majiayu000
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- ▌ Bio Epitranscriptomics M6a Peak Calling · majiayu000 bundleCall m6A peaks from MeRIP-seq IP vs input comparisons. Use when identifying m6A modification sites from methylated RNA immunoprecipitation data.
- ▌ Machine Learning · majiayu000 bundleSupervised/unsupervised learning, model selection, evaluation, and scikit-learn. Use for building classification, regression, or clustering models.
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- ▌ Macos App Design · majiayu000 bundleUse when designing or building native macOS applications with SwiftUI or AppKit. Triggers on menu bar structure, keyboard shortcuts, multi-window behavior, Liquid Glass design system, macOS Tahoe/Sequoia, sidebar navigation, toolbar design, app icons, SF Symbols, or making an app feel like a "good Mac citizen."
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- ▌ Macos Dictionary · majiayu000 bundle查詢 macOS 內建字典(日文、中文、英文)。 使用時機:當用戶詢問日文單字的讀音、詞性、定義,英文詞彙的中日文翻譯,或中文詞彙的英文翻譯時。 關鍵字:查字典、怎麼唸、什麼意思、日文定義、詞性、用日文解釋、英翻日、英翻中、中翻英。
- ▌ Maestro Workflow · majiayu000 bundleMulti-LLM orchestration implementing the 5-stage coding workflow: Example Analysis → Hypothesis → Implementation → Debug Loop → Recursive Improvement. Based on "Towards a Science of Scaling Agent Systems" (Kim et al., 2025): - Centralized Consult architecture (Claude orchestrates, others advise) - Measured coordination (avoid MAS overhead in tool-heavy stages) - Tests-first selection (Poetiq pattern, not voting) Use when: Debugging complex issues, analyzing unfamiliar code, refactoring, or any task that benefits from diverse LLM perspectives with verification.
- ▌ Maic Methodology · majiayu000 bundleDeep methodology knowledge for MAIC including assumptions, weight diagnostics, ESS interpretation, and anchored vs unanchored decisions. Use when conducting or reviewing MAIC analyses.
- ▌ Mail Attachments · majiayu000 bundleFind emails with attachments across all accounts, searchable by filename, extension, or sender. Use when user is looking for a document, PDF, spreadsheet, image, or any file sent by email. Arguments: optional filename/extension filter (e.g. "pdf", "contract", "invoice.xlsx", "from:boss"), time range, or size filter.
- ▌ Maintain Designs · majiayu000 bundleSkill for maintaining clear, DRY, and easy-to-navigate design documents for architect agents.
- ▌ Make Latex Model · majiayu000 bundleLaTeX 模板高保真优化器,支持任意 LaTeX 模板的样式参数对齐、标题文字对齐、标题格式对比(加粗)、HTML 可视化报告、LaTeX 自动修复建议和像素级 PDF 对比验证
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- ▌ Manage Container · majiayu000 bundleDocker コンテナを管理する。「コンテナ一覧」「docker ps」「コンテナ確認」「コンテナ止めて」「コンテナ起動」「コンテナ再起動」「コンテナに入って」「コンテナの状態」「実行中のコンテナ」「コンテナのリソース」「docker stats」「docker inspect」「コンテナのログ」「docker logs」などで起動。
- ▌ Manage Dom Tasks · majiayu000 bundleCreate or update DOM event "tasks" used to communicate between components and services via `src/helpers/domTask.ts`. Use when adding a new task event, changing task params/returns, or updating handlers/dispatchers for those tasks in `src/setup/tasks.ts`, pages, or services.
- ▌ Manage Interface · majiayu000 bundleManage Interface specifications with CRUD operations, automatic numbering, and AsciiDoc formatting
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- ▌ Manage Workloads · majiayu000 bundle**Autonomously create** filters, throttles, and classification rules to implement new workloads or manage workload lifecycle in response to changing operational needs
- ▌ Managing Backlog · majiayu000 bundleAutomatically maintains project BACKLOG.md with deferred features, tech debt, bugs, and improvements. Adds items when work is deferred, marks complete when addressed. Used by other skills to track out-of-scope work.
- ▌ Managing Content · majiayu000 bundleIntegrates Headless CMS (Sanity, Strapi, Contentful) to manage dynamic content. Generates schemas, connects APIs, and builds type-safe frontend fetchers.
- ▌ Managing Imports · majiayu000 bundleOrganize incoming files and track import status through the file staging workflow
- ▌ Managing Plugins · majiayu000 bundleCreates, packs, bundles, and manages Claude Code plugins with manifest generation, directory structure, marketplace configuration. Use when user asks how plugins work, what plugins are, explaining plugin structure, understanding plugin.json manifest, describing plugin bundling process, creating plugins, bundling skills/commands/hooks/MCPs, generating plugin.json, setting up marketplaces, or distributing team-shared functionality.
- ▌ Managing Prompts · majiayu000 bundleCreates, analyzes, updates, and optimizes prompts using Claude 4.5 best practices, guardrails, context management, and prompt engineering patterns. Use when user asks how to write effective prompts, explaining prompt engineering techniques, understanding Claude 4.5 best practices, describing prompt patterns and structures, creating new prompts, evaluating existing prompts for improvements, determining if current logic should be extracted to prompts, identifying outdated prompt techniques, optimizing context usage, implementing guardrails, or when user mentions "prompt engineering", "hallucinations", "context optimization", "prompt caching", "chain-of-thought", or asks if logic should become a prompt.
- ▌ Managing Railway · majiayu000 bundleRailway platform CLI for service deployment, infrastructure management, and debugging. Use for creating services, managing deployments, configuring networking, and reviewing logs.
- ▌ Managing Secrets · majiayu000 bundleHow secrets are stored, decrypted, and used on the devbox. Use when adding, removing, or debugging secrets.
- ▌ Marimo Notebooks · majiayu000 bundleALWAYS use when: creating/editing marimo notebooks, working with any .py file containing @app.cell decorators, building reactive Python notebooks, doing exploratory data analysis in notebook form, converting Jupyter (.ipynb) to marimo, or when user mentions "marimo", "reactive notebook", or asks for an interactive Python notebook. Covers marimo CLI (edit, run, convert, export), UI components (mo.ui.*), layout functions, SQL integration, caching, state management, and wigglystuff widgets. If a task involves notebooks and Python, invoke this skill first.
- ▌ Markdown Preview · majiayu000 bundleGenerate browser-viewable HTML previews from markdown, plain text, and Mermaid diagrams. Auto-validates diagrams, applies professional styling, and opens in default browser. Use when agents need to preview documentation, visualizations, or formatted content.
- ▌ Markdown Quality · majiayu000 bundleUse when creating or editing any markdown file (.md) - ensures consistent formatting and zero linting violations through mandatory validation
- ▌ Markdown To DOCX · majiayu000 bundleConvert markdown files to Microsoft Word (.docx) with custom styling. Use when generating Word documents from markdown, creating editable documentation, or exporting reports for Microsoft Office.
- ▌ Markdown To Epub Converter · majiayu000 bundleConvert markdown documents and chat summaries into formatted EPUB ebook files that can be read on any device or uploaded to Kindle.
- ▌ Marketing Skills · majiayu000 bundleOne installed skill containing 23 marketing modules. Pick the relevant module under references/ to get practical checklists, frameworks, and copy/paste deliverables.
- ▌ Marketing Writer · majiayu000 bundleWrites marketing content (landing pages, tweets, emails) for product features with a casual, direct brand voice. Use when the user ships a feature, needs marketing copy, mentions "marketing content", "landing page", "tweet about", "launch email", "announce", or requests help promoting/explaining product features. Automatically analyzes the codebase to understand the product context before writing.
- ▌ Marketplace Bump · majiayu000 bundleBump a plugin version in marketplace.json using semantic versioning. Use when user asks to "bump version", "increment version", "release new version", or after making changes that warrant a version update.
- ▌ Marp HTML To Png · majiayu000 bundleCreate HTML diagrams for Marp slides and capture them as PNG screenshots using Playwright MCP
- ▌ Marshall Steward · majiayu000 bundleProject configuration wizard for planning system. Manages executor generation, health checks, build systems, and skill domains.
- ▌ Mascot Generator · majiayu000 bundleGenerate variations of the Orient mascot (border collie dog with blue bandana). Use transparent=true for web/UI images. Use when asked to generate mascot, create avatar variation, make mascot image, mascot with different pose/expression, or any request for mascot customization.
- ▌ Material Tracker · majiayu000 bundleTrack material orders, deliveries, and inventory on construction sites. Monitor lead times, delivery status, and stock levels.
- ▌ Maturin Debugger · majiayu000 bundleDiagnose and fix maturin build issues for PyO3 Python bindings. Use when encountering problems with maturin develop, missing Python exports, module registration errors, or type stub generation issues. Particularly useful when new PyO3 methods compile but don't appear in Python.
- ▌ Mbt Wasip1 Tools · majiayu000 bundleBuild small MoonBit WASIp1 CLI tools using the peter-jerry-ye/wasi library, focused on simple read/write tasks (echo, cat, wc, simple file ops). Use when creating or updating CLI examples, scripts, or skills for this repo.
- ▌ Mcaf Adr Writing · majiayu000 bundleCreate or update an ADR (Architecture Decision Record) under `docs/ADR/` using `docs/templates/ADR-Template.md`: context, decision, alternatives, consequences, rollout, and verification. Use when changing architecture, boundaries, dependencies, data model, or cross-cutting patterns; ensure it is self-contained, has a Mermaid diagram, and defines testable invariants.
- ▌ MCP Architecture Expert · majiayu000 bundleDesign and implement Model Context Protocol servers for standardized AI-to-data integration with resources, tools, prompts, and security best practices
- ▌ MCP Brave Search · majiayu000 bundleThis skill provides guidance for using Brave Search MCP to search the web. Use when searching for current information, news, articles, local businesses, or any web content. Supports both general web searches and location-based local searches.
- ▌ MCP Server Stdio · majiayu000 bundleCreates and configures stdio Model Context Protocol (MCP) server connections for OpenAI Agents SDK
- ▌ MCP Spec Checker · majiayu000 bundlePredicate-level semantic diff for MCP protocol specs. Compares 0618 vs 1125 specs via Narya types, GF(3) evaluators, and Unison-style effects. Use for protocol verification, spec migration, or detecting breaking changes.
- ▌ MCP Tool Builder · majiayu000 bundleGuides implementation of new MCP tools from specification to production-ready code, following the braiins-pool-mcp-server architecture patterns and best practices defined in ARCHITECTURE.md.
- ▌ Mdl2 Icon Picker · majiayu000 bundleSelect appropriate Segoe MDL2 Assets icons for WinUI Windows applications. Use when the user needs an icon for their WinUI app UI, asks for icon recommendations, needs a glyph for a button or control, or wants to find icons by visual appearance or use case. Provides Unicode points and icon names with visual descriptions and creative alternatives.
- ▌ Mechinterp State · majiayu000 bundleManage research state for SAE feature analysis including hypotheses, evidence tracking, and research history
- ▌ Bio Longread Medaka · majiayu000 bundlePolish assemblies and call variants from Oxford Nanopore data using medaka. Uses neural networks trained on specific basecaller versions. Use when improving ONT-only assemblies or calling variants from Nanopore data without short-read polishing.
- ▌ Meddic Checklist · majiayu000 bundleUse to inspect qualification coverage across Metrics, Economic buyer, Decision criteria, Decision process, Implications, Champion.
- ▌ Media Adaptation · majiayu000 bundleSystematically analyze existing media to extract transferable elements for new settings. Use when adapting TV, film, or games to fiction, translating tropes across genres, or transforming genre elements for new contexts.
- ▌ Media Downloader · majiayu000 bundle智能媒体下载器。根据用户描述自动搜索和下载图片、视频片段,支持视频自动剪辑。 Smart media downloader. Automatically search and download images/video clips based on user description, with auto-trimming support. 触发方式 Triggers: "下载图片", "找视频", "download media", "download images", "find video", "/media"
- ▌ Media Generation · majiayu000 bundleGenerate images, videos, and audio using Google's Gemini APIs. Use for image generation/editing (Gemini 3 Pro Image), video generation (Veo 3), and speech (TBD). Trigger words - images: generate, crea
- ▌ Media Monitoring · majiayu000 bundleDeep integration with media monitoring platforms for coverage tracking, sentiment analysis, and reporting
- ▌ Media Processing · majiayu000 bundleVideo/audio/image processing with FFmpeg and ImageMagick. Tools: FFmpeg (video/audio), ImageMagick (images). Capabilities: format conversion, encoding (H.264/H.265/VP9/AV1), streaming (HLS/DASH), filters, effects, thumbnails, watermarks, batch processing, hardware acceleration (NVENC/QSV). Actions: convert, encode, resize, crop, compress, extract, merge, stream, transcode media. Keywords: FFmpeg, ImageMagick, video encoding, audio extraction, image resize, thumbnail, watermark, HLS, DASH, H.264, H.265, VP9, AV1, codec, bitrate, framerate, resolution, aspect ratio, filter, overlay, concat, trim, fade, batch processing. Use when: converting video/audio formats, encoding with specific codecs, generating thumbnails, creating streaming manifests, extracting audio from video, batch processing images, adding watermarks, optimizing file sizes.
- ▌ Media Publishing · majiayu000 bundleUse when designing animations for news sites, content platforms, publishing apps, or media consumption experiences
- ▌ Medical Research · majiayu000 bundleRetrieves scientific papers from PubMed and creates plain-language research summaries. Use when users ask about medical research, scientific studies, clinical trials, disease treatments, or want to understand recent scientific literature on any biomedical topic.
- ▌ Medium 300 500ms · majiayu000 bundleUse when building standard animations between 300-500ms - page transitions, significant UI changes, animated illustrations that need clear communication
- ▌ Meeting Recorder · majiayu000 bundleJoin Google Meet calls, transcribe audio in real-time, and participate via chat. Use when asked to join a meeting, transcribe a call, attend a video conference, or take meeting notes.
- ▌ Meetings Summary · majiayu000 bundleGenerate comprehensive summary of meeting. **Use this skill when the user requests to 'create meeting summary', 'summarize the meeting', 'generate meeting email'.
- ▌ Memory Generator · majiayu000 bundleGenerate CLAUDE.md project memory files by exploring codebases. Use when user asks to "generate memory", "create CLAUDE.md", "document this project", "understand this codebase", or starts work on a new/unfamiliar repository. Triggers on new project onboarding and documentation requests.
- ▌ Memory Hierarchy · majiayu000 bundleComplete reference for Claude Code's memory management system including all file types, locations, import syntax, and best practices. Use when planning or managing CLAUDE.md and related memory files.
- ▌ Memory Processor · majiayu000 bundleProcess file changes and update CLAUDE.md memory sections. Use when the memory-updater agent needs to analyze dirty files, update AUTO-MANAGED sections, verify content removal, or detect stale commands. Invoked after file edits to keep project memory in sync.
- ▌ Merge Book Cover · majiayu000 bundleMerge a cover image into a PDF book while preserving aspect ratio and matching width. Use when the user wants to "merge cover", "combine pdf", "fix cover size", or "add cover image".
- ▌ Mermaid Optimize · majiayu000 bundleImprove readability, consistency, and completeness of Mermaid diagrams. Use when Claude needs to optimize Mermaid diagrams for visual clarity, better layout, missing components, or standardization across files. This skill enhances diagram quality while preserving the original architecture and meaning.
- ▌ Mermaid Renderer · majiayu000 bundleRender Mermaid diagrams to images with theme customization and Markdown integration
- ▌ Meta Convert Dev · majiayu000 bundleCreate language conversion skills for translating code from language A to language B. Use when building 'convert-X-Y' skills, designing type mappings between languages, establishing idiom translation patterns, or defining conversion methodologies. Provides foundational patterns that specific conversion skills extend.
- ▌ Meta Skill Guide · majiayu000 bundleComprehensive guide for creating Claude Code custom skills. Use when asked to create, design, or improve custom skills for Claude Code. Provides templates, best practices, and patterns for simple, moderate, and advanced skills.
- ▌ Metadata Manager · majiayu000 bundleUse this skill when creating or updating DAG configurations (dags.yaml), schema.yaml, and metadata.yaml files for BigQuery tables. Handles creating new DAGs when needed and coordinates test updates when queries are modified (invokes sql-test-generator as needed). Works with bigquery-etl-core, query-writer, and sql-test-generator skills.
- ▌ Metric Diagnosis · majiayu000 bundleUse when investigating unexpected metric changes - systematically narrows root cause through 4D segmentation, intrinsic vs extrinsic factor analysis, hypothesis testing, and North Star impact assessment
- ▌ Metrics Tracking · majiayu000 bundleDefine, track, and analyze product metrics with frameworks for goal setting and dashboard design
- ▌ Microsoft Fabric · majiayu000 bundleExpert guidance for Microsoft Fabric development using the Fabric MCP Server. Access Fabric public APIs, OpenAPI specs, item schemas, best practices, and OneLake file management. Use when working with Fabric workloads, Lakehouses, pipelines, semantic models, notebooks, or building Fabric integrations.
- ▌ Midnight Network · majiayu000 bundleConfigure and operate Midnight Network infrastructure including proof servers, indexers, and network endpoints. Use when setting up development environment, troubleshooting connections, or configuring deployments. Triggers on network, proof server, indexer, or testnet questions.
- ▌ Migrating Memory · majiayu000 bundleMigrate memory blocks from an existing agent to the current agent. Use when the user wants to copy or share memory from another agent, or during /init when setting up a new agent that should inherit memory from an existing one.
- ▌ Migration Helper · majiayu000 bundleAssists in creating database migrations for Polibase. Activates when creating migration files, modifying database schema, or adding tables/columns/indexes. Ensures sequential numbering, proper naming, and mandatory addition to 02_run_migrations.sql to prevent inconsistent database states.
- ▌ Migration Master · majiayu000 bundleSpecialized in database migrations and data seeding. Trigger this when creating tables, modifying schemas, or preparing initial data.
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- ▌ Migrations · majiayu000 bundleDatabase migration patterns with Australian compliance (Privacy Act 1988)
- ▌ Mikro Orm Entity · majiayu000 bundleUse when creating or modifying MikroORM entity files in the `entities/` folder.
- ▌ Mindwork Analyze · majiayu000 bundleAnalyze therapy session transcripts or journal entries. Identifies cognitive patterns, emotional themes, and tracks progress over time. Automatically references recent analyses for context. Use for session analysis, journal reflection analysis, or pattern identification.
- ▌ Mindwork Summary · majiayu000 bundleGenerate summaries of therapy sessions and journal entries at various lengths and for different audiences. Supports action item extraction, highlights reels, and session prep. Use for quick recaps, sharing with others, or preparing for your next session.
- ▌ Minimal Modeling · majiayu000 bundleUse when designing database schemas from business requirements, translating vague requirements into concrete SQL definitions, or validating database designs with non-technical stakeholders. Provides a systematic methodology that decouples logical business modeling from physical implementation to reduce cognitive load and ensure business-driven design.
- ▌ Estilo Literario · majiayu000 bundleCanon de estilo narrativo para SyV - 13 reglas de construcción de prosa basadas en proporción áurea, elipsis emocional y sincretismo técnico-litúrgico
- ▌ Estimate Builder · majiayu000 bundleBuild construction project estimates. Generate detailed cost breakdowns with labor, materials, equipment, and overhead.
- ▌ Estimate Creator · majiayu000 bundle御見積書を作成するスキル。クライアント名、件名、項目、単価(原価)、粗利率から見積書を生成します。日付、支払条件などの情報も扱います。
- ▌ Estimate Stories · majiayu000 bundleCalculate story point estimates for user stories using structured formula (Complexity × Effort + Risk). Analyzes acceptance criteria, assesses complexity (1-5), effort (1-5), and risk (0-3), then documents estimation rationale. Use during backlog grooming or sprint planning when stories need sizing.
- ▌ Estimation Fermi · majiayu000 bundleUse when making quick order-of-magnitude estimates under uncertainty (market sizing, resource planning, feasibility checks), decomposing complex quantities into estimable parts, bounding unknowns with upper/lower limits, sanity-checking strategic assumptions, or when user mentions Fermi estimation, back-of-envelope calculation, order of magnitude, ballpark estimate, triangulation, or needs to assess feasibility before detailed analysis.
- ▌ Ethicist Analyst · majiayu000 bundleAnalyzes moral dimensions and value conflicts through ethical frameworks using deontology, consequentialism, virtue ethics, and applied ethics methodologies. Provides insights on moral obligations, rights, justice, and ethical decision-making. Use when: Ethical dilemmas, policy decisions, technology ethics, professional conduct issues. Evaluates: Moral principles, stakeholder interests, consequences, rights, justice, virtues.
- ▌ Etl Elt Patterns · majiayu000 bundleUse when designing data pipelines, choosing between ETL and ELT approaches, or implementing data transformation patterns. Covers modern data pipeline architecture.
- ▌ Eval Harness Kit · majiayu000 bundleBuild and run deterministic evaluation suites for agent workflows (single-turn or agentic). Use when you need reproducible eval runs with manifests, graders, metrics, and JSONL logs for capability or regression tracking.
- ▌ Evaluating Tools · majiayu000 bundle開発ツール、フレームワーク、ライブラリの評価と比較を支援します。PoC計画、複数候補の比較分析、意思決定フレームワークを提供します。技術選定、ツール導入の判断が必要な場合に使用してください。
- ▌ Evm Address Info · majiayu000 bundleUse this skill when the user asks to "check balance", "what's the balance of", "is this a contract or EOA", "get address info", or mentions checking wallet balance or account type on EVM chains (Ethereum, Polygon, Arbitrum, etc.). Requires an address and optional chain parameter.
- ▌ Exa Code Context · majiayu000 bundleSearch for relevant code snippets, examples, and documentation from billions of GitHub repositories, documentation pages, and Stack Overflow posts. Use this skill when coding tasks require real working code examples, API usage patterns, framework setup instructions, or library implementation details to eliminate hallucinations and provide accurate, token-efficient context.
- ▌ Exa Debug Bundle · majiayu000 bundleCollect Exa debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for Exa problems. Trigger with phrases like "exa debug", "exa support bundle", "collect exa logs", "exa diagnostic".
- ▌ Exa Get Contents · majiayu000 bundleRetrieve and extract content from URLs with AI-powered summarization and structured data extraction. Use for scraping web pages, extracting specific information, summarizing articles, or crawling websites with subpages.
- ▌ Example Projects · majiayu000 bundleProvides three production-ready ML training examples (sentiment classification, text generation, RedAI trade classifier) with complete training scripts, deployment configs, and datasets. Use when user needs example projects, reference implementations, starter templates, or wants to see working code for sentiment analysis, text generation, or financial trade classification.
- ▌ Executing Issues · majiayu000 bundleExecute a discrete GitHub issue from a detailed plan file (gi_*.md). Use when implementing a specific, well-defined task with an existing implementation plan in doc/plans/issues/. Handles status tracking, verification, and issue lifecycle.
- ▌ Executing Phases · majiayu000 bundleUse this skill when executing all plans in a phase with wave-based parallelization, running phase execution, or completing phase work. Triggers include "execute phase", "run phase", "execute plans", "run the phase", and "phase execution".
- ▌ Executing Spikes · majiayu000 bundleAutonomously execute exploratory implementation of one approach from spike definition, working independently until natural stop. Use when partner provides spike definition and assigns you an approach number to explore in isolation, when comparing multiple implementation alternatives, or when evaluating technical feasibility before committing to an approach
- ▌ Executive Briefs · majiayu000 bundleUse to craft concise revenue updates for executives and boards.
- ▌ Executive Report · majiayu000 bundleGenerate a concise stakeholder report from CCAM sessions, analytics, cost, alerts, and workflow intelligence. Use for release summaries, leadership updates, operational reviews, or a scoped Markdown report with evidence.
- ▌ Exercise Builder · majiayu000 bundleCreates hands-on student exercises and practice activities for learning prompt engineering. Use when the user asks to create student activities, practice exercises, or hands-on learning tasks. Generates exercises with examples, solutions, and differentiation.