Image Ops

Plugin image-ops from marketplace shotcowboystyle in shotcowboystyle/ai-plugins. Commands read from the repo's manifest — 1 month ago.

Skills (28)

• auto-deskew

  Use when the user wants to automatically straighten a tilted image — scanned documents, phone-captured pages, photographed receipts, or slightly off-axis photos. Detects the dominant skew angle and rotates the image to vertical/horizontal, optionally cropping the resulting transparent triangles. Use

• auto-tone

  Use when the user wants automatic tonal correction — fix flat/washed-out / underexposed / low-contrast images by stretching levels, normalising contrast, and gamma-correcting to a neutral midtone. Implements auto-level (per-channel histogram stretch), auto-gamma (midtone correction), and a combined

• auto-white-balance

  Use when the user wants to automatically correct the white balance of an image (or batch) — neutralise colour casts from indoor lighting, mixed light, underwater shots, scans, or uncalibrated cameras. Implements gray-world (default), white-patch (per-channel auto-level), and a combined mode via Imag

• batch-set-copyright

  Use when the user wants to batch-stamp copyright, artist, and rights information across every image in a directory — a photo library heading for distribution or archival. Convenience wrapper around exiftool. For arbitrary tags (description, keywords, GPS) on individual files, use `set-metadata` inst

• convert-to-avif

  Use when the user wants AVIF output — modern web format with ~30% better compression than WebP at the same visual quality, and ~50% better than JPEG. Wraps `avifenc`. Companion to the `/convert-to-webp` command. Best target for new web work; check browser support if delivering to ancient clients. Tr

• fast-resize

  Use when the user wants to resize a large batch of images (>500 files) where ImageMagick throughput is the bottleneck. Wraps libvips for 5–10× faster batch resize at lower memory. Falls back to ImageMagick if `vips` isn't installed. Same outputs as the `/batch-resize` command — different engine. Tri

• fast-thumbnail

  Use when the user wants to generate thumbnails at scale — index views, contact sheets, web previews, or just shrinking a library to manageable sizes. Wraps `vipsthumbnail` for sub-second-per-image generation, much faster than ImageMagick on large batches. Triggers - "make thumbnails of this folder",

• from-jxl

  Use when the user wants to decode JPEG XL images (.jxl) back to PNG or JPEG — for compatibility with tools that cannot read JXL, for display, or for further editing. Also recovers the byte-exact original JPEG from a lossless transcode. Reverse of `to-jxl`. Triggers - "convert these JXL files to PNG"

• images-to-pdf

  Use when the user wants to combine a folder or list of images into a single PDF — typically on a standard paper size (A4 default) for digital printers, document-style sharing, or proof sheets. Modes - one-per-page (default; auto-orient portrait/landscape per image), multi-up (2/4/6/9 per page), as-i

• install-deps

  Provision the plugin's tools — system binaries via the host package manager, Python tools into a plugin-owned uv venv at <data-dir>/venv/. Idempotent doctor — run before any command reports a missing dep. Never touches system Python or fights PEP 668.

• nano-tech-diagrams

  Create and edit tech diagrams via a nano-tech-diagrams MCP server (Nano Banana 2 through Fal AI). Text-to-image, image-to-image, whiteboard cleanup, and 28+ style presets. Requires an externally configured MCP server — this plugin does not ship one.

• new-project

  Create a new image project inside the user's registered image workspace. Use when the user says "new image project", "create an image project called X", "scaffold a new image set", or similar. Creates a project subfolder with source, working, exports, references layout and an optional git init.

• new-workflow

  Scaffold a multi-touchpoint image workflow inside the registered image workspace — a structured pipeline with explicit human review gates and optional cloud-AI generation/edit steps (Fal nano-banana via MCP). Use when the user says "new image workflow", "scaffold a workflow", "set up an image pipeli

• open-workspace

  Open the user's registered image workspace folder. Use when the user says "open my image workspace", "take me to my image workspace", or similar. Reads the path from workspace.json and opens a terminal (or Finder/file manager) there.

• optimize-jpeg

  Use when the user wants to shrink JPEG files — losslessly with `jpegoptim` (~5–15% reduction, no re-encode) or with re-compression via `mozjpeg` (~10–15% better than libjpeg-turbo at the same visual quality). Web-prep workhorse for photo libraries. Triggers - "compress these JPEGs", "make these phot

• optimize-png

  Use when the user wants to shrink PNG files in a batch — losslessly with `oxipng` (typical 20–40% reduction, byte-identical decode) or aggressively with `pngquant` (lossy palette quantisation, 60–80% reduction with near-imperceptible quality loss for web use). Web-prep workhorse. Triggers - "these P

• pdf-extract-embedded-images

  Use when the user wants to recover the images embedded in a PDF at their native resolution, without rasterizing the pages — a PDF that is essentially a wrapper around photos. For rendering whole pages to images instead, use `pdf-to-images`. Triggers - "get the photos out of this PDF", "extract the o

• pdf-to-images

  Use when the user wants to rasterize PDF pages into numbered image files (JPEG, PNG, or TIFF) at a chosen resolution (DPI) — one image per page, with optional page-range selection. For recovering the photos embedded in a PDF at native resolution instead, use `pdf-extract-embedded-images`. Triggers -

• read-metadata

  Use when the user wants to inspect EXIF, IPTC, XMP, or GPS metadata on images without modifying anything — read out as structured JSON or a human-readable summary. Read-only counterpart to `scrub-metadata` (removes) and `set-metadata` (writes). Triggers - "what camera took this photo", "does this im

• scrub-metadata

  Strip EXIF / IPTC / XMP metadata from images using exiftool. Use when the user wants to remove identifying metadata (GPS, camera, timestamps, thumbnails) from a single image, a folder, or a recursive tree before sharing or publishing. Supports preview, backup-first, whitelist of fields to keep (e.g.

• set-metadata

  Use when the user wants to write arbitrary EXIF, IPTC, or XMP tags to images — artist, copyright, description, keywords, GPS coordinates, capture date, lens or camera model. For stamping only copyright/artist/rights uniformly across a whole directory, `batch-set-copyright` is the narrower wrapper. T

• svg-to-raster

  Use when the user wants to rasterize SVG files — convert SVG to PNG, PDF, or PostScript at a chosen resolution. Wraps CairoSVG (Python, in the plugin venv). Single file or batch. Companion to `vectorize` (other direction). Triggers - "convert this SVG to PNG", "render my icons at 2x", "I need a rast

• to-jxl

  Use when the user wants to encode images of any raster format (PNG, GIF, WebP, TIFF, JPEG) to JPEG XL (.jxl) with a chosen quality preset — lossless, visually lossless, or web. General-purpose JXL encoder. For a JPEG-only archive where the goal is a byte-exact-recoverable lossless transcode with a s

• transcode-jpeg-to-jxl-lossless

  Use when the user wants to archive a JPEG-only library as JPEG XL — losslessly transcodes JPEG to .jxl, preserving the original bitstream for byte-exact recovery, with a dry-run preview and a byte-savings report (~15–25% reduction). Prefer this over the general-purpose `to-jxl` skill whenever the so

• upscale-image

  Use when the user wants to AI-upscale images 2× / 3× / 4× — recovering detail in low-res sources, prepping small photos for print, enlarging AI-generated images. Wraps `upscayl-bin` (the CLI bundled with Upscayl) with its model library; falls back to standalone `realesrgan-ncnn-vulkan` if Upscayl is

• vectorize

  Use when the user wants to trace a raster image (PNG/JPEG) into an SVG vector — useful for logos, line art, diagrams, and stylized illustrations. Wraps `vtracer` (Rust-backed, via Python wheel in the plugin venv). Companion to `svg-to-raster` (other direction). Triggers - "vectorize this logo", "con

• web-ready

  Use when the user wants to take a folder of images (any mix of HEIC, RAW, PNG, JPEG, TIFF, WebP) and produce a web-ready set — EXIF stripped, resized to a sensible max dimension, encoded in modern formats (AVIF + WebP, with JPEG fallback), and optimized for size. End-to-end orchestrator over the sin

• workspace-setup

  Register or create the user's image operations workspace — a folder on disk where they keep image projects. Use on first run, or when the user says "set up my image workspace", "register my image workspace", "change my image workspace path", or similar. Persists the path so other skills (open-worksp

Slash commands (19)

• /image-ops:apply-filters

  Apply artistic or corrective filters to images with ImageMagick.

• /image-ops:batch-resize

  Resize a whole folder of images to target dimensions or a scale factor.

• /image-ops:bg-removal

  Remove the background from every image in a folder.

• /image-ops:compress-images

  Reduce image file size while holding quality at an acceptable level.

• /image-ops:convert-to-webp

  Convert every image in the current directory to WebP.

• /image-ops:crop-images

  Crop images to fixed dimensions, an aspect ratio, or a custom area.

• /image-ops:dedupe

  Find and remove duplicate and near-duplicate images.

• /image-ops:group-by-camera

  Cluster images into folders by EXIF camera make and model.

• /image-ops:group-by-time

  Cluster images into year and month folders by EXIF capture time.

• /image-ops:images-here

  Flatten images out of nested sub-folders into the current directory.

• /image-ops:install-gimp-plugin

  Install and register a GIMP plugin or extension.

• /image-ops:organize-by-aspect-ratio

  Sort images into aspect-ratio buckets.

• /image-ops:organize-by-format

  Sort images into sub-folders by file format.

• /image-ops:organize-by-orientation

  Sort images into portrait, landscape, and square buckets.

• /image-ops:organize-by-resolution

  Sort images into sub-folders by resolution.

• /image-ops:scrub-small-images

  Move thumbnails, icons, and other sub-threshold images out of a library.

• /image-ops:separate-photos-and-video

  Split a mixed folder into photos and videos sub-folders.

• /image-ops:setup-workspace

  Register or create the image production workspace folder.

• /image-ops:sort-media

  Sort a mixed media folder into type-based sub-folders.

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