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Lobster

Execute multi-step workflows with approval checkpoints and resumable operations.

Updated Mar 3, 2026
Search Tags:#automation#workflow#pipeline#approval#resumable#lobster
One-click install
npx skills add https://github.com/feiji77-2/openclaw --skill lobster-feiji77-2
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Lobster
Source: https://github.com/feiji77-2/openclaw/tree/main/extensions/lobster
Command: npx skills add https://github.com/feiji77-2/openclaw --skill lobster-feiji77-2

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates multi-step workflows that require human approval before execution, ensuring controlled and repeatable processes for tasks like triaging, monitoring, and syncing.

Core Features & Use Cases

  • Repeatable Automation: Define and execute complex workflows reliably.
  • Approval Gates: Pause execution at critical steps for user confirmation.
  • Resumable Operations: Continue workflows after approval using a secure token.
  • Use Case: Automate the daily triage of incoming emails, with a human review step before any draft replies are sent.

Quick Start

Run the lobster skill to execute the email triage pipeline.

Frequently Asked Questions about Lobster

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 pipeline?▼

Workflows with approval gates pause execution at critical steps for user confirmation, ensuring controlled, repeatable automation for sensitive tasks like triaging, monitoring, and syncing.

How do I resume a paused workflow after granting approval?▼

Resumable operations use a secure token to continue workflow execution from the exact checkpoint where it was paused, ensuring deterministic state recovery after user approval.

What is a typed JSON-first pipeline for deterministic workflow execution?▼

A typed JSON-first pipeline structures multi-step automation tasks to ensure repeatable, predictable outcomes for operations like triaging and syncing by processing sequential steps deterministically.

Can I integrate external tools into a multi-step automation workflow?▼

You can integrate external tools into a multi-step automation workflow by using a clawd.invoke step to connect with other Clawdbot tools within the pipeline, extending functional capabilities.

What are the limitations of resumable workflow pipelines with approval gates?▼

Resumable pipelines with approval gates require a secure token to resume operations after pausing, meaning execution halts entirely until human confirmation is received, potentially delaying time-sensitive automated tasks.

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