Assemble per-release evidence packages from artifacts already produced elsewhere in the project (traceability matrix, CI logs, PR review records, signed-commit lists, external…
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…
Create conceptual paper visuals, system diagrams, pipeline illustrations, cover-style research art, and non-numeric figure concepts.
Research how to implement a phase (standalone - usually use /qsd-plan-phase instead)
Orchestrates hypothesis-driven reasoning through the ADI cycle (Abduction-Deduction-Induction): generates competing hypotheses, verifies them logically, gathers empirical…
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…
Qualitative quality review of game design documents — answers "is this design good, and does it follow best practices?" — across all three GDD axes: systems, flows, and content…
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.
Collaborative multi-agent fix workflow using codex, gemini-cli, and an independent subagent. Use when the user asks to "collab fix", "multi-agent fix", or wants several AI tools…
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
Expand all TaskMaster tasks with deep research before coding begins. Reads tasks.json, launches parallel research agents per task in waves using the research-expander agent.
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,…
日本語ブログ記事から AI 生成文の特徴 (AI らしさ / AI くささ) を検出し、該当箇所と修正案を3点セット (検出 + 引用 + 修正案) で提示する。 自動修正は行わない。著者が判断して適用する。 Zenn / Qiita / Hatena 向け技術記事の推敲・公開前レビューで使用する。 Based on Wikipedia "Signs of…
Automated hypothesis generation using abductive reasoning and knowledge graph traversal
Hypothesis management skill for tracking business hypotheses through testing and validation
Multi-source research orchestrated across a persistent agent team. Use for queries asking for research-style investigation of a topic — comparing, contrasting, surveying,…
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.
Load when the user asks to add, import, compile, or ingest a research paper/PDF into OpenViking, especially when they mention ov-add-paper, ARA, claims, evidence, figures, tables,…
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…
Get a deep critical review of research from GPT via Codex MCP. Use when user says "review my research", "help me review", "get external review", or wants critical feedback on…
Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle.
Production-ready brief for short-form video — hook, shot list, on-screen text, audio plan, caption, CTA, aspect, length. Covers live-action + motion-graphic.
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…
Verify academic paper references — automated ground truth check + live arXiv verification + multi-agent cross-review protocol.
Extract full paper details from a CNKI paper page including title, authors, affiliations, abstract, keywords, fund, classification.
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…