Lobster

Execute multi-step JSON pipelines with approval checkpoints and resumable state.

Updated Feb 16, 2026
One-click install
npx skills add https://github.com/RobbyMo81/assistantrobby --skill lobster-robbymo81
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Lobster
Source: https://github.com/RobbyMo81/assistantrobby/tree/main/extensions/lobster
Command: npx skills add https://github.com/RobbyMo81/assistantrobby --skill lobster-robbymo81

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Lobster integrates a local-first workflow runtime into OpenClaw so users can run repeatable, deterministic multi-step automations that may require human approval and resumable state, removing brittle ad-hoc scripting and manual orchestration.

Core Features & Use Cases

  • Deterministic typed pipelines: Executes JSON-first pipelines that produce structured envelopes rather than opaque text.
  • Approval gates & resumability: Pause for human approval with resume tokens to continue workflows safely.
  • Structured outputs: Always returns a JSON envelope (ok/status/output/requiresApproval) for reliable integration.
  • Security and host controls: Validates working directory, enforces timeout and stdout caps, and restricts executable selection to prevent RCE.
  • Use Cases: Email triage with approval before sending replies, scheduled monitoring and notifications, stateful syncs across tools.

Quick Start

Run a Lobster pipeline to triage recent emails and ask for approval before taking actions.

Frequently Asked Questions about Lobster

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build resumable automation workflows that pause for human approval?

Deterministic typed pipelines execute JSON-first steps that produce structured envelopes rather than opaque text, ensuring every automation output is predictable, typed, and ready for reliable downstream integration.

Can I automate email triage and require approval before sending replies?

Yes, email triage pipelines can be configured with approval checkpoints that pause the workflow before sending replies, issuing a resume token so you can review drafted actions and safely continue execution.

How do I execute secure CLI automations without risking remote code execution?

Secure CLI automations prevent remote code execution by validating the working directory, enforcing timeout and stdout size caps, and restricting executable selection through host-configurable binary validation.

What's the best way to run scheduled monitoring automations with structured outputs?

Scheduled monitoring automations run as deterministic pipelines that always return a structured JSON envelope with status and output fields, replacing brittle ad-hoc scripts with reliable stateful execution.

Do I need a specific runtime environment to run resumable JSON pipelines locally?

Resumable JSON pipelines run in a local-first environment without external dependencies, requiring only host configuration for the executable binary validation to ensure secure local subprocess execution.