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lobster

Execute multi-step automated workflows with human approval checkpoints before sensitive actions.

2|Updated Feb 13, 2026
Search Tags:#automation#workflow#pipeline#deterministic#triage#approval
One-click install
npx skills add https://github.com/FatBy/DD-OS --skill lobster-fatby
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: lobster
Source: https://github.com/FatBy/DD-OS/tree/main/skills/lobster
Command: npx skills add https://github.com/FatBy/DD-OS --skill lobster-fatby

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Lobster automates multi-step workflows, ensuring that critical actions are only executed after human approval, preventing errors and unwanted side effects.

Core Features & Use Cases

  • Repeatable Automation: Ideal for tasks like triaging emails, monitoring systems, or syncing data.
  • Approval Checkpoints: Halts execution for user confirmation before sensitive actions (e.g., sending emails, posting data).
  • Deterministic Operations: Ensures consistent results for complex, multi-tool operations.
  • Use Case: Automatically triage new emails, categorizing them and then pausing for approval before sending any draft replies.

Quick Start

Run the email triage pipeline for new emails and approve any draft replies.

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?▼

An automated workflow with approval gates halts pipeline execution before sensitive actions, requiring explicit user consent to resume deterministic operations and prevent unwanted side effects.

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

Yes, you can automate email triage by categorizing incoming messages and then pausing the pipeline, requiring your approval before executing the action of sending any draft replies.

What is the best way to ensure deterministic operations in multi-step automation?▼

The best way to ensure deterministic operations in multi-step automation is executing tasks through a structured pipeline, which guarantees consistent results for complex, multi-tool operations.

Does this automation pipeline support resuming workflows after an approval delay?▼

Yes, this automation pipeline provides resumable workflow capabilities, allowing multi-step operations to continue seamlessly after a user grants consent at an approval checkpoint.

What are the limitations of automated pipelines with required approval gates?▼

The main limitation of automated pipelines with required approval gates is that execution halts entirely until manual consent is provided, preventing fully autonomous background processing for sensitive tasks.

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