Autonomous Task Runner

Task Runner Skill

A persistent, daemon-style task queue. Users add tasks at any time. A dispatcher runs on every heartbeat to check the queue and execute pending work via subagents. Tasks accumulate, complete, and are archived — the queue itself never closes.

Two Operating Modes

This skill has two distinct modes with different triggers and behaviors: ModeTriggerPurposeINTAKEUser message containing task intentParse message → add tasks to queue → confirm → immediately run DISPATCHERDISPATCHERAfter INTAKE (primary) · Heartbeat/cron (backup)Read queue → dispatch pending tasks → report completions Both modes read and write the same persistent queue file.

Mode 1: INTAKE (user message)

Activate INTAKE mode when the user's message matches any of the following patterns: PatternExamplesExplicit task add"add task", "add these tasks", "task:", "new task"Delegation"do this for me", "do these for me", "handle these", "can you do X"Framing"I need you to", "help me with", "I need", "I want you to"List framing"task list", "my tasks", "queue these", "work on these"Control commands"skip T-03", "retry T-02", "mark T-01 done", "cancel T-04"Status check"show tasks", "task status", "what's in the queue", "what are my pending tasks"Compound askAny message with 2+ distinct action items (bullets, numbers, "and also", "then") Do NOT activate INTAKE for: Pure single-question lookups answered in one sentence ("what time is it?") Scheduling-only requests with no actual task ("remind me in 20 min") Single web search requests ("google X") The heartbeat systemEvent (that's DISPATCHER mode)

Mode 2: DISPATCHER (inline after INTAKE, heartbeat, or cron)

Activate DISPATCHER mode when triggered by: Immediately after INTAKE — runs in the same turn, right after tasks are queued (primary path) HEARTBEAT.md check during a heartbeat poll (backup: catches retries and completions) systemEvent: "TASK_RUNNER_DISPATCH: check queue and run pending tasks" (backup) Any scheduled/cron trigger registered for task-runner (backup)

Configuration

VariableLocationDefaultDescriptionTASK_RUNNER_DIRTOOLS.md~/.openclaw/tasks/Directory for queue file and deliverablesTASK_RUNNER_MAX_CONCURRENTTOOLS.md2Max tasks running simultaneouslyTASK_RUNNER_MAX_RETRIESTOOLS.md or env3Max retry attempts before marking blockedTASK_RUNNER_ARCHIVE_DAYSTOOLS.md7Days after which done/blocked tasks are archived How to configure — add to TOOLS.md: ## Task Runner TASK_RUNNER_DIR=~/.openclaw/tasks/ TASK_RUNNER_MAX_CONCURRENT=2 TASK_RUNNER_MAX_RETRIES=3 TASK_RUNNER_ARCHIVE_DAYS=7 Queue file path: ${TASK_RUNNER_DIR}/task-queue.json (single persistent file, NOT dated — accumulates all tasks over time)

A3 — Outputs

OutputPath / ChannelDescriptionQueue file${TASK_RUNNER_DIR}/task-queue.jsonSingle persistent queue; all tasksPer-task completion messageChat notificationSent immediately when a task finishes (done or blocked)Deliverable filesTask-specific pathsFiles produced by tasks (when applicable)INTAKE confirmationChatSent after adding tasks to queue

Mode 1: INTAKE — Step-by-Step

Goal: Convert user message into structured task objects, append to queue, confirm.

Step 0 — First Run Setup (auto-configure on first use)

Run this check before anything else, every INTAKE invocation: CHECK whether ${TASK_RUNNER_DIR}/task-queue.json exists IF file does NOT exist: → This is the first run. Auto-configure everything silently before proceeding. [1] Create directory: exec: mkdir -p ${TASK_RUNNER_DIR} [2] Initialize queue file: WRITE ${TASK_RUNNER_DIR}/task-queue.json with default structure: { "lastId": null, "tasks": [], "archivedCount": 0 } [3] Register heartbeat entry: READ HEARTBEAT.md (create it if missing) IF "Task Runner Dispatcher" is NOT already in the file: APPEND the following block (with a blank line before it): ## Task Runner Dispatcher Every heartbeat: check ${TASK_RUNNER_DIR}/task-queue.json - If pending or running tasks exist → run DISPATCHER mode (task-runner skill) - If nothing pending → HEARTBEAT_OK (skip) WRITE the updated HEARTBEAT.md [4] Register backup cron job: CALL cron tool with: action: "add" job: name: "Task Runner Dispatcher" schedule: { kind: "every", everyMs: 900000 } payload: { kind: "systemEvent", text: "TASK_RUNNER_DISPATCH: check queue and run pending tasks" } sessionTarget: "main" enabled: true [5] Notify user: "⚙️ Task Runner initialized. Heartbeat dispatcher registered in HEARTBEAT.md. Backup cron job registered (runs every 15 minutes). Your tasks will execute automatically." → THEN continue with normal INTAKE steps below. IF file already exists: → Skip Step 0 entirely. Proceed directly to Step 1. Idempotency rule: Step 0 only fires on true first run (queue file absent). It will never double-register the heartbeat entry or create duplicate cron jobs.

Step 1 — Load queue

READ ${TASK_RUNNER_DIR}/task-queue.json IF file does not exist: Initialize with default structure (see references/queue-schema.md) Set lastId = null

Step 2 — Parse tasks from message

Split user message into individual tasks using these cues: Numbered lists (1., 2., 3.) Bulleted lists (-, *, •) Explicit separators ("first", "also", "and then", "next") Compound sentences with multiple imperatives Single task: entire message is one task

Step 3 — Assign IDs

Continue from lastId in the queue file: If lastId = "T-05", next task is T-06 If lastId = null, start at T-01 Format: T-NN (zero-padded, minimum 2 digits; expand to 3 when N > 99)

Step 4 — Build task objects

For each parsed task, create a JSON object (schema in references/queue-schema.md): Set id, description, goal, status = "pending", added_at Set retries = 0, maxRetries from config Leave execution fields null

Step 5 — Append to queue and save

APPEND new task objects to queue.tasks[] UPDATE queue.lastId to the last assigned ID WRITE updated queue file to disk

Step 6 — Confirm to user

Added T-06: [description]. Starting now... For multiple tasks: 📋 Added 3 tasks to queue: • T-06: [description] • T-07: [description] • T-08: [description] Starting dispatcher now... Then immediately run DISPATCHER mode (Steps 1–5 below) in the same turn. Do not exit and wait for the next heartbeat. Tasks must start executing immediately. The heartbeat/cron dispatcher is a backup for retries and completion checks — not the primary execution path.

Step 7 — Handle control commands

CommandActionskip T-NNSet status = "skipped"; save; confirmretry T-NNReset status = "pending", retries = 0; save; confirmcancel T-NNSet status = "skipped", blocked_reason = "cancelled by user"; save; confirmmark T-NN doneSet status = "done", completed_at = now; save; confirmshow tasks / task statusRead queue; render status table (see A5 templates)

Mode 2: DISPATCHER — Step-by-Step

Goal: Check queue, dispatch pending tasks, track running tasks, report completions.

Step 1 — Load queue

READ ${TASK_RUNNER_DIR}/task-queue.json IF file does not exist OR tasks array is empty: → HEARTBEAT_OK (silent, nothing to do) → EXIT

Step 2 — Check for work

pending_tasks = tasks where status = "pending" running_tasks = tasks where status = "running" IF pending_tasks is empty AND running_tasks is empty: → HEARTBEAT_OK (silent) → EXIT

Step 3 — Check running tasks for completion

For each task with status = "running": IF subagent_session is set: CHECK subagent session status IF session is DONE: READ deliverable from session output RUN verification (see references/verification-guide.md) IF verification passes: SET status = "done" SET deliverable, deliverable_path, completed_at NOTIFY user: ✅ T-NN done — [summary] ELSE (verification failed): TREAT as failure (see retry logic below) IF session is FAILED or ERROR: IF retries < maxRetries: INCREMENT retries ADD to strategies_tried SET status = "pending" ← will be re-dispatched this cycle ELSE: SET status = "blocked" SET blocked_reason, user_action_required, completed_at NOTIFY user: 🚫 T-NN blocked — [reason + unblock steps] IF session is STILL RUNNING: Leave as-is (will check again next heartbeat)

Step 4 — Dispatch pending tasks

currently_running = count of tasks with status = "running" slots_available = maxConcurrent - currently_running FOR EACH pending task (in order of added_at), up to slots_available: PICK execution strategy (see references/task-types.md) SPAWN subagent with task description and strategy SET status = "running" SET subagent_session = spawned session ID SET started_at = now Subagent instructions template: You are executing task [T-NN] for the task-runner skill. Task: [description] Goal: [goal] Type: [task_type] Strategy: [selected strategy from task-types.md] Execute the task. When complete: 1. Report the result clearly 2. Note any deliverable file path if a file was created 3. If blocked, explain exactly why and what the user needs to do Do not start any other tasks. Focus only on this one.

Step 5 — Save and exit

WRITE updated queue file (status changes, subagent_session IDs) If any notifications were sent (done/blocked), this is an active heartbeat response. If only silent dispatching occurred, this is still a heartbeat response (not HEARTBEAT_OK). Only return HEARTBEAT_OK when there was truly nothing to do (no pending, no running tasks).

INTAKE confirmation (single task)

Added T-06: [description]. Queue now has N pending tasks.

INTAKE confirmation (multiple tasks)

📋 Added N tasks to queue: • T-06: [description] • T-07: [description] Starting now...

Task status table (on demand)

📋 Task Queue — [N total, N pending, N running, N done, N blocked] ID Status Description T-01 ✅ done [description] → [deliverable summary] T-02 🔄 running [description] (started [time ago]) T-03 ⏳ pending [description] T-04 🚫 blocked [description] — [blocked_reason short] T-05 ⏭️ skipped [description]

Task done notification

✅ T-NN done — [one-sentence summary of what was accomplished] [deliverable: link or file path, if applicable]

Task blocked notification

• 🚫 T-NN blocked after [N] attempts
• What was tried:
• [Strategy 1]: [result]
• [Strategy 2]: [result]
• Why it's blocked:
• [Clear plain-English explanation]
• To unblock:
• 1. [Concrete step #1]
• 2. [Concrete step #2 if needed]
• Reply "retry T-NN" once ready.

Task skipped

⏭️ T-NN skipped — as requested.

A6 — Heartbeat Integration

Heartbeat and cron setup is automatic. Step 0 of INTAKE mode handles this on first use — no manual configuration required.

Role of heartbeat/cron (backup only)

Tasks are dispatched immediately after INTAKE — heartbeat and cron are backups only. The backup dispatcher handles: Retry dispatch: tasks that failed and were reset to pending Completion checks: polling running subagent sessions for done/blocked status Recovery: tasks that were pending when no user message triggered INTAKE Users should never need to wait for a heartbeat for a freshly added task.

What gets configured automatically

• HEARTBEAT.md entry (injected on first INTAKE):
• ## Task Runner Dispatcher
• Every heartbeat: check ${TASK_RUNNER_DIR}/task-queue.json
• If pending or running tasks exist → run DISPATCHER mode (task-runner skill)
• If nothing pending → HEARTBEAT_OK (skip)
• Backup cron job (registered on first INTAKE):
• every 15 min → systemEvent: "TASK_RUNNER_DISPATCH: check queue and run pending tasks"
• sessionTarget: main

Manual setup (if needed)

If for any reason auto-setup did not run (e.g., queue file was pre-created externally), delete ${TASK_RUNNER_DIR}/task-queue.json and send any task — Step 0 will fire.

INTAKE mode succeeds when:

All tasks from user message parsed and assigned IDs Tasks appended to queue file (file saved to disk) Confirmation sent to user with task IDs and count DISPATCHER mode triggered immediately in the same turn Subagents spawned for pending tasks before INTAKE turn ends

DISPATCHER mode succeeds when:

Queue file read without error All running tasks checked for completion (done/blocked notifications sent as needed) Pending tasks dispatched up to maxConcurrent slots Queue file saved with updated states User notified for every task that reached a terminal state this cycle

Ongoing system health:

Queue file is never corrupted (always valid JSON) Tasks older than archiveDays days with terminal status are archived/removed lastId always increments (no ID reuse) maxRetries respected before any task is marked blocked

Edge Cases

SituationBehaviorQueue file missing (first run)Run Step 0 auto-setup: create dir, init queue, register heartbeat + cron; notify userQueue file missing (manually deleted)Step 0 re-fires: re-initializes queue; does NOT re-register heartbeat/cron (idempotent check)Queue file corrupt/invalid JSONLog error, notify user, do not overwrite; ask user to inspectTask description is ambiguousAssign unknown type; dispatcher will attempt classification + fallbackmaxConcurrent already reachedDispatcher skips dispatching; checks again next heartbeatUser adds task while dispatcher is runningRace-safe: dispatcher reads, processes, writes atomically per cycleTask depends on another task's outputSet blocked_reason = "depends on T-NN-1 which is pending/blocked"User says "retry T-NN"Reset to pending, retries = 0, strategies_tried = []All tasks blockedNotify user: "All tasks are blocked. Review unblock instructions above."20+ tasks added at onceDispatcher dispatches in batches of maxConcurrent; all tasks eventually runSubagent session ID lostMark task as pending again; will re-dispatch next cycleArchive: done tasks > archiveDays oldMove to ${TASK_RUNNER_DIR}/archive/YYYY-MM.json; remove from main queue

A8 — File Organization

${TASK_RUNNER_DIR}/ task-queue.json ← single persistent queue (all active tasks) archive/ 2026-01.json ← archived tasks (done/blocked, older than archiveDays) 2026-02.json Queue file schema is documented in references/queue-schema.md.

References

references/queue-schema.md — Queue JSON format (complete field reference) references/task-types.md — Task type catalog and strategy selection references/verification-guide.md — Verification logic per task type tests/test-triggers.json — Trigger test cases (positive and negative)