Use after implementation complete to verify all tasks done, update roadmap, run full test suite, and create final report - ensures implementation completeness before finishing development branch

Use when turning PRDs or feature specs into actionable implementation workflows - provides structured task decomposition, dependency mapping, and validation gates.

Implement features with code, tests, and documentation. Use when building

Complete TDD workflow for implementing business logic (use cases) and API endpoints that make tests pass. Covers Zod safeParse validation, async/await patterns, Next.js API routes, service orchestration, and Clean Architecture compliance.

Write production-quality code following project patterns. Use when implementing features, fixing bugs, or creating new files. Includes Context7 library documentation lookup.

Implements new Agent Skills for the project. Identifies the AI coding tool (Cursor, Claude Code, Gemini CLI), ensures specification compliance, and provides specialized templates. Use when creating, authoring, or adding a new skill, or when the user asks about Agent Skills format or SKILL.md.

Phylax Credible Layer assertions implementation. Implements phylax/credible layer assertion contracts using cheatcodes, triggers, and event/state inspection.

Write clean, efficient, maintainable code. Use when implementing features, writing functions, or creating new modules. Covers SOLID principles, error handling, and code organization.

Implements MVVM pattern using CommunityToolkit.Mvvm with ObservableProperty attributes. Use when building ViewModels with source generators or implementing commands in WPF.

Guides Test-Driven Development for this Neovim plugin project. Use when implementing new features or fixing bugs that require behavioral changes. Includes project-specific tooling (make test/lint/check) and Lua/Busted testing patterns. Follows strict RED-GREEN-REFACTOR cycle.

Implements Figma designs 1:1 using OneKey component library. Use when implementing UI from Figma, converting designs to code, or building pages/components from design specs. Triggers on figma, design, UI, 还原设计稿, 切图, 页面, 组件, implementation, Button, Input, Badge, Icon, Stack, XStack, YStack, Dialog, Toast, Alert, Form, Select, Switch, Checkbox, Radio, Tabs, Popover, ActionList, Progress, Skeleton, Image, Avatar, Banner, Carousel, Table, Accordion, ScrollView, ListView, SectionList, Page, Divider, Empty, QRCode, Markdown, Spinner.

Enables mouse event reception for WPF FrameworkElement using DrawingContext by drawing transparent backgrounds. Use when custom-drawn elements don't receive mouse events.

Implements the Repository pattern with Service Layer for data access abstraction in .NET. Use when separating data access logic from business logic or building testable data layers.

Implement using TDD Red-Green cycle. Focus on Red-Green only; refactoring is separate step.

Quality assurance protocols using Vitest. Use for critical logic like pricing and availability calculations.

Import brownfield documentation from Notion exports, Confluence, GitHub Wiki, or any markdown folder. Automatically classifies files as specs, modules, team docs, or legacy.

AUTO-EXECUTE import of external work items (GitHub/JIRA/ADO) since last import. NO PROMPTS - immediately runs with defaults. Creates READ-ONLY references in living docs. Options available but NOT required.

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Expert at automatically applying improvements to Claude Code components based on quality analysis. Enhances descriptions, optimizes tool permissions, strengthens security, and improves usability. Works in conjunction with analyzing-component-quality skill.

Library of in-product message patterns, triggers, and targeting rules.

Apply IN3 Problem Reversal to solve the inverse of the stated problem to reveal insights.

Apply IN4 Contra-Logic to argue the opposite position to stress-test assumptions and expose weak reasoning.

Apply IN7 Boundary Testing to explore extreme conditions to find system limits and breaking points.

Expert guidance for building and maintaining the Para Obsidian inbox processing system - a security-hardened automation framework for processing PDFs and attachments with AI-powered metadata extraction. Use when building inbox processors, implementing security patterns (TOCTOU, command injection prevention, atomic writes), designing interactive CLIs with suggestion workflows, integrating LLM detection, implementing idempotency with SHA256 registries, or working with the para-obsidian inbox codebase. Covers engine/interface separation, suggestion-based architecture, confidence scoring, error taxonomy, structured logging, and testing patterns. Useful when user mentions inbox automation, PDF processing, document classification, security-hardened file processing, or interactive CLI design.

Expert SRE incident responder specializing in rapid problem

Comprehensive incident root cause analysis skill for distributed systems. Analyzes logs, metrics, and traces to identify cascading failures, resource contention, and root causes through systematic anomaly detection, timeline correlation, and evidence-based hypothesis testing.

Metodología de diseño que considera todo el rango de diversidad humana con

Use when writing code, documentation, or comments - always use accessible and respectful terminology

Generate culturally diverse names for examples, mock data, and test fixtures. Includes edge-case names that catch bugs.

Detect and resolve incoherence in documentation, code, specs vs implementation. Includes reconciliation phase for applying user-provided resolutions.

Income approach land valuation by capitalizing land rent (telecom sites, agricultural rent, ground leases). Market rent analysis, cap rate selection, reconciliation with sales. Use for income-producing land valuation

Plan and create SpecWeave increments with PM and Architect agent collaboration. Use when starting new features, hotfixes, bugs, or any development work that needs specification and task breakdown. Creates spec.md, plan.md, tasks.md with proper AC-IDs and living docs integration.

AI-powered quality assessment using LLM-as-Judge pattern with BMAD risk scoring and formal gate decisions. Use for evaluating increment specs, assessing task completeness, or making quality gate decisions (PASS/CONCERNS/FAIL). Chain-of-thought reasoning ensures transparent evaluation.

Plan new Product Increment. Use when starting new features, hotfixes, or development work that needs specification.

Use when implementing features or refactoring with TDD - enforces writing ONE test at a time, implementing minimal code to pass, then repeating, preventing batch test writing that defeats incremental design discovery

Research-driven investigation skill for validating solutions and exploring documentation. Never ask questions you can answer yourself through research. Use WebFetch, WebSearch, and testing to validate ideas before presenting them. Deliver concrete, tested recommendations with evidence.

index-strategies

Analyze database queries and recommend missing indexes with performance impact analysis

Monetization strategies for indie developers, solopreneurs, and small teams. Covers freemium models, SaaS pricing, sponsorships, donations, email list building, and passive income for developer tools, content sites, and educational apps. Activate on 'monetization', 'make money', 'pricing', 'freemium', 'SaaS', 'sponsorship', 'donations', 'passive income', 'indie hacker'. NOT for enterprise sales, B2B outbound, VC fundraising, or large-scale advertising (use enterprise/marketing skills).

Ability to analyse, design, optimise, and improve systems that integrate people, processes, technology, and resources to meet defined performance, quality, cost, and safety requirements. Includes applying engineering, statistical, and systems methods to model workflows, identify inefficiencies, evaluate trade-offs, and implement improvements across operations and supply chains. Applies across manufacturing, services, logistics, healthcare, and infrastructure contexts and is independent of specific tools or industries, with human accountability retained for decisions, outcomes, and impacts.

Deep domain research and expertise synthesis across industries, combining academic research, market intelligence, and practitioner knowledge

Get a real-time pulse check on any industry or niche. Includes trending technologies, notable events from the last 2 weeks, and key shifts impacting operators and investors.

Specialized agent configurations for specific industries

Layer 7 Interperspectival Network Analysis and Influence Flow

SQLite database for Israeli Tech Nano-Influencers with direct sqlite3 command-line access. Execute any SQL query or inspect schema. Simple and agent-friendly.

Design information architecture - site structure, navigation, card sorting, tree testing, taxonomy, labeling systems, and findability.

infra-adoption

infra-debugger

1. **JpaEntity** - 변환 메서드 테스트 → 구현 → 리팩토링

infra-tester