Automation and tasks

Background tasks

Background tasks track work that runs outside your main conversation session: ACP runs, subagent spawns, isolated cron job executions, and CLI-initiated operations.

Tasks do not replace sessions, cron jobs, or heartbeats - they are the activity ledger that records what detached work happened, when, and whether it succeeded.

TL;DR

  • Tasks are records, not schedulers - cron and heartbeat decide when work runs, tasks track what happened.
  • ACP, subagents, all cron jobs, and CLI operations create tasks. Heartbeat turns do not.
  • Each task moves through queued → running → terminal (succeeded, failed, timed_out, cancelled, or lost).
  • Cron tasks stay live while the cron runtime still owns the job; if the in-memory runtime state is gone, task maintenance first checks durable cron run history before marking a task lost.
  • Completion is push-driven: detached work can notify directly or wake the requester session/heartbeat when it finishes, so status polling loops are usually the wrong shape.
  • Isolated cron runs and subagent completions best-effort clean up tracked browser tabs/processes for their child session before final cleanup bookkeeping.
  • Isolated cron delivery suppresses stale interim parent replies while descendant subagent work is still draining, and it prefers final descendant output when that arrives before delivery.
  • Completion notifications are delivered directly to a channel or queued for the next heartbeat.
  • openclaw tasks list shows all tasks; openclaw tasks audit surfaces issues.
  • Terminal records are kept for 7 days, then automatically pruned.

Quick start

List and filter

# List all tasks (newest first)
openclaw tasks list

# Filter by runtime or status
openclaw tasks list --runtime acp
openclaw tasks list --status running

Inspect

# Show details for a specific task (by ID, run ID, or session key)
openclaw tasks show <lookup>

Cancel and notify

# Cancel a running task (kills the child session)
openclaw tasks cancel <lookup>

# Change notification policy for a task
openclaw tasks notify <lookup> state_changes

Audit and maintenance

# Run a health audit
openclaw tasks audit

# Preview or apply maintenance
openclaw tasks maintenance
openclaw tasks maintenance --apply

Task flow

# Inspect TaskFlow state
openclaw tasks flow list
openclaw tasks flow show <lookup>
openclaw tasks flow cancel <lookup>

What creates a task

Source Runtime type When a task record is created Default notify policy
ACP background runs acp Spawning a child ACP session done_only
Subagent orchestration subagent Spawning a subagent via sessions_spawn done_only
Cron jobs (all types) cron Every cron execution (main-session and isolated) silent
CLI operations cli openclaw agent commands that run through the gateway silent
Agent media jobs cli Session-backed music_generate/video_generate runs silent
Notify defaults for cron and media

Main-session cron tasks use silent notify policy by default - they create records for tracking but do not generate notifications. Isolated cron tasks also default to silent but are more visible because they run in their own session.

Session-backed music_generate and video_generate runs also use silent notify policy. They still create task records, but completion is handed back to the original agent session as an internal wake so the agent can write the follow-up message and attach the finished media itself. Group/channel completions follow the normal visible-reply policy, so the agent uses the message tool when source delivery requires it. If the completion agent fails to produce message-tool delivery evidence in a tool-only route, OpenClaw sends the completion fallback directly to the original channel instead of leaving the media private.

Concurrent video_generate guardrail

While a session-backed video_generate task is still active, the tool also acts as a guardrail: repeated video_generate calls in that same session return the active task status instead of starting a second concurrent generation. Use action: "status" when you want an explicit progress/status lookup from the agent side.

What does not create tasks
  • Heartbeat turns - main-session; see Heartbeat
  • Normal interactive chat turns
  • Direct /command responses

Task lifecycle

stateDiagram-v2
    [*] --> queued
    queued --> running : agent starts
    running --> succeeded : completes ok
    running --> failed : error
    running --> timed_out : timeout exceeded
    running --> cancelled : operator cancels
    queued --> lost : session gone > 5 min
    running --> lost : session gone > 5 min
Status What it means
queued Created, waiting for the agent to start
running Agent turn is actively executing
succeeded Completed successfully
failed Completed with an error
timed_out Exceeded the configured timeout
cancelled Stopped by the operator via openclaw tasks cancel
lost The runtime lost authoritative backing state after a 5-minute grace period

Transitions happen automatically - when the associated agent run ends, the task status updates to match.

Agent run completion is authoritative for active task records. A successful detached run finalizes as succeeded, ordinary run errors finalize as failed, and timeout or abort outcomes finalize as timed_out. If an operator already cancelled the task, or the runtime already recorded a stronger terminal state such as failed, timed_out, or lost, a later success signal does not downgrade that terminal status.

lost is runtime-aware:

  • ACP tasks: backing ACP child session metadata disappeared.
  • Subagent tasks: backing child session disappeared from the target agent store.
  • Cron tasks: the cron runtime no longer tracks the job as active and durable cron run history does not show a terminal result for that run. Offline CLI audit does not treat its own empty in-process cron runtime state as authority.
  • CLI tasks: tasks with a run id/source id use the live run context, so lingering child-session or chat-session rows do not keep them alive after the gateway-owned run disappears. Legacy CLI tasks without run identity still fall back to the child session. Gateway-backed openclaw agent runs also finalize from their run result, so completed runs do not sit active until the sweeper marks them lost.

Delivery and notifications

When a task reaches a terminal state, OpenClaw notifies you. There are two delivery paths:

Direct delivery - if the task has a channel target (the requesterOrigin), the completion message goes straight to that channel (Telegram, Discord, Slack, etc.). For subagent completions, OpenClaw also preserves bound thread/topic routing when available and can fill a missing to / account from the requester session's stored route (lastChannel / lastTo / lastAccountId) before giving up on direct delivery.

Session-queued delivery - if direct delivery fails or no origin is set, the update is queued as a system event in the requester's session and surfaces on the next heartbeat.

That means the usual workflow is push-based: start detached work once, then let the runtime wake or notify you on completion. Poll task state only when you need debugging, intervention, or an explicit audit.

Notification policies

Control how much you hear about each task:

Policy What is delivered
done_only (default) Only terminal state (succeeded, failed, etc.) - this is the default
state_changes Every state transition and progress update
silent Nothing at all

Change the policy while a task is running:

openclaw tasks notify <lookup> state_changes

CLI reference

tasks list
openclaw tasks list [--runtime <acp|subagent|cron|cli>] [--status <status>] [--json]

Output columns: Task ID, Kind, Status, Delivery, Run ID, Child Session, Summary.

tasks show
openclaw tasks show <lookup>

The lookup token accepts a task ID, run ID, or session key. Shows the full record including timing, delivery state, error, and terminal summary.

tasks cancel
openclaw tasks cancel <lookup>

For ACP and subagent tasks, this kills the child session. For CLI-tracked tasks, cancellation is recorded in the task registry (there is no separate child runtime handle). Status transitions to cancelled and a delivery notification is sent when applicable.

tasks notify
openclaw tasks notify <lookup> <done_only|state_changes|silent>
tasks audit
openclaw tasks audit [--json]

Surfaces operational issues. Findings also appear in openclaw status when issues are detected.

Finding Severity Trigger
stale_queued warn Queued for more than 10 minutes
stale_running error Running for more than 30 minutes
lost warn/error Runtime-backed task ownership disappeared; retained lost tasks warn until cleanupAfter, then become errors
delivery_failed warn Delivery failed and notify policy is not silent
missing_cleanup warn Terminal task with no cleanup timestamp
inconsistent_timestamps warn Timeline violation (for example ended before started)
tasks maintenance
openclaw tasks maintenance [--json]
openclaw tasks maintenance --apply [--json]

Use this to preview or apply reconciliation, cleanup stamping, and pruning for tasks and Task Flow state.

Reconciliation is runtime-aware:

  • ACP/subagent tasks check their backing child session.
  • Subagent tasks whose child session has a restart-recovery tombstone are marked lost instead of being treated as recoverable backing sessions.
  • Cron tasks check whether the cron runtime still owns the job, then recover terminal status from persisted cron run logs/job state before falling back to lost. Only the Gateway process is authoritative for the in-memory cron active-job set; offline CLI audit uses durable history but does not mark a cron task lost solely because that local Set is empty.
  • CLI tasks with run identity check the owning live run context, not just child-session or chat-session rows.

Completion cleanup is also runtime-aware:

  • Subagent completion best-effort closes tracked browser tabs/processes for the child session before announce cleanup continues.
  • Isolated cron completion best-effort closes tracked browser tabs/processes for the cron session before the run fully tears down.
  • Isolated cron delivery waits out descendant subagent follow-up when needed and suppresses stale parent acknowledgement text instead of announcing it.
  • Subagent completion delivery prefers the latest visible assistant text; if that is empty it falls back to sanitized latest tool/toolResult text, and timeout-only tool-call runs can collapse to a short partial-progress summary. Terminal failed runs announce failure status without replaying captured reply text.
  • Cleanup failures do not mask the real task outcome.
tasks flow list | show | cancel
openclaw tasks flow list [--status <status>] [--json]
openclaw tasks flow show <lookup> [--json]
openclaw tasks flow cancel <lookup>

Use these when the orchestrating Task Flow is the thing you care about rather than one individual background task record.

Chat task board (/tasks)

Use /tasks in any chat session to see background tasks linked to that session. The board shows active and recently completed tasks with runtime, status, timing, and progress or error detail.

When the current session has no visible linked tasks, /tasks falls back to agent-local task counts so you still get an overview without leaking other-session details.

For the full operator ledger, use the CLI: openclaw tasks list.

Status integration (task pressure)

openclaw status includes an at-a-glance task summary:

Tasks: 3 queued · 2 running · 1 issues

The summary reports:

  • active - count of queued + running
  • failures - count of failed + timed_out + lost
  • byRuntime - breakdown by acp, subagent, cron, cli

Both /status and the session_status tool use a cleanup-aware task snapshot: active tasks are preferred, stale completed rows are hidden, and recent failures only surface when no active work remains. This keeps the status card focused on what matters right now.

Storage and maintenance

Where tasks live

Task records persist in SQLite at:

$OPENCLAW_STATE_DIR/tasks/runs.sqlite

The registry loads into memory at gateway start and syncs writes to SQLite for durability across restarts. The Gateway keeps the SQLite write-ahead log bounded by using SQLite's default autocheckpoint threshold plus periodic and shutdown TRUNCATE checkpoints.

Automatic maintenance

A sweeper runs every 60 seconds and handles four things:

  • Reconciliation

    Checks whether active tasks still have authoritative runtime backing. ACP/subagent tasks use child-session state, cron tasks use active-job ownership, and CLI tasks with run identity use the owning run context. If that backing state is gone for more than 5 minutes, the task is marked lost.

  • ACP session repair

    Closes terminal or orphaned parent-owned one-shot ACP sessions, and closes stale terminal or orphaned persistent ACP sessions only when no active conversation binding remains.

  • Cleanup stamping

    Sets a cleanupAfter timestamp on terminal tasks (endedAt + 7 days). During retention, lost tasks still appear in audit as warnings; after cleanupAfter expires or when cleanup metadata is missing, they are errors.

  • Pruning

    Deletes records past their cleanupAfter date.

  • How tasks relate to other systems

    Tasks and Task Flow

    Task Flow is the flow orchestration layer above background tasks. A single flow may coordinate multiple tasks over its lifetime using managed or mirrored sync modes. Use openclaw tasks to inspect individual task records and openclaw tasks flow to inspect the orchestrating flow.

    See Task Flow for details.

    Tasks and cron

    A cron job definition lives in ~/.openclaw/cron/jobs.json; runtime execution state lives beside it in ~/.openclaw/cron/jobs-state.json. Every cron execution creates a task record - both main-session and isolated. Main-session cron tasks default to silent notify policy so they track without generating notifications.

    See Cron Jobs.

    Tasks and heartbeat

    Heartbeat runs are main-session turns - they do not create task records. When a task completes, it can trigger a heartbeat wake so you see the result promptly.

    See Heartbeat.

    Tasks and sessions

    A task may reference a childSessionKey (where work runs) and a requesterSessionKey (who started it). Sessions are conversation context; tasks are activity tracking on top of that.

    Tasks and agent runs

    A task's runId links to the agent run doing the work. Agent lifecycle events (start, end, error) automatically update the task status - you do not need to manage the lifecycle manually.