Is this skill useful for deployment tasks?

Yes, it covers the multi-stage Docker build and the CI/CD workflows used for deploying the application to HuggingFace Spaces.

Can this skill help me find where specific features are implemented?

Yes, it maps high-level features like audio generation or theme selection to specific files in the backend/app/services and frontend/src/components directories.

What information does the Project Architecture skill provide?

It provides a detailed breakdown of the project's directory structure, component interactions, API endpoints, and the flow of data between the frontend and the ML-powered backend.

Does it explain the ML model integration?

Specifically, it explains how the audio service wraps Stable Audio Open models and how the model loader manages memory through lazy loading.

Project Architecture Explorer

Name: Project Architecture Explorer
Author: mpolatcan

bympolatcan

Aprendizaje y Documentación

Explains the high-level architecture, directory structure, and data flow for the CCBell sound generator project.

Acerca de

This skill provides a comprehensive overview of the CCBell sound generator's codebase, bridging the gap between high-level architectural concepts and the physical file structure. It enables Claude to explain how the FastAPI backend interacts with the React frontend, details the integration of Stable Audio Open models, and maps out API endpoints and data flows. It is an essential tool for developers onboarding to the project, performing deep refactoring, or investigating the interaction between the ML services and the user interface.

Características Principales

Traces API request-response lifecycles including WebSocket progress updates
Explains the interaction between FastAPI backend and React frontend
Identifies key configuration and entry-point files for rapid navigation
Maps physical directory structures to logical project components
0 GitHub stars
Details the Stable Audio Open model loading and generation pipeline

Casos de Uso

Understanding the deployment architecture on HuggingFace Spaces
Onboarding new developers to the CCBell codebase and project structure
Locating specific logic within the backend services or frontend components

Acerca de

Características Principales

Traces API request-response lifecycles including WebSocket progress updates
Explains the interaction between FastAPI backend and React frontend
Identifies key configuration and entry-point files for rapid navigation
Maps physical directory structures to logical project components
0 GitHub stars
Details the Stable Audio Open model loading and generation pipeline

Casos de Uso

Understanding the deployment architecture on HuggingFace Spaces
Onboarding new developers to the CCBell codebase and project structure
Locating specific logic within the backend services or frontend components