Research how to implement a phase (standalone - usually use /gsd-plan-phase instead)
Advise on quantitative and qualitative research methodology — design, sampling, validity, reliability, measurement, ethics, analysis plan, and — mandatory in every methodology…
Generate, sharpen, and pressure-test research ideas — research questions, hypotheses, study angles, novel contributions, and contrarian framings.
Research how to implement a phase (standalone - usually use /gsd:plan-phase instead)
Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production.
Turn a paper (or several, a thesis, a body of work) into an academic talk — outline, per-slide content, speaker notes, opening hook, single take-home message, backup slides for…
Prepare manuscripts following APA, ASA, or discipline-specific guidelines with proper reporting standards and peer review navigation
Use when configuring artifacts for inter-job data passing or caching for faster builds. Covers cache strategies and artifact management.
Extract, translate and save arXiv CS.CV papers for a specific date. Use when user asks to fetch arXiv papers, download paper lists, extract CV papers, translate paper titles to…
Designs experiments to minimize and account for batch effects using balanced layouts and blocking strategies.
Applies multiple testing correction methods including FDR, Bonferroni, and q-value for genomics data.
Calculates statistical power and minimum sample sizes for RNA-seq, ATAC-seq, and other sequencing experiments.
Estimates required sample sizes for differential expression, ChIP-seq, methylation, and proteomics studies.
Multi-omic biomarker discovery studio that ingests expression + metadata, performs QC, multi-strategy feature selection, nested CV model training, survival analysis hooks, and…
Transform a product briefing into comprehensive, research-backed product management artifacts.
GLAW Case-Law Research — the firm's affirmative precedent-hunter. Given a legal issue, it FINDS the controlling and persuasive authority (statutes, regulations, and cases on…
Use when optimizing GitLab CI/CD pipelines for performance, reliability, or maintainability. Covers pipeline optimization and organizational patterns.
Multi-step reasoning patterns and frameworks for systematic problem solving. Activate for Chain-of-Thought, Tree-of-Thought, hypothesis-driven debugging, and structured analytical…
Conduct comprehensive multi-dimensional research on any subject using coordinated AI research specialists
AI-assisted literature review for question-answering over papers and evidence synthesis
Find recently-published CS/AI/ML researchers as ScholarFeed cold-outreach prospects. Given a research area (arXiv category or topic), pulls recent papers from the arXiv API,…
Automated hypothesis generation using abductive reasoning and knowledge graph traversal
Hypothesis management skill for tracking business hypotheses through testing and validation
Use when defining GitLab CI jobs, configuring scripts, setting up environments, or managing job dependencies. Covers job structure and execution options.
Research a UK legal question and produce a structured brief. Finds relevant legislation with section text, case law, OSCOLA citations, and a plain English summary.
Market intelligence aggregation skill for synthesizing market data from multiple sources
Integration with market research platforms and survey tools for primary and secondary research
Remove signs of AI-generated writing from academic medical papers. Use when editing or reviewing manuscripts to make them sound more natural and professionally written.
Audit paper drafts for logical consistency, compliance, and academic integrity (Triangulation Matrix).
Generate academic paper sections (Abstract, Intro, Methods, Experiments, Conclusion, Appendix) in LaTeX format based on extracted style.
Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python
Research workflow for finding well-substantiated contrarian positions. Specialized in anarchist theory, stigmergy, grassroots movements, guerilla gardening, and alternative media.
Produce a structured research brief on any topic — TL;DR, key facts with citations, notable quotes, suggested angles, open questions.
Navigate institutional review board processes, informed consent, confidentiality, and ethical considerations in human subjects research
Systematic root cause identification skill with 5 Whys, fishbone diagrams, fault tree analysis, and hypothesis testing
Academic literature search using Semantic Scholar API for citation-aware paper discovery
AI-powered virtual laboratory orchestrating multi-agent scientific research teams for autonomous hypothesis generation, experimental design, and validation in biomedical research.
ALWAYS use when managing GitLab Merge Requests via glab CLI: create, list, view, merge, comment (glab mr note), close, and link to OpenProject issues.
Guides Claude through creating analysis design documents for hypothesis-driven EDA. Use when the user wants to create, manage, or review analysis designs.
Explores existing data and analyses to help frame a hypothesis. Triggers: "framing", "何を分析する", "分析テーマ", "仮説を考えたい", "データを探して", "既存分析を確認", "analysis framing".
Records reasoning steps during hypothesis-driven analysis as an Insight Journal. Supports observation logging, evidence tracking, method decisions, question management, and…
Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find…
Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle.
Generate research-backed content briefs with keywords, competitors, intent, and SEO strategy from a topic.
ALWAYS use when reviewing GitLab MR diff and posting review findings as MR comments via glab CLI. ALWAYS use when user mentions MR 리뷰, MR review, MR 검토, MR 코드 리뷰, MR 안전성 리뷰, MR…
Add Kaggle/Colab/local environment branching to a notebook copied from Kaggle. Use when you have a Kaggle notebook that needs to run on Colab or locally — inserts ENV detection…
Academic paper review pipeline for computer vision LaTeX papers with professor, peer, and official reviewers
Post-session documentation chain — propagate changes through lab-notebook, journal, architecture, MEMORY, snapshot, and commit.
Synthesize user research into themes, insights, and recommendations. Use when you have interview transcripts, survey results, usability test notes, support tickets, or NP — from…
Master orchestrator for the AI-driven development workflow. Use when starting a new User Story / Issue implementation.
Turn a signal into testable hunt hypotheses, scope, datasets, and success criteria
Structured hypothesis formulation, experiment design, and results interpretation for Product Managers.
Use when the user invokes /inspirer or asks to brainstorm creatively, think outside the box, explore unconventional approaches, break out of stagnation, or generate…
Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 /…
Keyword research, find keywords, what keywords should I target, keyword analysis. Covers seed discovery, expansion, intent classification, qualitative difficulty assessment, and…
6つの検索API（Tavily/SerpAPI/Brave/NewsAPI/Reddit/Perplexity）を統合した最強リサーチシステム。 深層調査から出典付きレポート生成まで自動実行。 Use when: (1) user says「徹底調査」「深層リサーチ」「完全調査」「mega-research」, (2) user needs…
最高精度統合リサーチ。Grok-4 Live Search + Exa(81%/1.4s) + Tavily + Brave + NewsAPI + GIS 31ソース +…
Public social channels command center — X/Twitter, LinkedIn, Threads, Bluesky, Mastodon. Routes reads via x-research-skill + x-mcp (or mcp__x-mcp__*), posts via Typefully MCP…
Maintains a persistent, folder-based log of all agentic-os experiment runs. Each run writes one dated file to context/experiment-log/ and updates index.md.
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files.