Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add L-LesterYu/OpenClaw-hot-skills-zh --skill agent-autonomy-kit-zhgit clone --depth 1 https://github.com/L-LesterYu/OpenClaw-hot-skills-zhWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/agent-autonomy-kit-zh)<a href="https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/agent-autonomy-kit-zh"><img src="https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/agent-autonomy-kit-zh/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/l-lesteryu/openclaw-hot-skills-zh/agent-autonomy-kit-zh"><img src="https://agentmods.dev/badge/skills/l-lesteryu/openclaw-hot-skills-zh/agent-autonomy-kit-zh.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00015 | $0.00238 |
| Opus 5 | $0.00008 | $0.00119 |
| Sonnet 5 | $0.00003 | $0.00048 |
| Haiku 4.5 | $0.00002 | $0.00024 |
Grade A, and why
agent-autonomy-kit-zh scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Agent Autonomy Kit
将你的智能体从被动响应转变为主动执行。
快速开始
- 创建
tasks/QUEUE.md，包含 Ready/In Progress/Blocked/Done 分区 - 更新
HEARTBEAT.md，从队列中拉取任务并执行工作 - 设置 cron 定时任务，用于夜间工作和每日报告
- 无需提示词，看着工作自动完成
核心概念
- 任务队列 (Task Queue) — 始终准备好待执行的工作
- 主动心跳 (Proactive Heartbeat) — 执行工作，而不是仅仅检查
- 持续运行 (Continuous Operation) — 工作直到触及限制
详见 README.md 获取完整文档。
What ships with it
17 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- check-active-subagents.js 3.4 KB runs code
- check-dirty-repos.js 1.5 KB runs code
- check-queue-freshness.js 1.5 KB runs code
- check-queue-hygiene.js 1.7 KB runs code
- check-queue.js 5.8 KB runs code
- decision-checklist.md 13 KB
- DIAGNOSIS-SUMMARY.md 3.1 KB
- DIAGNOSIS.md 22 KB
- IMPLEMENTATION-CHECKLIST.md 23 KB
- lib/sessionActivity.js 3.4 KB runs code
- post-task-protocol.md 7.9 KB
- QUEUE-ENFORCEMENT-EXAMPLES.md 8.2 KB
- README.md 13 KB
- templates/HEARTBEAT.md 931 B
- templates/QUEUE.md 599 B
- test-queue-checker.sh 4.1 KB runs code
- test-session-activity.js 1.5 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 30 lines · 15 tokens per session scan A e85a94f2aa1e
agent-autonomy-kit-zh is a skill published in the GitHub repository L-LesterYu/OpenClaw-hot-skills-zh (54 stars, last pushed 5mo ago), licensed MIT. It adds 15 tokens to every session and 238 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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