Academic
Academic writing, research, citations
incentive-prompting
by v1truv1us
Research-backed prompting techniques for improved AI response quality (+45-115% improvement). Use when optimizing prompts, enhancing agent instructions, or when maximum response quality is critical. Invoked by /ai-eng/optimize command. Includes expert persona, stakes language, step-by-step reasoning, challenge framing, and self-evaluation techniques.
notebooklm-video-research
by BayramAnnakov
Automate NotebookLM notebook creation from YouTube videos. Given a YouTube video URL, extract information about people featured in the video, research them online, create a new NotebookLM notebook with the video and research as sources, and generate an audio overview. Uses screenshot-first automation to reliably target UI elements.
comprehensive-research
by v1truv1us
Multi-phase research orchestration for thorough codebase, documentation, and external knowledge investigation. Invoked by /ai-eng/research command. Use when conducting deep analysis, exploring codebases, investigating patterns, or synthesizing findings from multiple sources.
crew-roles
by modu-ai
다중 페르소나 콘텐츠 생성을 위한 7개의 크루 협업 역할. 크리에이티브 디렉터, 리서치 분석가, 리드 작가, 기술 리뷰어, 독자 대변인, 데블스 애드보킷, 편집장을 포함한다. Crew 모드에서 다중 페르소나 협업을 조율할 때 사용한다.
arl
by Jamie-BitFlight
Knowledge reference for Autonomous Refinement Loop research — pattern research into prerequisites for autonomous execution without synchronous human blocking gates. Defines failure categories, prerequisites, and conditions for replacing human judgment with machine-verifiable checks. Use when designing or evaluating autonomous agent loops, gate conditions, or HOOTL execution patterns.
pre-mortem
by alunadev
"Runs a structured pre-mortem on a PRD or launch plan, categorizing risks as Tigers, Paper Tigers, and Elephants, with launch-blocking action plans. Use before any significant product launch or execution milestone. Triggers on: pre-mortem, risk analysis, launch readiness, what could go wrong, launch risks, risk mitigation, launch blockers, stress-test plan."
charrier-et-al-big-brother-logic
by curiositech
Epistemic logic for multi-agent perceptual systems — Kripke models, vision sets, public announcement as coordination primitive, and satisfiability-as-reconfiguration applied to agents with limited observability. From Charrier, Ouchet, Schwarzentruber's "Big Brother Logic" demonstration paper (ENS Rennes / IRISA).
user-discovery
by alunadev
Expert user research and discovery advisor. Use before writing a PRD, when validating product assumptions, when metrics signal a problem but not the "why", when exploring a new user segment or job-to-be-done, or when preparing for stakeholder interviews. Produces structured discovery synthesis that feeds directly into product strategy and PRD writing.
scientific-brainstorming
by kjgarza
"Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving."
research-writing-assistant
by Hentry4
面向中文科研论文的AI写作助手。默认先讨论再执行，自动创建并维护plan上下文，支持去AI化写作、文献综述、Python图表与Miniconda环境配置，默认以Markdown/纯文本交付并提供Word迁移指引。
strategy-research
by xbklairith
Use when developing or documenting trading strategies - guides edge hypothesis formation, validates statistical significance, documents strategy rules systematically (entry, exit, risk management). Activates when user says "research this strategy", "document my approach", "test this idea", mentions "trading strategy", "edge", or uses /trading:research command.
scientific-writing
by kjgarza
"Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), abstracts, for research papers and journal submissions."
paper-digest
by iamseungpil
Generate shareable paper summaries for Discord/Slack/Twitter. Use when user provides arxiv paper(s) and wants a digestible summary to share. Triggers on phrases like "논문 요약", "paper summary", "share this paper", "디스코드에 공유", "summarize for sharing". Produces insight-centered single-paragraph summaries that explain WHY research matters, not just WHAT it does.
scholar-evaluation
by kjgarza
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill should be used when assessing research papers, evaluating literature reviews, scoring research methodologies, analyzing scientific writing quality, or applying structured evaluation criteria to academic work. Provides comprehensive assessment across multiple dimensions including problem formulation, literature review, methodology, data collection, analysis, results interpretation, and scholarly writing quality.
scientific-critical-thinking
by kjgarza
"Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims."
guided-ooda-loop
by m31uk3
Universal pattern for structured LLM interaction managing finite context windows through phased progression (Observe-Orient-Decide-Act). Use when the user has a complex problem, wants to design/build/create something (software, strategy, document, process), or uses phrases like "I have an idea for...", "help me design...", "guide me through...", or mentions OODA, RPI, or PDD. Reduces hallucinations through structured interaction.
research-pipeline
by dangeles
Use when you need a complete research workflow from initial literature search to polished, fact-checked document. Chains researcher -> synthesizer -> devils-advocate -> fact-checker -> editor automatically.
synthesizer
by dangeles
Use when multiple reviews or paper notes need integration, cross-cutting themes must be identified, or project-specific implications must be drawn from disparate sources
strategist
by dangeles
Use when research direction needs assessment, critical knowledge gaps must be identified, or priorities must be recommended based on impact, dependencies, and effort (especially at project milestones or when scope questions arise)
literature-researcher
by dangeles
Specialized literature review skill with review discovery, deep targeted research (15-30 papers per section), recency surveys, and convergence tracking for comprehensive literature reviews
devils-advocate
by dangeles
Use when substantive documents (reviews, analyses, synthesis documents) need adversarial review to strengthen arguments, identify weak points, and challenge assumptions before editorial polish (mandatory for Writer → Devil's Advocate pairing protocol)
researcher
by dangeles
Use when comprehensive literature research is needed, especially when quantitative parameters must be sourced from primary literature with proper citations and context (species, measurement methods, culture conditions)
essay-fact-checker
by dangeles
Use when factual claims in a science blog essay need verification with source URLs, or when proactive research enrichment would strengthen an argument.
fact-checker
by dangeles
Use when documents with quantitative claims need citation verification, especially when every number must trace to a specific inline superscript citation before publication