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majiayu000

@majiayu000 source repo

75,112 published skills · page 386 of 752

  1. ▌
    Routine Parameter Design · majiayu000 bundle
    Design and optimize function/method parameter lists when defining or refactoring API interfaces, method signatures, or function parameters. Apply best practices for parameter count, ordering, pass mechanisms, and documentation to create clear, efficient, and maintainable interfaces.
    567 repo stars
  2. ▌
    Rrna Prediction Patterns · majiayu000 bundle
    Guidelines for rRNA detection and prediction including prokaryotic (16S, 23S, 5S) and eukaryotic (18S, 28S, 5.8S, 5S) ribosomal RNA. Covers sequence patterns, secondary structure, HMM models, blast-based detection, length validation, and quality scoring for rRNA identification.
    567 repo stars
  3. ▌
    Rspec Testing Guidelines · majiayu000 bundle
    RSpec testing patterns, factories, mocks, and test best practices
    567 repo stars
  4. ▌
    Rtl Document Translation · majiayu000 bundle
    Translate DOCX to RTL languages (Arabic, Hebrew, Urdu) preserving exact formatting, tables, colors, layouts. Handles quote normalization and multi-pass matching.
    567 repo stars
  5. ▌
    Rulebook Task Management · majiayu000 bundle
    Spec-driven task management for features and breaking changes using OpenSpec format. Use when creating new features, planning breaking changes, organizing development work, or managing project tasks with proposals and specifications.
    567 repo stars
  6. ▌
    Running Placebo Analysis · majiayu000 bundle
    Performs placebo-in-time sensitivity analysis to validate causal claims. Use when checking model robustness, verifying lack of pre-intervention effects, or ensuring observed effects are not spurious.
    567 repo stars
  7. ▌
    Rust System Event Driven · majiayu000 bundle
    Rust event-driven system programming best practices for async runtimes, channels, sockets, terminals, and concurrency. This skill should be used when writing, reviewing, or refactoring Rust applications with async I/O, multi-threading, terminal interfaces, or network communication. Triggers on tasks involving tokio, async/await, channels, sockets, TTY handling, signals, and streaming I/O.
    567 repo stars
  8. ▌
    Rust Systems Engineering · majiayu000 bundle
    Expert-level Rust systems programming for high-performance, critical systems like Reth (Ethereum execution client). Use when working on: performance optimization, systems-level code, blockchain execut
    567 repo stars
  9. ▌
    Rust Systems Programming · majiayu000 bundle
    Complete guide for Rust systems programming including ownership, borrowing, concurrency, async programming, unsafe code, and performance optimization
    567 repo stars
  10. ▌
    Safe Schedule Generation · majiayu000 bundle
    Safe schedule generation with mandatory backup. REQUIRES database backup before any write operations to schedule tables. Use when generating schedules, bulk assigning, or executing swaps.
    567 repo stars
  11. ▌
    Safety Critical Patterns · majiayu000 bundle
    Triggers: safety, critical, NASA, power of 10, defensive coding, assertions, bounds checking Guidelines from NASA's Power of 10 rules for writing robust, verifiable code. Adapted for general software development with context-appropriate rigor. Use when: Writing critical code paths, reviewing for robustness, improving code quality DO NOT use: As rigid requirements for all code - match rigor to consequence
    567 repo stars
  12. ▌
    Safety Pattern Developer · majiayu000 bundle
    Guide through TDD process for adding new safety patterns - from threat identification to commit
    567 repo stars
  13. ▌
    Sales Comp Plan Designer · majiayu000 bundle
    Base/variable split recommendations, accelerators, decelerators, quota retirement methods, SPIFs, cost of sales tracking.
    567 repo stars
  14. ▌
    Sap Fiori Url Generator · majiayu000 bundle
    Generate SAP Fiori Launchpad URLs from app names using AppList.json. Looks up app information by name and constructs proper FLP URLs with required parameters like sap-client and sap-language.
    567 repo stars
  15. ▌
    Sc Create Slide Template · majiayu000 bundle
    Extract visual styling from screenshots to create reusable ScriptCast slide templates, with validation for bundled templates.
    567 repo stars
  16. ▌
    Scanner Excel Extraction · majiayu000 bundle
    Extract, transform, and structure data from Excel files including multiple sheets, formulas, and formatting. Use when processing Excel data or converting to other formats. This skill provides Excel data extraction: - Multiple sheet reading - Data structuring (JSON/CSV conversion) - Formula evaluation - Cell formatting extraction - Large file handling with chunking Triggers: "extract Excel data", "read spreadsheet", "convert Excel to JSON", "convert Excel to CSV", "Excel解析", "スプレッドシート処理", "データ抽出"
    567 repo stars
  17. ▌
    Scanning Notion For Tils · majiayu000 bundle
    [UNDER DEVELOPMENT - DO NOT USE] Searches the Notion Writing database for unpublished items that could become TIL posts. This skill is not yet integrated with the publishing workflow.
    567 repo stars
  18. ▌
    Scientific Documentation · majiayu000 bundle
    Generate comprehensive scientific research-style documentation for completed coding projects. Use when the user requests project documentation, a technical breakdown, a study paper, a lecture document, or wants to understand everything about a project they just built. Triggers include phrases like "document this project," "create a study paper," "explain everything we did," "write up the full breakdown," "scientific documentation," or "I want to learn from this project." Produces formal Word documents (.docx) with academic structure, beginner-friendly explanations, and exhaustive code analysis.
    567 repo stars
  19. ▌
    Deeptools · majiayu000 bundle
    NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
    567 repo stars
  20. ▌
    Neurokit2 · majiayu000 bundle
    Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals. Use this skill when processing cardiovascular signals, brain activity, electrodermal responses, respiratory patterns, muscle activity, or eye movements. Applicable for heart rate variability analysis, event-related potentials, complexity measures, autonomic nervous system assessment, psychophysiology research, and multi-modal physiological signal integration.
    567 repo stars
  21. ▌
    Torchdrug · majiayu000 bundle
    Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, GAT, SchNet), 40+ datasets, for PyTorch-based ML on molecules, proteins, and biomedical graphs.
    567 repo stars
  22. ▌
    Scout Mindset Bias Check · majiayu000 bundle
    Use to detect and remove cognitive biases from reasoning. Invoke when prediction feels emotional, stuck at 50/50, or when you want to validate forecasting process. Use when user mentions scout mindset, soldier mindset, bias check, reversal test, scope sensitivity, or cognitive distortions.
    567 repo stars
  23. ▌
    Scrcpy Option UI Builder · majiayu000 bundle
    This skill should modify the category screens and add the requested scrcpy options to the UI, depending on the type of the option (text, toggle, dropdown, etc.). Use this skill for adding new scrcpy options in the UI.
    567 repo stars
  24. ▌
    Script Kit Notifications · majiayu000 bundle
    Work with Script Kit's unified notification system supporting toasts, HUDs, banners, and system notifications. Use when implementing user feedback, status updates, progress indicators, or any transient messages. Triggers: "notification", "toast", "HUD", "alert", "feedback", "progress notification", "show message".
    567 repo stars
  25. ▌
    Scrum Team Product Owner · majiayu000 bundle
    AI-Agentic Product Owner accountable for maximizing product value through effective Product Backlog management. Use when creating PBIs, ordering backlog, or accepting sprints.
    567 repo stars
  26. ▌
    Search Algorand Examples · majiayu000 bundle
    Search GitHub for Algorand smart contract examples and patterns. Use when finding example implementations of specific patterns (BoxMap, inner transactions), looking up contract feature usage, discovering Algorand repositories, or retrieving files from algorandfoundation repos. Strong triggers include "find an example of...", "show me how to use BoxMap", "search for voting contract examples", "get the code from puya-ts examples", "find Algorand NFT repositories".
    567 repo stars
  27. ▌
    Search Company Knowledge · majiayu000 bundle
    Search across company knowledge bases (Confluence, Jira, internal docs) to find and explain internal concepts, processes, and technical details. When Claude needs to: (1) Find or search for information about systems, terminology, processes, deployment, authentication, infrastructure, architecture, or technical concepts, (2) Search internal documentation, knowledge base, company docs, or our docs, (3) Explain what something is, how it works, or look up information, or (4) Synthesize information from multiple sources. Searches in parallel and provides cited answers.
    567 repo stars
  28. ▌
    Secondary Action Mastery · majiayu000 bundle
    Use when enriching primary animations, adding supporting details, creating depth in motion, or making scenes feel alive without distracting from main action.
    567 repo stars
  29. ▌
    Secure Nextjs API Routes · majiayu000 bundle
    A comprehensive security middleware system for Next.js 13+ App Router API routes that provides authentication, rate limiting, CSRF protection, audit logging, and security headers in a composable, production-ready pattern. Use when building secure Next.js APIs that need protection against common web vulnerabilities.
    567 repo stars
  30. ▌
    Sentry Policy Guardrails · majiayu000 bundle
    Implement governance and policy guardrails for Sentry. Use when enforcing organizational standards, compliance rules, or standardizing Sentry usage across teams. Trigger with phrases like "sentry governance", "sentry standards", "sentry policy", "enforce sentry configuration".
    567 repo stars
  31. ▌
    SEO Content Optimization · majiayu000 bundle
    Optimize page content for target keywords. Use per page after building to integrate keywords naturally into headings, text, and i18n files. Reads docs/seo-analysis.md for keyword targets. Triggers on "optimize content for SEO", "keyword optimization", "SEO text", "integrate keywords".
    567 repo stars
  32. ▌
    Serena Code Architecture · majiayu000 bundle
    Architectural analysis workflow using Serena symbols and Forgetful memory. Use when analyzing project structure, documenting architecture, creating component entities, or building knowledge graphs from code.
    567 repo stars
  33. ▌
    Serena Memory Management · majiayu000 bundle
    This skill should be used when the user asks to "create a memory", "read memories", "manage memories", "document patterns", or when starting work on a Serena project with existing memories. Essential for maintaining project knowledge across conversation sessions and distinguishing documentation from agent-focused memories.
    567 repo stars
  34. ▌
    Service Monitoring Setup · majiayu000 bundle
    Autonomous setup and management of external service monitoring using UptimeRobot (HTTP endpoint monitoring) and Healthchecks.io (heartbeat/Dead Man's Switch monitoring). Use when setting up monitoring for Cloud Run Jobs, VM services, or investigating monitoring configuration issues. Includes Pushover integration, validated API patterns, and dual-service architecture.
    567 repo stars
  35. ▌
    Setting Up Devcontainers · majiayu000 bundle
    Generate devcontainer configurations for Claude Code development environments. Use when setting up development containers with Claude Code and optional Codex CLI. Automatically detects marketplace.json for plugin marketplace configurations.
    567 repo stars
  36. ▌
    Setup Typescript Project · majiayu000 bundle
    Comprehensive configuration templates and guidance for setting up TypeScript projects with modern tooling, testing frameworks, and code quality enforcement.
    567 repo stars
  37. ▌
    Shadcn Setup And Theming · majiayu000 bundle
    Use this skill whenever the user wants to install, configure, or adjust shadcn/ui itself (CLI, components.json, Tailwind integration, theming, radius/colors/typography, dark mode) in a React + TypeScript project, including Next.js App Router and Vite setups.
    567 repo stars
  38. ▌
    Shadcn Svelte Management · majiayu000 bundle
    Manage UI components using MCP tools with primary focus on Svelte ecosystem. Specialized in Svelte component libraries including shadcn-svelte, Skeleton UI, and Melt UI. Use when user needs to: (1) Add new Svelte UI components to a project (2) Build complex UI features requiring multiple components (3) Research component implementations and examples (4) Get component installation commands (5) Choose appropriate Svelte component library Triggers: "add components", "UI components", "build UI", "install component", "create form", "create dialog", "svelte components", "shadcn-svelte", "skeleton ui"
    567 repo stars
  39. ▌
    Shadcn UI Best Practices · majiayu000 bundle
    Guide for proper shadcn-ui component usage - use Card for wrapping/layout, compose from base components, never modify components/ui directly
    567 repo stars
  40. ▌
    Shared Auxiliary Scripts · majiayu000 bundle
    Auxiliary script management rules for Ralph agents. Use proactively when creating helper scripts in .claude/session/.
    567 repo stars
  41. ▌
    Shared Process Lifecycle · majiayu000 bundle
    Unified process lifecycle management for all Ralph agents. Use proactively when starting any background process (dev server, test watcher, etc.).
    567 repo stars
  42. ▌
    Shipyard Executing Plans · majiayu000 bundle
    Use when you have a written implementation plan to execute, either in the current session with builder/reviewer agents or in a separate session with review checkpoints
    567 repo stars
  43. ▌
    Shopify Section Patterns · majiayu000 bundle
    Best practices for creating Shopify 2.0 sections with inline CSS and JavaScript
    567 repo stars
  44. ▌
    Simplifying Control Flow · majiayu000 bundle
    Flatten nested conditionals with early returns or table-driven methods - keep nesting depth under 3 levels
    567 repo stars
  45. ▌
    Single Purpose Variables · majiayu000 bundle
    Use each variable for exactly one purpose - no hybrid coupling or hidden meanings
    567 repo stars
  46. ▌
    Sketch AI Provider Debug · majiayu000 bundle
    Debug OpenAI/Gemini image generation failures for Sketch Magic. Use when `/api/convert` returns 500, when models are unsupported, when outputs are empty, or when provider timeouts/quota errors appear.
    567 repo stars
  47. ▌
    Skill AWS Knowledge Tool · majiayu000 bundle
    CLI tool for querying AWS Knowledge MCP Server
    567 repo stars
  48. ▌
    Skill AWS Polly Tts Tool · majiayu000 bundle
    AWS Polly TTS CLI for text-to-speech synthesis
    567 repo stars
  49. ▌
    Ln 230 Story Prioritizer · majiayu000 bundle
    RICE prioritization per Story with market research. Generates consolidated prioritization table in docs/market/[epic-slug]/prioritization.md. L2 worker called after ln-220.
    567 repo stars
  50. ▌
    Ln 513 Auto Test Planner · majiayu000 bundle
    Plans automated tests (E2E/Integration/Unit) using Risk-Based Testing after manual testing. Calculates priorities, delegates to ln-301-task-creator. Worker for ln-510.
    567 repo stars
  51. ▌
    Ln 626 Dead Code Auditor · majiayu000 bundle
    Dead code & legacy audit worker (L3). Checks unreachable code, unused imports/variables/functions, commented-out code, backward compatibility shims, deprecated patterns. Returns findings.
    567 repo stars
  52. ▌
    Ln 629 Lifecycle Auditor · majiayu000 bundle
    Application lifecycle audit worker (L3). Checks bootstrap initialization order, graceful shutdown, resource cleanup, signal handling, liveness/readiness probes. Returns findings with severity, location, effort, recommendations.
    567 repo stars
  53. ▌
    Ln 722 Backend Generator · majiayu000 bundle
    Generates .NET Clean Architecture backend structure from entity definitions
    567 repo stars
  54. ▌
    Ln 723 Mockdata Migrator · majiayu000 bundle
    Migrates mock data from Drizzle ORM schemas to C# MockData classes
    567 repo stars
  55. ▌
    Ln 773 Cors Configurator · majiayu000 bundle
    Configures CORS policy for development and production
    567 repo stars
  56. ▌
    Log Observability Issues · majiayu000 bundle
    Run /check-observability, then create GitHub issues for all findings. Issues are created with priority labels and structured format. Use /fix-observability instead if you want to fix issues immediately.
    567 repo stars
  57. ▌
    Lomb Scargle Periodogram · majiayu000 bundle
    Lomb-Scargle periodogram for finding periodic signals in unevenly sampled time series data. Use when analyzing light curves, radial velocity data, or any astronomical time series to detect periodic variations. Works for stellar rotation, pulsation, eclipsing binaries, and general periodic phenomena. Based on lightkurve library.
    567 repo stars
  58. ▌
    Writing Long Form Content · majiayu000 bundle
    Generates comprehensive blog post drafts with proper structure. Use when the user asks to write a full article, create blog content, draft long-form posts, or needs complete written content with SEO optimization.
    567 repo stars
  59. ▌
    Long Running Harness Kit · majiayu000 bundle
    Design long-running agent harnesses with resumable checkpoints and initializer/coder handoffs. Use when tasks span multiple sessions or require recovery after interruption.
    567 repo stars
  60. ▌
    Longbridge Security List · majiayu000 bundle
    US overnight-eligible securities directory and HK broker participant directory via Longbridge Securities. `security-list` covers the US overnight-trading catalog only (this is the only category exposed through this endpoint). `participants` is the HK broker_id ↔ name dictionary. For non-US listed-stock lookups, route the user to `longbridge-quote` for individual symbol queries. Triggers: "美股 listed", "美股 overnight", "经纪商 ID", "broker_id", "港股经纪商", "港股經紀商", "經紀商 ID", "list of US stocks", "overnight tradable", "broker directory", "participant lookup".
    567 repo stars
  61. ▌
    Macos Resource Optimizer · majiayu000 bundle
    macOS system resource optimization with 40 specialized agents for memory, disk, CPU, and process management
    567 repo stars
  62. ▌
    Magento Module Developer · majiayu000 bundle
    Creates robust, maintainable, and extensible Magento 2 modules following enterprise architecture patterns. Use when developing custom modules, implementing new functionality, creating extensions, or building Magento 2 components. Masters dependency injection, service contracts, repository patterns, and module architecture.
    567 repo stars
  63. ▌
    Magento Order Specialist · majiayu000 bundle
    Analyzes order data and order processing in Magento 2. Use when analyzing orders, retrieving order information, assessing order processing performance, or troubleshooting order issues. Masters order lifecycle analysis, payment data inspection, and fulfillment diagnostics.
    567 repo stars
  64. ▌
    Magento Security Analyst · majiayu000 bundle
    Conducts comprehensive Magento 2 security assessments and implements security measures. Use when auditing security, identifying vulnerabilities, implementing security controls, or ensuring compliance. Masters security auditing, vulnerability management, and compliance frameworks.
    567 repo stars
  65. ▌
    Magento2 Widget Creation · majiayu000 bundle
    Comprehensive guide for creating custom widget modules in Magento 2 that can be inserted into CMS pages and blocks. Covers module structure, widget configuration, templates, JavaScript, CSS, and form submission handling for non-Hyvä themes.
    567 repo stars
  66. ▌
    Magnus The World Builder · majiayu000 bundle
    World-building companion for the Aphebis platform that helps users explore, discuss, and extend fictional worlds. Use when users want to browse existing worlds/areas/locations, brainstorm world expansion ideas, create new worlds, or understand how fictional locations interconnect narratively. Provides collaborative world-building with discovery-first approach, creative philosophy guidance, and structured workflows for incremental building.
    567 repo stars
  67. ▌
    Maintain Data Structures · majiayu000 bundle
    Comprehensive reference documentation for all data structures in the VRP toolkit project. Use when needing to understand data structure definitions, attributes, formats, or representations to avoid repeatedly reading code. Covers Problem layer (Instance, Solution, Node), Algorithm layer (Solver, Operators, ALNS), Data layer (OSMnx, distance matrices), and runtime formats (routes as lists, time windows as tuples).
    567 repo stars
  68. ▌
    Make Expandable Dropdown · majiayu000 bundle
    Converts highlighted text (typically bullet lists or paragraphs) into an expandable HTML <details> dropdown with a custom summary. Use this skill when the user wants to make content collapsible/expandable in their MDX files.
    567 repo stars
  69. ▌
    Malware Dynamic Analysis · majiayu000 bundle
    Execute and monitor malware in controlled sandbox environments. Use when you need to observe runtime behavior, capture network traffic, monitor process activity, analyze file/registry changes, or understand actual malware functionality beyond static analysis. Guides safe execution with Procmon, Wireshark, Process Hacker, Sysmon, and automated sandboxes.
    567 repo stars
  70. ▌
    Managing Astro Local Env · majiayu000 bundle
    Manage local Airflow environment with Astro CLI. Use when the user wants to start, stop, or restart Airflow, view logs, troubleshoot containers, or fix environment issues. For project setup, see setting-up-astro-project.
    567 repo stars
  71. ▌
    Managing Dev Environment · majiayu000 bundle
    Use this skill when starting, stopping, or troubleshooting the development environment including managing backend/frontend services, handling port conflicts, setting up Docker vs SQLite modes, configuring Cloudflare tunnels, managing environment variables, regenerating TypeScript types, clearing caches, or diagnosing startup failures. Supports multiple modes (local, tunnel, SQLite, PostgreSQL).
    567 repo stars
  72. ▌
    Managing Literal Strings · majiayu000 bundle
    Manages literal strings by pre-defining them as const string in C#. Use when organizing string constants, log messages, exception messages, or UI texts across the codebase.
    567 repo stars
  73. ▌
    Managing Wpf Popup Focus · majiayu000 bundle
    Manages focus behavior for WPF Popup controls using PreviewMouseDown events. Use when Popup loses focus unexpectedly or needs to stay open during user interaction.
    567 repo stars
  74. ▌
    Markdown Confluence Sync · majiayu000 bundle
    Sync markdown projects to Confluence using the markdown_confluence tool. Use for publishing, crawling, and managing Confluence pages from local markdown files.
    567 repo stars
  75. ▌
    Markdown Table Generator · majiayu000 bundle
    Generate well-formatted markdown tables from data. Use when creating documentation tables or formatting tabular data.
    567 repo stars
  76. ▌
    Markdownlint Integration · majiayu000 bundle
    Integrate markdownlint into development workflows including CLI usage, programmatic API, CI/CD pipelines, and editor integration.
    567 repo stars
  77. ▌
    Market Mechanics Betting · majiayu000 bundle
    Use to convert probabilities into decisions (bet/pass/hedge) and optimize scoring. Invoke when need to calculate edge, size bets optimally (Kelly Criterion), extremize aggregated forecasts, or improve Brier scores. Use when user mentions betting strategy, Kelly, edge calculation, Brier score, extremizing, or translating belief into action.
    567 repo stars
  78. ▌
    Market Sizing Frameworks · majiayu000 bundle
    Master TAM/SAM/SOM calculations, market sizing methodologies, and validation frameworks. Use when assessing market opportunity, validating business viability, planning market entry, estimating revenue potential, or determining if a market is worth pursuing. Covers bottom-up, top-down, and value theory sizing methods, competitive analysis, and systematic validation approaches.
    567 repo stars
  79. ▌
    Maud Components Patterns · majiayu000 bundle
    Reusable component patterns for Maud including the Render trait, function components, parameterized components, layout composition, partials, and component organization. Use when building reusable UI elements, creating component libraries, structuring templates, or implementing design systems with type-safe components.
    567 repo stars
  80. ▌
    Maud Syntax Fundamentals · majiayu000 bundle
    Compile-time HTML templating with Maud using the html! macro for type-safe markup generation. Covers syntax patterns including elements, attributes, classes, IDs, content splicing, toggles, control flow (if/match/for), and DOCTYPE. Use when generating HTML in Rust, creating templates, or building server-side rendered pages.
    567 repo stars
  81. ▌
    Max Bid Calculator Skill · majiayu000 bundle
    Calculate maximum bid using BidDeed formula and bid/judgment ratios to determine BID/REVIEW/SKIP decisions
    567 repo stars
  82. ▌
    MCP Dynamic Orchestrator · majiayu000 bundle
    - Discover which MCP servers are available and what they are for.
    567 repo stars
  83. ▌
    MCP Integration Patterns · majiayu000 bundle
    Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
    567 repo stars
  84. ▌
    MCP Opportunity Pipeline · majiayu000 bundle
    Automatically invoke MCP opportunity discovery and publication pipeline when discussing marketplace opportunities, automation tools, or MCP server development
    567 repo stars
  85. ▌
    Media Content Researcher · majiayu000 bundle
    When the user requests to find official media content like movie trailers, YouTube links, or other online resources, this skill performs targeted web searches to locate specific media content, extracts relevant URLs and metadata, and verifies the authenticity of sources. It's triggered by requests for 'official trailer', 'YouTube link', 'search for', or when specific media content needs to be found and integrated into other systems.
    567 repo stars
  86. ▌
    Media Stack Full Refresh · majiayu000 bundle
    Complete workflow to refresh the entire media stack after changes - cleanup Real-Debrid, restart Zurg/Rclone mounts, clear caches, verify mount health, and trigger Jellyfin library scan. Use this after deleting torrents, when mount shows stale data, after configuration changes, or when content doesn't sync between RD and Jellyfin.
    567 repo stars
  87. ▌
    Mediapipe Pose Detection · majiayu000 bundle
    MediaPipe pose detection expertise. Use when debugging landmark tracking, adjusting confidence thresholds, fixing pose detection issues, working with pose.py and video_io.py, or validating pose detection with manual observation.
    567 repo stars
  88. ▌
    Mem0 Fastapi Integration · majiayu000 bundle
    Memory layer integration patterns for FastAPI with Mem0 including client setup, memory service patterns, user tracking, conversation persistence, and background task integration. Use when implementing AI memory, adding Mem0 to FastAPI, building chat with memory, or when user mentions Mem0, conversation history, user context, or memory layer.
    567 repo stars
  89. ▌
    Mermaid Diagram Patterns · majiayu000 bundle
    Create Mermaid diagrams for technical documentation including ERDs, sequence diagrams, flowcharts, and architecture diagrams. Use when: (1) designing database schemas (ERD), (2) documenting API interactions (sequence), (3) illustrating process flows (flowchart), (4) visualizing system architecture.
    567 repo stars
  90. ▌
    Mermaid Diagrams As Code · majiayu000 bundle
    [STUB - Not implemented] Mermaid.js diagrams-as-code for version-controlled, reviewable visual documentation. PROACTIVELY activate for: [TODO: Define on implementation]. Triggers: [TODO: Define on implementation]
    567 repo stars
  91. ▌
    Metabolicpathwayactivity · majiayu000 bundle
    Calculates pathway activity scores for metabolic pathways across different cell groups and subsets. This process quantifies the metabolic activity of each pathway per group, generating visualizations (heatmaps and violin plots) to compare metabolic states between clusters or conditions. Based on the methodology from Xiao et al.
    567 repo stars
  92. ▌
    Bio Single Cell Metabolite Communication · majiayu000 bundle
    Analyze metabolite-mediated cell-cell communication using MeboCost for metabolic signaling inference between cell types. Predict metabolite secretion and sensing patterns from scRNA-seq data. Use when studying metabolic crosstalk between cell populations or metabolite-receptor interactions.
    567 repo stars
  93. ▌
    Metrics Pipeline Builder · majiayu000 bundle
    Build metrics collection pipelines using Prometheus, Grafana, and custom exporters
    567 repo stars
  94. ▌
    Migrations API Reference · majiayu000 bundle
    Use when working with database migrations in pgdbm - provides complete AsyncMigrationManager API with all methods and migration file format
    567 repo stars
  95. ▌
    Mithril Checkpoint Agent · majiayu000 bundle
    Build mithril-checkpoint compression for PyTorch models. Use when implementing byte grouping, compression pipeline, or checkpoint I/O.
    567 repo stars
  96. ▌
    Mixmi Mixer Architecture · majiayu000 bundle
    Complete technical reference for the professional mixer system architecture, audio routing, recording implementation, and all internal mechanics
    567 repo stars
  97. ▌
    Ml Pipeline Orchestrator · majiayu000 bundle
    Orchestrates complete machine learning pipelines within SpecWeave increments. Activates when users request "ML pipeline", "train model", "build ML system", "end-to-end ML", "ML workflow", "model training pipeline", or similar. Guides users through data preprocessing, feature engineering, model training, evaluation, and deployment using SpecWeave's spec-driven approach. Integrates with increment lifecycle for reproducible ML development.
    567 repo stars
  98. ▌
    Moai Alfred Issue Labels · majiayu000 bundle
    Enterprise GitHub issue labeling orchestrator with semantic label taxonomy, AI-powered auto-labeling, label hierarchy system, workflow automation, issue triage acceleration, and stakeholder communication; activates for issue classification, label management, workflow automation, priority assignment, and team communication
    567 repo stars
  99. ▌
    Moai Baas Cloudflare Ext · majiayu000 bundle
    Enterprise Cloudflare Edge Platform with AI-powered edge computing architecture, Context7 integration, and intelligent global orchestration for scalable modern applications
    567 repo stars
  100. ▌
    Moai Core Spec Authoring · majiayu000 bundle
    Complete SPEC document authoring guide with YAML metadata structure (7 required + 9 optional fields), EARS requirement syntax (5 patterns including Unwanted Behaviors), version lifecycle management, TAG integration, pre-submission validation checklist, and real-world SPEC examples.
    567 repo stars