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Lobster

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

Updated Jan 20, 2026
Search Tags:#automation#workflow#orchestration#pipeline#approval#resumable
One-click install
npx skills add https://github.com/Team-Hireal/RealChat --skill lobster-team-hireal
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Lobster
Source: https://github.com/Team-Hireal/RealChat/tree/main/openclaw/extensions/lobster
Command: npx skills add https://github.com/Team-Hireal/RealChat --skill lobster-team-hireal

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 before execution, ensuring accuracy and control over critical operations.

Core Features & Use Cases

  • Workflow Automation: Execute sequences of tool calls as a single, deterministic operation.
  • Approval Checkpoints: Pause workflows at specific points to allow for human review and approval before proceeding.
  • Resumable Operations: Continue interrupted workflows using a provided token, ensuring no progress is lost.
  • Use Case: Automate the triaging of incoming emails. Fetch new emails, classify them into categories like 'needs reply' or 'FYI', and then pause for approval before sending any draft replies.

Quick Start

Run the email triage workflow for emails newer than one day and fetch up to 20 results.

Frequently Asked Questions about Lobster

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 gates before execution?▼

Multi-step workflow automation with human approval gates is handled by executing a typed JSON-first pipeline that pauses at specific checkpoints for review before proceeding with controlled side effects.

Can I resume an interrupted workflow pipeline from where it left off?▼

Yes, interrupted workflow pipelines can be resumed using a provided approval token, ensuring resumable operations continue deterministically without losing prior progress or repeating executed steps.

How do I add approval checkpoints to an email triaging and classification pipeline?▼

Approval checkpoints are added to an email triaging pipeline by configuring the structured JSON workflow to pause after classifying emails, requiring human validation before sending any draft replies.

What is the best way to ensure deterministic execution for complex automated pipelines?▼

Deterministic execution for complex automated pipelines is achieved by running sequences of tool calls as a single structured operation with robust error handling and controlled side effects.

Do I need external dependencies to run resumable pipeline orchestration with approval tokens?▼

No external dependencies are required to run resumable pipeline orchestration with approval tokens, as the system operates standalone using a typed JSON-first pipeline structure for workflow execution.

When should I not use a workflow orchestration pipeline with mandatory approval gates?▼

Workflow orchestration with mandatory approval gates should not be used for fully autonomous, time-sensitive tasks that require immediate execution without human validation or structured review checkpoints.

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