What problem does it solve? Managing all the images for a textbook chapter—suggesting figures, placing local files, optimizing them, uploading to Cloudinary, and rewriting Markdown links—normally requires juggling several separate tools and manual steps that are easy to get wrong. ## Core Features & Use Cases - Plan-first pipeline: Runs a read-only Phase 0 inventory with unused-image candidate discovery from a media-master CSV, then waits for approval before editing anything. - End-to-end media stages: Suggests figure placements, resolves them into local images with captions and sequential numbering, optimizes with ImageMagick, uploads to Cloudinary, and rewrites links with proper transform chains. - Interactive menu and smart start: Presents a numbered menu (dry run, suggest, place, optimize, full pipeline, scan for new images, section scope) and auto-detects which stage to begin from. - Use Case: You are updating chapter 5 of the BITM330 textbook. Run the full pipeline to inventory existing figures, place unused images from the chapter folder, upload them to Cloudinary, and update the media ledger in one controlled workflow. ## Quick Start Run the chapter-media skill on ch05 and choose the full pipeline option from the interactive menu to suggest, place, and optimize all chapter images.