Audit rehabilitation setback prediction systems for clinical risk modeling and early intervention. Use when you need to evaluate risk factor models (Charlson, Elixhauser), early…
Configure Next.js projects with ESLint, Prettier, and recommended settings. Use when initializing Next.js projects, setting up linting, or when user mentions Next.js…
Setting up Python environments for Streamlit apps. Use when creating a new project or managing dependencies. Covers uv for dependency management and running apps.
Create and initialize Tauri v2 cross-platform desktop and mobile projects, covering prerequisites, create-tauri-app or manual CLI setup, directory structure, and config.
Setup completo de VPS Ubuntu/Debian para produção com Docker Swarm, Traefik v3 (SSL/HTTPS automático), Portainer CE e rede overlay. Baseado no SetupOrion v2.8.0.
R package for single-cell RNA-seq analysis. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and multi-modal integration.
R package for multi-modal single-cell data integration (v5). Use for analyzing CITE-seq, ADT, and other multi-modal single-cell data. For Python use scanpy with multi-omics.
How the Zig S-expression engine and typed KiCad models work, how they are exposed to Python (pyzig_sexp), and the invariants around parsing, formatting, and freeing.
Comprehensive Agentforce testing skill with test execution, coverage analysis, and agentic fix loops.
Salesforce data operations (Brite edition) with 130-point scoring. TRIGGER when user creates test data, performs bulk import/export, uses sf data CLI commands, needs data factory…
Salesforce debug log analysis and Apex diagnostic discipline (Brite edition) with 100-point scoring. TRIGGER when user analyzes debug logs, hits governor limits, reads stack…
Salesforce deploy orchestration for Brite's brite-salesforce repo. TRIGGER when user deploys SFDX metadata to sandbox or production, runs `sf project deploy start`, validates with…
Salesforce architecture diagrams using Mermaid with ASCII fallback. TRIGGER when: user says "diagram", "visualize", "ERD", or asks for sequence diagrams, flowcharts, class…
Use when writing Salesforce Apex end-to-end integration tests, deployment verification, or bulk scenario validation. Do NOT use for unit tests or TDD.
Creates and validates Salesforce Flows (Brite edition) with 110-point scoring. TRIGGER when user builds or edits record-triggered, screen, autolaunched, or scheduled flows,…
Apex test execution and coverage discipline (Brite edition) with 120-point scoring. TRIGGER when user runs Apex tests, checks coverage, fixes failing tests, touches *Test.cls /…
Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflows with tool calls, o — from…
SGLang Model Gateway (`sgl-model-gateway`, formerly `sgl-router`) — Rust router fronting vLLM/SGLang inference workers on Kubernetes.
sGLang RadixAttention — KV cache stored in a radix tree, reused across requests sharing common prefixes. Cache-aware scheduling (depth-first, LRU at branch level).
End-to-end SGLang SOTA performance workflow. Use when a user names an LLM model and wants SGLang to match or beat the best observed vLLM and TensorRT-LLM serving performance by…
Modern CSS/SCSS architecture based on shadcn/ui design principles. Use this when generating any CSS, SCSS, or styling code to ensure modern, refined, and accessible design…
Reviews shadcn/ui components for CVA patterns, composition with asChild, accessibility states, and data-slot usage.
Use when creating Next.js projects with shadcn/ui, scaffolding new apps with Radix components, or setting up React apps with the Nova theme.
ใช้ skill นี้เมื่อผู้ใช้ต้องการลบ shadcn/ui ออกจากโปรเจกต์ทั้งหมดแล้วติดตั้งใหม่ตั้งแต่ต้น และอาจต้องการแยก cva() variants ออกจาก component หลังติดตั้งใหม่เสร็จ ใช้ skill…
Use when adding, using, or customizing shadcn-svelte components in a Svelte or SvelteKit project, or when you need to look up component APIs, install commands, or underlying…
Develop high-quality, accessible React components using shadcn-ui, Tailwind CSS, and Radix UI. Use when building forms, layouts, dialogs, tables, or any UI components.
shadcn/ui is a collection of accessible UI components built with Radix UI and Tailwind CSS that you copy into your project for full customization.
Apply pre-configured shadcn/ui themes with CSS variables. Use when user requests theme changes, color scheme updates, or design system modifications.
shadcn-vue Blocks — fertige Seiten-Layouts (Login, Signup, OTP, Dashboard, Sidebar, Products). Triggers: "shadcn-vue blocks", "shadcn vue blocks", "blocks overview", "shadcn vue…
shadcn-vue Formulare mit vee-validate + Zod (toTypedSchema, useForm, VeeField, FieldArray) und mit TanStack Form (useForm aus @tanstack/vue-form, form.Field, mode="array").
Comprehensive post-build verification of Shannon Framework's application outputs using three-layer methodology: Flow Verification (execution trace analysis), Artifact Ver — from…
Use when building a whole-codebase Shape model — author higher-level architecture, boundary, and INVARIANT shapes on top of the generated AST layer, grounded in the AST anchors,…
Multi-tenant architecture design. Tenant isolation strategies, RLS, routing, and scale design for SaaS.
Use cargo-nextest when an agent needs more reliable Rust test execution than cargo test, especially for sharding, retries, machine-readable output, and CI triage.
Lets an agent split a large pytest suite into timing-balanced shards so parallel CI lanes finish faster and with less variance.
Platform-agnostic skills including skill creation templates and best practices. Use when creating new skills or improving existing ones.
Process images with the Sharp library for Node.js — resize, convert formats, composite, apply effects, and manage metadata.
On-the-fly image optimization using Sharp (libvips Node.js bindings) with CDN-aware caching headers. Supports responsive srcset generation, AVIF/WebP transcoding, and blur…
Sharpen and maintain knives using whetstones, field stones, and improvised abrasives. Covers blade anatomy, bevel assessment, whetstone technique (coarse to fine progression),…
Use Agent Sheets as an external-agent spreadsheet runtime. Use when reading, editing, validating, debugging, versioning, or automating workbooks through the CLI/API instead of the…
ShellCheck validation as a non-negotiable 2025 workflow practice. PROACTIVELY activate for: (1) running ShellCheck on bash scripts, (2) interpreting and fixing ShellCheck warnings…
Orchestrates the full Sherpy planning workflow from requirements to QA-ready delivery plan. Supports AI, human, and hybrid audience selection for appropriate task detail levels.
Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix. Use when implementing TDD, CI/CD, or early quality practices.
Testing in production with feature flags, canary deployments, synthetic monitoring, and chaos engineering. Use when implementing production observability or progressive delivery.
Guidance for using, changing, testing, and troubleshooting the ripgrep shim in this repository, including stdin-friendly search behavior and rg image/version expectations.
Execute the current sprint in test-first waves.
Develop code using Shipbox sandboxes with real Cloudflare containers. Use when the user wants to run code in a sandbox, test in isolation, or deploy workers.
Add a single SwiftUI UI component from ShipSwift recipes (animation, chart, alert, loading, input, etc.).
Build a complete iOS feature by composing multiple ShipSwift recipes (auth, camera, chat, paywall, settings, dashboards, etc.).
Explore and browse the ShipSwift recipe catalog (animations, charts, components, modules). Use when the user says explore/browse/show recipes, "what ShipSwift components are…
Expert Shopify theme development guidelines for Liquid, Online Store 2.0, CSS, JavaScript, and UX best practices
Write or explain **Admin GraphQL** queries and mutations for apps and integrations that extend the Shopify admin.
Shopify Admin API (GraphQL first, REST fallback) の設計・実装時に、公式ドキュメント参照とよくある落とし穴回避をガイドするスキル。Triggers: Shopify Admin API, GraphQL, REST, metafield, refund, order.
Coordinates Shopify data syncs with the Admin GraphQL API, including `bulkOperationRunQuery`, node connections, and webhook-assisted delta updates.
Debug complex Shopify API issues using cost analysis, request tracing, webhook delivery inspection, and GraphQL introspection.
Write or explain **Admin GraphQL** queries and mutations for apps and integrations that extend the Shopify admin.
Complete API integration guide for Shopify including GraphQL Admin API, REST Admin API, Storefront API, Ajax API, OAuth authentication, rate limiting, and webhooks.
Expert patterns for Shopify app development including Remix/React Router apps, embedded apps with App Bridge, webhook handling, GraphQL Admin API, Polaris components, bil — from…
Expert patterns for Shopify app development including Remix/React Router apps, embedded apps with App Bridge, webhook handling, GraphQL Admin API, Polaris components, bil — from…
Choose between Shopify app architectures: embedded Remix app, headless storefront with Hydrogen, standalone integration, or theme app extension.