Django. Flask. FastAPI.

Framework adapters handle discovery + lifecycle integration so you don't have to hand-wire anything. Pick your stack.

Django AppConfig integration, zero boilerplate.

pip install z4j-django[celery]

Flask extension pattern. One line to install.

pip install z4j-flask[celery]

Lifespan-hook integration for async stacks.

pip install z4j-fastapi[arq]

Your framework isn't here?

z4j-bare works with any Python project, no framework adapter required. Direct agent install.