lobster-jobs – OpenClaw Skill

---

name: lobster-jobs description: Transform OpenClaw cron jobs into Lobster workflows. Analyze, inspect, and validate job migrations. Use when converting automations to deterministic, approval-gated workflows with resume capabilities. metadata: openclaw: emoji: 🦞 requires: bins: ["openclaw", "python3"]

lobster-jobs

Transform OpenClaw cron jobs into Lobster workflows with approval gates and resumable execution.

Purpose

OpenClaw cron jobs are either:

• systemEvent: Simple shell commands (fully deterministic)
• agentTurn: Natural language instructions spawning AI agents (flexible but token-heavy)

Lobster workflows offer:

• Deterministic execution: No LLM re-planning each step
• Approval gates: Hard stops requiring explicit user approval
• Stateful execution: Remembers cursors/checkpoints
• Resumability: Pauses and resumes exactly where left off

This skill helps analyze existing cron jobs and transform them into Lobster workflows.

Commands

Tier 1 (Available Now)

lobster-jobs list

List all cron jobs with their Lobster readiness score.

Output categories:

• ✅ Fully Migratable: Simple shell commands (systemEvent)
• 🟡 Partial Migration: Mixed deterministic + LLM steps (agentTurn)
• ❌ Not Migratable: Heavy LLM reasoning required

lobster-jobs inspect <job-id>

Inspect a specific cron job with detailed migration assessment.

Shows:

• Job metadata (schedule, target, payload type)
• Lobster migration status and reason
• Payload preview
• Migration recommendation

lobster-jobs validate <workflow-file>

Validate a Lobster workflow YAML file against schema.

Checks:

• Required fields (name, steps)
• Step structure (id, command)
• Approval gate syntax
• Condition syntax

Tier 2 (Available Now)

lobster-jobs convert <job-id>

Transform a cron job into a Lobster workflow.

lobster-jobs convert 17fe68ca
lobster-jobs convert 17fe68ca --output-dir ~/workflows
lobster-jobs convert 17fe68ca --force  # Overwrite existing

Generates:

• .lobster workflow file in ~/.lobster/workflows/
• Extracts commands from systemEvent or agentTurn payloads
• Auto-validates generated workflow

Options:

• --output-dir, -o: Custom output directory
• --force, -f: Overwrite existing workflow
• --keep-on-error: Keep file even if validation fails

lobster-jobs new <name>

Create a new Lobster workflow from scratch using templates.

lobster-jobs new my-workflow
lobster-jobs new my-workflow --template with-approval
lobster-jobs new my-workflow --template stateful

Templates:

• simple-shell: Basic command execution
• with-approval: Approval gate workflow
• stateful: Workflow with cursor/state tracking

Installation

# Add to PATH
export PATH="$PATH:/home/art/niemand/skills/lobster-jobs/bin"

# Or create symlink
ln -s /home/art/niemand/skills/lobster-jobs/bin/lobster-jobs ~/.local/bin/

Quick Start

# See all your cron jobs and their migration status
lobster-jobs list

# Inspect a specific job
lobster-jobs inspect 17fe68ca

# Convert a job to Lobster workflow
lobster-jobs convert 17fe68ca

# Create a new workflow from template
lobster-jobs new my-workflow --template with-approval

# Validate a workflow file
lobster-jobs validate ~/.lobster/workflows/my-workflow.lobster

Workflow File Format

name: my-workflow
description: Optional description

steps:
  - id: fetch_data
    command: some-cli fetch --json
    
  - id: process
    command: some-cli process
    stdin: $fetch_data.stdout
    
  - id: approve_send
    command: approve --prompt "Send notification?"
    approval: required
    
  - id: send
    command: message.send --channel telegram --text "Done!"
    condition: $approve_send.approved

Migration Strategy

Wrapper Approach (Recommended)

Keep cron as scheduler, change payload to call Lobster:

{
  "payload": {
    "kind": "systemEvent",
    "text": "lobster run ~/.lobster/workflows/my-workflow.lobster"
  }
}

Benefits:

• Rollback is trivial (revert payload)
• Incremental migration
• Cron scheduling already works

Handling LLM Judgment

For jobs needing both deterministic steps and LLM reasoning:

steps:
  - id: gather
    command: gh issue list --json title,body
    
  - id: triage
    command: clawd.invoke
    prompt: "Classify these issues by urgency"
    
  - id: notify
    command: telegram-send

The workflow is deterministic; the LLM is a black-box step.

Edge Cases

Issue	Handling
Idempotency	Workflows track step completion; restart-safe
Approval timeouts	Configurable timeout with default action
Secret handling	Environment variables or 1Password refs
Partial failures	convert validates before writing

References

• Lobster: https://github.com/openclaw/lobster
• Lobster VISION: https://github.com/openclaw/lobster/blob/main/VISION.md