Fill PDF forms programmatically with data from JSON, CSV, or dictionaries. Support for text fields, checkboxes, and dropdowns. Batch filling available.

Guide PDF or web form filling; use when structured form completion is requested.

UX patterns for complex forms including multi-step wizards, cognitive chunking (5-7 fields max), progressive disclosure, and conditional fields. Use when building checkout flows, onboarding wizards, or forms with many fields.

Build agentic retrieval solutions with Azure AI Search knowledge bases and Foundry Agent Service using the Python SDK. Use when creating knowledge sources/bases, connecting agents via MCP for RAG, implementing hybrid search with semantic reranking, or building conversational apps with citation support. Covers SearchIndexClient, KnowledgeBaseRetrievalClient, and AIProjectClient.

Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Use when building React apps with functional programming patterns. Works with React 18/19, Next.js 14/15.

framework-core

Modern patterns for Next.js 16 and TanStack Start v1

Expert in Freshdesk helpdesk API for building integrations, extracting support data, managing tickets/contacts/companies, and automating support workflows. Use when working with Freshdesk, building helpdesk integrations, analyzing support ticket data, or creating customer support applications.

Monitoring and optimizing how quickly data flows through pipelines and ensuring it meets timeliness requirements.

Analyzes FedRAMP FRMR documents to extract control mappings, KSI entries, and version changes. Use when the user asks about FedRAMP requirements, control mappings, compliance data, or needs to understand FRMR document content.

Use when creating API services for backend communication with proper patterns for caching, error handling, and type safety.

Use when implementing state management with PlatformVmStore for complex components requiring reactive state, effects, and selectors.

Frontend package architecture for ChainGraph visual flow editor. Use when working on apps/chaingraph-frontend, React components, Effector stores, XYFlow integration, UI components, providers, or hooks. Covers directory structure, domain organization, provider hierarchy, component patterns. Triggers: frontend, react, component, provider, hook, ui, sidebar, flow editor, chaingraph-frontend, vite, tailwind.

Kiểm tra sức khỏe frontend tự động using Puppeteer. Invoke khi user muốn tìm broken pages, console errors, hoặc verify frontend stability.

Framework-agnostic CSS patterns for typography, color, motion, and spatial composition.

Write and maintain CSS using consistent methodology (Tailwind, BEM, CSS modules, utility classes) while following the project's design system and avoiding framework overrides. Use this skill when writing CSS styles, applying CSS classes, working with CSS frameworks, or implementing visual designs. When editing CSS files (`.css`, `.scss`, `.sass`), applying Tailwind utility classes, using CSS modules, or styling components. When maintaining design tokens, creating design systems, or ensuring visual consistency. When working with colors, spacing, typography, or any visual styling in stylesheets or component files.

Fix generic HTML/CSS designs by applying aesthetic upgrades across the 5 design dimensions (typography, color, motion, spatial composition, backgrounds)

Fix generic React component designs by applying aesthetic upgrades across the 5 design dimensions (typography, color, motion, spatial composition, backgrounds)

Fix generic Svelte component designs by applying aesthetic upgrades across the 5 design dimensions (typography, color, motion, spatial composition, backgrounds)

Fix generic Vue component designs by applying aesthetic upgrades across the 5 design dimensions (typography, color, motion, spatial composition, backgrounds)

Create distinctive, production-grade Svelte/TypeScript frontends with exceptional design quality

Decorative JSON animations for UI feedback and polish. Use for loading spinners, success/error checkmarks, empty state illustrations, animated icons. Just plays and loops - no interactivity. For reactive/stateful animations use Rive instead. Lightweight and SSR-compatible.

Frontend UI/UX work with Gemini CLI in --yolo mode. Use when (1) modifying visual/styling elements in frontend files (.tsx, .jsx, .vue, .svelte, .css), (2) implementing UI components, (3) adjusting layout, colors, spacing, typography, or animations, (4) creating responsive designs, or (5) any frontend task involving how things LOOK rather than how they WORK.

frontend-nextjs-app-router

Implement client-side routing using React Router, Vue Router, and Angular Router. Use when building multi-page applications with navigation and route protection.

React patterns and frontend best practices for this project. Use when implementing React components, hooks, routes, styling, or client-side logic in packages/client.

Garante padrões consistentes de views Blade no Easy Budget (Dashboard, Index, Create, Edit, Show).

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Oh My Brand! theme architecture and project structure. Directory layout, data flow, asset pipeline, and theme.json configuration. Use for understanding project organization.

연예인 화장품 숏폼 콘텐츠 전체 파이프라인. 연예인명만 입력하면 리서치부터 포스팅 최적화까지 모든 단계를 자동으로 실행합니다. (팀 에이전트 기반)

Guidance for building fullstack apps with Vite (React + TypeScript) frontend and FastAPI backend. Use when demos need a web UI beyond what Streamlit provides.

Comprehensive Fully Kiosk Browser management for Android tablets and kiosk devices. Control screen, brightness, URLs, screensavers, TTS, media playback. Manage device fleets via REST API, MQTT, Fully Cloud. Integrate with Home Assistant. Configure kiosk mode, motion detection, remote admin. Supports Fire tablets, Android tablets, wall panels. Use for dashboards, digital signage, locked kiosks.

Use when starting a session and wanting creative engagement, or when user says '/fun' or asks for a persona

Instrument C/C++ with -finstrument-functions for execution tracing and Perfetto visualization

Game art principles. Visual style selection, asset pipeline, animation workflow.

Convert any topic into playable browser games. Types: trivia, matching, word puzzles, adventure games. Uses Phaser.js or Kaboom.js.

Narrative RPG game master for collaborative storytelling. Use for tabletop RPG sessions, solo narrative games, or any real-time collaborative fiction requiring scene management, NPC portrayal, and story coherence.

Designs engaging gameplay loops, economies, and progression systems, balancing challenge and reward for interactive experiences.

What-if scenario analyzer for sports. Play-calling recommendations, clock management, substitution patterns, risk/reward calculations.

Create project timeline Gantt charts with dependencies, milestones, and progress tracking. Supports static (PNG/SVG) and interactive (HTML) output.

Identifies missing components and architectural gaps in project structure based on detected patterns

Transform rough ideas into clear, engaging writing using Gary Provost's rhythm and structure principles. Use when the user needs help writing emails, tweets, scripts, sales copy, articles, or any content where readability, flow, and digestibility matter. Ideal for entrepreneurs and content creators who want to turn ideas into professional writing without sounding robotic or over-polished. Apply when the user asks for help writing, editing for clarity, improving pacing, or making content more engaging.

The drum sounds. Eagle, Swan, and Elephant gather for system architecture. Use when designing major systems from vision to implementation.

Manual and automated gating for defining cell populations in flow cytometry. Covers rectangular, polygon, and data-driven gates. Use when identifying cell populations through hierarchical gating strategies.

Call copy number variants using GATK best practices workflow. Supports both somatic (tumor-normal) and germline CNV detection from WGS or WES data. Use when following GATK best practices or integrating CNV calling with other GATK variant pipelines.

Variant calling with GATK HaplotypeCaller following best practices. Covers germline SNP/indel calling, GVCF workflow for cohorts, joint genotyping, and variant quality score recalibration (VQSR). Use when calling variants with GATK HaplotypeCaller.

Google Cloud CLI operations and resource management

Guide for implementing Google Cloud SDK (gcloud CLI) - a command-line tool for managing Google Cloud resources. Use when installing/configuring gcloud, authenticating with Google Cloud, managing projects/configurations, deploying applications, working with Compute Engine/GKE/App Engine/Cloud Storage, scripting gcloud operations, implementing CI/CD pipelines, or troubleshooting Google Cloud deployments.

Decode and interpret text content from G-code files by analyzing toolpath geometry and coordinate patterns. This skill should be used when extracting text, letters, or symbols that are encoded as movement commands in G-code files (e.g., 3D printing, CNC engraving, laser cutting). Applies to tasks like identifying what text a G-code file will print/engrave, reverse-engineering embossed or engraved text from toolpaths, or visualizing G-code geometry to reveal hidden content.

Running batch inference on Google Cloud (also known as Vertex AI)