Research & Search

majiayu000 Bundle

Use when creating a new walkerOS source. Example-driven workflow starting with research and input examples before implementation.

majiayu000 Bundle

Use when you need to mine a conversation, session transcript, or design discussion for architectural decisions before writing ADRs. Identifies problem-solution pairs, trade-off debates, technology choices, and explicit "[ADR]" tags. Triggers on "what decisions did we make", "extract decisions from this chat", "find the choices in our discussion", or "summarize architectural decisions". Also useful after long planning sessions to capture decisions that were made implicitly. Does NOT write ADR documents — use adr-writing or write-adr for that.

majiayu000 Bundle

Extract and search transcripts from multimedia sources (primarily YouTube). Allows finding specific topics within long content without watching the whole video.

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Research output templates, distillation workflow, and quality standards for evidence-driven research

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Master planner + deep researcher. Use when you need to turn a request into a research-backed, implementation-ready plan (PRP) using Tavily (web), Context7 (official docs), and Sequential Thinking (structured reasoning). Prioritizes Research → Plan → (optional) Implement → Validate.

majiayu000 Bundle

Apply research-through-design (RtD) methodology to investigate wellbeing in design contexts. Use when conducting user research, creating prototypes for understanding user needs, iteratively validating design decisions, or documenting lived experiences. Combines qualitative inquiry with iterative design and participant co-creation.

majiayu000 Bundle

Research libraries, APIs, and patterns using searchGitHub and Exa tools. Finds real-world implementations and saves structured reports to docs/research/. Use when investigating technologies, debugging issues, or comparing options.

majiayu000 Bundle

Use when you need to generate many creative options before systematically narrowing to the best choices. Invoke when exploring product ideas, solving open-ended problems, generating strategic alternatives, developing research questions, designing experiments, or when you need both breadth (many ideas) and rigor (principled selection). Use when user mentions brainstorming, ideation, divergent thinking, generating options, or evaluating alternatives.

majiayu000 Bundle

Transform data into compelling executive narratives using the What/Why/Next framework from Gartner research

majiayu000 Bundle

Generates a rigorous experiment design given a hypothesis. Use when asked to design experiments, plan experiments, create an experimental setup, or figure out how to test a research hypothesis. Covers controls, baselines, ablations, metrics, statistical tests, and compute estimates.

majiayu000 Bundle

Converts data, research, and articles into infographic-ready summaries with visual hierarchy and chart suggestions. Use when the user asks about infographics, data visualization, visual summaries, chart types, or statistics presentation.

majiayu000 Bundle

D1 swimming recruiting workflows including coach outreach, program research, SwimCloud tracking, and timeline management

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Systematic methodology for gathering, analyzing, and synthesizing research from multiple sources into coherent insights and actionable knowledge.

majiayu000 Bundle

Use when analyzing YouTube videos, extracting insights from tutorials, researching video content, or learning from talks and presentations

majiayu000 Bundle

Discovers and triages recent arXiv papers for AI/ML, agents, and software/QA. Use when scouting categories, arXiv IDs, or source lists.

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Session-start routine for this project. Use when beginning a new session or onboarding to this repo to load MEMORY.md and core project context (README), then summarize context and confirm readiness.

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Core research loop for scoping, searching, analyzing, and reporting with explicit constraints and validation.

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How nutrition science becomes dietary guidance, and how industry, agriculture, and politics shape that process. Covers the US Dietary Guidelines cycle, food labeling, WIC and SNAP, commodity subsidies, and the documented history of industry influence on research and recommendations. Use when a question asks why a guideline says what it says, how a recommendation got written, or whether an industry-funded study should be trusted.

majiayu000 Bundle

Domain-agnostic legislation verification and citation. Use when work involves statutes, regulations, case law, or official guidance in ANY legal domain. Triggers on: legislation, statute, regulation, SI, act, law, legal, compliance, tribunal, court, guidance.

majiayu000 Bundle

Financial regulatory knowledge base — A-shares (10% / 5% ST price limits, T+1 settlement, short-selling rules, new delisting rules), HK (T+0 short-selling, no price limits, odd-lot / grey market, profit test, insider dealing ordinance), US (PDT rule $25k threshold, Reg T margin, circuit breakers, SEC rules), crypto regulation, cross-border tax basics. Triggers: "监管规则", "涨跌停", "T+1", "融券", "退市", "做空规则", "PDT规则", "熔断", "保证金", "印花税", "監管規則", "漲跌停", "融券", "退市", "做空規則", "PDT規則", "熔斷", "保證金", "印花稅", "regulatory rules", "circuit breaker", "short selling rules", "PDT rule", "margin requirements", "stamp duty", "delisting rules", "trading rules", "settlement rules".

majiayu000 Bundle

Competitor research — pricing comparison, bestseller analysis, differentiation strategy

majiayu000 Bundle

Designing first-run product onboarding wizards that get users to the ah-ha moment without overwhelming them. Step architecture, progressive disclosure, escape hatches, completion incentives, drop-off measurement. Honest about tutorial-overload (dump everything upfront), skip-friendly-empty (skipped onboarding leads to abandoned product), and earned-progressive-disclosure (right things at the right moments) patterns. Triggers on onboarding wizard, product onboarding, first-run experience, signup flow, activation flow, FRX, time-to-value, ah-ha moment design. Also triggers when activation rates are low, when users skip onboarding and never return, when onboarding flows are being scoped for the first time, or when audience research shows users not finding key features.

majiayu000 Bundle

Capture research observations into AGET KB without committing specs. Use when discovering vocabulary candidates, RQ proposals, web findings, patterns, or observations mid-session that should be preserved before continuing.

majiayu000 Bundle

Deep analysis workflow for codebases, architectures, systems, products, markets, or research topics. Use when the user asks to analyze, investigate, assess, evaluate, compare, or research something in a structured way.

majiayu000 Bundle

Use when identifying seminal papers in a research field, mapping research lineage and intellectual heritage, discovering related work through reference tracking, or finding potential collaborators through co-citation analysis. Maps citation networks to trace research evolution, identify influential papers, and discover hidden connections in scientific literature. Supports systematic reviews, bibliometric analysis, and research planning through comprehensive citation tracking.

majiayu000 Bundle

TAM/SAM/SOM calculation, competitor analysis, and market trends identification. Use when analyzing markets, validating business ideas, or entering new markets.

majiayu000 Bundle

Search PubMed with veterinary-specific filters and MeSH terms to find relevant animal health research. Handles the sparse, multi-species nature of veterinary literature. Use for veterinary literature searches.

majiayu000 Bundle

Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.

majiayu000 Bundle

Find existing code patterns before implementing new features

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Research and extract an engineer's coding style, patterns, and best practices from their GitHub contributions. Creates structured knowledge base for replicating their expertise.

majiayu000 Bundle

Use when justifying technical debt to executives, calculating the cost of quality issues, translating tech metrics to business language, or planning quality budgets - uses research-backed formulas (2-3x defects, productivity multipliers) to convert code problems into dollars and ROI

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Propose next mechanistic interpretability experiments based on research state, hypotheses, and existing evidence

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Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological networks, transportation systems, citation networks, and any domain involving pairwise relationships.

majiayu000 Bundle

为 NSFC 正文"（二）研究内容"写作/重构，并同步编排"特色与创新"和"三年年度研究计划"，输出可直接落到 LaTeX 模板的三个 extraTex 文件。适用于用户要写/改"研究内容、研究目标、关键科学问题、技术路线、创新点、三年计划/里程碑"等场景。

majiayu000 Bundle

Use when reviewing or editing research manuscripts, journal articles, reviews, or perspectives. Invoke when user mentions manuscript, paper draft, article, research writing, journal submission, reviewer feedback, or needs to improve scientific writing clarity, structure, or argumentation in their manuscript.

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A framework to determine when to invest in deep user research versus when to "ship to learn." Use this when resources are tight, when designing standard features, or when faced with high uncertainty that can only be resolved by real-world usage.