Lobster Workflow

Execute multi-step JSON-first workflows with human approval checkpoints.

4|2|Updated Feb 26, 2026
One-click install
npx skills add https://github.com/Clawdi-AI/openclaw --skill lobster-workflow-clawdi-ai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Lobster Workflow
Source: https://github.com/Clawdi-AI/openclaw/tree/main/extensions/lobster
Command: npx skills add https://github.com/Clawdi-AI/openclaw --skill lobster-workflow-clawdi-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates complex, multi-step processes that require human oversight or repeatable actions, ensuring deterministic execution and providing clear checkpoints for approval.

Core Features & Use Cases

  • Workflow Execution: Run defined pipelines of commands.
  • Approval Gates: Pause execution for user confirmation before critical actions.
  • Resumable Operations: Continue workflows after approval using a token.
  • Use Case: Automate the triaging of incoming emails. The workflow can search for new emails, classify them, and then pause for your approval before sending any replies or performing actions.

Quick Start

Use the lobster skill to run the pipeline 'gog.gmail.search --query "newer_than:1d" --max 20 | email.triage'.

Frequently Asked Questions about Lobster Workflow

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

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

You can automate a multi-step workflow with human approval checkpoints by defining a typed JSON-first pipeline that pauses execution for user confirmation before critical actions, resuming via a token after approval.

What is a typed JSON-first pipeline for deterministic automation?

A typed JSON-first pipeline for deterministic automation is a structured execution sequence that processes commands and data predictably, ensuring repeatable multi-step operations like email triaging, monitoring, and synchronization.

How do I run a pipeline to triage incoming emails automatically?

To triage incoming emails automatically, run a pipeline command that searches for new emails and classifies them, such as using a query to fetch recent messages and pipe them to an email triaging module.

Can I resume a paused workflow operation after providing approval?

Yes, you can resume a paused workflow operation after providing approval by using a specific token to continue the deterministic execution of the pipeline from the checkpoint where it halted.

Does this workflow orchestration tool support integration with external tools for complex automation?

Yes, this workflow orchestration supports integration with external tools for complex automation by using invocation commands to connect and orchestrate actions across different components within the pipeline.

When should I use approval gates in an automated pipeline?

You should use approval gates in an automated pipeline before critical actions, such as sending replies or performing synchronization, to ensure deterministic execution while maintaining human oversight over sensitive operations.