Lobster

Execute deterministic multi-step workflows with human approval checkpoints.

7|12|Updated Mar 10, 2026
One-click install
npx skills add https://github.com/borealBytes/my-farm-advisor --skill lobster-borealbytes
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Lobster
Source: https://github.com/borealBytes/my-farm-advisor/tree/main/extensions/lobster
Command: npx skills add https://github.com/borealBytes/my-farm-advisor --skill lobster-borealbytes

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Lobster executes multi-step workflows with approval checkpoints. Use it when:

  • User wants a repeatable automation (triage, monitor, sync)
  • Actions need human approval before executing (send, post, delete)
  • Multiple tool calls should run as one deterministic operation

Core Features & Use Cases

  • Deterministic multi-step pipelines with optional approvals
  • Human-in-the-loop gates to pause and resume workflows
  • Tight OpenClaw integration via plugin architecture for tool calls

Quick Start

Run a pipeline to start a Lobster workflow and supply an approval when prompted.

Frequently Asked Questions about Lobster

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

FAQPage Schema
How do I automate multi-step workflows with human approval checkpoints?

Automate multi-step workflows with human approval checkpoints by running deterministic pipelines that pause for gatekeeping before executing sensitive actions like send, post, or delete. Workflows enforce deterministic outputs and support resumable approvals to safely resume after human input.

What is a deterministic pipeline and when do I need it for automation?

A deterministic pipeline executes multiple tool calls as one repeatable operation with consistent outputs. You need it for triage, monitoring, or sync tasks where actions require human-in-the-loop gatekeeping before proceeding, ensuring safe and repeatable orchestration across tools.

How do I set up a workflow pipeline with OpenClaw integration?

Set up a workflow pipeline with OpenClaw integration by using a pluggable architecture for tool calls. You run a pipeline to start the workflow, supply an approval when prompted at a gate, and the pipeline handles the deterministic execution and resumable state.

Can I pause and resume an automation workflow after a human approval gate?

Yes, you can pause and resume an automation workflow after a human approval gate. The system supports resumable approvals, allowing a multi-step operation to halt at a gatekeeping checkpoint and safely resume execution once the human input is provided.

Does Lobster support custom plugins for tool calls in automation pipelines?

Yes, Lobster supports custom plugins for tool calls in automation pipelines. It provides tight OpenClaw integration via a plugin architecture, allowing you to plug in external tools and run their calls as part of one deterministic multi-step operation.

When should I not use deterministic multi-step pipelines for task automation?

You should not use deterministic multi-step pipelines for ad-hoc tasks that lack repeatable steps or require no gatekeeping. The system is designed for repeatable triage, monitoring, and sync operations where deterministic outputs and human approval gates are necessary prerequisites.