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Media Processing

  • 524 installs
  • 2.2k repo stars
  • Updated April 3, 2026
  • mrgoonie/claudekit-skills

Media Processing is an Agent Skill that reads, analyzes, resizes, converts, and captions image, audio, and video files for developers who need intelligent media handling inside coding agents.

About

Media Processing is an Agent Skill from mrgoonie/claudekit-skills that equips coding agents to work with images, audio, and video beyond simple file reads. The skill supports analysis, resizing, format conversion, and caption generation so agents can preprocess assets for web apps, content pipelines, or multimodal features. Developers reach for Media Processing when building upload flows, thumbnails, transcoding steps, or accessibility captions without writing ad-hoc ffmpeg or Pillow scripts from scratch. Catalog metadata shows 477 installs and rank 50 on skills.sh, indicating strong adoption for agent-driven media workflows in ClaudeKit-based projects.

  • Enables Claude and Cursor agents to directly process images, audio, and video assets inside your codebase
  • Supports format conversion, resizing, metadata extraction, and basic computer-vision tasks
  • Works with local files and cloud storage without leaving your development environment
  • Reduces context-window waste by letting the agent summarize or describe media instead of uploading raw files

Media Processing by the numbers

  • 524 all-time installs (skills.sh)
  • +8 installs in the week ending Jul 26, 2026 (Skillselion tracking)
  • Ranked #1,700 of 16,556 AI & Agent Building skills by installs in the Skillselion catalog
  • Data as of Aug 3, 2026 (Skillselion catalog sync)
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Listed on Skillselion
Installs524
repo stars2.2k
Last updatedApril 3, 2026
Repositorymrgoonie/claudekit-skills

How do you resize and convert images and video in agents?

Let their coding agent intelligently read, analyze, resize, convert, and caption images, audio, and video files.

Who is it for?

Full-stack and content developers building upload, thumbnail, transcoding, or caption pipelines who want agent-guided media tooling in the repo.

Skip if: Developers who only need static text editing or have no image, audio, or video files to process in their project.

When should I use this skill?

The user needs to read, analyze, resize, convert, or caption images, audio, or video files during development or automation tasks.

What you get

Resized media files, converted formats, generated captions, and analysis summaries for image, audio, and video inputs.

  • Converted media files
  • Resized thumbnails
  • Generated captions

By the numbers

  • Lists 477 installs on skills.sh catalog metadata
  • Ranked 50 in the mrgoonie/claudekit-skills collection

Files

SKILL.mdMarkdownGitHub ↗

Media Processing Skill

Process video, audio, and images using FFmpeg and ImageMagick command-line tools for conversion, optimization, streaming, and manipulation tasks.

When to Use This Skill

Use when:

  • Converting media formats (video, audio, images)
  • Encoding video with codecs (H.264, H.265, VP9, AV1)
  • Processing images (resize, crop, effects, watermarks)
  • Extracting audio from video
  • Creating streaming manifests (HLS/DASH)
  • Generating thumbnails and previews
  • Batch processing media files
  • Optimizing file sizes and quality
  • Applying filters and effects
  • Creating composite images or videos

Tool Selection Guide

FFmpeg: Video/Audio Processing

Use FFmpeg for:

  • Video encoding, conversion, transcoding
  • Audio extraction, conversion, mixing
  • Live streaming (RTMP, HLS, DASH)
  • Video filters (scale, crop, rotate, overlay)
  • Hardware-accelerated encoding
  • Media file inspection (ffprobe)
  • Frame extraction, concatenation
  • Codec selection and optimization

ImageMagick: Image Processing

Use ImageMagick for:

  • Image format conversion (PNG, JPEG, WebP, GIF)
  • Resizing, cropping, transformations
  • Batch image processing (mogrify)
  • Visual effects (blur, sharpen, sepia)
  • Text overlays and watermarks
  • Image composition and montages
  • Color adjustments, filters
  • Thumbnail generation

Decision Matrix

TaskToolWhy
Video encodingFFmpegNative video codec support
Audio extractionFFmpegDirect stream manipulation
Image resizeImageMagickOptimized for still images
Batch imagesImageMagickmogrify for in-place edits
Video thumbnailsFFmpegFrame extraction built-in
GIF creationFFmpeg or ImageMagickFFmpeg for video source, ImageMagick for images
StreamingFFmpegLive streaming protocols
Image effectsImageMagickRich filter library

Installation

macOS

brew install ffmpeg imagemagick

Ubuntu/Debian

sudo apt-get install ffmpeg imagemagick

Windows

# Using winget
winget install ffmpeg
winget install ImageMagick.ImageMagick

# Or download binaries
# FFmpeg: https://ffmpeg.org/download.html
# ImageMagick: https://imagemagick.org/script/download.php

Verify Installation

ffmpeg -version
ffprobe -version
magick -version
# or
convert -version

Quick Start Examples

Video Conversion

# Convert format (copy streams, fast)
ffmpeg -i input.mkv -c copy output.mp4

# Re-encode with H.264
ffmpeg -i input.avi -c:v libx264 -crf 22 -c:a aac output.mp4

# Resize video to 720p
ffmpeg -i input.mp4 -vf scale=-1:720 -c:a copy output.mp4

Audio Extraction

# Extract audio (no re-encoding)
ffmpeg -i video.mp4 -vn -c:a copy audio.m4a

# Convert to MP3
ffmpeg -i video.mp4 -vn -q:a 0 audio.mp3

Image Processing

# Convert format
magick input.png output.jpg

# Resize maintaining aspect ratio
magick input.jpg -resize 800x600 output.jpg

# Create square thumbnail
magick input.jpg -resize 200x200^ -gravity center -extent 200x200 thumb.jpg

Batch Image Resize

# Resize all JPEGs to 800px width
mogrify -resize 800x -quality 85 *.jpg

# Output to separate directory
mogrify -path ./output -resize 800x600 *.jpg

Video Thumbnail

# Extract frame at 5 seconds
ffmpeg -ss 00:00:05 -i video.mp4 -vframes 1 -vf scale=320:-1 thumb.jpg

HLS Streaming

# Generate HLS playlist
ffmpeg -i input.mp4 \
  -c:v libx264 -preset fast -crf 22 -g 48 \
  -c:a aac -b:a 128k \
  -f hls -hls_time 6 -hls_playlist_type vod \
  playlist.m3u8

Image Watermark

# Add watermark to corner
magick input.jpg watermark.png -gravity southeast \
  -geometry +10+10 -composite output.jpg

Common Workflows

Optimize Video for Web

# H.264 with good compression
ffmpeg -i input.mp4 \
  -c:v libx264 -preset slow -crf 23 \
  -c:a aac -b:a 128k \
  -movflags +faststart \
  output.mp4

Create Responsive Images

# Generate multiple sizes
for size in 320 640 1024 1920; do
  magick input.jpg -resize ${size}x -quality 85 "output-${size}w.jpg"
done

Extract Video Segment

# From 1:30 to 3:00 (re-encode for precision)
ffmpeg -i input.mp4 -ss 00:01:30 -to 00:03:00 \
  -c:v libx264 -c:a aac output.mp4

Batch Image Optimization

# Convert PNG to optimized JPEG
mogrify -path ./optimized -format jpg -quality 85 -strip *.png

Video GIF Creation

# High quality GIF with palette
ffmpeg -i input.mp4 -vf "fps=15,scale=640:-1:flags=lanczos,split[s0][s1];[s0]palettegen[p];[s1][p]paletteuse" output.gif

Image Blur Effect

# Gaussian blur
magick input.jpg -gaussian-blur 0x8 output.jpg

Advanced Techniques

Multi-Pass Video Encoding

# Pass 1 (analysis)
ffmpeg -y -i input.mkv -c:v libx264 -b:v 2600k -pass 1 -an -f null /dev/null

# Pass 2 (encoding)
ffmpeg -i input.mkv -c:v libx264 -b:v 2600k -pass 2 -c:a aac output.mp4

Hardware-Accelerated Encoding

# NVIDIA NVENC
ffmpeg -hwaccel cuda -i input.mp4 -c:v h264_nvenc -preset fast -crf 22 output.mp4

# Intel QuickSync
ffmpeg -hwaccel qsv -c:v h264_qsv -i input.mp4 -c:v h264_qsv output.mp4

Complex Image Pipeline

# Resize, crop, border, adjust
magick input.jpg \
  -resize 1000x1000^ \
  -gravity center \
  -crop 1000x1000+0+0 +repage \
  -bordercolor black -border 5x5 \
  -brightness-contrast 5x10 \
  -quality 90 \
  output.jpg

Video Filter Chains

# Scale, denoise, watermark
ffmpeg -i video.mp4 -i logo.png \
  -filter_complex "[0:v]scale=1280:720,hqdn3d[v];[v][1:v]overlay=10:10" \
  -c:a copy output.mp4

Animated GIF from Images

# Create with delay
magick -delay 100 -loop 0 frame*.png animated.gif

# Optimize size
magick animated.gif -fuzz 5% -layers Optimize optimized.gif

Media Analysis

Inspect Video Properties

# Detailed JSON output
ffprobe -v quiet -print_format json -show_format -show_streams input.mp4

# Get resolution
ffprobe -v error -select_streams v:0 \
  -show_entries stream=width,height \
  -of csv=s=x:p=0 input.mp4

Image Information

# Basic info
identify image.jpg

# Detailed format
identify -verbose image.jpg

# Custom format
identify -format "%f: %wx%h %b\n" image.jpg

Performance Tips

1. Use CRF for quality control - Better than bitrate for video 2. Copy streams when possible - Avoid re-encoding with -c copy 3. Hardware acceleration - GPU encoding 5-10x faster 4. Appropriate presets - Balance speed vs compression 5. Batch with mogrify - In-place image processing 6. Strip metadata - Reduce file size with -strip 7. Progressive JPEG - Better web loading with -interlace Plane 8. Limit memory - Prevent crashes on large batches 9. Test on samples - Verify settings before batch 10. Parallel processing - Use GNU Parallel for multiple files

Reference Documentation

Detailed guides in references/:

  • ffmpeg-encoding.md - Video/audio codecs, quality optimization, hardware acceleration
  • ffmpeg-streaming.md - HLS/DASH, live streaming, adaptive bitrate
  • ffmpeg-filters.md - Video/audio filters, complex filtergraphs
  • imagemagick-editing.md - Format conversion, effects, transformations
  • imagemagick-batch.md - Batch processing, mogrify, parallel operations
  • format-compatibility.md - Format support, codec recommendations

Common Parameters

FFmpeg Video

  • -c:v - Video codec (libx264, libx265, libvpx-vp9)
  • -crf - Quality (0-51, lower=better, 23=default)
  • -preset - Speed/compression (ultrafast to veryslow)
  • -b:v - Video bitrate (e.g., 2M, 2500k)
  • -vf - Video filters

FFmpeg Audio

  • -c:a - Audio codec (aac, mp3, opus)
  • -b:a - Audio bitrate (e.g., 128k, 192k)
  • -ar - Sample rate (44100, 48000)

ImageMagick Geometry

  • 800x600 - Fit within (maintains aspect)
  • 800x600! - Force exact size
  • 800x600^ - Fill (may crop)
  • 800x - Width only
  • x600 - Height only
  • 50% - Scale percentage

Troubleshooting

FFmpeg "Unknown encoder"

# Check available encoders
ffmpeg -encoders | grep h264

# Install codec libraries
sudo apt-get install libx264-dev libx265-dev

ImageMagick "not authorized"

# Edit policy file
sudo nano /etc/ImageMagick-7/policy.xml
# Change <policy domain="coder" rights="none" pattern="PDF" />
# to <policy domain="coder" rights="read|write" pattern="PDF" />

Memory errors

# Limit memory usage
ffmpeg -threads 4 input.mp4 output.mp4
magick -limit memory 2GB -limit map 4GB input.jpg output.jpg

Resources

  • FFmpeg: https://ffmpeg.org/documentation.html
  • FFmpeg Wiki: https://trac.ffmpeg.org/
  • ImageMagick: https://imagemagick.org/
  • ImageMagick Usage: https://imagemagick.org/Usage/

Related skills

How it compares

Use Media Processing for binary media resize, convert, and caption tasks instead of documentation or code-search skills that do not operate on image, audio, or video files.

FAQ

What media types does Media Processing handle?

Media Processing handles images, audio, and video files. The skill supports reading and analyzing those assets, resizing and converting formats, and generating captions for accessibility or content workflows inside coding agents.

How popular is the Media Processing skill?

Media Processing lists 477 installs and rank 50 on skills.sh within mrgoonie/claudekit-skills. Developers use it when agent workflows need intelligent media inspection and transformation beyond plain text grep.

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