debugging-output-and-previewing-html-using-ray

Use when user says "send to Ray," "show in Ray," "debug in Ray," "log to Ray," "display in Ray," or wants to visualize data, debug output, or show diagrams in the Ray desktop application.

authoring-stitch-prompts

Converts natural-language descriptions or UI spec files into optimized Google Stitch prompts. Use when creating, refining, or validating design directives for Google Stitch. Use when user says "create a Stitch prompt", "optimize this for Stitch", "convert this spec to a Stitch prompt", "write a UI prompt", or mentions Google Stitch prompt authoring. Follows Stitch best practices with short, directive prompts focused on screens, structure, and visual hierarchy.

excalidraw-diagram-design

Guide for structuring graph input (nodes and edges) for the Excalidraw Architect MCP tool to produce clean, readable diagrams. Use when generating architecture diagrams, flow diagrams, or any visual diagram via create_diagram or mermaid_to_excalidraw.

gamekit-cli

Capture game view screenshots for visual verification

data_analysis

High-performance data analysis using Polars - load, transform, aggregate, visualize and export tabular data. Use for CSV/JSON/Parquet processing, statistical analysis, time series, and creating charts.

beautify-decoration

Iterate on the visual identity of a top-down pixel-art decoration (sprite + layout integration) in pixtuoid. Use when redesigning an existing decoration (pantry, lounge, meeting room, cubicle decor) or adding a new one. Captures the rebuild trap, the visual-verification loop, resolution constraints, sprite-format pitfalls, and the layout-integration checklist that we learned the hard way during the pantry beautify session.

omh

Generate oh-my-hi dashboard. Visual catalog and usage/token analysis of skills, agents, plugins, hooks, memory, MCP servers, rules, and principles. Triggered by "/omh", "harness status", "dashboard", etc.

Applitools

The Applitools MCP server helps you create, update, and analyze visual tests using Applitools Eyes.

bonnard-build-dashboard

Guide a user through building and deploying a markdown dashboard. Use when user says "build a dashboard", "create a chart", "visualize data", or wants to create a dashboard.

cinematic-ui

Design and build websites with film-inspired visual systems, director-driven art direction, storyboard-first layout planning, and cinematic motion. Use when the user asks for a cinematic site, movie-style landing page, director-inspired UI, film-noir, sci-fi, romance, thriller, action, animation, or a movie-like website aesthetic, including requests phrased in Chinese. Do not use for generic web design unless the user explicitly wants a film or director reference.

banana

AI image generation Creative Director powered by Google Gemini Nano Banana models. Use this skill for ANY request involving image creation, editing, visual asset production, or creative direction. Triggers on: generate an image, create a photo, edit this picture, design a logo, make a banner, visual for my anything, and all /banana commands. Handles text-to-image, image editing, multi-turn creative sessions, batch workflows, and brand presets.

learning-goal

Guide the learner through a structured goal-setting exercise grounded in research on Mental Contrasting with Implementation Intentions (MCII). The exercise helps developers set concrete learning goals, visualize meaningful outcomes, anticipate realistic obstacles, and build if-then plans to overcome them.

agentation

Add Agentation visual feedback toolbar to any React project

excalidraw-diagrams

Creates Excalidraw diagrams programmatically. Use when the user wants flowcharts, architecture diagrams, system designs, or any visual diagram instead of ASCII art. Outputs .excalidraw files that can be opened directly in Excalidraw or VS Code with the Excalidraw extension.

robot-components

Add features to the Node Editor Canvas - visual effects, interactions, physics, keyboard shortcuts

isometric-asset-sheets

Generate sprite sheet images for the isometric city game using the GenerateImage tool. Use when creating new game assets, sprite sheets, vehicle sprites, building sprites, or any visual assets for the isometric city builder. Ensures consistent format, sizing, and isometric projections.

Io.Github.MR901/Mcp Plots

MCP server for data visualization with Mermaid charts.

ai-image-generator

Generate AI images using Gemini or GPT APIs directly. Covers model selection (Gemini for scenes, GPT for transparent icons), the 5-part prompting framework, API calling patterns, multi-turn editing, and quality assurance. Produces photorealistic scenes, icons, illustrations, OG images, and product shots. Use when building websites that need images, creating marketing assets, or generating visual content. Triggers: 'generate image', 'ai image', 'create hero image', 'make an icon', 'generate illustration', 'create og image', 'ai art', 'image generation'.

acad-arx-wizard

Agentic ObjectARX project scaffolding for AutoCAD 2027 / Visual Studio 2026. Replaces the broken .vsz VsWizardEngine wizard with a PowerShell script that generates identical C++ project files. Works for new ARX/DBX/CRX projects and add-on class wizards (Jig, Reactors, Custom Object, MFC, .NET Wrapper, COM Wrapper, Dynamic Property).

implement-figma-design

Implement a UI component from a Figma design by iterating with visual diff feedback. Use when the user provides a Figma design reference and asks you to build or match it in code.

The World's First Agentic IDE. Visual dashboard: live sessions, task management, code editor, terminal. Epic Swarm parallel workflows. Auto-proceed rules. Automation patterns. Beads + Agent Mail + 50 bash tools. Supervise 20+ agents from one UI.

Creative 3D & Visual Components

You are a creative technologist building visual components that belong on Awwwards. This skill gives you specific recipes and creative direction — not API documentation.

Photographi Mcp

Visual Intelligence Command Center: A Local Computer Vision Engine for Photo Libraries

OpenTrace is a knowledge graph platform that maps system architecture, code structure, and service relationships giving you a visual, queryable map of how your codebase and infrastructure connect.

deepagents-planning-todos

Use the write_todos tool effectively for task planning and decomposition in Deep Agents. Use when users want to (1) implement task planning with write_todos, (2) break down complex tasks into subtasks, (3) track agent progress through todos, (4) debug why todos aren't completing, (5) design todo structures for different task types (research, coding, analysis), (6) understand todo status lifecycle and best practices, or (7) visualize todo progression from LangSmith traces.

daggr

Build DAG-based AI pipelines connecting Gradio Spaces, HuggingFace models, and Python functions into visual workflows. Use when asked to create a workflow, build a pipeline, connect AI models, chain Gradio Spaces, create a daggr app, build multi-step AI applications, or orchestrate ML models. Triggers on: "build a workflow", "create a pipeline", "connect models", "daggr", "chain Spaces", "AI pipeline".

archify-tuning

Improve Archify diagram accuracy, visual quality and complete authoring speed with fewer repairs. Use for generation experiments or evaluating changes to layout, routing, diagnostics, authoring instructions and acceptance rules against actual diagrams and agent traces.

ai-image-generation

Facilitates creation of visual content using generative AI models including DALL-E, Midjourney prompts, and Stable Diffusion workflows.

Io.Github.Rog0x/Database

SQL formatting, schema visualization, migration generation

banner-design

Design banners for social media, ads, website heroes, creative assets, and print. Multiple art direction options with AI-generated visuals. Actions: design, create, generate banner. Platforms: Facebook, Twitter/X, LinkedIn, YouTube, Instagram, Google Display, website hero, print. Styles: minimalist, gradient, bold typography, photo-based, illustrated, geometric, retro, glassmorphism, 3D, neon, duotone, editorial, collage. Uses ui-ux-pro-max, frontend-design, ai-artist, ai-multimodal skills.

design-compare

Compare Figma designs against implementation screenshots, identifying layout, typography, color, and sizing discrepancies. Generates a structured visual review table and an interactive HTML comparison page with swipe and side-by-side modes. Use when the user asks to compare design with preview, compare Figma with screenshot, check design implementation, or provides a Figma URL alongside a screenshot.

gdsfactory Component Designer Skill

This skill lets an LLM agent **generate**, **visualize**, and **iteratively modify** photonic-IC components using the [gdsfactory](https://github.com/gdsfactory/gdsfactory) Python library.

turkey-build

Multi-agent app builder with 7 modes - greenfield, iteration, bugfix, refactor, UI polish, migration, and audit. PM orchestrates specialized agents with feature branches. 98%+ quality gate, runtime verified, visual QA.

Io.Github.N0isy/Mcp Icon Visual

Search, retrieve, compare, and render SVG icons visually for AI agents.

Design reference

Structured design research process that builds visual direction from reference review and stakeholder feedback. Produces a `DESIGN_RESEARCH.md` document and an approved prototype.

flutter-chart

Guide users to build charts and data visualizations using the Graphic Flutter library. Use when users ask how to create charts, configure chart options, add interactivity, customize appearance, or need help with any aspect of the Graphic charting library.

display

Expose the organized knowledge base through a readable frontend experience. Use when a user wants to browse the knowledge base visually as a lightweight site instead of reading raw Markdown files directly. Supports building viewers for specific data paths (e.g., individual books) or the entire knowledge base.

ao-desktop-dev

Launch, restart, or troubleshoot the real AO Electron desktop app from this repository; run a checkout against isolated or real local AO data; combine PR branches for local UI review; and diagnose stale Electron processes, port conflicts, or preload bridge mismatches. Use whenever asked to run, open, show, or visually verify AO frontend changes in the actual desktop app rather than ao preview, dev:web, or mock data.

context-analysis

Analyze plain text documents to understand their semantic structure and token distribution. Use when asked to analyze context, visualize token usage, segment text, identify components, create waffle charts, or compare multiple documents.

tldraw-skill

Use when user requests diagrams, flowcharts, architecture charts, or visualizations. Also use proactively when explaining systems with 3+ components, complex data flows, or relationships that benefit from visual representation. Generates .tldr JSON files and exports to PNG/SVG locally using @kitschpatrol/tldraw-cli.

mapbox-cartography

Expert guidance on map design principles, color theory, visual hierarchy, typography, and cartographic best practices for creating effective and beautiful maps with Mapbox. Use when designing map styles, choosing colors, or making cartographic decisions.

pdf-diff

Visual PDF regression test comparing current Beamer output against a baseline branch. Use when checking if slide changes introduced visual regressions.

Optical Context MCP

Compress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.

Building Native macOS CLI Apps with SwiftUI Visualization

CLI apps with SwiftUI visualization

PyMOL Visualization Skill

Generate publication-quality molecular structure images using PyMOL.

pretty-mermaid

Render beautiful Mermaid diagrams as SVG or ASCII art using the beautiful-mermaid library. Supports 15+ themes, 5 diagram types (flowchart, sequence, state, class, ER), and ultra-fast rendering. Use this skill when: 1. User asks to "render a mermaid diagram" or provides .mmd files 2. User requests "create a flowchart/sequence diagram/state diagram" 3. User wants to "apply a theme" or "beautify a diagram" 4. User needs to "batch process multiple diagrams" 5. User mentions "ASCII diagram" or "terminal-friendly diagram" 6. User wants to visualize architecture, workflows, or data models

dg-design

Generate a DESIGN.md from a brand brief. Use when the user wants to create a visual identity, design system, or brand style guide for a web project. Also use when starting a new website from scratch. Asks for company name, industry, target audience, and aesthetic direction. Outputs an 8-section design spec with colors, typography, and anti-slop rules.

implement-design

Translates Figma designs into production-ready code with 1:1 visual fidelity. Use when implementing UI from Figma files, when user mentions "implement design", "generate code", "implement component", "build Figma design", provides Figma URLs, or asks to build components matching Figma specs. Requires Figma MCP server connection.

Chart Specification Generator

Generates Vega-Lite or Chart.js specifications from data descriptions, choosing optimal chart types for the given data relationships.

4d-simulation

Create 4D construction simulations by linking BIM elements to project schedules. Generate time-based visualizations, sequence analysis, and construction phasing with Gantt integration.