What problem does it solve? Coordinating multi-step automations like email triage or PR monitoring requires chaining many tool calls, and actions such as sending or deleting data need human approval before execution. Lobster runs typed JSON-first pipelines as one deterministic operation with built-in approval gates and resume tokens. ## Core Features & Use Cases - Deterministic Pipelines: Run typed JSON-first workflow pipelines where the same input always produces the same output, with no LLM variance during execution. - Approval Gates: Insert approve steps that halt execution and return a resume token, letting a human review items before side effects occur. - Resumable Execution: Continue interrupted workflows via the resume action using a resume token or approval ID. - Use Case: Triage your inbox by running gog.gmail.search --query 'newer_than:1d' | email.triage | approve --prompt 'Process these?', review the classified emails, then approve to send draft replies. ## Quick Start Ask the assistant to triage your recent email with a Lobster pipeline and require your approval before sending any replies.
