---
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.
```bash
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.
```bash
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
```bash
# 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
```bash
# 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
```yaml
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:
```json
{
"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:
```yaml
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.mdAI advertising agents that automates ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads. Creates campaigns, reads live performance data, researches keywords with real CPC data, optimizes budgets, and manages ads through natural language via the Adspirer MCP server. 103 tools across 4 ad platforms.
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