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Task Ledger

by @gejiliang

Durable workflow layer for OpenClaw long-running work. Use when tasks are multi-stage, recoverable, parallelized across sub-agents/ACP, use background exec o...

Versionv0.3.2
Downloads962
Installs4
Stars⭐ 1
TERMINAL
clawhub install task-ledger

πŸ“– About This Skill


name: task-ledger description: Durable workflow layer for OpenClaw long-running work. Use when tasks are multi-stage, recoverable, parallelized across sub-agents/ACP, use background exec or cron, have external side effects, or need auditable outputs and resumable execution. metadata: { "openclaw": { "emoji": "🧾", "requires": { "bins": ["python3", "bash"] } } }

task-ledger

Use Task Ledger to turn long-running agent work into durable task objects instead of relying on fragile chat context.

Task Ledger is a workflow layer on top of OpenClaw execution primitives. It does not replace ACP, sub-agents, exec, cron, or skills. It gives them a durable task structure:

  • checkpoint files in tasks/
  • execution logs in logs/
  • artifacts and reports in outputs/
  • execution bindings for process/session/cron references
  • parent/child task trees
  • dependency and readiness checks
  • recovery protocol
  • short-first reporting
  • Trigger

    Use this skill when any of these are true:

  • task runtime will likely exceed 5 minutes
  • task has more than 3 stages
  • task uses background exec
  • task uses sessions_spawn
  • task uses cron
  • task has external side effects
  • task involves restart / deploy / maintenance workflows with risky side effects
  • task should be split into parent/child tasks or tracked with dependencies
  • multiple agents or sub-agents will work in parallel
  • task readiness should be checked before starting downstream work
  • task reporting should prefer short updates backed by long file-based reports
  • the user wants the work to be recoverable / resumable / auditable
  • Do not use this skill for every tiny action. It is meant for work where losing state or execution structure would be costly.

    What this skill provides

    This package includes:

  • task checkpoint JSON files in tasks/
  • execution logs in logs/
  • outputs/artifacts in outputs/
  • lifecycle helpers for create/update/advance/close
  • recovery helpers for verify/resume-summary
  • binding helpers for process/subtask/cron references
  • rollback metadata in the task schema
  • parent/child task relations and dependency-aware tooling
  • readiness-aware scheduling helpers
  • specialized templates for restart and deployment workflows
  • human-friendly export for reports, handoff, archival, and graph views
  • short-first reporting with optional file-backed long reports
  • Bundled files live next to this skill under toolkit/.

    First-use bootstrap

    If the current workspace does not already contain the toolkit, copy these bundled assets into the workspace root:

  • toolkit/scripts/* β†’ /scripts/
  • toolkit/task-templates/* β†’ /task-templates/
  • toolkit/tasks/README.md β†’ /tasks/README.md
  • Always create the runtime directories if missing:

  • tasks/
  • logs/
  • outputs/
  • Do not overwrite user-modified files silently unless explicitly asked. Prefer copying only missing files and then report what was installed.

    Operating protocol

    1. Confirm the plan with the user before execution. 2. Create the task skeleton first. 3. Choose explicit stages that match reality. 4. Record execution references (process.sessionId, subtask.sessionKey, cron.jobId) when they exist. 5. Link parent/child tasks and dependencies when the work is larger than a single task object. 6. If work is parallelized, prefer one parent task plus one child task per worker. 7. Check readiness before starting dependent tasks; use start-if-ready when appropriate. 8. Update the task file after every completed stage. 9. On recovery, read the resume summary and verify real state first. 10. If reality and the checkpoint disagree, correct the checkpoint before continuing. 11. Continue only the unfinished work. 12. Prefer short user-facing summaries and keep long reports on file when appropriate. 13. Export or summarize task state in a human-friendly form when needed. 14. Proactively notify on completion. 15. If execution was interrupted and later resumed/reconnected, proactively notify that too.

    Parallel task pattern

    For multi-agent or multi-sub-agent work:

  • create one parent task for the overall goal
  • create one child task per worker / subtask branch
  • bind each child task to its own execution reference
  • keep detailed stage tracking on child tasks
  • let the parent task orchestrate readiness, finalization, and reporting
  • Avoid treating one task JSON file as a shared concurrent write target. Task trees are safer than shared state.

    Core commands

    Create a task skeleton:

    ./scripts/new-task.sh   [goal] [executionMode] [stagesCsv] [priority] [owner]
    </code></pre></p><p style="margin:8px 0">Useful helpers:</p><p style="margin:8px 0"><pre style="background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0"><code style="color:#a5f3fc;background:none;padding:0;font-size:1em">./scripts/list-open-tasks.py
    python3 ./scripts/task-ls-tree.py
    python3 ./scripts/task-ready.py <taskId> [--json]
    python3 ./scripts/task-start-if-ready.py <taskId> [nextAction]
    python3 ./scripts/task-graph-export.py [--format markdown|dot|json] [--open-only]
    ./scripts/show-task.py <taskId>
    ./scripts/task-events.py <taskId> [limit] [--type <eventType>] [--json]
    ./scripts/update-task.py <taskId> ...
    ./scripts/task-advance.py <taskId> [nextAction]
    ./scripts/task-bind-process.py <taskId> <processSessionId> [pid] [--state <state>]
    ./scripts/task-bind-subtask.py <taskId> <sessionKey> [--agent-id <agentId>]
    ./scripts/task-bind-cron.py <taskId> <jobId> [--schedule <expr>] [--next-run-at <iso>]
    ./scripts/task-verify.py <taskId> <summary> ...
    ./scripts/task-resume-summary.py <taskId> [--json|--markdown]
    ./scripts/task-export.py <taskId> [--format markdown|json|short] [--write-report]
    ./scripts/close-task.py <taskId> <final-status> [summary]
    ./scripts/task-doctor.py [taskId] [--strict] [--json]
    </code></pre></p><p style="margin:8px 0"><h3 style="color:#e5e7eb;margin:18px 0 8px;font-size:1.05em">Specialized templates</h3></p><p style="margin:8px 0">Use bundled examples for common risky workflows:</p><p style="margin:8px 0"><li style="color:#94a3b8;margin:3px 0"><code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">restart-openclaw-gateway.example.json</code></li>
    <li style="color:#94a3b8;margin:3px 0"><code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">deploy-service.example.json</code></li>
    <li style="color:#94a3b8;margin:3px 0"><code style="background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em">sync-feishu-doc.example.json</code></li></p><p style="margin:8px 0"><h3 style="color:#e5e7eb;margin:18px 0 8px;font-size:1.05em">Practical rule</h3></p><p style="margin:8px 0">Task files are not truth.
    They are cached descriptions of truth.
    Reality wins.
    </p></div></section></div><div class="two-col-side"></div></div></div><script>
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Use when tasks are multi-stage, recoverable, parallelized across sub-agents/ACP, use background exec or cron, have external side effects, or need auditable outputs and resumable execution.\nmetadata:\n  {\n    \"openclaw\": {\n      \"emoji\": \"🧾\",\n      \"requires\": { \"bins\": [\"python3\", \"bash\"] }\n    }\n  }\n\u003chr style=\"border:none;border-top:1px solid #1e1e3f;margin:12px 0\"\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch2 style=\"color:#f3f4f6;margin:20px 0 10px;font-size:1.15em\"\u003etask-ledger\u003c/h2\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eUse Task Ledger to turn long-running agent work into durable task objects instead of relying on fragile chat context.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eTask Ledger is a workflow layer on top of OpenClaw execution primitives.\nIt does \u003cstrong style=\"color:#e5e7eb\"\u003enot\u003c/strong\u003e replace ACP, sub-agents, exec, cron, or skills.\nIt gives them a durable task structure:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003echeckpoint files in \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etasks/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eexecution logs in \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003elogs/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eartifacts and reports in \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eoutputs/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eexecution bindings for process/session/cron references\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eparent/child task trees\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003edependency and readiness checks\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003erecovery protocol\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eshort-first reporting\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eTrigger\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eUse this skill when any of these are true:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask runtime will likely exceed 5 minutes\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask has more than 3 stages\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask uses background \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eexec\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask uses \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003esessions_spawn\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask uses \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ecron\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask has external side effects\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask involves restart / deploy / maintenance workflows with risky side effects\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask should be split into parent/child tasks or tracked with dependencies\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003emultiple agents or sub-agents will work in parallel\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask readiness should be checked before starting downstream work\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask reporting should prefer short updates backed by long file-based reports\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ethe user wants the work to be recoverable / resumable / auditable\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eDo \u003cstrong style=\"color:#e5e7eb\"\u003enot\u003c/strong\u003e use this skill for every tiny action.\nIt is meant for work where losing state or execution structure would be costly.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eWhat this skill provides\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eThis package includes:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003etask checkpoint JSON files in \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etasks/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eexecution logs in \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003elogs/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eoutputs/artifacts in \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eoutputs/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003elifecycle helpers for create/update/advance/close\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003erecovery helpers for verify/resume-summary\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ebinding helpers for process/subtask/cron references\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003erollback metadata in the task schema\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eparent/child task relations and dependency-aware tooling\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ereadiness-aware scheduling helpers\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003especialized templates for restart and deployment workflows\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ehuman-friendly export for reports, handoff, archival, and graph views\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003eshort-first reporting with optional file-backed long reports\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eBundled files live next to this skill under \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etoolkit/\u003c/code\u003e.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eFirst-use bootstrap\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eIf the current workspace does not already contain the toolkit, copy these bundled assets into the workspace root:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etoolkit/scripts/*\u003c/code\u003e β†’ \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003e\u003cworkspace\u003e/scripts/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etoolkit/task-templates/*\u003c/code\u003e β†’ \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003e\u003cworkspace\u003e/task-templates/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etoolkit/tasks/README.md\u003c/code\u003e β†’ \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003e\u003cworkspace\u003e/tasks/README.md\u003c/code\u003e\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eAlways create the runtime directories if missing:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003etasks/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003elogs/\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eoutputs/\u003c/code\u003e\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eDo \u003cstrong style=\"color:#e5e7eb\"\u003enot\u003c/strong\u003e overwrite user-modified files silently unless explicitly asked.\nPrefer copying only missing files and then report what was installed.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eOperating protocol\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e1. Confirm the plan with the user before execution.\n2. Create the task skeleton first.\n3. Choose explicit stages that match reality.\n4. Record execution references (\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003eprocess.sessionId\u003c/code\u003e, \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003esubtask.sessionKey\u003c/code\u003e, \u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003ecron.jobId\u003c/code\u003e) when they exist.\n5. Link parent/child tasks and dependencies when the work is larger than a single task object.\n6. If work is parallelized, prefer \u003cstrong style=\"color:#e5e7eb\"\u003eone parent task plus one child task per worker\u003c/strong\u003e.\n7. Check readiness before starting dependent tasks; use start-if-ready when appropriate.\n8. Update the task file after every completed stage.\n9. On recovery, read the resume summary and verify real state first.\n10. If reality and the checkpoint disagree, correct the checkpoint before continuing.\n11. Continue only the unfinished work.\n12. Prefer short user-facing summaries and keep long reports on file when appropriate.\n13. Export or summarize task state in a human-friendly form when needed.\n14. Proactively notify on completion.\n15. If execution was interrupted and later resumed/reconnected, proactively notify that too.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eParallel task pattern\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eFor multi-agent or multi-sub-agent work:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ecreate one \u003cstrong style=\"color:#e5e7eb\"\u003eparent task\u003c/strong\u003e for the overall goal\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ecreate one \u003cstrong style=\"color:#e5e7eb\"\u003echild task\u003c/strong\u003e per worker / subtask branch\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ebind each child task to its own execution reference\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003ekeep detailed stage tracking on child tasks\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003elet the parent task orchestrate readiness, finalization, and reporting\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eAvoid treating one task JSON file as a shared concurrent write target.\nTask trees are safer than shared state.\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eCore commands\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eCreate a task skeleton:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003e./scripts/new-task.sh \u003cslug\u003e \u003ctitle\u003e [goal] [executionMode] [stagesCsv] [priority] [owner]\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eUseful helpers:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cpre style=\"background:#0a0a1c;border:1px solid #1e1e3f;border-radius:6px;padding:10px 12px;overflow-x:auto;font-size:.9em;margin:8px 0\"\u003e\u003ccode style=\"color:#a5f3fc;background:none;padding:0;font-size:1em\"\u003e./scripts/list-open-tasks.py\npython3 ./scripts/task-ls-tree.py\npython3 ./scripts/task-ready.py \u003ctaskId\u003e [--json]\npython3 ./scripts/task-start-if-ready.py \u003ctaskId\u003e [nextAction]\npython3 ./scripts/task-graph-export.py [--format markdown|dot|json] [--open-only]\n./scripts/show-task.py \u003ctaskId\u003e\n./scripts/task-events.py \u003ctaskId\u003e [limit] [--type \u003ceventType\u003e] [--json]\n./scripts/update-task.py \u003ctaskId\u003e ...\n./scripts/task-advance.py \u003ctaskId\u003e [nextAction]\n./scripts/task-bind-process.py \u003ctaskId\u003e \u003cprocessSessionId\u003e [pid] [--state \u003cstate\u003e]\n./scripts/task-bind-subtask.py \u003ctaskId\u003e \u003csessionKey\u003e [--agent-id \u003cagentId\u003e]\n./scripts/task-bind-cron.py \u003ctaskId\u003e \u003cjobId\u003e [--schedule \u003cexpr\u003e] [--next-run-at \u003ciso\u003e]\n./scripts/task-verify.py \u003ctaskId\u003e \u003csummary\u003e ...\n./scripts/task-resume-summary.py \u003ctaskId\u003e [--json|--markdown]\n./scripts/task-export.py \u003ctaskId\u003e [--format markdown|json|short] [--write-report]\n./scripts/close-task.py \u003ctaskId\u003e \u003cfinal-status\u003e [summary]\n./scripts/task-doctor.py [taskId] [--strict] [--json]\n\u003c/code\u003e\u003c/pre\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003eSpecialized templates\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eUse bundled examples for common risky workflows:\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003erestart-openclaw-gateway.example.json\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003edeploy-service.example.json\u003c/code\u003e\u003c/li\u003e\n\u003cli style=\"color:#94a3b8;margin:3px 0\"\u003e\u003ccode style=\"background:#0d0d1e;color:#a5f3fc;padding:1px 5px;border-radius:3px;font-size:.88em\"\u003esync-feishu-doc.example.json\u003c/code\u003e\u003c/li\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003e\u003ch3 style=\"color:#e5e7eb;margin:18px 0 8px;font-size:1.05em\"\u003ePractical rule\u003c/h3\u003e\u003c/p\u003e\u003cp style=\"margin:8px 0\"\u003eTask files are not truth.\nThey are cached descriptions of truth.\nReality 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