media-processing
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.
What this skill does
# 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
| Task | Tool | Why |
|------|------|-----|
| Video encoding | FFmpeg | Native video codec support |
| Audio extraction | FFmpeg | Direct stream manipulation |
| Image resize | ImageMagick | Optimized for still images |
| Batch images | ImageMagick | mogrify for in-place edits |
| Video thumbnails | FFmpeg | Frame extraction built-in |
| GIF creation | FFmpeg or ImageMagick | FFmpeg for video source, ImageMagick for images |
| Streaming | FFmpeg | Live streaming protocols |
| Image effects | ImageMagick | Rich filter library |
## Installation
### macOS
```bash
brew install ffmpeg imagemagick
```
### Ubuntu/Debian
```bash
sudo apt-get install ffmpeg imagemagick
```
### Windows
```bash
# 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
```bash
ffmpeg -version
ffprobe -version
magick -version
# or
convert -version
```
## Quick Start Examples
### Video Conversion
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# Resize all JPEGs to 800px width
mogrify -resize 800x -quality 85 *.jpg
# Output to separate directory
mogrify -path ./output -resize 800x600 *.jpg
```
### Video Thumbnail
```bash
# Extract frame at 5 seconds
ffmpeg -ss 00:00:05 -i video.mp4 -vframes 1 -vf scale=320:-1 thumb.jpg
```
### HLS Streaming
```bash
# 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
```bash
# Add watermark to corner
magick input.jpg watermark.png -gravity southeast \
-geometry +10+10 -composite output.jpg
```
## Common Workflows
### Optimize Video for Web
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# Convert PNG to optimized JPEG
mogrify -path ./optimized -format jpg -quality 85 -strip *.png
```
### Video GIF Creation
```bash
# 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
```bash
# Gaussian blur
magick input.jpg -gaussian-blur 0x8 output.jpg
```
## Advanced Techniques
### Multi-Pass Video Encoding
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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
- `800x6Related in Ads & Marketing
ads
IncludedMulti-platform paid advertising audit and optimization skill. Analyzes Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, and Apple Ads. 250+ checks with scoring, parallel agents, industry templates, and AI creative generation.
banana
IncludedAI image generation Creative Director powered by Google Gemini Nano Banana models. Use this skill for ANY request involving image creation, editing, visual asset production, or creative direction. Triggers on: generate an image, create a photo, edit this picture, design a logo, make a banner, visual for my anything, and all /banana commands. Handles text-to-image, image editing, multi-turn creative sessions, batch workflows, and brand presets.
rpg-migration-analyzer
IncludedAnalyzes legacy RPG (Report Program Generator) programs from AS/400 and IBM i systems for migration to modern Java applications. Extracts business logic from RPG III/IV/ILE source code, identifies data structures (D-specs), file operations (F-specs), program dependencies (CALLB/CALLP), and converts RPG constructs to Java equivalents. Generates migration reports, complexity estimates, and Java implementation strategies with POJO classes, JPA entities, and service methods. Use when modernizing AS/400 or IBM i legacy systems, analyzing RPG source files (.rpg, .rpgle, .RPGLE), converting RPG to Java, mapping data specifications to Java classes, planning legacy system migration, or when user mentions RPG analysis, Report Program Generator, RPG III/IV/ILE, AS/400 modernization, IBM i migration, packed decimal conversion, or mainframe application rewrite.
brand-library-architect
IncludedBuild a complete brand library for a product — visual asset render pipeline, brand documentation set (BRAND, COPY, MANIFESTO, BIOS, FAQ, GLOSSARY, TONE, PRICING), open-source convention files (README, CONTRIBUTING, SECURITY, CODE_OF_CONDUCT), and a self-contained press kit. This skill should be used when the user asks to "build a brand library / brand kit / press kit / brand assets" for a product, "set up a brand library workflow," "create a positioning manifesto plus visual identity," or any combination of brand documentation + visual asset pipeline. Apply phase-by-phase or run end-to-end. Templates are product-agnostic and use {{TOKEN}} placeholders the skill prompts the user to fill.
writing-tech-post
IncludedAuthors engineering blog posts end-to-end: launch deep-dives, incident postmortems, architecture migrations, performance case studies, tutorials, AI/agent system writeups, security disclosures, and research-to-product translations. Picks the correct archetype, plans the abstraction ladder, enforces an evidence cadence (diagrams, benchmarks, profiles, traces, code, ablations), tunes voice against publisher house styles (Datadog, Vercel, GitHub, AWS, Meta, Cloudflare, Jane Street), and runs a pre-publish gate for narrative momentum and disclosure ethics. Use when drafting a new engineering post, restructuring a draft that feels flat, deciding which evidence form belongs where, validating that depth and product context are balanced, or preparing a postmortem, migration, or performance narrative for external publication. Do not use for API reference documentation, README authoring, marketing copy, release notes, generic SEO content, ghost-written executive thought leadership, or non-engineering long-form essays.
blog-google
IncludedGoogle API integration for blog performance: PageSpeed Insights, CrUX Core Web Vitals with 25-week history, Search Console performance, URL Inspection, Indexing API, GA4 organic traffic, NLP entity analysis for E-E-A-T, YouTube video search for embedding, and Google Ads Keyword Planner. Progressive feature availability based on credential tier (API key, OAuth/service account, GA4, Ads). Shares config with claude-seo at ~/.config/claude-seo/google-api.json. Use when user says "google data", "page speed", "core web vitals", "search console", "indexation", "GA4", "keyword research", "nlp entities", "blog performance", "youtube search", "google api setup".