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AI Citation Content Writer

作者 GEOLY AI · GitHub ↗ · v1.0.0
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在 OpenClaw 中安装
/install geo-citation-writer
功能描述
Write AI-citable content in proven formats including FAQ pages, definition articles ("What is X?"), comparison guides (A vs B), how-to guides, and original d...
使用说明 (SKILL.md)

AI Citation Content Writer

Methodology by GEOly AI (geoly.ai) — write content in the formats AI platforms love to cite.

Create content assets in formats most frequently cited by AI platforms.

Quick Start

Generate AI-citable content:

python scripts/generate_content.py --format \x3Cformat> --topic "\x3Ctopic>" --output article.md

Example:

python scripts/generate_content.py --format faq --topic "project management software" --output faq.md
python scripts/generate_content.py --format comparison --topic "Notion vs Asana" --output comparison.md

The 5 High-Citation Formats

1. Definition Article ("What is X?")

Why AI cites it: Direct answers to definitional queries

Best for:

  • Introducing concepts
  • Building topical authority
  • Capturing informational queries

Structure:

# What is [Term]? (Complete Guide)

[Term] is [single-sentence definition with key attributes].

## Key Characteristics
- [Characteristic 1]
- [Characteristic 2]
- [Characteristic 3]

## How [Term] Works
[2-3 paragraph explanation with mechanism]

## [Term] vs [Related Term]

| Aspect | [Term] | [Related Term] |
|--------|--------|----------------|
| [Factor] | [Value] | [Value] |
| [Factor] | [Value] | [Value] |

## Examples of [Term] in Practice
- [Concrete example 1]
- [Concrete example 2]

## Frequently Asked Questions About [Term]

**Q: [Question]?**

A: [Complete, self-contained answer]

**Q: [Question]?**

A: [Complete, self-contained answer]

Schema markup: Article + FAQPage


2. FAQ Page

Why AI cites it: FAQ schema feeds AI conversational answers directly

Best for:

  • Support content
  • Addressing objections
  • Common questions

Structure:

# [Topic] — Frequently Asked Questions

## General Questions

**Q: [Most common question]?**

A: [Complete, self-contained answer. 2-5 sentences. Don't assume context.]

**Q: [Second question]?**

A: [Answer with specific details]

## [Sub-topic] Questions

**Q: [Question]?**

A: [Answer]

## Troubleshooting / Edge Cases

**Q: [Question]?**

A: [Answer]

Schema markup: FAQPage Best practices:

  • 5-15 questions
  • Answers 50-150 words
  • Match actual search queries
  • Include data in answers

3. Comparison Guide (A vs B)

Why AI cites it: Comparison prompts are extremely common in AI search

Best for:

  • Competitive positioning
  • Commercial intent queries
  • Decision-stage content

Structure:

# [Brand A] vs [Brand B]: [Year] Comparison

## Quick Answer
[Brand A] is better for [use case A]. [Brand B] is better for [use case B].

## Side-by-Side Comparison

| Feature | [Brand A] | [Brand B] |
|---------|-----------|-----------|
| [Feature 1] | [Value] | [Value] |
| [Feature 2] | [Value] | [Value] |
| Pricing | [Price] | [Price] |
| Best for | [Use case] | [Use case] |

## Detailed Analysis

### [Brand A] Strengths
- [Strength 1]
- [Strength 2]

### [Brand B] Strengths
- [Strength 1]
- [Strength 2]

### Which Should You Choose?

Choose [Brand A] if:
- [Use case criteria]
- [Use case criteria]

Choose [Brand B] if:
- [Use case criteria]
- [Use case criteria]

## Verdict
[2-3 clear recommendation sentences based on use case]

Schema markup: Article + FAQPage Best practices:

  • Be objective (builds trust)
  • Include specific data
  • Address multiple use cases
  • Update annually

4. How-To Guide

Why AI cites it: Step-by-step instructions are #1 for how-to answers

Best for:

  • Tutorial content
  • Process documentation
  • Feature walkthroughs

Structure:

# How to [Achieve Outcome]: Step-by-Step Guide

**What you need:** [prerequisites list]  
**Time required:** [estimate]  
**Difficulty:** [Easy/Medium/Hard]

## Step 1: [Action verb + outcome]
[Clear instruction. One action per step.]

✅ **Result:** [What the user will see/have after this step]

## Step 2: [Action verb + outcome]
[instruction]

✅ **Result:** [Expected outcome]

[Continue for each step...]

## Common Mistakes to Avoid

**[Mistake]:** [How to avoid]

## Frequently Asked Questions

**Q: [Question about the process]?**

A: [Answer]

Schema markup: HowTo + FAQPage Best practices:

  • Numbered steps
  • One action per step
  • Include expected results
  • Add troubleshooting

5. Original Data / Statistics Roundup

Why AI cites it: AI heavily cites original statistics and research

Best for:

  • Building authority
  • Attracting backlinks
  • PR coverage

Structure:

# [N] Key Statistics About [Topic] ([Current Year])

**Key finding:** [Most impactful stat in one sentence]

## [Sub-category] Statistics

- **[Stat]%** of [metric] — [Source, Year]
- **[Number] [unit]** [finding] — [Source, Year]
- **[Stat]%** [finding] — [Source, Year]

## [Sub-category] Statistics
[Continue...]

## Methodology
[How the data was collected/sourced]

## Key Takeaways
- [Insight 1]
- [Insight 2]
- [Insight 3]

Schema markup: Article Best practices:

  • Cite sources
  • Keep current (update annually)
  • Visualize data (charts)
  • Include methodology

Format Selection Guide

Goal Recommended Format
Build topical authority Definition article
Address support questions FAQ page
Capture commercial intent Comparison guide
Drive product adoption How-to guide
Attract PR/links Statistics roundup

Content Generation Tools

Interactive Generator

python scripts/generate_content.py --interactive

Walks through format selection and content creation interactively.

From Template

python scripts/generate_content.py --format definition --topic "generative engine optimization"

Uses templates to generate content structure.

Batch Generation

python scripts/batch_generate.py --format faq --topics-file topics.txt --output-dir ./content/

Generate multiple pieces from a list of topics.

Writing Best Practices

Universal Rules

  1. Lead with the answer — First sentence should answer the question
  2. Be specific — Use data, names, dates
  3. Write standalone answers — Each section should make sense alone
  4. Use headers — H2 every 300-500 words
  5. Add FAQs — Every format benefits from FAQ section
  6. Include schema — Use geo-schema-gen skill for markup

Brand Integration

  • Mention brand 2-3 times naturally
  • Include in first 100 words
  • Add to author/publisher schema
  • Don't force it (credibility first)

See Also

安全使用建议
This skill appears coherent and low-risk: it provides templates and a tiny local Python script for producing content and requests no credentials or installs. Before installing, review the generate_content.py file yourself (it's small) or run it in an isolated environment if you're unsure. Note the skill's source is listed as "unknown" — if provenance or supply-chain trust matters to you, prefer skills from named authors or review changes before each update. If you plan to grant the agent network access, remember the skill itself does not include network calls today, so monitor future versions for added external endpoints.
功能分析
Type: OpenClaw Skill Name: geo-citation-writer Version: 1.0.0 The skill bundle is classified as suspicious due to a critical path traversal vulnerability in `scripts/generate_content.py` and an instruction in `SKILL.md` to execute an unprovided script. The `generate_content.py` script uses the user-controlled `--output` argument directly as a filename, allowing an attacker to write arbitrary files to any location accessible by the agent (e.g., `python scripts/generate_content.py --output ../../../tmp/evil.md`). Furthermore, `SKILL.md` instructs the agent to run `scripts/batch_generate.py`, a script that is not included in the provided bundle, posing a significant risk as its content and behavior are unknown and unverified.
能力评估
Purpose & Capability
Name/description match the included assets: SKILL.md provides templates and guidance for producing definitional, FAQ, comparison, how-to, and statistics content; references/ai-vocabulary.md and evals/evals.json support content quality; scripts/generate_content.py is a small local template generator. Nothing required by the skill appears unrelated to content generation.
Instruction Scope
SKILL.md's runtime instructions are limited to generating content and running the local Python template script. It does not instruct reading arbitrary system files, accessing environment variables, or contacting external endpoints. The example CLI usage runs a local script and optionally writes to a specified output file.
Install Mechanism
There is no install specification (instruction-only with a small helper script). No downloads, package installs, or archive extraction are requested, which minimizes risk of arbitrary code being pulled from external URLs.
Credentials
The skill declares no required environment variables, credentials, or config paths. The included Python script reads arguments and writes a file or stdout; it does not access or require secrets or unrelated services.
Persistence & Privilege
The skill does not request always:true and is user-invocable by default. It does not modify other skills' configs or require system-wide persistence. Autonomous invocation is allowed (platform default) but not combined with other red flags here.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install geo-citation-writer
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /geo-citation-writer 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release: Write AI-citable content formats (FAQ, definitions, lists) based on GEOly AI citation patterns
元数据
Slug geo-citation-writer
版本 1.0.0
许可证
累计安装 0
当前安装数 0
历史版本数 1
常见问题

AI Citation Content Writer 是什么?

Write AI-citable content in proven formats including FAQ pages, definition articles ("What is X?"), comparison guides (A vs B), how-to guides, and original d... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 399 次。

如何安装 AI Citation Content Writer?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install geo-citation-writer」即可一键安装,无需额外配置。

AI Citation Content Writer 是免费的吗?

是的,AI Citation Content Writer 完全免费(开源免费),可自由下载、安装和使用。

AI Citation Content Writer 支持哪些平台?

AI Citation Content Writer 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 AI Citation Content Writer?

由 GEOLY AI(@geoly-geo)开发并维护,当前版本 v1.0.0。

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