GEO SEO Claude MCP — 使用場景, 安裝 & 即時演示

為什麼要用

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

即時演示

實際使用效果

就緒

安裝

選擇你的客戶端

~/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
    }
  }
}

開啟 Claude Desktop → Settings → Developer → Edit Config。儲存後重啟應用。

~/.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 使用與 Claude Desktop 相同的 mcpServers 格式。專案級設定優先於全域。

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
    }
  }
}

點擊 Cline 側欄中的 MCP Servers 圖示，然後選 "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
    }
  }
}

格式與 Claude Desktop 相同。重啟 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 使用伺服器物件陣列，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 儲存後熱重載。

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 驗證，claude mcp remove 移除。

使用場景

實戰用法： GEO SEO Claude

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

👤 SEO consultants, content marketers ⏱ ~90 min intermediate

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

前置條件

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

步驟

Crawl

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

→ 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?✓ 已複製

→ 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.✓ 已複製

→ Prioritized list with effort/impact estimates

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

注意事項

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

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

步驟

Analyze

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

→ 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.✓ 已複製

→ Before/after diff focused on citability
Ship + monitor

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

→ Monitoring plan with specific bot UA patterns

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

注意事項

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

組合

與其他 MCP 搭配，撬動十倍槓桿

geo-seo-claude-skill + filesystem

Save audits alongside the site source

Save the GEO audit report next to the page's content file.✓ 已複製

geo-seo-claude-skill + firecrawl

Crawl the site first to have content to audit

Firecrawl the site; geo-seo analyzes the result.✓ 已複製

工具

此 MCP 暴露的能力

工具	輸入參數	何時呼叫
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

成本與限制

運行它的成本

API 配額: N/A (local)
每次呼叫 Token 數: Page audits can be heavy — scope to top pages
費用: Free (MIT)
提示: Start with 10 highest-traffic pages, not the whole site

安全

權限、密鑰、影響範圍

最小權限： filesystem-read

憑證儲存： None

資料出站： Crawler logs and page HTML in your LLM context

故障排查

常見錯誤與修復

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 對比其他方案

替代方案	何時用它替代	權衡
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

為什麼要用

核心特性

即時演示

實際使用效果

安裝

選擇你的客戶端

使用場景

實戰用法： GEO SEO Claude

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

前置條件

步驟

注意事項

Rewrite page schema + copy for better AI citability

步驟

注意事項

組合

與其他 MCP 搭配，撬動十倍槓桿

工具

此 MCP 暴露的能力

成本與限制

運行它的成本

安全

權限、密鑰、影響範圍

故障排查

常見錯誤與修復

替代方案

GEO SEO Claude 對比其他方案

更多

資源