autonomous-task-runnerPersistent task queue system. Users add tasks at any time via natural language; tasks are stored in a single persistent queue file and executed asynchronousl...
Install via ClawdBot CLI:
clawdbot install chunhualiao/autonomous-task-runnerGrade Good — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
exec (Calls external URL not in known-safe list
https://keepachangelog.com/en/1.0.0/AI Analysis
The skill's core functionality of managing a local task queue is legitimate, but the presence of UNSAFE_SHELL signals (exec()) and an undocumented external URL call introduces potential risks for arbitrary code execution and data exfiltration if the skill is maliciously modified or misconfigured.
Audited Apr 17, 2026 · audit v1.0
Generated Mar 20, 2026
Agencies can use the Task Runner to manage client content requests like blog posts, social media updates, and video edits. Users add tasks via natural language, and the system asynchronously dispatches them to writers or editors, tracking completions and archiving old tasks automatically. This ensures continuous workflow without manual oversight.
IT teams can handle support tickets by adding tasks like 'fix printer issue' or 'update software on workstation' through chat. The dispatcher processes pending tickets via subagents, retrying failed attempts and notifying upon resolution. It maintains a persistent queue for ongoing issues across shifts.
Online stores can queue tasks for order processing, inventory checks, and shipping updates based on customer requests. The intake mode parses bulk orders, while the dispatcher runs tasks like generating labels or restocking alerts, with completion reports sent to staff. This automates backend operations 24/7.
Research teams can add data processing tasks such as 'clean dataset X' or 'run statistical model Y' via natural language. The system queues these for asynchronous execution by analysis tools, handles retries for errors, and archives results after a set period, streamlining collaborative projects.
Individuals can manage daily to-dos like 'schedule meeting' or 'pay bills' by speaking or typing requests. The task runner adds these to a personal queue, dispatches them via reminders or automation tools, and provides status updates, acting as a persistent digital assistant that never stops.
Offer the Task Runner as a cloud-based service with tiered plans based on concurrent tasks and storage. Revenue comes from monthly fees, with premium features like advanced analytics or priority support. This model targets businesses needing automated workflow management without infrastructure costs.
Sell perpetual licenses to large organizations for on-premise deployment, with customization and integration services. Revenue includes upfront fees and ongoing maintenance contracts. This suits industries like finance or healthcare requiring high security and tailored task handling.
Provide a free version with basic task limits and ads, then upsell to paid tiers for more concurrent tasks, longer archives, or premium integrations. Revenue is generated through upgrades and in-app purchases. This attracts individual users and small teams who may scale up over time.
💬 Integration Tip
Ensure the queue file path and heartbeat settings are configured in TOOLS.md before deployment to avoid initialization errors during first use.
Scored Apr 18, 2026
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