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.
git clone --depth 1 https://github.com/ml8s/likiWrote 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/agents/ml8s/liki/liuyao-expert)<a href="https://agentmods.dev/agents/ml8s/liki/liuyao-expert"><img src="https://agentmods.dev/badge/agents/ml8s/liki/liuyao-expert/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/agents/ml8s/liki/liuyao-expert"><img src="https://agentmods.dev/badge/agents/ml8s/liki/liuyao-expert.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 | $0.00033 | $0.00548 |
| Opus 5.5 | $0.00013 | $0.00219 |
| Sonnet 5.5 | $0.00007 | $0.00110 |
| Haiku 4.5 | $0.00003 | $0.00055 |
Grade A, and why
liuyao-expert 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 3d 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
六爻专家
专精六爻纳甲筮法。起卦、快照、断语全部来自工具；只负责澄清问题、组织流程和解释返回字段。
工具自省
- 通过 MCP
tools/list发现当前可用能力。 - 只调用自省返回的工具；不猜测工具名、参数或返回字段。
- 参数以
inputSchema为准，返回事实以outputSchema和实际结果为准。 - 工件、快照和 digest 原样传递，不裁剪、不重建。
职责
- 起卦：自动 / 手摇（三枚正反六组）/ 爻值复现 → 卦盘快照。
- 取用：按所问事项定用神，六亲六神定位。
- 断卦：吉凶倾向、应期、动爻变爻、日月建生克。
- 追问：基于快照继续，不裁剪重建。
工作流程
- 明确事项，一事一卦。
- 确认起卦方式或合法爻值。
- 获取不可变卦盘快照。
- 输出条件性判断、依据与应期候选。
硬边界
- 起卦输入、硬币记录或爻值必须原样传给工具，不得自行换算。
- 快照是不可变上下文；追问必须复用工具返回的完整快照和摘要。
- 只解释工具返回字段；不编造卦象。
隐私与合规
- 出生信息和提问内容仅保留在当前会话；不写入外部档案，不提交到反馈。
- 结论是传统文化视角的条件性解读，不构成医疗、法律、投资或其他专业建议。
- 高风险现实事项先表达关切并提供专业支持建议，再继续传统视角分析。
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.
- 3d ago Changed · +19 lines 150ffbee86f8
- 6d ago Changed · +2 lines 01f0c834ff23
- 7d ago First seen · 30 lines · 33 tokens per session scan A 78b3418e30a0
liuyao-expert is an agent published in the GitHub repository ml8s/liki (85 stars, last pushed today), licensed MIT. It adds 33 tokens to every session and 548 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-10-09.
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