Lobster

You can add human approval checkpoints to CLI automation pipelines by defining typed JSON-first workflows that pause execution at require explicit user consent before proceeding with sensitive actions. This ensures deterministic, repeatable automation with human oversight.

You can resume a multi-step workflow after an approval gate by providing a unique resumption token. The pipeline continues execution from the exact checkpoint where it paused, enabling stateful monitoring of long-running processes.

A JSON-first pipeline for scheduled tasks is a structured automation sequence that uses a JSON envelope for status and output. It executes typed commands via a command-line interface, ensuring deterministic and repeatable results for stateful monitoring.

You do not need any external dependencies to run typed workflows with subprocesses. The Skill operates independently with zero dependencies, integrating with existing tools directly via the command-line interface.

You can integrate existing command-line tools into a multi-step automation workflow by defining them as subprocess steps within the pipeline. The system executes these tool calls sequentially while maintaining stateful monitoring and JSON status envelopes.