What is the key difference between AI Visibility MCP and Crawlgraph MCP?

AI Visibility MCP belongs to the Marketing category with local stdio execution, while Crawlgraph MCP belongs to the Marketing category with local stdio execution.

How do I install AI Visibility MCP or Crawlgraph MCP in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are AI Visibility MCP and Crawlgraph MCP free or paid?

AI Visibility MCP operates under a BYOK (Pay Provider Direct) model (API Key required). Crawlgraph MCP operates under a Freemium model (API Key required).

Which MCP server has more tools and community activity?

AI Visibility MCP lists 6 tools with 4 views and 1 GitHub stars. Crawlgraph MCP lists 4 tools with 3 views and 5 GitHub stars.

Can I use both AI Visibility MCP and Crawlgraph MCP together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

Side-by-Side Model Context Protocol Comparison

AI Visibility MCP vs Crawlgraph MCP

In-depth architectural comparison of the AI Visibility MCP and Crawlgraph MCP MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

AI Visibility MCP

Marketing · Local stdio

Quality: 44/100 (Fair) | Auth: API Key required

Crawlgraph MCP

Marketing · Local stdio

Quality: 59/100 (Good) | Auth: API Key required

Verdict Summary: Choose AI Visibility MCP if you need specialized Marketing tools running via a local process. Choose Crawlgraph MCP if your workspace requires Marketing integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose AI Visibility MCP when:

You need dedicated capabilities in the Marketing domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (BYOK (Pay Provider Direct)).
You have access to required keys: PERPLEXITY_API_KEY, OPENROUTER_API_KEY, MAX_COST_PER_CALL, MAX_DAILY_USD, LLM_MAX_OUTPUT_TOKENS, AI_VISIBILITY_SPEND_FILE.
Primary tools included: Audits 22 AI user-agents, Scores robots, schema, sitemap, llms.txt, and SPA visibility, Generates robots.txt patches and structured data.

Explore AI Visibility MCP Details

Choose Crawlgraph MCP when:

You need dedicated capabilities in the Marketing domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (Freemium).
You have access to required keys: .

Feature & Specification Comparison

Specification	AI Visibility MCP krissanders Marketing	Crawlgraph MCP pucilpet Marketing
Summary	Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI user-agents (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider, etc), Cloudflare AI-default flags, on-page schema, sitemap, llms.txt, SPA-shell detection, and cross-model brand mentions via Perplexity + OpenRouter. 0-100 score with explainable deductions; parallel competitor compare. SSRF-guarded, per-call and daily LLM spend caps. MIT, 24 tests, stdio + HTTP.	Backlink intelligence and competitor gap analysis on the public Common Crawl webgraph (4.4B edges, 120M domains) via CrawlGraph. 4 tools: backlink lookups, gap analysis, and a composite outreach-targets finder (domains linking to all your competitors but not you, de-noised and ranked by authority). Install: npx -y crawlgraph-mcp.

Tools & Capabilities Breakdown

AI Visibility MCP Tools (6)

Audits 22 AI user-agents

Scores robots, schema, sitemap, llms.txt, and SPA visibility

Generates robots.txt patches and structured data

Checks cross-model brand mentions

Compares up to 10 domains in parallel

Enforces SSRF and LLM spending safeguards

Crawlgraph MCP Tools (4)

backlinks

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

AI Visibility MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "krissanders-ai-visibility-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "krissanders-ai-visibility-mcp"
      ],
      "env": {
        "PERPLEXITY_API_KEY": "YOUR_PERPLEXITY_API_KEY_HERE",
        "OPENROUTER_API_KEY": "YOUR_OPENROUTER_API_KEY_HERE",
        "MAX_COST_PER_CALL": "YOUR_MAX_COST_PER_CALL_HERE",
        "MAX_DAILY_USD": "YOUR_MAX_DAILY_USD_HERE",
        "LLM_MAX_OUTPUT_TOKENS": "YOUR_LLM_MAX_OUTPUT_TOKENS_HERE",
        "AI_VISIBILITY_SPEND_FILE": "YOUR_AI_VISIBILITY_SPEND_FILE_HERE"
      }
    }
  }
}

Crawlgraph MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "pucilpet-crawlgraph-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "crawlgraph-mcp"
      ],
      "env": {
        "CRAWLGRAPH_API_KEY": "YOUR_CRAWLGRAPH_API_KEY_HERE"
      }
    }
  }
}

Frequently Asked Questions

AI Visibility MCP is categorized under Marketing and uses a local stdio subprocess. In contrast, Crawlgraph MCP belongs to Marketing using local stdio subprocess. Select AI Visibility MCP when you need capabilities focused on marketing and Crawlgraph MCP when you require tools for marketing.

More alternatives to AI Visibility MCP More alternatives to Crawlgraph MCP Marketing category hub