Geo Fundamentals
针对 AI 搜索引擎（ChatGPT、Claude、Perplexity）的生成式引擎优化。
Install
$ agentstack add skill-misonl-ling-geo-fundamentals ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-misonl-ling-geo-fundamentals) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
GEO 基础
> 针对 AI 驱动型搜索引擎的优化。
1. 什么是 GEO？
GEO = Generative Engine Optimization（生成式引擎优化）
| 目标 | 涉及平台 | | --- | --- | | 在 AI 的回答中被引用 | ChatGPT、Claude、Perplexity、Gemini |
SEO 与 GEO 对比
| 维度 | SEO | GEO | | --- | --- | --- | | 目标 | 排名第一 | 被 AI 引用 | | 平台 | Google | AI 引擎 | | 指标 | 排名、CTR | 引用率 | | 核心 | 关键词 | 实体、数据 |
2. AI 引擎版图
| 引擎 | 引用样式 | 机遇 | | --- | --- | --- | | Perplexity | 编号样式 [1][2] | 引用率最高 | | ChatGPT | 行内/脚注 | 自定义 GPTs | | Claude | 上下文关联 | 长文本内容 | | Gemini | 来源板块 | 与 SEO 有交集 |
3. RAG 检索因子
AI 引擎如何选择要引用的内容：
| 因子 | 权重（估算） | | --- | --- | | 语义相关性 | ~40% | | 关键词匹配 | ~20% | | 权威性信号 | ~15% | | 时效性 | ~10% | | 来源多样性 | ~15% |
4. 易被引用的内容类型
| 元素 | 作用原则 | | --- | --- | | 原创统计数据 | 独特、可引用的数据 | | 专家语录 | 权重转移 | | 清晰的定义 | 易于被提取 | | 分步指南 | 提供可操作价值 | | 对比表格 | 结构化信息 | | FAQ 常见问题 | 直接给出答案 |
5. GEO 内容检查清单
内容元素
- [ ] 基于问题的标题
- [ ] 顶部包含摘要/TL;DR
- [ ] 带有来源说明的原创数据
- [ ] 专家语录（姓名、头衔）
- [ ] FAQ 章节（3-5 个问答）
- [ ] 清晰的定义
- [ ] “最后更新”时间戳
- [ ] 作者附带资质说明
技术元素
- [ ] 含日期的 Article schema（结构化数据）
- [ ] 作者的 Person schema
- [ ] FAQPage schema
- [ ] 极速加载（ 记住： AI 会引用清晰、权威且易于提取的内容。努力成为最好的答案。
脚本
| 脚本 | 用途 | 执行命令 | | --- | --- | --- | | scripts/geo_checker.py | GEO 审计（AI 引用就绪度） | python scripts/geo_checker.py |
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: MisonL
- Source: MisonL/Ling
- License: MIT
- Homepage: https://www.npmjs.com/package/@mison/ling
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.