Image Processing

Create photo collages with grid layouts, custom arrangements, borders, and backgrounds. Combine multiple images into single compositions.

Master image optimization, modern formats (WebP, AVIF), responsive images, and CDN strategies.

Find duplicate or near-duplicate images in FiftyOne datasets using brain similarity computation. Use when users want to deduplicate datasets, find similar images, cluster visually similar content, or remove redundant samples. Requires FiftyOne MCP server with @voxel51/brain plugin installed.

Use this skill when working with UFC fighter images including downloading from multiple sources (Wikimedia, Sherdog, Bing), detecting and replacing placeholder images, handling duplicates, normalizing image sizes, validating image quality, syncing filesystem to database, or running the complete image pipeline. Handles missing images, batch downloads, and multi-source orchestration.

Expert photography composition critic grounded in graduate-level visual aesthetics education, computational aesthetics research (AVA, NIMA, LAION-Aesthetics, VisualQuality-R1), and professional image analysis with custom tooling. Use for image quality assessment, composition analysis, aesthetic scoring, photo critique. Activate on "photo critique", "composition analysis", "image aesthetics", "NIMA", "AVA dataset", "visual quality". NOT for photo editing/retouching (use native-app-designer), generating images (use Stability AI directly), or basic image processing (use clip-aware-embeddings).

Use when asked to scan, decode, read, or extract data from QR codes or barcodes in images.

Analyze crop and plant disease images using the Plantix Falcon API. Use when user uploads images of plants, crops, leaves, or asks about plant health, disease identification, or agricultural diagnostics. Provides disease diagnosis, symptoms, treatment recommendations, and preventive measures.

This skill should be used when analyzing sector and industry performance charts to assess market positioning and rotation patterns. Use this skill when the user provides performance chart images (1-week or 1-month timeframes) for sectors or industries and requests market cycle assessment, sector rotation analysis, or strategic positioning recommendations based on performance data. All analysis and output are conducted in English.

Expert in drone systems, computer vision, and autonomous navigation. Specializes in flight control, SLAM, object detection, sensor fusion, and path planning. Activate on "drone", "UAV", "SLAM", "visual odometry", "PID control", "MAVLink", "Pixhawk", "path planning", "A*", "RRT", "EKF", "sensor fusion", "optical flow", "ByteTrack". NOT for domain-specific inspection tasks like fire detection, roof damage assessment, or thermal analysis (use drone-inspection-specialist), GPU shader optimization (use metal-shader-expert), or general image classification without drone context (use clip-aware-embeddings).

Design and generate complete social media playbooks (scripts, visuals, captions, hooks, thumbnails, transitions) for Synthex clients across YouTube, TikTok, Instagram, Facebook, LinkedIn, and Shorts/Reels. Use when planning multi-platform campaigns or content systems.

Generate responsive images with Sharp (WebP, multiple sizes, srcset)

Watch and understand video files by converting them to viewable image storyboards for enjoyment, analysis, species identification, behavior tracking, and comprehension

Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching. NOT for counting objects, fine-grained classification (celebrities, car models), spatial reasoning, or compositional queries. Activate on "CLIP", "embeddings", "image similarity", "semantic search", "zero-shot classification", "image-text matching".

C# 12 / .NET 8 development specialist covering ASP.NET Core, Entity Framework, Blazor, and modern C# patterns. Use when developing .NET APIs, web applications, or enterprise solutions.

Generate, edit, or transform images with Gemini Nano Banana using bundled Python scripts (Flash or Pro) including aspect ratio, resolution, image-to-image edits, logo overlays, and reference images. Use when users request image generation, image edits, image-to-image transformations, logo placement, or specific aspect ratios or resolutions.

Craft effective prompts for Gemini image generation - MUST READ before any generate_image call

Ask Gemini 3.0 Pro Preview for design advice, spatial awareness analysis, and visual/design questions. Use when you need expert design feedback, want to review design intentions or changes, need spatial understanding of layouts, or want a second opinion on visual aesthetics. Gemini excels at design critique, layout analysis, and understanding visual relationships. Supports up to 10 images per request for comparison.

Source royalty-free images and videos from Pexels API for design, placeholders, or content. Supports search, curated/popular content, collections, multiple resolutions, and ALWAYS creates detailed sidecar metadata files.

Creative direction for branded images - compose visual briefs for social media, lifestyle, marketing, and web imagery

Expert in photo content recognition, intelligent curation, and quality filtering. Specializes in face/animal/place recognition, perceptual hashing for de-duplication, screenshot/meme detection, burst photo selection, and quick indexing strategies. Activate on 'face recognition', 'face clustering', 'perceptual hash', 'near-duplicate', 'burst photo', 'screenshot detection', 'photo curation', 'photo indexing', 'NSFW detection', 'pet recognition', 'DINOHash', 'HDBSCAN faces'. NOT for GPS-based location clustering (use event-detection-temporal-intelligence-expert), color palette extraction (use color-theory-palette-harmony-expert), semantic image-text matching (use clip-aware-embeddings), or video analysis/frame extraction.