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Install in OpenClaw
/install openclaw-scheduler-token-auditor
Description
Audit OpenClaw scheduler token usage for cron jobs, scheduled tasks, and heartbeat sessions. Use when the user wants to know which scheduled job is expensive...
Usage Guidance
This is an instruction-only skill that appears coherent and conservative: it relies on OpenClaw scheduler/session APIs (or the openclaw CLI) and explicitly requires authoritative fields like usage.total_tokens rather than estimating. Before enabling it, confirm that the agent identity you run it under already has read access to scheduler run records and session transcripts — those transcripts can contain sensitive prompt or user data. If you want tighter control, restrict the skill from autonomous invocation or run audits under an account with read-only, minimal-scope permissions. If you need assurance about the specific API calls the agent will make, request the implementation details or a list of concrete endpoints it will call.
Capability Analysis
Type: OpenClaw Skill
Name: openclaw-scheduler-token-auditor
Version: 1.0.2
The skill bundle is a legitimate utility designed to audit token usage for scheduled tasks and cron jobs within the OpenClaw environment. The instructions in SKILL.md provide structured logic for an AI agent to accurately report token consumption using authoritative fields (e.g., usage.total_tokens) and standard platform commands (e.g., 'openclaw cron list'). There is no evidence of data exfiltration, malicious execution, or prompt injection intended to subvert the agent's behavior for harmful purposes.
Capability Assessment
Purpose & Capability
Name/description match the instructions: the SKILL.md describes using OpenClaw cron and session APIs (or the openclaw CLI fallback) to collect run records and usage.total_tokens. Nothing requested (no env vars, no external downloads) looks unrelated to auditing scheduler token usage.
Instruction Scope
Runtime instructions stay on-task: they tell the agent to call cron list/runs and session APIs, to prefer authoritative usage.total_tokens, and to treat heartbeats as bounded when exact usage is absent. There are no instructions to read arbitrary filesystem paths or unrelated environment variables, nor to exfiltrate data to third-party endpoints.
Install Mechanism
Instruction-only skill with no install spec and no code files — lowest-risk category. The only fallback is a platform CLI example (openclaw), which is reasonable and not itself an installer.
Credentials
No required env vars or credentials declared. The work described reasonably requires access to OpenClaw scheduler/session records; that is proportional to the auditing purpose. Users should be aware the agent executing the skill will need whatever platform access/permissions are normally required to call those APIs.
Persistence & Privilege
always is false and the skill does not request persistent system-wide changes. Autonomous invocation is allowed (default) but not combined with other red flags.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install openclaw-scheduler-token-auditor - After installation, invoke the skill by name or use
/openclaw-scheduler-token-auditor - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.2
Improve description recall with clearer trigger wording, budget/threshold phrasing, and bilingual examples
v1.0.1
Add explicit slash triggers: /token_auditor and /schedule_auditor
v1.0.0
Initial public release.
Metadata
Frequently Asked Questions
What is OpenClaw Scheduler Token Auditor?
Audit OpenClaw scheduler token usage for cron jobs, scheduled tasks, and heartbeat sessions. Use when the user wants to know which scheduled job is expensive... It is an AI Agent Skill for Claude Code / OpenClaw, with 158 downloads so far.
How do I install OpenClaw Scheduler Token Auditor?
Run "/install openclaw-scheduler-token-auditor" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is OpenClaw Scheduler Token Auditor free?
Yes, OpenClaw Scheduler Token Auditor is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does OpenClaw Scheduler Token Auditor support?
OpenClaw Scheduler Token Auditor is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created OpenClaw Scheduler Token Auditor?
It is built and maintained by YueeLi (@yueeli); the current version is v1.0.2.
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