Lobster

Orchestrate deterministic multi-step workflows with human approval gates.

202|36|Updated Jan 27, 2026
One-click install
npx skills add https://github.com/adoresever/AGI_Ananas --skill lobster-adoresever
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Lobster
Source: https://github.com/adoresever/AGI_Ananas/tree/main/26.2.21openclaw-viking/extensions/lobster
Command: npx skills add https://github.com/adoresever/AGI_Ananas --skill lobster-adoresever

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Lobster provides a safe, deterministic way to run multi-step workflows that may require human approvals before actions execute, ensuring repeatability, auditing, and easy resumption after interruptions.

Core Features & Use Cases

  • Deterministic multi-step pipelines with visible outcomes and auditable history.
  • Approval gates that pause execution until a human confirms before actions execute.
  • Resumable workflows that continue from a saved state or token after a pause or failure.
  • Tool orchestration that coordinates multiple commands into a single pipeline.

Use cases include triaging emails, monitoring systems, syncing data across services, and orchestrating complex operations with checkpoints.

Quick Start

Run a multi-step workflow with approval checkpoints by providing a pipeline to execute and awaiting your approval to resume.

Frequently Asked Questions about Lobster

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

FAQPage Schema
How do I run deterministic multi-step workflows with human approval gates?▼

Deterministic multi-step workflows with human approval gates execute visible pipeline stages and pause operations until a human confirms the action. This ensures repeatability and provides an auditable history of the coordinated tool operations before proceeding.

Can I resume a multi-step pipeline after an interruption or failure?▼

Resumable multi-step pipelines save their execution state or token after a pause or failure. You can resume the workflow from this saved checkpoint, ensuring complex operations continue reliably without restarting the entire tool orchestration process from the beginning.

How do I orchestrate multiple tools safely into a single automated pipeline?▼

Tool orchestration safely coordinates multiple commands into a single automated pipeline by validating inputs and running subprocesses securely. This enforces security and reliability while managing multi-tool operations across teams for tasks like data synchronization.

What is the best way to automate triage and monitoring workflows with required approvals?▼

Automating triage and monitoring workflows with required approvals involves applying deterministic pipelines with visible outcomes. The workflow pauses execution at approval gates, ensuring a human confirms before actions execute, which maintains security and auditability.

Do I need specific dependencies to synchronize data across services with approval checkpoints?▼

Synchronizing data across services with approval checkpoints requires no specific dependencies. The workflow validates inputs and runs subprocesses safely within your existing environment, coordinating multiple commands into a single resumable pipeline without external tool prerequisites.