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MoRen9527
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Lobster Workflow

Execute multi-step workflows with approval checkpoints via a typed JSON-first pipeline.

Updated Feb 26, 2026
Search Tags:#automation#workflow#pipeline#deterministic#approval#resumable
One-click install
npx skills add https://github.com/MoRen9527/TriMetaverse --skill lobster-workflow-moren9527
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Lobster Workflow
Source: https://github.com/MoRen9527/TriMetaverse/tree/main/reference/openclaw/extensions/lobster
Command: npx skills add https://github.com/MoRen9527/TriMetaverse --skill lobster-workflow-moren9527

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates multi-step processes that require human approval before execution, ensuring repeatable and controlled workflows.

Core Features & Use Cases

  • Repeatable Automation: Ideal for tasks like triaging emails, monitoring changes, or syncing data.
  • Approval Gates: Halts execution for user confirmation on critical actions (e.g., sending emails, posting updates).
  • Deterministic Operations: Ensures consistent results for the same input, unlike LLM-driven tasks.
  • Use Case: Automatically triage incoming emails, categorizing them and holding them for your approval before sending any replies.

Quick Start

Use the lobster skill to run the email triage workflow.

Frequently Asked Questions about Lobster Workflow

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

FAQPage Schema
How do I add human approval checkpoints to an automated workflow?▼

You can automate repeatable processes like email triaging, system monitoring, and data synchronization. These pipelines use deterministic execution and explicit approval gates to ensure human oversight for sensitive actions.

What is a deterministic workflow pipeline and how does it handle approvals?▼

A deterministic workflow pipeline executes multi-step processes with typed JSON, ensuring consistent results for identical inputs. It explicitly halts execution at approval gates before sensitive actions.

How do I resume an interrupted workflow after a human approval step?▼

To resume an interrupted workflow, the pipeline uses tokens to save the execution state. This allows operations to pause for human approval and resume deterministically from the exact checkpoint without losing progress.

Why use deterministic execution over LLM-driven tasks for automated pipelines?▼

Deterministic workflow automation ensures consistent, repeatable results for identical inputs, unlike LLM-driven tasks. It uses a typed JSON-first pipeline to execute multi-step processes and enforce human approval gates reliably.

Can I automate email triaging with a human confirmation step before sending?▼

Yes, you can automate email triaging by categorizing incoming messages within a typed workflow pipeline. The pipeline holds replies at an explicit approval gate, requiring human confirmation before any email is sent.

What tasks are suitable for a typed JSON workflow with approval gates?▼

You can automate repeatable processes like email triaging, system monitoring, and data synchronization. These pipelines use deterministic execution and explicit approval gates to ensure human oversight for sensitive actions.

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