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josiahsiegel

josiahsiegel

155 Skills published on GitHub.

powershell-security

Modern PowerShell security practices including SecretManagement, JEA, WDAC, and credential protection

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powershell-shell-detection

Shell detection and cross-shell compatibility guidance for PowerShell vs Git Bash/MSYS2 on Windows

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python-asyncio

Complete Python asyncio system. PROACTIVELY activate for: (1) async/await syntax, (2) asyncio.gather for concurrent execution, (3) TaskGroup (3.11+), (4) Semaphores for rate limiting, (5) Timeouts with asyncio.timeout, (6) Producer-consumer with Queue, (7) Async generators and context managers, (8) uvloop performance, (9) Common async gotchas. Provides: Concurrent patterns, I/O optimization, async libraries (aiohttp, httpx, asyncpg). Ensures correct async patterns without blocking.

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python-cloudflare

Complete Python Cloudflare deployment system. PROACTIVELY activate for: (1) Python Workers with Pyodide, (2) FastAPI on Workers, (3) Cloudflare Containers for heavy compute, (4) Service bindings (RPC), (5) Environment variables in Workers, (6) Cold start optimization, (7) Workflows for durable execution, (8) GPU containers for AI. Provides: Worker code patterns, wrangler config, Dockerfile templates, FastAPI integration. Ensures edge deployment with proper architecture choices.

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python-fastapi

Complete FastAPI production system. PROACTIVELY activate for: (1) Project structure (scalable layout), (2) Pydantic schemas (input/output separation), (3) Dependency injection, (4) Async database with SQLAlchemy, (5) JWT authentication, (6) Error handling patterns, (7) Docker deployment, (8) Gunicorn + Uvicorn production, (9) Rate limiting, (10) Testing with httpx. Provides: Project templates, schema patterns, auth setup, Docker config. Ensures production-ready FastAPI applications.

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python-fundamentals-313

Complete Python 3.13+ fundamentals system. PROACTIVELY activate for: (1) Python 3.13 free-threading (no-GIL), (2) JIT compiler usage, (3) Pattern matching syntax, (4) Walrus operator, (5) F-string features 3.12+, (6) Type parameter syntax 3.12+, (7) Exception groups, (8) Dataclasses and enums, (9) Context managers. Provides: Modern syntax, performance features, best practices, naming conventions. Ensures correct Python 3.13+ patterns with optimal performance.

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python-github-actions

Complete Python GitHub Actions system. PROACTIVELY activate for: (1) uv-based CI workflows (10-100x faster), (2) Matrix testing across Python versions, (3) Dependency caching with setup-uv, (4) Parallel test execution, (5) Reusable workflows, (6) Publishing to PyPI with trusted publishing, (7) Code coverage with codecov, (8) Security scanning. Provides: Workflow templates, caching config, matrix strategies, composite actions. Ensures fast, reliable CI/CD pipelines.

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python-gotchas

Complete Python gotchas reference. PROACTIVELY activate for: (1) Mutable default arguments, (2) Mutating lists while iterating, (3) is vs == comparison, (4) Late binding in closures, (5) Variable scope (LEGB), (6) Floating point precision, (7) Exception handling pitfalls, (8) Dict mutation during iteration, (9) Circular imports, (10) Class vs instance attributes. Provides: Problem explanations, code examples, fixes for each gotcha. Ensures bug-free Python code.

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python-modal

Modern Python patterns for Modal.com serverless platform. PROACTIVELY activate for: (1) Modal function deployment, (2) Type-safe Modal with Pydantic, (3) Async patterns in Modal, (4) GPU workloads (ML inference, training), (5) FastAPI web endpoints on Modal, (6) Scheduled tasks and cron jobs, (7) Modal Volumes and storage, (8) Testing Modal functions with pytest, (9) Modal classes and lifecycle methods, (10) Parallel processing with map/starmap. Provides: Type hints patterns, Pydantic integration, async/await patterns, pytest testing, FastAPI integration, scheduled tasks, Volume usage, cost optimization, and production-ready examples following Python 3.11+ best practices.

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python-opencv

Complete OpenCV computer vision system for Python. PROACTIVELY activate for: (1) Image loading with cv2.imread (BGR format gotcha), (2) Video capture with cv2.VideoCapture, (3) Color space conversion (BGR to RGB, HSV, grayscale), (4) Image filtering (GaussianBlur, medianBlur, bilateralFilter), (5) Edge detection (Canny), (6) Contour detection with cv2.findContours, (7) Image resizing with interpolation methods, (8) Template matching, (9) Feature detection (SIFT, ORB, AKAZE), (10) Drawing functions (rectangle, circle, text), (11) Video writing with cv2.VideoWriter, (12) Morphological operations, (13) Deep learning with cv2.dnn module, (14) GPU acceleration with cv2.cuda, (15) Coordinate system (x,y vs row,col) gotchas. Provides: Image processing patterns, video capture/writing, memory management, performance optimization, Jupyter notebook workarounds. Ensures correct BGR handling and memory-safe OpenCV usage.

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python-package-management

Complete Python package management system. PROACTIVELY activate for: (1) uv package manager (10-100x faster), (2) pyproject.toml configuration, (3) Virtual environment setup, (4) Dependency management with uv.lock, (5) Ruff linting and formatting, (6) src layout project structure, (7) Publishing to PyPI, (8) pip and requirements.txt. Provides: uv commands, pyproject.toml templates, ruff config, pre-commit setup. Ensures modern Python project setup with fast tooling.

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python-testing

Complete Python testing system. PROACTIVELY activate for: (1) pytest fundamentals, (2) Fixtures and scopes, (3) Parameterized tests, (4) Mocking with pytest-mock, (5) Async testing with pytest-asyncio, (6) Coverage configuration, (7) FastAPI testing with httpx, (8) Property-based testing with hypothesis, (9) Snapshot testing. Provides: pytest patterns, fixture examples, mock setup, coverage config. Ensures comprehensive test coverage with best practices.

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python-type-hints

Complete Python type hints system. PROACTIVELY activate for: (1) Built-in generics (list[str], dict[str, int]), (2) Union types (str | None), (3) Type parameter syntax 3.12+, (4) Protocol for structural typing, (5) TypedDict for dict schemas, (6) Literal and Final types, (7) TypeGuard and TypeIs, (8) ParamSpec for decorators, (9) Mypy/Pyright configuration. Provides: Type syntax, Protocol patterns, TypedDict, mypy config. Ensures static type safety with gradual typing strategy.

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react-forms

Complete React forms system. PROACTIVELY activate for: (1) Controlled form patterns, (2) React Hook Form setup and validation, (3) Zod schema validation, (4) Dynamic fields with useFieldArray, (5) Server Actions with forms, (6) useOptimistic for optimistic updates, (7) File upload handling, (8) Multi-step form wizards. Provides: Form validation, error handling, field arrays, file drag-drop, form state management. Ensures robust form handling with proper validation and UX.

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react-fundamentals-19

Complete React 19 fundamentals system. PROACTIVELY activate for: (1) React 19 new features and changes, (2) Server vs Client Components, (3) Server Actions setup, (4) use() hook usage, (5) JSX and component basics, (6) Props and state patterns, (7) Suspense and Error Boundaries, (8) Fragments and Portals. Provides: React 19 syntax, Server Component patterns, async data handling, component composition, best practices. Ensures modern React 19 patterns with proper server/client architecture.

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react-hooks-complete

Complete React hooks reference system. PROACTIVELY activate for: (1) useState and useReducer patterns, (2) useEffect and lifecycle, (3) useRef for DOM and values, (4) useContext for shared state, (5) useMemo and useCallback optimization, (6) React 19 hooks (useTransition, useDeferredValue, useActionState, useOptimistic), (7) Custom hook development, (8) Hook rules and best practices. Provides: Hook syntax, effect cleanup patterns, performance optimization, custom hook patterns. Ensures correct hook usage following React best practices.

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react-patterns

Complete React component patterns system. PROACTIVELY activate for: (1) Compound components with context, (2) Render props pattern, (3) Higher-Order Components (HOC), (4) Custom hooks as patterns, (5) Provider pattern with reducer, (6) Controlled vs uncontrolled components, (7) Prop getter pattern, (8) State reducer pattern. Provides: Pattern implementations, composition strategies, reusable component APIs, flexible state control. Ensures clean, maintainable component architecture.

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react-performance

Complete React performance optimization system. PROACTIVELY activate for: (1) React.memo and memoization, (2) useMemo and useCallback usage, (3) Code splitting with React.lazy, (4) List virtualization (react-window, react-virtuoso), (5) Avoiding unnecessary re-renders, (6) useTransition and useDeferredValue, (7) Bundle optimization, (8) Web Vitals and profiling. Provides: Profiler setup, memoization patterns, lazy loading, virtualization config, state colocation. Ensures optimal React performance with measurable improvements.

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react-state-management

Complete React state management system. PROACTIVELY activate for: (1) Context API patterns and optimization, (2) Zustand store setup and usage, (3) Jotai atomic state, (4) TanStack Query (React Query) for server state, (5) SWR data fetching, (6) useState vs useReducer decisions, (7) State normalization, (8) Avoiding prop drilling. Provides: Store configuration, context optimization, server state caching, optimistic updates, infinite queries. Ensures scalable state architecture with proper tool selection.

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react-testing

Complete React testing system. PROACTIVELY activate for: (1) Vitest/Jest setup and configuration, (2) React Testing Library patterns, (3) Component testing with userEvent, (4) Custom hook testing with renderHook, (5) Mocking modules and components, (6) Async component testing, (7) Context and provider testing, (8) Accessibility testing with jest-axe. Provides: Test setup, query priority, user simulation, mock patterns, integration testing. Ensures reliable tests that focus on user behavior.

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react-typescript

Complete React TypeScript system. PROACTIVELY activate for: (1) Component props typing, (2) Event handler types, (3) Hooks with TypeScript, (4) Generic components, (5) forwardRef typing, (6) Context with type safety, (7) Utility types (Partial, Pick, Omit), (8) Discriminated unions for state. Provides: Props interfaces, event types, generic patterns, type-safe context, polymorphic components. Ensures type-safe React with proper TypeScript patterns.

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agentforce-2025

Salesforce Agentforce AI agents and autonomous automation (2025)

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data-cloud-2025

Salesforce Data Cloud integration patterns and architecture (2025)

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flow-orchestrator-2025

Salesforce Flow Orchestrator multi-user automation best practices (2025)

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hyperforce-2025

Salesforce Hyperforce public cloud infrastructure and architecture (2025)

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lightning-2025-features

Salesforce Lightning Web Components Winter '26 and 2025 features

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sql-server-2025

SQL Server 2025 and SqlPackage 170.2.70 (October 2025) - Vector databases, AI integration, and latest features

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ssdt-cicd-best-practices-2025

Modern CI/CD best practices for SQL Server database development with tSQLt, state-based deployment, and 2025 patterns

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windows-git-bash-paths

Windows and Git Bash path handling for SSDT, SqlPackage, and DACPAC files with shell detection

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tailwindcss-accessibility

Tailwind CSS accessibility patterns including WCAG 2.2 compliance, touch targets, focus management, and ARIA support

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tailwindcss-advanced-components

Tailwind CSS advanced component patterns with CVA integration and variant management

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tailwindcss-advanced-design-systems

Tailwind CSS advanced design systems with design tokens and @theme configuration

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tailwindcss-advanced-layouts

Tailwind CSS advanced layout techniques including CSS Grid and Flexbox patterns

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tailwindcss-animations

Tailwind CSS animations and transitions including built-in utilities and custom animation patterns

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tailwindcss-debugging

Tailwind CSS debugging and troubleshooting guide for common issues and solutions

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tailwindcss-framework-integration

Tailwind CSS integration guide for React, Vue, Next.js, and other frameworks

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tailwindcss-fundamentals-v4

Tailwind CSS v4 fundamentals covering installation, CSS-first configuration, design systems, and 2025/2026 best practices

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tailwindcss-mobile-first

Comprehensive mobile-first responsive design patterns with 2025/2026 best practices for Tailwind CSS v4

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tailwindcss-performance

Tailwind CSS performance optimization including v4 improvements and best practices

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tailwindcss-plugins

Tailwind CSS plugins including official plugins and custom plugin development

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tailwindcss-responsive-darkmode

Tailwind CSS responsive design and dark mode implementation patterns for 2025/2026

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opentofu-guide

Comprehensive OpenTofu expertise including migration from Terraform, state encryption, OpenTofu 1.10/1.11 features (OCI registry, native S3 locking, ephemeral resources, enabled meta-argument), and CI/CD integration. Covers when to use OpenTofu vs Terraform with decision matrix.

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terraform-tasks

Specialized Terraform task execution skill for autonomous infrastructure operations. Handles code generation, debugging, version management (1.10-1.14+), security scanning, and architecture design across all providers (AWS 6.0, AzureRM 4.x, GCP) and platforms. Covers ephemeral values, Terraform Stacks, policy-as-code, and 2025 best practices.

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vitest-3-features

Vitest 3 Features skill

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windows-git-bash-testing

Windows and Git Bash testing compatibility guide for Vitest, Playwright, and MSW with path conversion patterns

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advanced-patterns

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azure-sql-optimization

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index-strategies

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query-optimization

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tsql-functions

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