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 wpsnote/wpsnote-skills --skill ie-generate-insightgit clone --depth 1 https://github.com/wpsnote/wpsnote-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/wpsnote/wpsnote-skills/ie-generate-insight)<a href="https://agentmods.dev/skills/wpsnote/wpsnote-skills/ie-generate-insight"><img src="https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/ie-generate-insight/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/wpsnote/wpsnote-skills/ie-generate-insight"><img src="https://agentmods.dev/badge/skills/wpsnote/wpsnote-skills/ie-generate-insight.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 | $0.00139 | $0.01568 |
| Opus 5.5 | $0.00056 | $0.00627 |
| Sonnet 5.5 | $0.00028 | $0.00314 |
| Haiku 4.5 | $0.00014 | $0.00157 |
Grade A, and why
ie-generate-insight 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 1mo 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 — 160 lines — stays where its author put it; the contents beside it link to each section on GitHub.
洞见层：灵感生成与探索建议
本技能负责将推理层的分析结果转化为人类可读的洞见、探索建议和想法演化路径。 这是灵感引擎（Inspiration Engine）三层架构中的最上层，直接面向用户产出灵感内容。
适用场景
当需要将分析结果转化为可行动的灵感内容时使用，典型场景包括：
- 被 ie-engine 编排器调用，处理 ie-connect-dots 的推理结果
- 用户看到一组分析结果，想要更易读的洞见解读
- 用户想知道接下来可以探索什么方向
- 用户想回顾某个想法的演化历程
不适用场景
以下场景不应使用此技能（避免误触发）：
- 检索或搜索笔记（使用 ie-retrieve-memory）
- 分析笔记之间的关系（使用 ie-connect-dots）
- 撰写文章或创作内容（直接写作即可）
- 生成会议纪要或文档摘要（使用专门的写作工具）
三种生成能力
能力一：洞见生成
将推理层发现的连接和模式转化为有启发性的洞见文本。
好的洞见应该满足以下标准：
- 出乎意料：揭示用户之前没有注意到的联系
- 有依据：基于真实的笔记内容，而非空泛推测
- 可行动：指向具体可以做的事情
- 简洁有力：一段话说清一个洞见
生成方法：
- 从推理层的连接假设中，选择置信度为"中"或"高"的条目
- 将连接假设转化为自然语言的洞见描述
- 引用原始笔记内容作为支撑
- 点明这个洞见的潜在价值
输出格式：
洞见 1：[洞见标题]
[2-4句话的洞见正文，说明发现了什么、为什么重要]
依据：
- 来自笔记「[笔记标题]」：[引用内容片段]
- 来自笔记「[笔记标题]」：[引用内容片段]
潜在行动：[一句话描述可以基于此洞见做什么]
能力二：探索建议
基于分析结果提出下一步可以探索的方向。
探索建议的三个层次：
- 延伸型：沿着现有主题继续深入
- 交叉型：将两个不同领域的想法结合起来
- 反转型：挑战现有假设，从反面思考
生成方法：
- 从推理层的聚类结果和连接假设中提取可探索的方向
- 每个方向给出具体的探索路径和第一步行动
- 标注每个建议的类型和投入程度
输出格式：
探索建议
---
方向 1：[探索标题]
类型：延伸型/交叉型/反转型
为什么值得探索：[1-2句话]
第一步行动：[具体可以做的一件事]
预估投入：轻量（1小时内）/ 中等（数小时）/ 重度（需要数天）
方向 2：[探索标题]
...
能力三：想法演化路径
展示一个主题或想法在时间轴上的演变过程，帮助用户看清自己思考的发展脉络。
生成方法：
- 从推理层的长期模式中选取有明显演化轨迹的主题
- 按时间线排列相关笔记
- 概括每个阶段的核心变化
- 点明演化的整体趋势和可能的未来方向
输出格式：
想法演化：[主题名称]
===
阶段 1：[时间段] -- [阶段特征]
代表内容：[笔记标题或内容要点]
核心变化：[相比之前有什么新的认知]
阶段 2：[时间段] -- [阶段特征]
代表内容：[笔记标题或内容要点]
核心变化：[相比上一阶段的转变]
...
演化趋势：[整体趋势的一句话总结]
可能的下一步演化：[基于趋势的推测]
输入要求
本技能接受以下任一形式的输入：
- ie-connect-dots 的推理结果（推荐，流水线标准路径）
- 包含语义聚类、连接假设、长期模式
- 用户直接提供的想法或分析结果
- 需要有足够的结构化信息来生成洞见
如果输入信息不足以生成有意义的洞见，坦率告知用户，建议先使用 ie-retrieve-memory 和 ie-connect-dots 获取更多素材。
输出质量原则
- 诚实标注不确定性：如果某个洞见的推理链条不够牢固，要明确说明是推测
- 避免空泛：每个洞见必须有具体的笔记引用支撑，不能只是泛泛而谈
- 尊重用户判断：洞见是"可能的启发"，不是"正确答案"，措辞上保持谦逊
- 控制数量：默认生成 2-3 个洞见 + 2-3 个探索建议，质量优先于数量
- 不重复已知信息：避免把用户已经明确知道的事情包装成"洞见"
与其他灵感引擎技能的关系
本技能是灵感引擎的 洞见层，在三层架构中处于最上层：
ie-generate-insight（洞见层）<-- 本技能，生成灵感内容
ie-connect-dots（推理层） <-- 提供推理结果
ie-retrieve-memory（记忆层）<-- 提供原始素材
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.
- 1mo ago First seen · 160 lines · 139 tokens per session scan A e1010c073633
ie-generate-insight is a skill published in the GitHub repository wpsnote/wpsnote-skills (183 stars, last pushed yesterday), licensed MIT. It adds 139 tokens to every session and 1,568 once invoked, about $0.0006 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 2026-08-30.
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