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 agentmods add skills/zju-real/easel/skill-content-postmortemnpx skills add ZJU-REAL/Easel --skill skill-content-postmortemgit clone --depth 1 https://github.com/ZJU-REAL/EaselWrote 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/zju-real/easel/skill-content-postmortem)<a href="https://agentmods.dev/skills/zju-real/easel/skill-content-postmortem"><img src="https://agentmods.dev/badge/skills/zju-real/easel/skill-content-postmortem.svg" alt="Measured on agentmods" 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 | $0.00145 | $0.02421 |
| Opus 5 | $0.00072 | $0.01210 |
| Sonnet 5 | $0.00029 | $0.00484 |
| Haiku 4.5 | $0.00015 | $0.00242 |
Grade A, and why
skill-content-postmortem 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 6d 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 — 187 lines — stays where its author put it; the contents beside it link to each section on GitHub.
内容复盘与爆款规律提炼
拆解单条内容的成败原因，或从多条内容中提炼可复制的爆款公式。
输入
模式 A — 单条复盘
| 字段 | 必填 | 说明 |
|---|---|---|
| 内容原文或链接 | 是 | 已发布的帖子全文（标题 + 正文 + 标签） |
| 平台 | 是 | 小红书 / 抖音 / 微博 / 知乎 / B站 / 公众号 / X 等 |
| 数据指标 | 推荐 | 阅读/播放、点赞、收藏、评论、转发、完播率等 |
| 发布时间 | 推荐 | 具体日期和时间 |
| 同期对照 | 可选 | 同账号近期其他帖子的平均数据，用于基线比较 |
模式 B — 规律提炼
| 字段 | 必填 | 说明 |
|---|---|---|
| 多条内容数据 | 是 | 至少 5 条内容的标题、正文摘要、平台、核心指标 |
| 时间范围 | 推荐 | 数据覆盖的起止时间 |
| 筛选标准 | 可选 | 用户定义的"爆"与"扑"的阈值（如收藏 > 500 为爆） |
若用户未提供数据指标，基于内容本身做定性分析，明确标注"无数据支撑，仅为结构性判断"。
输出
模式 A — 单条复盘报告
# 内容复盘：[标题摘要]
## 结论速览
- 判定：爆款 / 中等 / 扑街（附判定依据）
- 核心成因：一句话总结
## 多维拆解
### 1. Hook 分析
- 开头类型（提问 / 冲突 / 数字 / 故事 / 悬念）
- 前 3 秒 / 前 2 行吸引力评分（1-10）
- 改进建议
### 2. 内容结构
- 结构类型（总分总 / 递进 / 并列 / 故事弧）
- 信息密度与节奏
- 高光点与断裂点
### 3. 选题评估
- 选题热度（趋势型 / 常青型 / 冷门型）
- 受众痛点匹配度
- 差异化角度
### 4. 平台适配
- 是否符合平台内容偏好
- 格式适配（图文 / 视频 / 长度 / 标签策略）
- 分发机制利用程度
### 5. 时间与节奏
- 发布时间是否为活跃时段
- 是否踩中热点窗口
- 互动节奏（评论区运营）
### 6. 视觉 / 封面（如适用）
- 封面吸引力
- 视觉风格与平台调性匹配
## 改进处方
- 3 条具体可执行的优化建议（按优先级排序）
## 数据备注
- 数据来源与置信度说明
维度评分标尺
references/postmortem-dimensions.md 提供 Hook力 / 内容结构 / 信息密度 / 互动引导 / 视觉排版 / 平台适配 六维的 1-10 打分标尺；选题、时间节奏为定性分析维度（不打分）。
| 分数 | 含义 |
|---|---|
| 1-3 | 该维度存在明显问题，是拖累整体表现的短板 |
| 4-6 | 及格水平，无明显硬伤但缺乏亮点 |
| 7-8 | 优于同类内容平均水平，有可复用的做法 |
| 9-10 | 该维度是本条内容的核心竞争力 |
模式 B — 规律提炼报告
# 爆款规律提炼：[账号/主题]
## 数据概览
- 分析范围：X 条内容，时间 Y-Z
- 爆款标准：[用户定义或系统推断的阈值]
- 爆款率：X%
## 爆款共同特征
| 维度 | 爆款共性 | 扑街共性 | 差异显著性 |
|------|----------|----------|------------|
| Hook 类型 | | | |
| 选题方向 | | | |
| 内容结构 | | | |
| 发布时间 | | | |
| 内容长度 | | | |
| 标签策略 | | | |
| 视觉风格 | | | |
## 爆款公式
- 公式 1：[选题类型] + [Hook 模式] + [结构] = 高概率爆款
- 公式 2：...
- 反面公式：[避免的组合]
## 可复制行动清单
1. 下一条内容立即可用的 3 个策略
2. 中期优化方向（1-2 周内调整）
## 数据局限
- 样本量、数据完整性、平台算法变化等局限说明
爆款公式模板
[标题公式] 情绪词 + 数字 + 悬念/反差 [结构公式] Hook(前3秒) → 痛点共鸣 → 解决方案 → 行动号召 [选题公式] 热点事件 × 垂直领域 × 反常识角度
每个拆解输出：
- 公式名称（≤8字，便于复用）
- 公式结构（用 → 连接各环节）
- 可迁移条件（什么类型的内容可以套用）
- 套用示例（用创作者自己的领域举一个例子）
执行步骤
模式 A — 单条复盘
What ships with it
3 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.
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.
- 6d ago First seen · 187 lines · 145 tokens per session scan A 12e302fde93c
skill-content-postmortem is a skill published in the GitHub repository ZJU-REAL/Easel (352 stars, last pushed yesterday), licensed Apache-2.0. It adds 145 tokens to every session and 2,421 once invoked, about $0.0007 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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