
Present summary to the user:
tools
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, citation-checking, and paper writing. Use when the user asks "what tool should I use to..." OR "install/run/use <tool> to ..." for research/lit-review work: automating a survey or related-work section, PDF→Markdown extraction for LLMs (MinerU/marker/docling), PRISMA / systematic review (ASReview), citation-backed Q&A over PDFs (PaperQA2), wiring papers into Claude/Cursor via MCP (arxiv/paper-search/zotero servers), or chatting with a Zotero library. Ships a launcher (scripts/litrun.py) that installs each tool in an isolated venv and runs it. Curated catalog of 70+ vetted projects. 支持中英文(用于「文献综述工具选型」与「一键安装/运行」)。
development
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. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
documentation
Use 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 calculation, and register with the AEA RCT Registry. Apply after the design is chosen in aer-identification and before any outcome data are seen.
tools
Guide economists to authoritative data sources with explicit, confirmed data specifications before retrieval; interfaces with Playwright MCP to navigate portals and extract real data, not articles about data.