機器學習

Static security analysis of HTML forms without sending any requests. Checks for CSRF tokens, insecure actions, missing validation, hidden field issues, and common security misconfigurations. Safe to run - no payloads sent. Use when user asks to "analyze form security", "check form for vulnerabilities", "static security check".

This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakehouses, or ensuring data lineage and reproducibility in biological research. Covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integrations with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.

Supervised/unsupervised learning, model selection, evaluation, and scikit-learn. Use for building classification, regression, or clustering models.

Guide for designing Definition resources in OptAIC (the "Law"). Use when creating PipelineDef, StoreDef, AccessorDef, OpDef, MLModuleDef, or PortfolioOptimizerDef. Covers interface_spec, input/output schemas, compatibility rules, and embedded guardrail contracts.

HTMLCSStoImage API via curl. Use this skill to generate images from HTML/CSS or capture screenshots of web pages.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

This skill should be used when users need to create, validate, or modify Moqui framework services, entities, and queries. It provides comprehensive guidance for writing correct Moqui XML definitions, following framework patterns and conventions.

Master orchestration skill for ProSWARM Neural MCP - ALWAYS use this for complex tasks requiring decomposition, planning, or parallel execution. Leverages 70+ specialized neural models for instant task classification and orchestration with 84.8% SWE-Bench accuracy. Use when user asks to solve problems, fix bugs, implement features, or any multi-step task. PRIMARY workflow engine for ALL development work.

UI/UX design intelligence with searchable database: 50 styles, 21 color palettes, 50 font pairings, 20 chart types, 8 framework stacks.Trigger phrases (use this skill when user says):- "build a landing page", "create a dashboard", "design a website"- "Reactでコンポーネント作って", "Next.jsでページ作って", "Vueでアプリ作って"- "make it look modern", "use glassmorphism", "add dark mode"- "UIを改善して", "デザインを良くして", "もっとモダンにして"- "choose a color palette", "recommend fonts", "what chart should I use"- "fix accessibility", "improve UX", "optimize for mobile"- "style with Tailwind", "add hover effects", "create responsive layout"Supported: React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, HTML+Tailwind.Elements: button, modal, navbar, sidebar, card, table, form, chart, hero, footer.Styles: glassmorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, flat design.

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.

Diagnose and fix Deptrac architectural violations automatically. Use when Deptrac reports dependency violations, layers are incorrectly coupled, or when refactoring code to respect hexagonal architecture boundaries. Never modifies deptrac.yaml - always fixes the code to match the architecture.

Generate PlantUML diagrams from text descriptions and convert them to PNG/SVG images. Use when asked to "create a diagram", "generate PlantUML", "convert puml to image", "extract diagrams from markdown", or "prepare markdown for Confluence". Supports all PlantUML diagram types including UML (sequence, class, activity, state, component, deployment, use case, object, timing) and non-UML (ER diagrams, Gantt charts, JSON/YAML visualization, mindmaps, WBS, network diagrams, wireframes, and more).

Expert taxonomist that creates comprehensive, well-structured taxonomies with hierarchical classification systems and optional semantic relationships. Use this when users need to build taxonomies, ontologies, or classification systems for any domain (data management, financial services, healthcare, technology, etc.). Outputs text files with relations in the format `source|is a|target`

scArches 单细胞深度学习参考图谱框架 - 100%覆盖文档（26个HTML文件，包含完整API、教程、模型训练、多模态整合）

Master machine learning fundamentals. Production-ready code examples, best practices, and real-world applications.

Station Service SDK를 사용한 테스트 시퀀스 개발 가이드. SequenceBase 패턴, emit 메서드, manifest.yaml 작성법 제공. 사용자가 시퀀스 개발, SequenceBase 구현, 테스트 자동화 코드 작성, manifest.yaml 설정, emit 메서드 사용법을 문의할 때 활성화.

Provides three production-ready ML training examples (sentiment classification, text generation, RedAI trade classifier) with complete training scripts, deployment configs, and datasets. Use when user needs example projects, reference implementations, starter templates, or wants to see working code for sentiment analysis, text generation, or financial trade classification.

Complete Sveltia CMS skill for lightweight, Git-backed content management.Sveltia is the modern successor to Decap/Netlify CMS with 5x smaller bundle (300 KB),faster GraphQL-based performance, and solves 260+ predecessor issues.Use this skill when setting up Git-based CMS for static sites (Hugo, Jekyll,11ty, Gatsby, Astro, SvelteKit, Next.js), blogs, documentation sites, marketingsites, or migrating from Decap/Netlify CMS. Framework-agnostic with first-classi18n support and mobile-friendly editing interface.Prevents 8+ common errors including OAuth authentication failures, TOML formattingissues, YAML parse errors, CORS/COOP policy problems, content not listing, scriptloading errors, image upload failures, and deployment problems. Includes completeKeywords: Sveltia CMS, Git-backed CMS, Decap CMS alternative, Netlify CMS alternative, headless CMS, static site CMS, Hugo CMS, Jekyll CMS, 11ty CMS, Gatsby CMS, Astro CMS, SvelteKit CMS, Next.js CMS, content management, visual editing, markdown CMS, YAM

Analyzes user feedback from Langfuse annotation queues and generates surgical recommendations for template.yaml, style.yaml, and tools.yaml

ML 모델 벤치마크 및 평가 실행. "벤치마크", "모델 평가", "성능 테스트", "inference 속도" 요청 시 활성화됩니다.