Machine Learning

Follow these patterns when implementing MLOps features in OptAIC. Use for ML model definitions (5-component structure), model instances, training/inference pipelines, model registry, and monitoring. Covers signal models, macro regime models, relevance models, and signal combining/filtering models.

Write quality content for HTML documents. Use when writing text content, prose, descriptions, or any human-readable content in HTML files. Ensures spelling and style quality.

Copywriting dla bloga portfolio Pawla Lipowczana (pawellipowczan.pl). Uzyj przy tworzeniu nowych artykulow na blog, generowaniu tresci SEO, pisaniu case studies. Zawiera styl pisania autora (bezposredni, praktyczny, osobisty), strukture artykulow (front matter YAML, hierarchia H1-H3), kategorie (Automatyzacja/No-Code/AI), wytyczne SEO, szablony artykulow. Skill generuje artykuly zgodne z tonem i formatem istniejacych publikacji na blogu.

Create formal spec-driven MoonBit APIs and test suites. Use when asked to set up a spec.mbt, spec-driven tests, or a formal contract-first workflow (e.g., "set up a formal spec & test suite for Yaml in MoonBit"), including moon.mod.json/moon.pkg.json scaffolding and guidance to implement in separate files.

Generate 2D structure images and interactive 3D viewers from chemical names or SMILES. Supports PNG/SVG output for 2D and 3Dmol.js HTML viewers for 3D conformers.

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.

Transform creative ideas into professional, production-ready screenplays optimized for AI video generation pipelines. Converts raw concepts into structured scene-by-scene narratives with rich visual descriptions, proper screenplay formatting, and XML-tagged output for seamless integration with image/video generation tools (imagine, arch-v).USE WHEN: Converting story ideas into screenplay format, preparing content for AI video pipelines, structuring narratives for 5-10 minute short films, generating visual-rich scene descriptions for image generation.WORKFLOW: Raw idea → Scene breakdown → Visual enhancement → Professional formatting → XML-tagged markdown outputOUTPUT: Markdown document with XML-wrapped scenes, rich visual descriptions, proper screenplay elements (sluglines, action, dialogue), and metadata for pipeline processing.

AI-powered enterprise web application testing orchestrator with Context7 integration, intelligent test generation, visual regression testing, cross-browser coordination, and automated QA workflows for modern web applications

Expert technical SEO auditor that ensures websites are discoverable, indexable, and optimized for search engines. Audits semantic HTML, meta tags, structured data, sitemaps, robots.txt, Core Web Vitals, mobile-first readiness, crawl budget, and performance. Diagnoses SEO issues and provides actionable optimization strategies. Use when conducting SEO audits, analyzing website performance, troubleshooting indexation problems, optimizing technical SEO, or when users mention SEO, search rankings, crawling, indexing, site speed, or Google Search Console.

Convert PDF, Office, images, HTML, and URLs to Markdown. Use for document conversion, text extraction, OCR, web scraping, RAG pipelines. Triggers: "convert to markdown", "extract text", "read PDF", "scrape URL".

Creates Mermaid/PlantUML diagrams (architecture, sequence, flow) from SAEF artifacts. Use when visualizing system design or documenting workflows.

HTML/CSS를 WPF CustomControl XAML로 변환할 때 필요한 가이드. CSS 애니메이션, overflow 클리핑, pseudo-element, 회전 요소 등을 WPF로 변환할 때 발생하는 일반적인 실수와 올바른 패턴을 제공한다. 다음 상황에서 사용: (1) HTML/CSS를 WPF XAML로 변환, (2) CSS 애니메이션을 WPF Storyboard로 변환, (3) CSS border-radius + overflow: hidden을 WPF 클리핑으로 구현, (4) CSS ::before/::after pseudo-element를 WPF로 구현, (5) CSS transform: rotate를 WPF RotateTransform으로 변환

Convert any file to markdown format using the markitdown library. Use this skill when users need to convert documents (PDF, DOCX, XLSX, PPTX, images, HTML, CSV, JSON, XML, audio files, etc.) into markdown format for easier reading, editing, or integration into markdown-based workflows.

Use this skill when creating new skills via forced conceptual collision of existing patterns. Duct-tapes jank-builder to super-collider for autopoietic meta-skill generation.

MongoDB CLI 工具。直接執行 MongoDB 查詢語法，支援 CRUD、聚合、索引管理。輸出格式：table/json/csv/yaml。預設唯讀模式保護生產環境。

This skill should be used when enhancing FHIR meeting minutes by synthesizing transcript discussion into Confluence pages, capturing reasoning and trade-offs with XML DOM manipulation

Auto-invoke when reviewing HTML head, meta tags, or Next.js page components. Enforces semantic HTML and search optimization.

Create an interactive HTML viewer to visualize and verify parsed metadata against source documents.

Research pipeline for topology-aware GNN representation learning on power grids using the PowerGraph benchmark. Use when (1) building physics-guided GNNs for power flow (PF), optimal power flow (OPF), or cascading failure prediction, (2) implementing self-supervised pretraining for power systems, (3) evaluating cascade explanation fidelity against ground-truth masks, or (4) conducting reproducible ML-for-power-systems research. Triggers include "PowerGraph", "power flow GNN", "OPF surrogate", "cascade prediction", "physics-guided GNN", "grid analytics ML", "power system representation learning".

Implement authentication with Scalekit for web applications, APIs, and MCP servers. Supports full-stack auth, modular SSO (SAML/OIDC), and MCP OAuth 2.1. Handles login, SSO, session management, token validation, and enterprise identity providers. Works with Node.js, Express, Next.js, Python, FastAPI, and MCP servers. Use when implementing authentication, adding SSO, securing APIs, or protecting MCP servers.