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Lobster

Lobster workflow runtime for deterministic pipelines with approval gates. Use when: (1) Running multi-step automations that need human approval before side effects, (2) Monitoring PRs/issues for changes, (3) Processing data through typed JSON pipelines, (4) Email triage or batch operations, (5) Any workflow that should halt and ask before acting. Lobster saves tokens by running deterministic pipelines instead of re-planning each step.

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High Signal

Lobster workflow runtime for deterministic pipelines with approval gates. Use when: (1) Running multi-step automations that need human approval before side effects, (2) Monitoring PRs/issues for changes, (3) Processing data through typed JSON pipelines, (4) Email triage or batch operations, (5) Any workflow that should halt and ask before acting. Lobster saves tokens by running deterministic pipelines instead of re-planning each step.

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Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
1.0.1

Documentation

ClawHub primary doc Primary doc: SKILL.md 10 sections Open source page

Lobster

Contribute: Source code & PRs welcome at github.com/guwidoe/lobster-skill Workflow runtime for AI agents โ€” typed pipelines with approval gates.

CLI Location

# Set alias (adjust path to your install location) LOBSTER="node /home/molt/clawd/tools/lobster/bin/lobster.js" # Or install globally: npm install -g @clawdbot/lobster # Then use: lobster '<pipeline>'

Quick Reference

# Run pipeline (human mode - pretty output) $LOBSTER '<pipeline>' # Run pipeline (tool mode - JSON envelope for integration) $LOBSTER run --mode tool '<pipeline>' # Run workflow file $LOBSTER run path/to/workflow.lobster # Resume after approval $LOBSTER resume --token "<token>" --approve yes|no # List commands/workflows $LOBSTER commands.list $LOBSTER workflows.list

Core Commands

CommandPurposeexec --json --shell "cmd"Run shell, parse stdout as JSONwhere 'field=value'Filter objectspick field1,field2Project fieldshead --n 5Take first N itemssort --key field --descSort itemsgroupBy --key fieldGroup by keydedupe --key fieldRemove duplicatesmap --wrap keyTransform itemstemplate --text "{{field}}"Render templatesapprove --prompt "ok?"Halt for approvaldiff.last --key "mykey"Compare to last run (stateful)state.get key / state.set keyRead/write persistent statejson / tableRender output

Built-in Workflows

# Monitor PR for changes (stateful - remembers last state) $LOBSTER "workflows.run --name github.pr.monitor --args-json '{\"repo\":\"owner/repo\",\"pr\":123}'" # Monitor PR and emit message only on change $LOBSTER "workflows.run --name github.pr.monitor.notify --args-json '{\"repo\":\"owner/repo\",\"pr\":123}'"

Approval Flow (Tool Mode)

When a pipeline hits approve, it returns: { "status": "needs_approval", "requiresApproval": { "prompt": "Send 3 emails?", "items": [...], "resumeToken": "eyJ..." } } To continue: $LOBSTER resume --token "eyJ..." --approve yes

Example Pipelines

# List recent PRs, filter merged, show as table $LOBSTER 'exec --json --shell "gh pr list --repo owner/repo --json number,title,state --limit 20" | where "state=MERGED" | table' # Get data, require approval, then process $LOBSTER run --mode tool 'exec --json --shell "echo [{\"id\":1},{\"id\":2}]" | approve --prompt "Process these?" | pick id | json' # Diff against last run (only emit on change) $LOBSTER 'exec --json --shell "gh pr view 123 --repo o/r --json state,title" | diff.last --key "pr:o/r#123" | json'

Workflow Files (.lobster)

YAML/JSON files with steps, conditions, and approval gates: name: pr-review-reminder steps: - id: fetch command: gh pr list --repo ${repo} --json number,title,reviewDecision - id: filter command: jq '[.[] | select(.reviewDecision == "")]' stdin: $fetch.stdout - id: notify command: echo "PRs needing review:" && cat stdin: $filter.stdout approval: required Run: $LOBSTER run workflow.lobster --args-json '{"repo":"owner/repo"}'

Clawdbot Integration

Lobster can call Clawdbot tools via clawd.invoke: $LOBSTER 'clawd.invoke --tool message --action send --args-json "{\"target\":\"123\",\"message\":\"hello\"}"' Requires CLAWD_URL and CLAWD_TOKEN environment variables.

State Directory

Lobster stores state in ~/.lobster/state/ by default. Override with LOBSTER_STATE_DIR.

Category context

Code helpers, APIs, CLIs, browser automation, testing, and developer operations.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
1 Docs
  • SKILL.md Primary doc