GEO SEO Claude MCP — 使用场景, 安装 & 实时演示

为什么要用

核心特性

Citability score per page (what LLMs look for to cite)
AI crawler analysis — which bots found your content and when
Schema markup suggestions
Per-engine optimization (Perplexity vs ChatGPT Search vs Gemini)
PDF reports for client-facing work

实时演示

实际使用效果

就绪

安装

选择你的客户端

~/Library/Application Support/Claude/claude_desktop_config.json · Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "geo-seo-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/zubair-trabzada/geo-seo-claude",
        "~/.claude/skills/geo-seo-claude"
      ],
      "_inferred": true
    }
  }
}

打开 Claude Desktop → Settings → Developer → Edit Config。保存后重启应用。

~/.cursor/mcp.json · .cursor/mcp.json

{
  "mcpServers": {
    "geo-seo-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/zubair-trabzada/geo-seo-claude",
        "~/.claude/skills/geo-seo-claude"
      ],
      "_inferred": true
    }
  }
}

Cursor 使用与 Claude Desktop 相同的 mcpServers 格式。项目级配置优先于全局。

VS Code → Cline → MCP Servers → Edit

{
  "mcpServers": {
    "geo-seo-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/zubair-trabzada/geo-seo-claude",
        "~/.claude/skills/geo-seo-claude"
      ],
      "_inferred": true
    }
  }
}

点击 Cline 侧栏中的 MCP Servers 图标，然后选 "Edit Configuration"。

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "geo-seo-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/zubair-trabzada/geo-seo-claude",
        "~/.claude/skills/geo-seo-claude"
      ],
      "_inferred": true
    }
  }
}

格式与 Claude Desktop 相同。重启 Windsurf 生效。

~/.continue/config.json

{
  "mcpServers": [
    {
      "name": "geo-seo-claude-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/zubair-trabzada/geo-seo-claude",
        "~/.claude/skills/geo-seo-claude"
      ]
    }
  ]
}

Continue 使用服务器对象数组，而非映射。

~/.config/zed/settings.json

{
  "context_servers": {
    "geo-seo-claude-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/zubair-trabzada/geo-seo-claude",
          "~/.claude/skills/geo-seo-claude"
        ]
      }
    }
  }
}

加入 context_servers。Zed 保存后热重载。

claude mcp add geo-seo-claude-skill -- git clone https://github.com/zubair-trabzada/geo-seo-claude ~/.claude/skills/geo-seo-claude

一行命令搞定。用 claude mcp list 验证，claude mcp remove 卸载。

使用场景

实战用法： GEO SEO Claude

GEO-audit a site: how do AI engines see you?

👤 SEO consultants, content marketers ⏱ ~90 min intermediate

何时使用： Your SEO is fine but ChatGPT keeps citing competitors when people ask about your space.

前置条件

Skill installed — git clone https://github.com/zubair-trabzada/geo-seo-claude ~/.claude/skills/geo-seo

步骤

Crawl

Use geo-seo. Audit mysite.com — top 20 pages. Check schema, entity clarity, citability score per page.✓ 已复制

→ Per-page scorecard with concrete weaknesses
Compare competitors

Pick 3 pages where competitor X is cited instead of me. What are they doing on those pages that I'm not?✓ 已复制

→ Side-by-side comparison with actionable deltas
Fix list

Generate a prioritized fix list — what to change on my top 10 pages, in order of expected impact.✓ 已复制

→ Prioritized list with effort/impact estimates

结果： A GEO action plan your content team can execute over a sprint.

注意事项

Confusing GEO wins for traditional SEO metrics — GEO impact shows up as citations in AI answers, not SERP rank — measure accordingly

搭配使用： filesystem

Rewrite page schema + copy for better AI citability

👤 Marketers with ownership of specific landing pages ⏱ ~45 min intermediate

何时使用： You have a page ranking well on Google but invisible to ChatGPT Search.

步骤

Analyze

Use geo-seo on mysite.com/product/x. What's missing for AI citability?✓ 已复制

→ Diagnosis with specific schema/content gaps
Revise

Rewrite the page: better schema.org markup, clearer entity attributes, Q&A blocks that match how people ask AI questions.✓ 已复制

→ Before/after diff focused on citability
Ship + monitor

Deploy. Set up monitoring — when Perplexity/GPT Search next crawls, note the citation outcome.✓ 已复制

→ Monitoring plan with specific bot UA patterns

结果： A page more likely to be cited by AI engines.

注意事项

Over-optimizing for schema makes page bad for humans — Balance — schema as addition, not replacement

组合

与其他 MCP 搭配，撬动十倍杠杆

geo-seo-claude-skill + filesystem

Save audits alongside the site source

Save the GEO audit report next to the page's content file.✓ 已复制

geo-seo-claude-skill + firecrawl

Crawl the site first to have content to audit

Firecrawl the site; geo-seo analyzes the result.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用
citability_score	url	Per-page diagnosis
crawler_log_analyze	log_path	Know which AI bots hit your site
schema_suggest	page_html	Schema upgrades
competitor_compare	my_url, their_url, query	Understand why they're cited and you aren't

成本与限制

运行它的成本

API 配额: N/A (local)
每次调用 Token 数: Page audits can be heavy — scope to top pages
费用: Free (MIT)
提示: Start with 10 highest-traffic pages, not the whole site

安全

权限、密钥、影响范围

最小权限： filesystem-read

凭据存储： None

数据出站： Crawler logs and page HTML in your LLM context

故障排查

常见错误与修复

Score feels arbitrary

Ask for the factor breakdown — the score is the sum of interpretable factors

Competitor's citability looks identical, but they're cited

Brand authority matters too — the skill acknowledges this and suggests off-page work

Doesn't crawl JS-rendered pages

Combine with firecrawl or dev-browser for SPAs

替代方案

GEO SEO Claude 对比其他方案

替代方案	何时用它替代	权衡
claude-seo	You want a broader SEO skill bundle	Less GEO-specific
Traditional SEO tools (Ahrefs, Semrush)	You still need keyword research and backlinks	Weak or absent GEO features

GEO SEO Claude

为什么要用

核心特性

实时演示

实际使用效果

安装

选择你的客户端

使用场景

实战用法： GEO SEO Claude

GEO-audit a site: how do AI engines see you?

前置条件

步骤

注意事项

Rewrite page schema + copy for better AI citability

步骤

注意事项

组合

与其他 MCP 搭配，撬动十倍杠杆

工具

此 MCP 暴露的能力

成本与限制

运行它的成本

安全

权限、密钥、影响范围

故障排查

常见错误与修复

替代方案

GEO SEO Claude 对比其他方案

更多

资源