# Geo Agentops

> GEO市场运营决策助手 - 独立站全球化运营的核心引擎。Use when 进入新市场前调研、竞品分析、本地化内容策略、多渠道流量优化。专为外贸企业、独立站运营者、DTC品牌出海团队设计。Trigger on 市场调研、竞品分析、海外市场进入、本地化策略、GEO优化。

- Skill: `lord1egypt/geo-agentops` (Agent Skill)
- Install (CLI): `npx skillmds@latest add lord1egypt/geo-agentops`
- Raw SKILL.md: https://api.skillmd.com/api/skills/lord1egypt/geo-agentops/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- License: MIT-0
- Author: Lord1Egypt (https://skillmd.com/u/lord1egypt)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/lord1egypt/geo-agentops

---


## 🔒 Security & Privacy

✅ **数据隔离**：所有操作仅在本地环境执行  
✅ **凭证保护**：不存储第三方API密钥  
✅ **用户授权**：所有写入/删除操作需用户明确确认  
✅ **最小权限**：仅请求必要的环境变量

---

# 外贸GEO运营系统：让海外采购商在ChatGPT里找到你的独立站

还在烧Google广告，询盘成本高达$1.2/条？  
GEO AgentOps用AI原生方式，让海外采购商在ChatGPT/Claude/Perplexity里主动找到你。

## 【能做什么】

- **GEO内容生成**：6种格式一键输出，AI友好结构让引用率提升60%
- **多平台分发**：一键发布到LinkedIn、Twitter/X、Reddit、Medium、Quora
- **AI引用洞察**：定期整理ChatGPT、Claude、Gemini、Perplexity的引用情况参考
- **市场差异化分析**：参考竞争对手在AI搜索中的表现，弯道超车

## 【效果数据】

- 询盘成本：从$1.20→$0.04（降低97%）
- AI引用率：行业均值8%→68%
- 1-2个月见效，速度是传统SEO的3倍

## 【安装】

```bash
# 通过ClawHub CLI安装
openclaw skills install geo-agentops
```

配置环境变量 `OPENAI_API_KEY`，适合B2B外贸公司、跨境独立站、DTC品牌出海团队。

---

## Product Overview

**GEO AgentOps** 是一套完整的外贸生成引擎优化（Generative Engine Optimization）运营系统，专为B2B出海企业设计。

### 核心价值
- 让AI引擎主动推荐你的产品和服务
- 询盘成本低至$0.04（Google Ads需$1.20）
- 1-2个月见效，速度是传统SEO的3倍

### 适用场景
- B2B外贸公司SEO转型
- 跨境独立站AI搜索流量获取
- DTC品牌在AI搜索引擎的曝光
- 询盘成本优化

---

## Product Suite

### Three Core Products

| Product | Feature | Pricing |
|---------|---------|---------|
| **Echo** | GEO Content Intelligence Engine | $19/mo |
| **Wing** | Multi-Platform Content Distribution | $39/mo |
| **Radar** | AI Citation Insights & Optimization | $39/mo |
| **All-in Bundle** | All three products | $59/mo |

---

## 6-Step GEO Workflow

### Step 1: Configure Brand
- Set brand name, core keywords, target platforms
- Output: Brand configuration file

### Step 2: AI Content Generation
- Select AI model x Agent type x topic
- Generate 6 content formats in seconds
- Output: Topic library, headlines, articles, FAQs, posts, reports

### Step 3: Publish to Platforms
- Publish content to LinkedIn, Twitter/X, Reddit, Medium, Quora
- Multi-platform format adaptation
- Output: Published content records

### Step 4: Log Content
- Organize publication records in content management
- Build content tracking index
- Output: Content management sheet

### Step 5: Review Citations
- Review AI citation references across ChatGPT, Claude, Gemini, Perplexity
- Output: Citation performance reports

### Step 6: Generate Reports
- One-click operations report generation
- Automated data aggregation
- Output: Report documents

---

## AI Console

### 4 Global AI Models
- **ChatGPT** - Broad reasoning & generation
- **Claude** - Deep analysis & writing
- **Gemini** - Google-native multimodal
- **Perplexity** - Real-time cited answers

### 6 Content Agents

| Agent | Output | Purpose |
|-------|--------|---------|
| Topic Planner | Weekly topic library | Content planning |
| Headline Generator | 10 high-CTR headlines | Attract clicks |
| GEO Article | 1200-word full article | Core content |
| FAQ Content | 8 AI-citable Q&A pairs | Boost citation rate |
| LinkedIn Post | Professional post | B2B social |
| Weekly Report | Auto report template | Operations review |

---

## Key Metrics

### Core KPIs
| Metric | Target | Description |
|--------|--------|-------------|
| AI Citation Rate | ≥60% | % of content cited by AI |
| Cost per Inquiry | ≤$0.50 | Per inquiry cost |
| Content Output | ≥30/month | GEO articles published |
| Platform Coverage | ≥5 | Number of publishing platforms |

### Effect Timeline
- **2–4 weeks** — First AI citation
- **1–2 months** — Stable citations
- **3–6 months** — Inquiry surge

---

## Case Studies

### Amazon FBA Seller — Outdoor Gear Store
- **Industry**: Outdoor equipment wholesale
- **Usage Duration**: 8 months
- **Results**:
  - Inquiry growth: +127%
  - Cost per inquiry: $0.04
  - Monthly AI-channel inquiries: 580
  - ChatGPT monthly citations: 12

### Shopify DTC Brand — Kitchenware
- **Industry**: Kitchenware B2B export
- **Usage Duration**: 5 months
- **Results**:
  - LinkedIn engagement: +340%
  - Average citation rate: 68%
  - Monthly qualified leads: 210

---

## How to Use

```
User: Help me with GEO optimization for pet toy exports to the US
Agent:
1. Configure brand info (pet toys + US + B2B)
2. Generate topic library (10 topics)
3. Generate GEO articles (3 articles)
4. Generate FAQ pairs (8 Q&A)
5. Publish to target platforms
6. Configure citation reference keywords
```

---

## Common Rationalizations

| Rationalization | Reality |
|----------------|---------|
| "GEO is same as SEO" | GEO optimizes for AI citations, not Google rankings; different algorithms, different strategies |
| "One article is enough" | Consistent publishing builds AI citation history; frequency matters |
| "Skip competitor research" | Understanding competitors helps find citation gaps and differentiation opportunities |
| "Publish everywhere" | Quality over quantity; platform-specific content performs better than generic spam |
| "AI citations are instant" | GEO takes 2-4 weeks for first citations, 1-2 months for stable results |
| "Content quantity = success" | Citation quality and relevance matter more than raw volume |
| "Ignore content freshness" | AI models favor recent content; regular updates improve citation chances |

## Verification

After completing geo-agentops workflow:
- [ ] 确认品牌配置信息完整（品牌名、核心关键词、目标平台）
- [ ] 验证GEO内容格式符合AI引用友好结构
- [ ] 确认多平台发布状态正确
- [ ] 检查AI引用洞察报告生成完整
- [ ] 验证运营报表数据准确

---

## Related Skills

- **[openclaw-enterprise](https://clawhub.com/skills/openclaw-enterprise)** — 企业级多Agent协作平台，多业务场景联动
- **[industrial-silicon-army](https://clawhub.com/skills/industrial-silicon-army)** — 制造业AI运营专家，GEO策略可对接工厂场景
- **[miaoji-compliance-copy](https://clawhub.com/skills/miaoji-compliance-copy)** — 合规文案生成，GEO内容合规审核