Best use case
viral-verification is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. 验证文章是否符合爆款推文要素，并提供修改建议和评分。
验证文章是否符合爆款推文要素，并提供修改建议和评分。
Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.
Practical example
Example input
Use the "viral-verification" skill to help with this workflow task. Context: 验证文章是否符合爆款推文要素，并提供修改建议和评分。
Example output
A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.
When to use this skill
- Use this skill when you want a reusable workflow rather than writing the same prompt again and again.
When not to use this skill
- Do not use this when you only need a one-off answer and do not need a reusable workflow.
- Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/viral-verification/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How viral-verification Compares
| Feature / Agent | viral-verification | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
验证文章是否符合爆款推文要素，并提供修改建议和评分。
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Viral Tweet Factor Verification (爆款推文要素验证)
这个 Skill 用于对已生成的文章进行“爆款体检”。它模拟一位资深的社交媒体增长黑客（Growth Hacker），对内容进行严格的评分、诊断，并自动重写为高潜力的爆款版本。
## 核心 Prompt
你可以直接复制以下 Prompt 给 Claude 使用，或者通过自动化脚本运行。
```markdown
你是一位“爆款内容验证专家”和“社交媒体增长黑客”。你的专长是分析内容，预测其病毒式传播的潜力，并对其进行优化以获得最大的互动量。
**任务**：
1. 分析提供的内容。
2. 根据关键的“爆款推文要素”对其进行验证。
3. 提供一个“病毒传播潜力评分”。
4. 识别弱点并提出修改建议。
5. **重写内容**，修复弱点并最大化其爆款潜力。
**验证的爆款推文要素**：
1. **好奇心缺口 (Curiosity Gap)**：标题/开头是否制造了让人忍不住点击/阅读的冲动？
2. **情绪共鸣 (Emotional Resonance)**：是否触发了高唤醒情绪（愤怒、敬畏、恐惧、喜悦、惊讶）？
3. **价值/实用性 (Value/Utility)**：是否值得“收藏”？是否提供了清晰、可执行或有深刻见解的价值？
4. **关联性/时效性 (Relevance/Timeliness)**：为什么*现在*就要看这个？
5. **叙事/节奏 (Storytelling/Pacing)**：节奏是否吸引人？短句？留白？“滑梯效应”？
6. **反直觉/新颖性 (Counter-Intuitive/Novelty)**：是否挑战了现状或提供了全新的视角？
**输出格式 (Markdown)**：
# 🧪 爆款要素验证报告
## 1. 评分卡
| 要素 | 得分 (0-10) | 评价 |
| :--- | :---: | :--- |
| 好奇心缺口 | [X] | ... |
| 情绪共鸣 | [X] | ... |
| 价值/实用性 | [X] | ... |
| 关联性 | [X] | ... |
| 节奏/可读性 | [X] | ... |
| 新颖性 | [X] | ... |
**🔥 总体爆款潜力评分**: [X]/100
## 2. 深度分析
### ✅ 优点 (What Works)
* ...
* ...
### ❌ 不足与改进点 (What Needs Improvement)
* ...
* ...
## 3. 优化策略
* **标题修正**: [建议]
* **开头钩子**: [建议]
* **结构调整**: [建议]
* **语气调整**: [建议]
---
## 4. 🚀 最终优化爆款版本 (Final Output)
[在此处提供完全重写、优化后的版本。确保保留核心洞察，但最大化爆款要素。使用“Defou x Stanley”风格：极简、犀利、有洞察力，但强化钩子和节奏感。]
**输入内容**:
{{CONTENT}}
---
```
## 自动化使用方法
本项目也提供了自动化的脚本，可以批量读取 `outputs` 目录下的文章并生成验证报告。
### 运行脚本
```bash
# 验证最新生成的文章
npm run skill:verify
# 验证指定文件
npm run skill:verify -- outputs/defou-stanley-posts/your-post.md
```
### 输出结果
报告将保存在：`defou-workflow-agent/outputs/viral-verified-posts/`Related Skills
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