{
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  "item": {
    "slug": "lobster-jobs",
    "name": "Lobster Workflows",
    "source": "tencent",
    "type": "skill",
    "category": "数据分析",
    "sourceUrl": "https://clawhub.ai/kesslerio/lobster-jobs",
    "canonicalUrl": "https://clawhub.ai/kesslerio/lobster-jobs",
    "targetPlatform": "OpenClaw"
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    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md"
    ],
    "primaryDoc": "SKILL.md",
    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
    "agentAssist": {
      "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
      "steps": [
        "Download the package from Yavira.",
        "Extract it into a folder your agent can access.",
        "Paste one of the prompts below and point your agent at the extracted folder."
      ],
      "prompts": [
        {
          "label": "New install",
          "body": "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."
        },
        {
          "label": "Upgrade existing",
          "body": "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."
        }
      ]
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      "checkedAt": "2026-04-23T16:43:11.935Z",
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      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
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        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
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        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/lobster-jobs"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/lobster-jobs",
    "agentPageUrl": "https://openagent3.xyz/skills/lobster-jobs/agent",
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    "briefUrl": "https://openagent3.xyz/skills/lobster-jobs/agent.md"
  },
  "agentAssist": {
    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "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."
      },
      {
        "label": "Upgrade existing",
        "body": "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."
      }
    ]
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  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "lobster-jobs",
        "body": "Transform OpenClaw cron jobs into Lobster workflows with approval gates and resumable execution."
      },
      {
        "title": "Purpose",
        "body": "OpenClaw cron jobs are either:\n\nsystemEvent: Simple shell commands (fully deterministic)\nagentTurn: Natural language instructions spawning AI agents (flexible but token-heavy)\n\nLobster workflows offer:\n\nDeterministic execution: No LLM re-planning each step\nApproval gates: Hard stops requiring explicit user approval\nStateful execution: Remembers cursors/checkpoints\nResumability: Pauses and resumes exactly where left off\n\nThis skill helps analyze existing cron jobs and transform them into Lobster workflows."
      },
      {
        "title": "Tier 1 (Available Now)",
        "body": "lobster-jobs list\n\nList all cron jobs with their Lobster readiness score.\n\nOutput categories:\n\n✅ Fully Migratable: Simple shell commands (systemEvent)\n🟡 Partial Migration: Mixed deterministic + LLM steps (agentTurn)\n❌ Not Migratable: Heavy LLM reasoning required\n\nlobster-jobs inspect <job-id>\n\nInspect a specific cron job with detailed migration assessment.\n\nShows:\n\nJob metadata (schedule, target, payload type)\nLobster migration status and reason\nPayload preview\nMigration recommendation\n\nlobster-jobs validate <workflow-file>\n\nValidate a Lobster workflow YAML file against schema.\n\nChecks:\n\nRequired fields (name, steps)\nStep structure (id, command)\nApproval gate syntax\nCondition syntax"
      },
      {
        "title": "Tier 2 (Available Now)",
        "body": "lobster-jobs convert <job-id>\n\nTransform a cron job into a Lobster workflow.\n\nlobster-jobs convert 17fe68ca\nlobster-jobs convert 17fe68ca --output-dir ~/workflows\nlobster-jobs convert 17fe68ca --force  # Overwrite existing\n\nGenerates:\n\n.lobster workflow file in ~/.lobster/workflows/\nExtracts commands from systemEvent or agentTurn payloads\nAuto-validates generated workflow\n\nOptions:\n\n--output-dir, -o: Custom output directory\n--force, -f: Overwrite existing workflow\n--keep-on-error: Keep file even if validation fails\n\nlobster-jobs new <name>\n\nCreate a new Lobster workflow from scratch using templates.\n\nlobster-jobs new my-workflow\nlobster-jobs new my-workflow --template with-approval\nlobster-jobs new my-workflow --template stateful\n\nTemplates:\n\nsimple-shell: Basic command execution\nwith-approval: Approval gate workflow\nstateful: Workflow with cursor/state tracking"
      },
      {
        "title": "Installation",
        "body": "# Add to PATH\nexport PATH=\"$PATH:/home/art/niemand/skills/lobster-jobs/bin\"\n\n# Or create symlink\nln -s /home/art/niemand/skills/lobster-jobs/bin/lobster-jobs ~/.local/bin/"
      },
      {
        "title": "Quick Start",
        "body": "# See all your cron jobs and their migration status\nlobster-jobs list\n\n# Inspect a specific job\nlobster-jobs inspect 17fe68ca\n\n# Convert a job to Lobster workflow\nlobster-jobs convert 17fe68ca\n\n# Create a new workflow from template\nlobster-jobs new my-workflow --template with-approval\n\n# Validate a workflow file\nlobster-jobs validate ~/.lobster/workflows/my-workflow.lobster"
      },
      {
        "title": "Workflow File Format",
        "body": "name: my-workflow\ndescription: Optional description\n\nsteps:\n  - id: fetch_data\n    command: some-cli fetch --json\n    \n  - id: process\n    command: some-cli process\n    stdin: $fetch_data.stdout\n    \n  - id: approve_send\n    command: approve --prompt \"Send notification?\"\n    approval: required\n    \n  - id: send\n    command: message.send --channel telegram --text \"Done!\"\n    condition: $approve_send.approved"
      },
      {
        "title": "Wrapper Approach (Recommended)",
        "body": "Keep cron as scheduler, change payload to call Lobster:\n\n{\n  \"payload\": {\n    \"kind\": \"systemEvent\",\n    \"text\": \"lobster run ~/.lobster/workflows/my-workflow.lobster\"\n  }\n}\n\nBenefits:\n\nRollback is trivial (revert payload)\nIncremental migration\nCron scheduling already works"
      },
      {
        "title": "Handling LLM Judgment",
        "body": "For jobs needing both deterministic steps and LLM reasoning:\n\nsteps:\n  - id: gather\n    command: gh issue list --json title,body\n    \n  - id: triage\n    command: clawd.invoke\n    prompt: \"Classify these issues by urgency\"\n    \n  - id: notify\n    command: telegram-send\n\nThe workflow is deterministic; the LLM is a black-box step."
      },
      {
        "title": "Edge Cases",
        "body": "IssueHandlingIdempotencyWorkflows track step completion; restart-safeApproval timeoutsConfigurable timeout with default actionSecret handlingEnvironment variables or 1Password refsPartial failuresconvert validates before writing"
      },
      {
        "title": "References",
        "body": "Lobster: https://github.com/openclaw/lobster\nLobster VISION: https://github.com/openclaw/lobster/blob/main/VISION.md"
      }
    ],
    "body": "lobster-jobs\n\nTransform OpenClaw cron jobs into Lobster workflows with approval gates and resumable execution.\n\nPurpose\n\nOpenClaw cron jobs are either:\n\nsystemEvent: Simple shell commands (fully deterministic)\nagentTurn: Natural language instructions spawning AI agents (flexible but token-heavy)\n\nLobster workflows offer:\n\nDeterministic execution: No LLM re-planning each step\nApproval gates: Hard stops requiring explicit user approval\nStateful execution: Remembers cursors/checkpoints\nResumability: Pauses and resumes exactly where left off\n\nThis skill helps analyze existing cron jobs and transform them into Lobster workflows.\n\nCommands\nTier 1 (Available Now)\nlobster-jobs list\n\nList all cron jobs with their Lobster readiness score.\n\nOutput categories:\n\n✅ Fully Migratable: Simple shell commands (systemEvent)\n🟡 Partial Migration: Mixed deterministic + LLM steps (agentTurn)\n❌ Not Migratable: Heavy LLM reasoning required\nlobster-jobs inspect <job-id>\n\nInspect a specific cron job with detailed migration assessment.\n\nShows:\n\nJob metadata (schedule, target, payload type)\nLobster migration status and reason\nPayload preview\nMigration recommendation\nlobster-jobs validate <workflow-file>\n\nValidate a Lobster workflow YAML file against schema.\n\nChecks:\n\nRequired fields (name, steps)\nStep structure (id, command)\nApproval gate syntax\nCondition syntax\nTier 2 (Available Now)\nlobster-jobs convert <job-id>\n\nTransform a cron job into a Lobster workflow.\n\nlobster-jobs convert 17fe68ca\nlobster-jobs convert 17fe68ca --output-dir ~/workflows\nlobster-jobs convert 17fe68ca --force  # Overwrite existing\n\n\nGenerates:\n\n.lobster workflow file in ~/.lobster/workflows/\nExtracts commands from systemEvent or agentTurn payloads\nAuto-validates generated workflow\n\nOptions:\n\n--output-dir, -o: Custom output directory\n--force, -f: Overwrite existing workflow\n--keep-on-error: Keep file even if validation fails\nlobster-jobs new <name>\n\nCreate a new Lobster workflow from scratch using templates.\n\nlobster-jobs new my-workflow\nlobster-jobs new my-workflow --template with-approval\nlobster-jobs new my-workflow --template stateful\n\n\nTemplates:\n\nsimple-shell: Basic command execution\nwith-approval: Approval gate workflow\nstateful: Workflow with cursor/state tracking\nInstallation\n# Add to PATH\nexport PATH=\"$PATH:/home/art/niemand/skills/lobster-jobs/bin\"\n\n# Or create symlink\nln -s /home/art/niemand/skills/lobster-jobs/bin/lobster-jobs ~/.local/bin/\n\nQuick Start\n# See all your cron jobs and their migration status\nlobster-jobs list\n\n# Inspect a specific job\nlobster-jobs inspect 17fe68ca\n\n# Convert a job to Lobster workflow\nlobster-jobs convert 17fe68ca\n\n# Create a new workflow from template\nlobster-jobs new my-workflow --template with-approval\n\n# Validate a workflow file\nlobster-jobs validate ~/.lobster/workflows/my-workflow.lobster\n\nWorkflow File Format\nname: my-workflow\ndescription: Optional description\n\nsteps:\n  - id: fetch_data\n    command: some-cli fetch --json\n    \n  - id: process\n    command: some-cli process\n    stdin: $fetch_data.stdout\n    \n  - id: approve_send\n    command: approve --prompt \"Send notification?\"\n    approval: required\n    \n  - id: send\n    command: message.send --channel telegram --text \"Done!\"\n    condition: $approve_send.approved\n\nMigration Strategy\nWrapper Approach (Recommended)\n\nKeep cron as scheduler, change payload to call Lobster:\n\n{\n  \"payload\": {\n    \"kind\": \"systemEvent\",\n    \"text\": \"lobster run ~/.lobster/workflows/my-workflow.lobster\"\n  }\n}\n\n\nBenefits:\n\nRollback is trivial (revert payload)\nIncremental migration\nCron scheduling already works\nHandling LLM Judgment\n\nFor jobs needing both deterministic steps and LLM reasoning:\n\nsteps:\n  - id: gather\n    command: gh issue list --json title,body\n    \n  - id: triage\n    command: clawd.invoke\n    prompt: \"Classify these issues by urgency\"\n    \n  - id: notify\n    command: telegram-send\n\n\nThe workflow is deterministic; the LLM is a black-box step.\n\nEdge Cases\nIssue\tHandling\nIdempotency\tWorkflows track step completion; restart-safe\nApproval timeouts\tConfigurable timeout with default action\nSecret handling\tEnvironment variables or 1Password refs\nPartial failures\tconvert validates before writing\nReferences\nLobster: https://github.com/openclaw/lobster\nLobster VISION: https://github.com/openclaw/lobster/blob/main/VISION.md"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/kesslerio/lobster-jobs",
    "publisherUrl": "https://clawhub.ai/kesslerio/lobster-jobs",
    "owner": "kesslerio",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/lobster-jobs",
    "downloadUrl": "https://openagent3.xyz/downloads/lobster-jobs",
    "agentUrl": "https://openagent3.xyz/skills/lobster-jobs/agent",
    "manifestUrl": "https://openagent3.xyz/skills/lobster-jobs/agent.json",
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}