majiayu000
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- ▌ Refactor Moderator · majiayu000 bundleSynthesizes analyst findings with critic feedback. Produces final recommendations and generates TDD-compatible refactor plans for approved issues.
- ▌ Refactoring Expert · majiayu000 bundleSystematic code refactoring following Martin Fowler's catalog. Methodologies: characterization tests, Red-Green-Refactor, incremental transformation. Capabilities: SOLID compliance, DRY cleanup, code smell detection, complexity reduction, legacy modernization, design patterns, functional programming patterns. Actions: refactor, extract, inline, rename, move, simplify code. Keywords: refactor, SOLID, DRY, code smell, complexity, extract method, inline, rename, move, clean code, technical debt, legacy code, design pattern, characterization test, Red-Green-Refactor, functional programming, higher-order function, immutability, pure function, composition, currying, side effects. Use when: improving code quality, reducing technical debt, applying SOLID principles, fixing DRY violations, removing code smells, modernizing legacy code, applying design patterns.
- ▌ Arcanea Refactoring Ritual · majiayu000 bundleTransform messy code into clean code through disciplined refactoring. Code smells, refactoring patterns, and the courage to improve without breaking. Leave every codebase better than you found it.
- ▌ Refactoring Safely · majiayu000 bundleSafe refactoring strategies with Claude Code - large-scale changes, validation, rollback
- ▌ Regenerate Example · majiayu000 bundleUse when asked to regenerate audio examples with shorthand like "L15 > P1 > E2" or "lesson 15 pattern 1 example 2" - runs regenerate_example.py with correct parameters
- ▌ Registry Forensics · majiayu000 bundleAnalyze Windows Registry hives for forensic investigation. Use when investigating malware persistence, user activity, system configuration changes, or evidence of program execution. Supports offline registry analysis from disk images or extracted hives.
- ▌ Regression Testing · majiayu000 bundleStrategic regression testing with test selection, impact analysis, and continuous regression management. Use when verifying fixes don't break existing functionality, planning regression suites, or optimizing test execution for faster feedback.
- ▌ Reinforcement Loop · majiayu000 bundleUse to plan post-training reinforcement cadences, certifications, and impact tracking.
- ▌ Relearning Content · majiayu000 bundleCreates journal entries or project pages for a personal knowledge site. Use when the user wants to write, publish, or add content - journals, projects, or articles about cognitive engineering, productivity systems, or tool-driven growth.
- ▌ Release Documenter · majiayu000 bundleWill handle creation of Atlassian Confluence release documentation creation
- ▌ Ring Release Guide Info · majiayu000 bundleGenerate Ops Update Guide from Git Diff. Produces internal Operations-facing update/migration guides based on git diff analysis. Supports STRICT_NO_TOUCH (default) and TEMP_CLONE_FOR_FRESH_REFS modes. Includes tag auto-detection and commit log analysis.
- ▌ Sentry Release Management · majiayu000 bundleUse when managing Sentry releases, uploading source maps, or tracking deployments. Covers release health and commit association.
- ▌ Release Publishing · majiayu000 bundleRelease workflow with changesets, version bumping, changelog generation, and npm publishing. Use when preparing releases, managing versions, or publishing to npm.
- ▌ Releasing Software · majiayu000 bundleUse when preparing a release, tagging a version, or when user says "release", "tag", "ship it", "push to production" - ensures all release artifacts are verified before tagging to avoid the retag-four-times failure pattern
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- ▌ Rell General Rules · majiayu000 bundleGeneral rules for writing Rell code, emphasizing clarity, correctness, and adherence to Rell-specific instructions.
- ▌ Remediation Config · majiayu000 bundleSecurity fix patterns for configuration and deployment vulnerabilities (path traversal, debug mode, security headers). Provides language-specific secure implementations.
- ▌ Remediation Crypto · majiayu000 bundleSecurity fix patterns for cryptographic vulnerabilities (weak algorithms, insecure randomness, TLS issues). Provides language-specific secure implementations.
- ▌ Remote Code Agents · majiayu000 bundleDelegate tasks to remote Claude Code agent containers for parallel execution, long-running analysis, or resource-intensive operations.
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- ▌ Replit Cost Tuning · majiayu000 bundleOptimize Replit costs through tier selection, sampling, and usage monitoring. Use when analyzing Replit billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "replit cost", "replit billing", "reduce replit costs", "replit pricing", "replit expensive", "replit budget".
- ▌ Report Summarizing · majiayu000 bundle調査結果や分析レポートを4層構造(エグゼクティブサマリー→概要→詳細→Appendix)で整理し、意思決定者向けに構造化します。レポート作成時や既存ドキュメントの再構成時に使用してください。
- ▌ Reporting Research · majiayu000 bundleCompiles research and analysis results into a structured report. Use when asked to "summarize," "create a report," or "document findings" after investigation.
- ▌ Repository Auditor · majiayu000 bundleComprehensive codebase analysis system that evaluates security vulnerabilities, code quality, architecture patterns, and operational readiness across any technology stack.
- ▌ Repository Builder · majiayu000 bundleCreate repository classes implementing the repository pattern with Protocol interfaces, ORM separation, and mapper integration for clean data access.
- ▌ Repository Pattern · majiayu000 bundleCreate and manage Dexie/IndexedDB repositories with type-safe interfaces, converters, and standardized CRUD operations. Use when (1) adding entity storage, (2) implementing save/load/delete operations, (3) designing database schema and indexes, (4) converting between database (Db*) and domain types, (5) handling database errors or migrations, (6) using existing repositories (SettingsRepository, WorkoutsRepository, TemplatesRepository, CustomExercisesRepository, BenchmarksRepository, ActiveWorkoutRepository). Triggers include "database", "repository", "save data", "fetch from database", "delete from storage", "database schema", "database table", "indexes", "migration", "persist", "convert workout", "converter", "buildPartialUpdate", "mock repository", "database error", "bulk operations", "import/export", or specific repository names.
- ▌ Requirement Change · majiayu000 bundleAdd or modify tasks in Implementation Plan. Use when user proposes new requirements, changes priorities, or adjusts existing task scope.
- ▌ Requirement Review · majiayu000 bundleConducts comprehensive requirements review including completeness validation, clarity assessment, consistency checking, testability evaluation, and standards compliance. Produces detailed review reports with findings, gaps, conflicts, and improvement recommendations. Use when reviewing requirements documents (BRD, SRS, user stories), validating acceptance criteria, assessing requirements quality, identifying gaps and conflicts, or ensuring standards compliance (IEEE 830, INVEST criteria). Trigger when users mention "review requirements", "validate requirements", "check requirements quality", "find requirement issues", or "assess BRD/SRS quality".
- ▌ Research Assistant · majiayu000 bundleConducts general research, summarizes information, compares options, provides insights
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- ▌ Research Claim Map · majiayu000 bundleUse when verifying claims before decisions, fact-checking statements against sources, conducting due diligence on vendor/competitor assertions, evaluating conflicting evidence, triangulating source credibility, assessing research validity for literature reviews, investigating misinformation, rating evidence strength (primary vs secondary), identifying knowledge gaps, or when user mentions "fact-check", "verify this", "is this true", "evaluate sources", "conflicting evidence", or "due diligence".
- ▌ Research Framework · majiayu000 bundleStructured deep research methodology for complex technical questions, including source evaluation, synthesis, and comprehensive reporting.
- ▌ Research Gathering · majiayu000 bundleUse when assembling strategic context - collects and filters research by topic with expiry management to prevent using stale data in decisions
- ▌ Research Interview · majiayu000 bundleQuick entry point for structured knowledge elicitation with epistemic tracking. PROACTIVELY activate for: (1) interviews and requirements gathering, (2) problem definition, (3) domain knowledge capture, (4) stakeholder elicitation, (5) assumptions surfacing. Triggers: "research interview", "elicit knowledge", "gather requirements", "define problem", "interview stakeholder", "capture domain knowledge"
- ▌ Research Questions · majiayu000 bundleFormulate research questions using FINER criteria (Feasible, Interesting, Novel, Ethical, Relevant). Use when: (1) Starting new research projects, (2) Refining study scope, (3) Grant proposal development, (4) Ensuring research question quality.
- ▌ Research Synthesis · majiayu000 bundleSynthesizes research findings into coherent narratives with uncertainty quantification. Use when integrating findings from multiple sources, creating research summaries, drawing conclusions from evidence, or communicating research results. Triggers on phrases like "synthesize", "integrate findings", "what's the conclusion", "summarize research", "overall picture", "bring together".
- ▌ Researching Phases · majiayu000 bundleUse this skill when researching how to implement a phase standalone, investigating implementation approaches before planning, or re-researching after planning is complete. Triggers include "research phase", "investigate phase", "how to implement", "research implementation", and "phase research".
- ▌ Researching Topics · majiayu000 bundlePerforms quick research using web search and synthesis when user asks about unfamiliar topics, new technologies, or needs current information. Activates on questions like 'how does X work', 'what is Y', or when encountering unknown concepts. For deep comprehensive research, suggests knowledge-builder command.
- ▌ Resend Integration · majiayu000 bundleSet up Resend email integration with newsletters, contact forms, and booking systems. Use when implementing email functionality with Resend Audiences, segments, topics, webhooks, and multi-domain accounts.
- ▌ Resolve Duplicates · majiayu000 bundleGuidelines for identifying duplicate dictionary entries, selecting which to keep, and safely removing unneeded ones.
- ▌ Resolve Hive Issue · majiayu000 bundleResolve a GitHub issue with structured task breakdown and validation; use for complex or multi-area fixes.
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- ▌ Resource Optimizer · majiayu000 bundleOptimizes resource usage and makes decisions about when to optimize existing resources vs. add new resources. Use when you need to improve efficiency, balance resource usage, or decide between optimization and expansion. Analyzes current resource usage and recommends optimization strategies.
- ▌ Response Validator · majiayu000 bundleValidates skill responses against the standard FABER response format schema
- ▌ Retention Analysis · majiayu000 bundleAnalyze user retention and churn using survival analysis, cohort analysis, and machine learning. Calculate retention rates, build survival curves, predict churn risk, and generate retention optimization strategies. Use when working with user subscription data, membership information, or when user mentions retention, churn, survival analysis, or customer lifetime value.
- ▌ Retrieval Patterns · majiayu000 bundleSearch and retrieval strategies including semantic, hybrid, and reranking for RAG systems. Use when implementing retrieval mechanisms, optimizing search performance, comparing retrieval approaches, or when user mentions semantic search, hybrid search, reranking, BM25, or retrieval optimization.
- ▌ Retrospective Base · majiayu000 bundleFramework for retrospectives at any time scale (daily, weekly, monthly, quarterly, yearly). Trigger with "daily retro", "weekly retro", "monthly retro", "[month] retro" (e.g., "december retro", "january retro"), "retro for [month]", or "end of month review". Answers three questions - what worked, what didn't, how to improve. Inputs vary by scale - daily uses raw logs, weekly uses daily summaries, monthly uses weekly retros, etc. Fractal compression pattern.
- ▌ Revenue Operations · majiayu000 bundleЭксперт RevOps. Используй для GTM стратегий, процессов продаж, CRM систем и revenue метрик.
- ▌ Bio Reverse Complement · majiayu000 bundleGenerate reverse complements and complements of DNA/RNA sequences using Biopython. Use when working with opposite strands, primer design, or converting between template and coding strands.
- ▌ Review And Quality · majiayu000 bundleEvaluates code changes and documents against product, architecture, security and coding standards.
- ▌ Review Draft Story · majiayu000 bundleComprehensive draft story review with parallel specialist sub-agents. Spawns PM, UX, and SM agents to review stories from product, design, and implementation readiness perspectives before development begins.
- ▌ Review Git Changes · majiayu000 bundleAnalyzes and refactors code changes in the current git working tree (staged, unstaged, or recent commits). Ensures changes follow best practices, coding standards, and maintain code quality. Use when the user asks to "review my git changes", "check what I changed", "refactor my changes", "ensure my changes are clean", or "review before commit".
- ▌ Reviewing Patterns · majiayu000 bundleReview Zod schemas for correctness, performance, and v4 best practices
- ▌ Reviewing Progress · majiayu000 bundleUse when user wants to assess progress toward an open-ended goal by reading and summarizing all iteration journals
- ▌ Reviews Aggregator · majiayu000 bundleAggregates user reviews from Amazon/Reddit and expert reviews from specialized sites with sentiment analysis. Use when user asks to 'get reviews', 'what do users say', 'aggregate reviews', 'user feedback', 'expert opinions', or when orchestrator needs sentiment analysis and pros/cons extraction. Synthesizes consensus patterns across sources.
- ▌ Revision Framework · majiayu000 bundleApply 3-column revision method (problem/diagnosis/fix), detect weak phrasing, check clarity, enforce house-rulebook style. Use when revising drafts, improving prose quality, or when user asks to edit or refine writing.
- ▌ Rigorous Reasoning · majiayu000 bundlePrevents sycophantic reasoning through checklist-based analysis, categorical integrity, and evidence-following to uncomfortable conclusions. Triggers: conflict, disagreement, debate, ethical, controversial, pushback, interpersonal analysis, competing values, adjudication, "who is right", moral dilemma, harm assessment, ethical question, controversial claim. Red Flags: "I agree that", "You're right", "Great point", "Absolutely", "That's a fair point", "I can see why", agreement without validation, softening conclusions, hedging without evidence, retracting under pressure. Use when analyzing conflicts, evaluating ethical claims, or noticing sycophantic thought patterns. Do not use for routine implementation or simple factual questions. CRITICAL: This skill overrides conversational tendencies toward politeness. Agreement requires validity and accuracy.
- ▌ Risk Assessment Ml · majiayu000 bundleApply machine learning for construction project risk assessment. Predict schedule delays, cost overruns, and safety incidents using historical data and project characteristics.
- ▌ Risk Based Testing · majiayu000 bundleFocus testing effort on highest-risk areas using risk assessment and prioritization. Use when planning test strategy, allocating testing resources, or making coverage decisions.
- ▌ Roadmap Frameworks · majiayu000 bundleMaster product roadmaps including roadmap types (timeline, outcome-based, Now-Next-Later), communication strategies, and prioritization. Use when creating roadmaps, communicating strategy, prioritizing initiatives, or evolving product direction. Covers roadmap formats, communication tactics, and roadmap best practices from product leaders.
- ▌ Roadmap Strategist · majiayu000 bundleExpert strategist managing project roadmaps, goals, milestones, and strategic direction. Tracks goal progress, ensures alignment, and provides strategic recommendations. Activates when planning roadmaps, setting goals, tracking milestones, or discussing strategic direction.
- ▌ Role Code Reviewer · majiayu000 bundleRole definition for code reviewer agents. Defines review criteria, feedback patterns, and approval workflows. Use to understand how to review PRs and provide constructive feedback.
- ▌ Root Cause Tracing · majiayu000 bundleTrace bugs backward through call stacks and execution flows to identify the original source of errors, invalid data, or incorrect behavior. Use when debugging complex issues, tracing error origins, investigating data corruption, following execution paths, identifying where invalid data enters the system, or finding root causes of cascading failures.
- ▌ Ros2 Gazebo Bridge · majiayu000 bundleConfigure ros_gz_bridge to connect Gazebo topics with ROS 2 for closed-loop control
- ▌ Ros2 Launch System · majiayu000 bundleGenerate ROS 2 Python launch files and multi-node system configurations for educational content. This skill should be used when creating lessons that teach launch file syntax, writing exercises involving multi-node startup, parameter configuration, or generating worked examples for robot system deployment.
- ▌ Ros2 Node Patterns · majiayu000 bundleEncodes ROS 2 best practices for node design, topic naming, publisher/subscriber patterns, and message handling. Used when creating ROS 2 code examples or architectural designs for robotics lessons.
- ▌ Route Optimization · majiayu000 bundleWhen the user wants to optimize delivery routes, solve vehicle routing problems, or minimize transportation costs. Also use when the user mentions "route planning," "delivery optimization," "VRP," "TSP," "multi-stop routing," "route sequencing," or "dispatch optimization." For fleet sizing and management, see fleet-management. For last-mile specific challenges, see last-mile-delivery.
- ▌ Router Engineering · majiayu000 bundleMaster orchestration for routing technical problems through the engineering skill set (AI/ML, software, data, APIs, Claude Code)
- ▌ Routing Strategies · majiayu000 bundleTask routing and queue management patterns for Celery including priority queues, topic exchanges, worker-specific routing, and advanced queue configurations. Use when configuring task routing, managing queues, setting up priority queues, implementing worker routing, configuring topic exchanges, or when user mentions task routing, queue management, Celery routing, worker assignments, or message broker routing.
- ▌ Routing Wpf Events · majiayu000 bundleImplements WPF routed events including Bubbling, Tunneling, and Direct strategies. Use when creating custom routed events, handling event propagation, or understanding Preview events.
- ▌ Row Level Security · majiayu000 bundleImplement PostgreSQL Row Level Security (RLS) for multi-tenant SaaS applications. Use when building apps where users should only see their own data, or when implementing organization-based data isolation.
- ▌ Rsc Data Optimizer · majiayu000 bundleOptimize Next.js App Router data fetching by converting slow client-side fetching to fast server-side fetching using React Server Components (RSC). Use when: - User reports slow initial page load with loading spinners - Page uses useEffect + useState for data fetching - StoreContext/useStore pattern causes waterfall fetching - Need to improve SEO (content not in initial HTML) - Converting "use client" pages to Server Components Triggers: "slow loading", "optimize fetching", "SSR data", "RSC optimization", "remove loading spinner", "server-side fetch", "convert to server component", "data fetch lambat", "loading lama"
- ▌ Rspress Components · majiayu000 bundleUse RSPress built-in components and MDX features in documentation. Use when adding interactive elements like tabs, badges, steps, callouts, or code groups to documentation pages.
- ▌ Rspress Navigation · majiayu000 bundleGenerate progressive navigation structure for RSPress documentation. Use when setting up or reorganizing module documentation navigation.
- ▌ Rubiks Cube Solver · majiayu000 bundleFast procedural Rubik's cube solver that requests photos, converts them to cube state string, and uses Python scripts to generate step-by-step solutions.
- ▌ Running Load Tests · majiayu000 bundleCreate and execute load tests for performance validation using k6, JMeter, and Artillery. Use when validating application performance under load conditions or identifying bottlenecks. Trigger with phrases like "run load test", "create stress test", or "validate performance under load".
- ▌ Rust Async Runtime · majiayu000 bundleProduction patterns for Tokio 1.48.0 async runtime including task spawning, channels (mpsc, oneshot, broadcast, watch), synchronization primitives, graceful shutdown, and lifecycle management. Use when spawning background tasks, managing concurrency, implementing graceful shutdown, or coordinating async work.
- ▌ MCP Tool Selection · majiayu000 bundleDecision rules for when to use MCP Qdrant-Indexer semantic search vs grep/literal file tools. Use this skill when starting exploration, debugging, or answering "where/why" questions about code.
- ▌ Md Table Formatter · majiayu000 bundleAutomatically formats Markdown tables with proper column alignment after file edits. Use when working with Markdown files containing tables.
- ▌ Mdr 745 Specialist · majiayu000 bundleEU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and post-market surveillance implementation. Use for MDR compliance assessment, classification decisions, technical file preparation, and regulatory requirement interpretation.
- ▌ Mechinterp Decoder · majiayu000 bundleAnalyze SAE decoder weights - output influence, feature importance, and decoder similarity
- ▌ Mechinterp Labeler · majiayu000 bundleManage feature labeling workflow - queue management, label storage, similar features, progress tracking
- ▌ Mediawiki Wikitext · majiayu000 bundleMediaWiki Wikitext markup language for Wikipedia and wiki-based sites. Use when creating or editing wiki articles, generating wikitext content, working with wiki tables/templates/references, or converting content to wikitext format. Triggers on requests mentioning Wikipedia, MediaWiki, wikitext, wiki markup, or wiki article creation.
- ▌ Memory Bridge Technology · majiayu000 bundleCross-session continuity through pattern compression. Use when need to bridge sessions, accumulate wisdom, or evolve without calcifying.
- ▌ Memory Documentary · majiayu000 bundleGenerate evidence-based documentary reports by searching across all 4 memory systems (Claude-Mem, Forgetful, Serena, DeepWiki), .agents/ artifacts, and GitHub issues. Produces investigative journalism-style analysis with full citation chains.
- ▌ Memory Enhancement · majiayu000 bundleManage memory citations, verify code references, and track confidence scores. Use when adding citations to memories, checking memory health, or verifying code references are still valid.
- ▌ Memory Integration · majiayu000 bundleUse to maintain context across sessions - integrates episodic-memory for conversation recall and mcp__memory knowledge graph for persistent facts
- ▌ Memory Persistence · majiayu000 bundleProvide session lifecycle hooks for cross-platform context persistence. Use when maintaining state across sessions or creating handoff documents. Not for in-memory variables or temporary state.
- ▌ Merge Archive Plan · majiayu000 bundleArchive completed implementation plans after PR merge. Use when a plan's implementation has been merged to main, or after plan-execute completes on main branch.
- ▌ Merge Main Cleanup · majiayu000 bundleThis skill should be used when the user requests merging work into main and then deleting all other local and remote branches, keeping only main.
- ▌ Message Summarizer · majiayu000 bundleSlack メッセージを要約用データとして取得する。「Slack要約」「メッセージ要約」「要約して」「まとめて」「会話の要約」「チャンネル要約」「最近の話を要約」などで起動。Pythonスクリプト `slack_message.py summarize` を使用。
- ▌ Messaging Creation · majiayu000 bundleMessaging framework skill for developing value propositions, proof points, and consistent messaging across audiences and channels.
- ▌ Meta Analyst Agent · majiayu000 bundleAI self-improvement analyst. Tracks AI agent mistakes, analyzes failure patterns, and proposes system improvements. Implements continuous learning loop for trading system enhancement.
- ▌ Meta Prompt Mentor · majiayu000 bundleAI导师框架,通过10+顶级提示工程方法论(C.R.E.A.T.E.、Perfect Prompt Framework、修辞学方法、结构化方法、元提示词理论、迭代优化、个性化定制、逆向思维、系统思维、多模态应用)引导用户创建高效元提示词。当用户需要:(1) 学习提示工程最佳实践,(2) 创建特定任务的元提示词,(3) 优化现有提示词效果,(4) 掌握提示设计思维模式,(5) 建立个性化提示词库,(6) 应用框架解决实际问题,或 (7) 发展AI协作技能时触发。通过'创建元提示词'、'优化提示'、'提示工程指导'、'AI导师'等关键词激活。
- ▌ Meta Skill Creator · majiayu000 bundleスキルを作成・更新・プロンプト改善するためのメタスキル。 **collaborative**モードでユーザーと対話しながら共創し、 抽象的なアイデアから具体的な実装まで柔軟に対応する。 **orchestrate**モードでタスクの実行エンジン(Claude Code / Codex / 連携)を選択。 Anchors: • Continuous Delivery (Jez Humble) / 適用: 自動化パイプライン / 目的: 決定論的実行 • The Lean Startup (Eric Ries) / 適用: Build-Measure-Learn / 目的: 反復改善 • Domain-Driven Design (Eric Evans) / 適用: ユビキタス言語 / 目的: 一貫した語彙 • Design Thinking (IDEO) / 適用: ユーザー中心設計 / 目的: 共感と共創 • Microservices Patterns (Richardson) / 適用: サービス委譲 / 目的: 疎結合な連携 Trigger: 新規スキルの作成、既存スキルの更新、プロンプト改善を行う場合に使用。 スキル作成, スキル更新, プロンプト改善, skill creation, skill update, improve prompt, Codexに任せて, assign codex, Codexで実行, GPTに依頼, 実行モード選択, どのAIを使う
- ▌ Metabolic Cultures · majiayu000 bundleDesign cultures for closed-loop life support systems in space. Use when worldbuilding stations, ships, or habitats where recycled matter creates novel social structures, beliefs, and conflicts.
- ▌ Metadata Optimizer · majiayu000 bundle分析和优化 Next.js 项目的元数据,包括 title、description、Open Graph、Twitter Cards。自动检测 App Router 或 Pages Router,提供长度建议、关键词优化和最佳实践指导。支持中英文双语 SEO 分析。
- ▌ Methodology System · majiayu000 bundleManage and guide developers through active development methodology workflows. Use when: TDD, BDD, SDD, ATDD, or custom methodology workflows are needed. Keywords: methodology, workflow, TDD, BDD, SDD, ATDD, phase, checkpoint, development process.
- ▌ Bio Methylation Methylkit · majiayu000 bundleDNA methylation analysis with methylKit in R. Import Bismark coverage files, filter by coverage, normalize samples, and perform statistical comparisons. Use when analyzing single-base methylation patterns, comparing samples, or preparing data for DMR detection.
- ▌ Metrics Calculator · majiayu000 bundleCalculate and interpret SaaS growth metrics including MRR, ARR, churn rate, LTV, CAC, NRR, and conversion rates. Use when user mentions metrics, asks about business health, wants to calculate KPIs, or needs help interpreting growth numbers. Provides health checks against industry benchmarks.