Kheish Compatibility

This skill is repo-local and stays inactive until explicitly activated.

When the original instructions refer to legacy tool names, use these Kheish mappings:

• terminal => bash
• web_extract => web_fetch, plus web_search when discovery is needed
• search_files => grep_search and glob_search
• browser_* tools require a browser-capable surfaced tool or MCP; if none is available, use the closest available surface and say so explicitly

When the instructions mention local helper files, resolve them from ${KHEISH_SKILL_DIR}.

songsee

Generate spectrograms and multi-panel audio feature visualizations from audio files.

Prerequisites

Requires Go:

bash
go install github.com/steipete/songsee/cmd/songsee@latest

Optional: ffmpeg for formats beyond WAV/MP3.

Quick Start

bash
# Basic spectrogram
songsee track.mp3

# Save to specific file
songsee track.mp3 -o spectrogram.png

# Multi-panel visualization grid
songsee track.mp3 --viz spectrogram,mel,chroma,hpss,selfsim,loudness,tempogram,mfcc,flux

# Time slice (start at 12.5s, 8s duration)
songsee track.mp3 --start 12.5 --duration 8 -o slice.jpg

# From stdin
cat track.mp3 | songsee - --format png -o out.png

Visualization Types

Use --viz with comma-separated values:

| Type | Description | |------|-------------| | spectrogram | Standard frequency spectrogram | | mel | Mel-scaled spectrogram | | chroma | Pitch class distribution | | hpss | Harmonic/percussive separation | | selfsim | Self-similarity matrix | | loudness | Loudness over time | | tempogram | Tempo estimation | | mfcc | Mel-frequency cepstral coefficients | | flux | Spectral flux (onset detection) |

Multiple --viz types render as a grid in a single image.

Common Flags

| Flag | Description | |------|-------------| | --viz | Visualization types (comma-separated) | | --style | Color palette: classic, magma, inferno, viridis, gray | | --width / --height | Output image dimensions | | --window / --hop | FFT window and hop size | | --min-freq / --max-freq | Frequency range filter | | --start / --duration | Time slice of the audio | | --format | Output format: jpg or png | | -o | Output file path |

Notes

• WAV and MP3 are decoded natively; other formats require ffmpeg
• Output images can be inspected with vision_analyze for automated audio analysis
• Useful for comparing audio outputs, debugging synthesis, or documenting audio processing pipelines