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Research & Learning skills

Research, academic papers, education, and exam prep (4.4K skills)

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Simulate academic peer review through five reviewer roles tailored to the paper's field. Receive separate critiques, an editorial decision, and a prioritized revision roadmap, or check whether a revised manuscript addresses earlier comments.

  • Review a manuscript before journal submission
  • Examine research methods and statistical validity
  • Challenge core arguments and alternative explanations
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Plan philosophy and interdisciplinary papers by comparing preprint platforms, searching literature, identifying unanswered questions, and assessing originality. Receive a detailed outline with section word counts, key citations, and improvements based on a reviewer-style assessment.

  • Planning a philosophy or interdisciplinary paper
  • Choosing a suitable preprint platform
  • Finding research gaps and assessing originality
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Develop a literature review from a focused research question through search planning, source evaluation, organization, and writing. It helps compare findings across papers, identify disagreements and research gaps, and build an outline with practical writing templates.

  • Planning a standalone literature review
  • Writing a paper's literature review section
  • Comparing themes and disagreements across studies
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Search for academic papers, retrieve publication details from identifiers such as DOIs, and create BibTeX reference records. Check existing bibliographies for missing information, duplicate entries, invalid identifiers, and formatting problems before using them in research writing.

  • Find papers on Google Scholar or PubMed
  • Convert paper identifiers into BibTeX references
  • Fill missing publication details
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Navigate a structured literature review workflow in Claude Code, from finding and screening papers to extracting results and following citations. Learn which related skills to use and how to organize findings, PDFs, and duplicate tracking.

  • Find papers containing specific methods or results
  • Define relevance criteria before screening many papers
  • Follow references and citations to find related studies
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Develop game theory papers from topics, model ideas, or drafts. The skill guides research questions, model design, equilibrium analysis, writing, and revision, with checks for mathematical rigor, citation gaps, and responses to reviewer comments.

  • Turn a research topic into a game theory model
  • Check equilibrium analysis and proofs
  • Revise a draft's structure and wording
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Evaluate research papers and scientific claims by examining study design, statistics, bias, and evidence quality. Receive a structured critique of strengths, weaknesses, supported conclusions, and practical improvements, with uncertainty and limitations made explicit.

  • Reviewing a paper's methods and conclusions
  • Assessing evidence quality across studies
  • Checking scientific claims in media reports
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

research-grants

FreeSummary

Draft research funding proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Organize research aims, methods, expected contributions, budgets, and timelines around each agency’s review criteria and submission requirements, including revisions responding to reviewer feedback.

  • Drafting a proposal for a specific funding agency
  • Explaining research significance and societal benefits
  • Aligning budget justifications with the research plan
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Evaluate papers, research proposals, and literature reviews using structured criteria. Produces evidence-based feedback on research questions, methods, data, analysis, and writing, with optional scores and prioritized recommendations tailored to the work's stage and purpose.

  • Reviewing a paper before submission
  • Assessing a research proposal's methods and feasibility
  • Checking the coverage and synthesis of a literature review
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

slr-prisma

FreeSummary

Draft and check a systematic literature review using PRISMA 2020, a reporting guideline for transparent reviews. Organize methods and findings into a Word manuscript, create a study selection flow diagram, and format references in APA 7th Edition style.

  • Drafting a first systematic literature review
  • Turning a protocol or extraction sheet into a manuscript
  • Creating a PRISMA study selection flow diagram
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Turn observations or preliminary data into competing scientific hypotheses grounded in literature. Develop explanations, assess what could disprove them, and produce testable predictions and experimental designs in a structured report with diagrams.

  • Develop hypotheses from observations or preliminary data
  • Compare competing explanations for a phenomenon
  • Define predictions that could disprove a hypothesis
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Proofread applied microeconomics manuscripts across prose, equations, tables, notes, and references. The workflow combines specialized reviews into a prioritized report with exact locations, suggested corrections, consistency checks, and items requiring author verification.

  • Proofreading an economics paper before submission
  • Checking numbers against tables and figures
  • Reviewing equations and terminology
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

check-citations

FreeSummary

Check academic references in BibTeX files against CrossRef, Semantic Scholar, and OpenAlex. Flag missing papers, mismatched authors, and questionable metadata, then export results for manual review or automated manuscript checks.

  • Checking AI-assisted bibliographies
  • Reviewing references before submission
  • Auditing citations in literature reviews
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

peer-review

FreeSummary

Evaluate scientific manuscripts and grant proposals for sound methods, statistics, reproducibility, ethics, and clear reporting. Produce a structured review that separates major concerns from minor issues and gives authors specific, constructive suggestions for revision.

  • Preparing a structured review of a scientific manuscript
  • Evaluating methods and statistics in a grant proposal
  • Checking reproducibility and reporting guidelines
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Develop literature reviews on AI for medical imaging, including segmentation, detection, and classification. Organize research from multiple sources into a structured manuscript with method comparisons, evaluation metrics, supporting citations, and limitations.

  • Drafting literature reviews on medical imaging AI
  • Comparing methods for segmentation, detection, and classification
  • Combining literature from ArXiv, PubMed, and Zotero
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

deep-research

FreeSummary

Develop a research question, search and verify literature, combine findings, and produce a structured report. Seven modes cover guided research discussions, briefs, literature reviews, fact-checking, and systematic reviews, with statistical pooling of study results when appropriate.

  • Clarify a research topic through guided questions
  • Build an annotated bibliography and synthesize findings
  • Check claims against verified sources
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Coordinate research, drafting, citation and data verification, AI review, revision, and final formatting through connected skills. Start from a research topic, an existing manuscript, or reviewer comments, with progress tracking and user checkpoints.

  • Manage a paper from initial research to final formatting
  • Begin verification and review from an existing draft
  • Organize reviewer comments and prepare revisions
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

research-grants

FreeSummary

Draft research funding proposals for NSF, NIH, DOE, and DARPA using agency-specific structures and review criteria. Develop research aims, significance, innovation, methods, milestones, and budget justifications into a proposal aligned with the funding opportunity.

  • Structure a proposal for a specific funding agency
  • Draft research aims, significance, and innovation sections
  • Align budgets and milestones with the research plan
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Turn observations or preliminary data into competing scientific hypotheses grounded in literature. It compares explanations, evaluates how they could be tested or disproved, and proposes experiments and measurable predictions in a structured report with diagrams.

  • Developing hypotheses from preliminary observations
  • Comparing competing explanations for a phenomenon
  • Planning experiments to distinguish hypotheses
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Search multiple academic databases, screen studies, assess their quality, and combine findings by theme. Produce a literature review in Markdown and PDF, with checked citations and a documented search and selection process.

  • Preparing a literature review for a thesis or paper
  • Comparing findings across studies on one topic
  • Identifying research gaps and future directions
brycewang-stanford/Auto-Empirical-Research-Skills4.7KUpdated Oct 20, 2026

Research industries, market trends, and funding activity to produce Chinese or English reports for private equity and venture capital research. Organize findings with sourced charts and tables, delivering PDF reports or requested DOCX and PPTX files.

  • Investigating technology sectors such as AI and SaaS
  • Preparing data-focused consumer or healthcare market reports
  • Reviewing funding rounds, investors, and exit activity
zebbern/claude-code-guide4.7KUpdated Oct 23, 2026

Get a simulated peer review of a paper, abstract, or selected sections. Receive assessments of originality, methods, results, and writing, with specific revision suggestions, severity ratings, and a prioritized checklist for improving the manuscript.

  • Run a simulated peer review before submitting a paper
  • Check whether methods and conclusions are adequately supported
  • Review an abstract for novelty and clarity
zebbern/claude-code-guide4.7KUpdated Oct 23, 2026

Research a topic using preserved source material and produce a draft article with citations. Check existing coverage, agree on comparison criteria, and record findings, trade-offs, and unanswered questions, or update an existing research document.

  • Comparing technologies or services using evidence
  • Combining papers and official documentation into a research article
  • Updating an existing research document
inkeep/open-knowledge4.7KUpdated Oct 23, 2026

flow-discover

FreeSummary

Research technical, market, or academic topics through multiple available AI providers working in parallel. Combine their findings into a report that preserves disagreements, identifies gaps, attributes sources, and recommends next steps with priorities.

  • Comparing libraries and implementation patterns
  • Researching markets and competitors
  • Synthesizing literature on a topic
nyldn/claude-octopus4.3KUpdated Oct 22, 2026