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 kings0527/agent-skills --skill foudfgit clone --depth 1 https://github.com/kings0527/agent-skillsWrote 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/kings0527/agent-skills/foudf)<a href="https://agentmods.dev/skills/kings0527/agent-skills/foudf"><img src="https://agentmods.dev/badge/skills/kings0527/agent-skills/foudf/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/kings0527/agent-skills/foudf"><img src="https://agentmods.dev/badge/skills/kings0527/agent-skills/foudf.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 | $0.00000 | $0.04261 |
| Opus 5 | $0.00000 | $0.02131 |
| Sonnet 5 | $0.00000 | $0.00852 |
| Haiku 4.5 | $0.00000 | $0.00426 |
Grade A, and why
FOUDF 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 9d 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.
How it starts
The opening of the file, as written. The whole thing — 261 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Five-Operator Universal Decision Framework (FOUDF)
五算子通用决策框架
skill_name: Five_Operator_Universal_Framework
version: 3.0
domain: 跨领域通用（技术/商业/政策/人际关系/健康/教育）
trigger: 当用户提出涉及多变量、长链条、高不确定性、需要权衡取舍的复杂决策问题时自动启用
warning: 本框架适用于任何复杂系统分析，严禁将其限定于金融投资领域
⚠️ 领域无关性声明
本框架是"元认知工具"，非"金融工具"。
五个算子分别对应：
- 拓扑学（关系结构）
- 认识论（表象与本质）
- 统计学（不确定性量化）
- 物理学（边界条件）
- 博弈论（智能体互动）
它们适用于：选择大学专业、评估技术架构、分析亲密关系、制定公共政策、医疗方案选择等任何涉及复杂权衡的场景。
1️⃣ Operator: System（系统/拓扑算子）
抽象定义 **任何对象都是关系网络中的节点。**分析该节点与网络的连接方式（度中心性、中介中心性）、信息流方向、反馈回路极性（正/负反馈）、级联失效路径。
跨领域映射
| 领域 | 网络节点 | 连接关系 | 级联风险 |
|---|---|---|---|
| 金融 | 资产标的 | 政策-地缘-天气-库存 | 政策干预导致价格冻结 |
| 技术 | 微服务模块 | API调用链、数据库依赖 | 单点故障引发雪崩 |
| 人际关系 | 你的职业选择 | 家庭期望、社会评价、经济需求 | 父母反对→情感勒索→决策瘫痪 |
| 公共政策 | 垃圾分类政策 | 市民习惯-回收产业-执法成本 | 执法成本过高→政策名存实亡 |
| 医疗 | 某治疗方案 | 药物相互作用、生活方式、心理状态 | 药物A改善X但恶化Y症状 |
检查清单
- 绘制关系图：至少识别3个直接关联节点和1个间接关联节点
- 反馈极性：是正反馈（马太效应/恶性循环）还是负反馈（调节平衡）？
- 鲁棒性测试：移除哪个节点会导致网络崩溃？（单点故障识别）
- 涌现特性：整体是否具备部分之和没有的特性？（如：个体理性→集体非理性）
常见误区
- ❌ 原子论谬误：将系统拆解为独立变量逐一优化，忽视涌现特性
- ❌ 静态快照：忽视动态演化（如：今天的关系状态≠明天的状态）
2️⃣ Operator: Layer（分层/穿透算子）
抽象定义 **现象与本质之间存在多个解释层。**必须区分：符号层（名称/标签）、操作层（机制/流程）、结构层（架构/关系）、本质层（物理/社会/心理现实）。你在哪一层下注？上一层的变化如何穿透到下一层？
跨领域映射
| 领域 | 符号层 | 操作层 | 本质层 |
|---|---|---|---|
| 金融 | "某资产产品"（产品名） | 期货合约+管理费率 | 对赌气候/政策的衍生品 |
| 技术 | "云原生架构"（buzzword） | K8s+微服务+DevOps流程 | 组织沟通结构的技术外化（康威定律） |
| 教育 | "名校文凭"（标签） | 课程考核+社交网络 | 社会阶层筛选信号（Signaling） |
| 亲密关系 | "他不爱我了"（感受描述） | 互动频率下降+冲突回避 | 依恋类型不匹配+需求未被看见 |
| 医疗 | "抑郁症"（诊断标签） | 药物+心理咨询+作息调整 | 炎症反应+社会孤立+认知模式纠缠 |
检查清单
- 层间损耗：上层变化传递到下层的信息损耗率是多少？
- 延迟时间：政策出台（结构层）到个体感知（体验层）需要多久？
- 错配识别：是否存在"上层繁荣、下层枯竭"？（如：公司财报好但员工 burnout）
常见误区
- ❌ 范畴错误：把某层属性套用到另一层（如：把"名校标签"等同于"能力提升"）
- ❌ 表层依赖：被符号层包装误导（如："有机食品"标签≠实际无农药）
3️⃣ Operator: Probability（概率/分布算子）
抽象定义 **世界不是二元开关，而是概率分布。**任何预测都应表述为情景树：各分支的概率权重、条件概率更新机制、期望值计算、方差/偏度/肥尾风险。
What ships with it
1 file 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.
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.
- 9d ago First seen · 261 lines · 0 tokens per session scan A c8c3a7fc38cf
FOUDF is a skill published in the GitHub repository kings0527/agent-skills (5 stars, last pushed 1mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 4,261 tokens. 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 2026-08-31.
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