{"categories":[{"label":"Speech","url":"https://skillfed.io/packages/category/multimedia-sound-audio-speech"}],"enrichment":{"capability":"Python bindings for ai-coustics audio enhancement, voice activity detection, and analysis SDK, supporting real-time audio processing with numpy arrays.","skillfed_tags":["audio-processing","voice-detection","real-time-streaming"],"use_cases":["Real-time voice enhancement in VoIP or conferencing applications by processing audio blocks as they arrive.","Voice activity detection in speech recognition pipelines to filter silence and reduce processing overhead.","Audio quality analysis and diagnostics using the Tyto analysis model on recorded or streaming audio.","Batch audio enhancement in post-processing workflows by downloading models and processing multiple files.","Concurrent audio processing in multi-threaded applications using async APIs and processor contexts."],"what_it_does":"aic-sdk is a Python wrapper around ai-coustics' compiled audio processing engine, providing access to real-time audio enhancement, voice activity detection (VAD), and analysis capabilities. It processes audio as 1D mono numpy arrays and requires a license key to initialize. The SDK supports both synchronous and asynchronous APIs, allowing single-block processing or concurrent batch operations. It depends only on numpy for array handling and includes pre-built wheels for Python 3.10\u20133.14 across macOS, Linux, and Windows architectures.\n\nThe package is designed for streaming audio workflows: you load a model from disk or download it from ai-coustics' CDN, configure a processor with sample rate and block size, and then feed audio blocks through it. The processor maintains internal state and can be controlled via a thread-safe context object. VAD and enhancement can run independently or in parallel on the same audio stream, and telemetry can be configured per-instance via OpenTelemetry settings.","worth_installing":"Yes, if you need audio enhancement or voice activity detection and have a valid ai-coustics license. The SDK is actively maintained, permissively licensed, has no known vulnerabilities, and offers both sync and async APIs for flexible integration. Install friction is moderate due to compiled wheels, but platform coverage is broad. Requires Python >=3.10 and an environment variable for the license key."},"id":"aic-sdk","links":{"html":"https://skillfed.io/packages/aic-sdk","md":"https://skillfed.io/packages/aic-sdk.md","pypi":"https://pypi.org/project/aic-sdk/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-10","license_spdx":null,"license_treatment":"permissive","name":"aic-sdk","python_support":"supports_current","summary":"Python bindings for ai-coustics SDK"},"popularity":{"monthly_downloads":296351,"position":7898,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"3.1.0"}