Image Processing

Generate EnergyPlus building simulations from natural language descriptions or building images. Use when user asks to 'create building simulation', 'generate IDF', 'simulate X-story building', provides building floor plans, 3D models, or describes buildings like 'a 3-story office building in Shenzhen'.

Extract text, tables, and images from PDF files using pdfplumber and PyMuPDF. Use when analyzing PDF documents, brand materials, reports, or any content that requires structured extraction from PDF format. Supports table detection, layout preservation, and high-quality image extraction.

Generate optimized, production-ready Dockerfiles with multi-stage builds, security best practices, and proper layer caching for various application types. Triggers on "create Dockerfile", "generate Dockerfile for", "docker image for", "containerize my app".

Generates production-ready BAML applications from natural language requirements. Creates complete type definitions, functions, clients, tests, and framework integrations for data extraction, classification, RAG, and agent workflows. Queries official BoundaryML repositories via MCP for real-time patterns. Supports multimodal inputs (images, audio), 6 programming languages (Python, TypeScript, Ruby, Java, Go, C#), 10+ frameworks, 50-70% token optimization, and 95%+ compilation success.

Development guidelines for Quantum Skincare's Python FastAPI image processor microservice. Covers FastAPI patterns, Perfect Corp API integration, MediaPipe FaceMesh validation, correlation headers, access control (CIDR + X-Internal-Secret), error handling, Pydantic models, structured logging, mock mode, provider normalization, and testing strategies. Use when working with image-processor code, routes, validation pipeline, Perfect Corp integration, or Python/FastAPI patterns.

Enrich a Github [DB] entry with GitHub API metadata (description, stars, language, cover image). Use when user wants to populate a GitHub repo entry with live metadata, enhance github entry, or add github info.

Animate a single image into a video using fal.ai Veo 3.1. Use when the user wants to create a video from a still image, animate a photo, or bring an image to life. Supports up to 8 seconds of video with optional audio.

Download and manage images from Unsplash API. Use when needing stock photos, hero images, or any free images for projects. Handles API authentication, search, download with proper attribution, and image optimization.

Creates jaw-dropping, production-ready frontend interfaces AND delivers perfectly matched real photos (Unsplash/Pexels direct links) OR flawless custom image-generation prompts for hero images, backgrounds, and illustrations. Zero AI slop, zero fake URLs.

Final video assembly coordinator. Matches scripts with character images, orchestrates scene transitions, timing, effects, and creates rendering-ready storyboard JSON for HeyGen/Pika/D-ID video generation platforms.

Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration) and ImageMagick (image manipulation, format conversion, batch processing, effects, composition). Use when converting media formats, encoding videos with specific codecs (H.264, H.265, VP9), resizing/cropping images, extracting audio from video, applying filters and effects, optimizing file sizes, creating streaming manifests (HLS/DASH), generating thumbnails, batch processing images, creating composite images, or implementing media processing pipelines. Supports 100+ formats, hardware acceleration (NVENC, QSV), and complex filtergraphs.

WHEN: Next.js project review, App Router patterns, Server/Client Component separation, data fetchingWHAT: Router pattern analysis + SC/CC separation + next/image·font optimization + Server Actions reviewWHEN NOT: General code quality → code-reviewer, Bundle performance → perf-analyzer

Upload images and videos to Cloudinary with CDN delivery and transformations. Use this skill for media hosting, optimization, resizing, format conversion, and video concatenation.

Specialized skill for social media graphics and thumbnails. Use when you need Instagram posts, YouTube thumbnails, LinkedIn graphics, Twitter images, or ad creatives. Triggers on: social graphic, Instagram post, YouTube thumbnail, LinkedIn image. Outputs platform-optimized graphics.

Implements new modules, agents, or features using TDD methodology. Used when adding any new functionality to the table2image multi-agent system. Follows six-phase workflow: context loading, test writing, implementation, verification, documentation, and protocol completion.

Complete knowledge domain for Cloudflare Workers AI - Run AI models on serverless GPUs across Cloudflare's global network.Use when: implementing AI inference on Workers, running LLM models, generating text/images with AI,configuring Workers AI bindings, implementing AI streaming, using AI Gateway, integrating withembeddings/RAG systems, or encountering "AI_ERROR", rate limit errors, model not found, tokenlimit exceeded, or neurons exceeded errors.Keywords: workers ai, cloudflare ai, ai bindings, llm workers, @cf/meta/llama, workers ai models,ai inference, cloudflare llm, ai streaming, text generation ai, ai embeddings, image generation ai,workers ai rag, ai gateway, llama workers, flux image generation, stable diffusion workers,vision models ai, ai chat completion, AI_ERROR, rate limit ai, model not found, token limit exceeded,neurons exceeded, ai quota exceeded, streaming failed, model unavailable, workers ai hono,ai gateway workers, vercel ai sdk workers, openai compatible workers, workers ai ve

Master Docker containerization, image building, optimization, and container registry management. Learn containerization best practices and image security.

Guide for using Docker - a containerization platform for building, running, and deploying applications in isolated containers. Use when containerizing applications, creating Dockerfiles, working with Docker Compose, managing images/containers, configuring networking and storage, optimizing builds, deploying to production, or implementing CI/CD pipelines with Docker.

Teach image optimization configuration changes in Next.js 16. Use when configuring images, troubleshooting image loading, or migrating image settings.

Create YouTube thumbnail/cover image prompts from video transcripts. Use when the user provides a transcript, script, or video content and wants thumbnail prompts for Nano Banana 3 or MidJourney. Generates click-optimized visuals and viral titles.