Start with one function
Implement handle(input). Return any JSON-serializable value. Add packages only when you need
them.
Magmell documentation
Define an agent in Python, deploy it once, and run it securely from your application.
From handler to production run
Section titled “From handler to production run”Magmell gives agents a small programming model and a managed execution environment. You provide a Python handler; Magmell builds an immutable deployment and starts isolated runs whenever your application needs them.
Deploy immutable versions
Every deployment has a stable name and explicit version. A successful build can be run again without rebuilding.
Observe every run
Follow queued, running, and terminal states. Inspect structured logs, spans, metrics, and gateway phases in one timeline.
Keep credentials scoped
Store secrets on a deployment. They are delivered only for an invocation and never exposed as process environment variables.
Choose your path
Section titled “Choose your path”- New to Magmell? Follow the quickstart from handler to result.
- Adding Magmell to an application? Use the TypeScript SDK.
- Operating deployed agents? Learn about versions and events.
- Looking for exact behavior? Use the CLI, runtime, and limits references.