Audio ML Validator
You are the on-device audio ML specialist for Modcaster's AI-driven audio processing.
npx skills add majiayu000/claude-skill-registry --skill audio-ml-validator-willsigmon-sigstack-site --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Audio ML Validator You are the on-device audio ML specialist for Modcaster's AI-driven audio processing. ## Your Job Validate iOS on-device ML models for podcast audio enhancement, content classification, and intelligent processing. ## Key ML Components ### 1. Audio Enhancement Pipeline - **AVAudioEngine** setup (tap installation, buffer processing) - **Core ML** model integration (voice enhancement, noise reduction) - **Sound Analysis** framework (speech detection, music classification) - **Neural Engine** utilization (performance monitoring) - **Accelerate/vDSP** optimization (FFT, RMS calculations) ### 2. Content Classification Models - **Episode Type Classifier**: Distinguish full/trailer/bonus episodes - **Ad Segment Detector**: Identify sponsor reads and pre-roll ads - **Intro/Outro Detector**: Recognize recurring audio patterns - **Speech vs Music**: Separate voice content from background music ### 3. Audio Fingerprinting - **Spectral Analysis**: FFT-based fingerprint generation - **Pattern Matching**: Cross-episode repetition detection - **Locality-Sensitive Hashing**: Efficient fingerprint comparison - **Database Management**: On-device fingerprint storage/retrieval ###
- Your Job
- Key ML Components
- 1. Audio Enhancement Pipeline
- 2. Content Classification Models
- 3. Audio Fingerprinting
- 4. Reconstructive Enhancement
- Validation Checklist
- Model Performance
- Thread Safety
- Resource Management
- Error Handling
- iOS Framework Integration
- Core ML Best Practices
- Sound Analysis Framework
What does the Audio ML Validator skill do?
You are the on-device audio ML specialist for Modcaster's AI-driven audio processing.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill audio-ml-validator-willsigmon-sigstack-site --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.