Lobster

Executes multi-step workflows with human approval checkpoints and resume capability.

5|Updated Feb 2, 2026

Search Tags:#automation #workflow #pipeline #approval #resumable #lobster

Ready to run

npx skills add https://github.com/0xHoneyJar/loa-beauvoir --skill lobster-0xhoneyjar

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Lobster
Source: https://github.com/0xHoneyJar/loa-beauvoir/tree/main/extensions/lobster
Command: npx skills add https://github.com/0xHoneyJar/loa-beauvoir --skill lobster-0xhoneyjar

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill automates multi-step workflows that require human approval before execution, streamlining processes like triaging emails or monitoring changes.

Core Features & Use Cases

Repeatable Automation: Define and execute complex workflows for tasks like triage, monitoring, or synchronization.
Approval Checkpoints: Halt execution for human review and approval before critical actions are taken.
Resumable Operations: Continue workflows after approval using a resume token.
Use Case: Automatically triage incoming emails, classifying them and then pausing for your approval before sending any draft replies.

Quick Start

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

Frequently Asked Questions about Lobster

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

FAQPage Schema

How do I automate workflows with human approval checkpoints?▼

To automate workflows with approval checkpoints, you define a multi-step pipeline that halts execution for human review before critical actions. You then use a resume token to continue the paused operations after approval.

What is the best way to pause a multi-step pipeline for manual review?▼

The best way to pause a multi-step pipeline for manual review is to configure optional human approval checkpoints within your workflow. Execution halts at these points, allowing you to verify actions before resuming with a token.

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

To resume a paused workflow after granting approval, you use a specific resume token generated at the checkpoint. This token allows the pipeline to continue execution from the exact point it halted.

Do I need a specific environment to run JSON-first workflow automation pipelines?▼

Yes, running JSON-first workflow automation pipelines requires the 'lobster' executable to be available in your environment. This dependency is necessary to execute the deterministic automation tasks.

Can I automate email triage and pause for approval before sending replies?▼

Yes, you can automate email triage by classifying incoming messages and pausing the workflow for your approval. The pipeline waits for your review before executing any draft replies.

What are the limitations of using resumable workflows for task automation?▼

Resumable workflows for task automation require the 'lobster' executable in the environment and manual intervention at approval checkpoints. Operations remain paused until human review is completed and a resume token is applied.